-
+

llama.cpp

@@ -368,7 +368,7 @@ - + File Upload Error @@ -377,7 +377,7 @@ -
+
{#if fileErrorData.generallyUnsupported.length > 0}

Unsupported File Types

@@ -398,8 +398,6 @@ {#if fileErrorData.modalityUnsupported.length > 0}
-

Model Compatibility Issues

-
{#each fileErrorData.modalityUnsupported as file (file.name)}
@@ -415,14 +413,14 @@
{/if} +
-
-

This model supports:

+
+

This model supports:

-

- {fileErrorData.supportedTypes.join(', ')} -

-
+

+ {fileErrorData.supportedTypes.join(', ')} +

diff --git a/tools/server/webui/src/lib/components/app/index.ts b/tools/server/webui/src/lib/components/app/index.ts index 392132f442f..a695f997474 100644 --- a/tools/server/webui/src/lib/components/app/index.ts +++ b/tools/server/webui/src/lib/components/app/index.ts @@ -2,6 +2,7 @@ export { default as ChatAttachmentsList } from './chat/ChatAttachments/ChatAttac export { default as ChatAttachmentFilePreview } from './chat/ChatAttachments/ChatAttachmentFilePreview.svelte'; export { default as ChatAttachmentImagePreview } from './chat/ChatAttachments/ChatAttachmentImagePreview.svelte'; export { default as ChatAttachmentPreviewDialog } from './chat/ChatAttachments/ChatAttachmentPreviewDialog.svelte'; +export { default as ChatAttachmentsViewAllDialog } from './chat/ChatAttachments/ChatAttachmentsViewAllDialog.svelte'; export { default as ChatForm } from './chat/ChatForm/ChatForm.svelte'; export { default as ChatFormTextarea } from './chat/ChatForm/ChatFormTextarea.svelte'; @@ -42,6 +43,8 @@ export { default as KeyboardShortcutInfo } from './misc/KeyboardShortcutInfo.sve export { default as MarkdownContent } from './misc/MarkdownContent.svelte'; +export { default as RemoveButton } from './misc/RemoveButton.svelte'; + export { default as ServerStatus } from './server/ServerStatus.svelte'; export { default as ServerErrorSplash } from './server/ServerErrorSplash.svelte'; export { default as ServerLoadingSplash } from './server/ServerLoadingSplash.svelte'; diff --git a/tools/server/webui/src/lib/components/app/misc/RemoveButton.svelte b/tools/server/webui/src/lib/components/app/misc/RemoveButton.svelte new file mode 100644 index 00000000000..173685510ff --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/RemoveButton.svelte @@ -0,0 +1,26 @@ + + + diff --git a/tools/server/webui/src/lib/types/chat.d.ts b/tools/server/webui/src/lib/types/chat.d.ts index d803a5aa0f2..ee3990b04b9 100644 --- a/tools/server/webui/src/lib/types/chat.d.ts +++ b/tools/server/webui/src/lib/types/chat.d.ts @@ -11,6 +11,29 @@ export interface ChatUploadedFile { textContent?: string; } +export interface ChatAttachmentDisplayItem { + id: string; + name: string; + size?: number; + preview?: string; + type: string; + isImage: boolean; + uploadedFile?: ChatUploadedFile; + attachment?: DatabaseMessageExtra; + attachmentIndex?: number; + textContent?: string; +} + +export interface ChatAttachmentPreviewItem { + uploadedFile?: ChatUploadedFile; + attachment?: DatabaseMessageExtra; + preview?: string; + name?: string; + type?: string; + size?: number; + textContent?: string; +} + export interface ChatMessageSiblingInfo { message: DatabaseMessage; siblingIds: string[]; From 307772fcda771c0bff42e312d090addf445c1509 Mon Sep 17 00:00:00 2001 From: ixgbe <1113177880@qq.com> Date: Fri, 14 Nov 2025 15:12:56 +0800 Subject: [PATCH 005/197] readme : add RVV,ZVFH,ZFH,ZICBOP support for RISC-V (#17259) Signed-off-by: Wang Yang --- .github/copilot-instructions.md | 2 +- README.md | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/copilot-instructions.md b/.github/copilot-instructions.md index 3250e3279ec..ad13c6ea8d1 100644 --- a/.github/copilot-instructions.md +++ b/.github/copilot-instructions.md @@ -9,7 +9,7 @@ llama.cpp is a large-scale C/C++ project for efficient LLM (Large Language Model - **Size**: ~200k+ lines of code across 1000+ files - **Architecture**: Modular design with main library (`libllama`) and 40+ executable tools/examples - **Core dependency**: ggml tensor library (vendored in `ggml/` directory) -- **Backends supported**: CPU (AVX/NEON optimized), CUDA, Metal, Vulkan, SYCL, ROCm, MUSA +- **Backends supported**: CPU (AVX/NEON/RVV optimized), CUDA, Metal, Vulkan, SYCL, ROCm, MUSA - **License**: MIT ## Build Instructions diff --git a/README.md b/README.md index 258963ac16d..29627835853 100644 --- a/README.md +++ b/README.md @@ -61,6 +61,7 @@ range of hardware - locally and in the cloud. - Plain C/C++ implementation without any dependencies - Apple silicon is a first-class citizen - optimized via ARM NEON, Accelerate and Metal frameworks - AVX, AVX2, AVX512 and AMX support for x86 architectures +- RVV, ZVFH, ZFH and ZICBOP support for RISC-V architectures - 1.5-bit, 2-bit, 3-bit, 4-bit, 5-bit, 6-bit, and 8-bit integer quantization for faster inference and reduced memory use - Custom CUDA kernels for running LLMs on NVIDIA GPUs (support for AMD GPUs via HIP and Moore Threads GPUs via MUSA) - Vulkan and SYCL backend support From 2606b0adabbf38e721a350a6c14e19fa0c9102da Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 14 Nov 2025 09:13:34 +0200 Subject: [PATCH 006/197] metal : make the FA extra sizes consistent (#17143) --- ggml/src/ggml-metal/ggml-metal-ops.cpp | 21 ++++++++++++++------- 1 file changed, 14 insertions(+), 7 deletions(-) diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp index d9811e31159..c48f7cd29fe 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.cpp +++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp @@ -1975,7 +1975,9 @@ size_t ggml_metal_op_flash_attn_ext_extra_pad(const ggml_tensor * op) { const bool has_mask = op->src[3] != nullptr; if (ggml_metal_op_flash_attn_ext_use_vec(op)) { - const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_VEC_NCPSG != 0; + // note: always reserve the padding space to avoid graph reallocations + //const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_VEC_NCPSG != 0; + const bool has_kvpad = true; if (has_kvpad) { res += OP_FLASH_ATTN_EXT_VEC_NCPSG*( @@ -1984,7 +1986,8 @@ size_t ggml_metal_op_flash_attn_ext_extra_pad(const ggml_tensor * op) { (has_mask ? ggml_type_size(GGML_TYPE_F16)*ne31*ne32*ne33 : 0)); } } else { - const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_NCPSG != 0; + //const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_NCPSG != 0; + const bool has_kvpad = true; if (has_kvpad) { res += OP_FLASH_ATTN_EXT_NCPSG*( @@ -2020,9 +2023,10 @@ size_t ggml_metal_op_flash_attn_ext_extra_blk(const ggml_tensor * op) { const bool is_vec = ggml_metal_op_flash_attn_ext_use_vec(op); // this optimization is not useful for the vector kernels - if (is_vec) { - return res; - } + // note: always reserve the blk buffer to avoid graph reallocations + //if (is_vec) { + // return res; + //} const int nqptg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NQPTG : OP_FLASH_ATTN_EXT_NQPTG; const int ncpsg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NCPSG : OP_FLASH_ATTN_EXT_NCPSG; @@ -2049,13 +2053,16 @@ size_t ggml_metal_op_flash_attn_ext_extra_tmp(const ggml_tensor * op) { size_t res = 0; - if (ggml_metal_op_flash_attn_ext_use_vec(op)) { + // note: always reserve the temp buffer to avoid graph reallocations + //if (ggml_metal_op_flash_attn_ext_use_vec(op)) { + if (true) { const int64_t nwg = 32; + const int64_t ne01_max = std::min(ne01, 32); // temp buffer for writing the results from each workgroup // - ne20: the size of the Value head // - + 2: the S and M values for each intermediate result - res += ggml_type_size(GGML_TYPE_F32)*(ne01*ne02*ne03*nwg*(ne20 + 2)); + res += ggml_type_size(GGML_TYPE_F32)*(ne01_max*ne02*ne03*nwg*(ne20 + 2)); } return res; From 45c6ef7307e8ab383a8b6557f8ed8d237b26c452 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 14 Nov 2025 09:36:06 +0200 Subject: [PATCH 007/197] metal : support argsort for ne00 > 1024 (#17247) * metal : refactor argsort * cont : sort chunks * cont : merge sorted buckets * cont : cleanup --- ggml/src/ggml-metal/ggml-metal-device.cpp | 28 ++++ ggml/src/ggml-metal/ggml-metal-device.h | 1 + ggml/src/ggml-metal/ggml-metal-device.m | 2 - ggml/src/ggml-metal/ggml-metal-impl.h | 22 ++- ggml/src/ggml-metal/ggml-metal-ops.cpp | 81 +++++++++-- ggml/src/ggml-metal/ggml-metal.cpp | 4 + ggml/src/ggml-metal/ggml-metal.metal | 164 ++++++++++++++++++---- tests/test-backend-ops.cpp | 7 +- 8 files changed, 265 insertions(+), 44 deletions(-) diff --git a/ggml/src/ggml-metal/ggml-metal-device.cpp b/ggml/src/ggml-metal/ggml-metal-device.cpp index 08095dcf060..e61b0978339 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.cpp +++ b/ggml/src/ggml-metal/ggml-metal-device.cpp @@ -943,6 +943,34 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort(ggml_metal_library return res; } +ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort_merge(ggml_metal_library_t lib, const ggml_tensor * op) { + assert(op->op == GGML_OP_ARGSORT); + + char base[256]; + char name[256]; + + ggml_sort_order order = (ggml_sort_order) op->op_params[0]; + + const char * order_str = "undefined"; + switch (order) { + case GGML_SORT_ORDER_ASC: order_str = "asc"; break; + case GGML_SORT_ORDER_DESC: order_str = "desc"; break; + default: GGML_ABORT("fatal error"); + }; + + snprintf(base, 256, "kernel_argsort_merge_%s_%s_%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->type), order_str); + snprintf(name, 256, "%s", base); + + ggml_metal_pipeline_t res = ggml_metal_library_get_pipeline(lib, name); + if (res) { + return res; + } + + res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); + + return res; +} + ggml_metal_pipeline_t ggml_metal_library_get_pipeline_flash_attn_ext_pad( ggml_metal_library_t lib, const struct ggml_tensor * op, diff --git a/ggml/src/ggml-metal/ggml-metal-device.h b/ggml/src/ggml-metal/ggml-metal-device.h index 5a8bc0c1ccd..5539abda336 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.h +++ b/ggml/src/ggml-metal/ggml-metal-device.h @@ -125,6 +125,7 @@ ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mm_id (ggml_me ggml_metal_pipeline_t ggml_metal_library_get_pipeline_mul_mv_id (ggml_metal_library_t lib, const struct ggml_tensor * op); ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argmax (ggml_metal_library_t lib, const struct ggml_tensor * op); ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort (ggml_metal_library_t lib, const struct ggml_tensor * op); +ggml_metal_pipeline_t ggml_metal_library_get_pipeline_argsort_merge (ggml_metal_library_t lib, const struct ggml_tensor * op); ggml_metal_pipeline_t ggml_metal_library_get_pipeline_bin (ggml_metal_library_t lib, enum ggml_op op, int32_t n_fuse, bool row); ggml_metal_pipeline_t ggml_metal_library_get_pipeline_l2_norm (ggml_metal_library_t lib, const struct ggml_tensor * op); ggml_metal_pipeline_t ggml_metal_library_get_pipeline_group_norm (ggml_metal_library_t lib, const struct ggml_tensor * op); diff --git a/ggml/src/ggml-metal/ggml-metal-device.m b/ggml/src/ggml-metal/ggml-metal-device.m index 69c8820854a..741b1a44db3 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.m +++ b/ggml/src/ggml-metal/ggml-metal-device.m @@ -904,8 +904,6 @@ bool ggml_metal_device_supports_op(ggml_metal_device_t dev, const struct ggml_te case GGML_OP_LEAKY_RELU: return op->src[0]->type == GGML_TYPE_F32; case GGML_OP_ARGSORT: - // TODO: Support arbitrary column width - return op->src[0]->ne[0] <= 1024; case GGML_OP_ARANGE: return true; case GGML_OP_FLASH_ATTN_EXT: diff --git a/ggml/src/ggml-metal/ggml-metal-impl.h b/ggml/src/ggml-metal/ggml-metal-impl.h index 6d02befa97d..dd889cd90d5 100644 --- a/ggml/src/ggml-metal/ggml-metal-impl.h +++ b/ggml/src/ggml-metal/ggml-metal-impl.h @@ -793,10 +793,28 @@ typedef struct { } ggml_metal_kargs_leaky_relu; typedef struct { - int64_t ncols; - int64_t ncols_pad; + int64_t ne00; + int64_t ne01; + int64_t ne02; + int64_t ne03; + uint64_t nb00; + uint64_t nb01; + uint64_t nb02; + uint64_t nb03; } ggml_metal_kargs_argsort; +typedef struct { + int64_t ne00; + int64_t ne01; + int64_t ne02; + int64_t ne03; + uint64_t nb00; + uint64_t nb01; + uint64_t nb02; + uint64_t nb03; + int32_t len; +} ggml_metal_kargs_argsort_merge; + typedef struct { int64_t ne0; float start; diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp index c48f7cd29fe..ae098d371f1 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.cpp +++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp @@ -3530,38 +3530,95 @@ int ggml_metal_op_argsort(ggml_metal_op_t ctx, int idx) { ggml_metal_library_t lib = ctx->lib; ggml_metal_encoder_t enc = ctx->enc; + GGML_ASSERT(ggml_is_contiguous_rows(op->src[0])); + GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); GGML_TENSOR_LOCALS(uint64_t, nb0, op->src[0], nb); GGML_TENSOR_LOCALS( int32_t, ne, op, ne); GGML_TENSOR_LOCALS(uint32_t, nb, op, nb); + ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_argsort(lib, op); + // bitonic sort requires the number of elements to be power of 2 - int64_t ne00_padded = 1; - while (ne00_padded < ne00) { - ne00_padded *= 2; + int nth = 1; + while (nth < ne00 && 2*nth <= ggml_metal_pipeline_max_theads_per_threadgroup(pipeline)) { + nth *= 2; } - ggml_metal_pipeline_t pipeline = ggml_metal_library_get_pipeline_argsort(lib, op); - - const int64_t nrows = ggml_nrows(op->src[0]); + const int nptg = (ne00 + nth - 1)/nth; // Metal kernels require the buffer size to be multiple of 16 bytes // https://developer.apple.com/documentation/metal/mtlcomputecommandencoder/1443142-setthreadgroupmemorylength - const size_t smem = GGML_PAD(ne00_padded*sizeof(int32_t), 16); + const size_t smem = GGML_PAD(nth*sizeof(int32_t), 16); + + ggml_metal_buffer_id bid_src0 = ggml_metal_get_buffer_id(op->src[0]); + ggml_metal_buffer_id bid_dst = ggml_metal_get_buffer_id(op); + + ggml_metal_buffer_id bid_tmp = bid_dst; + bid_tmp.offs += ggml_nbytes(op); + + if ((int) ceil(std::log(nptg) / std::log(2)) % 2 == 1) { + std::swap(bid_dst, bid_tmp); + } ggml_metal_kargs_argsort args = { - /*.ncols =*/ ne00, - /*.ncols_pad =*/ ne00_padded + /*.ne00 =*/ ne00, + /*.ne01 =*/ ne01, + /*.ne02 =*/ ne02, + /*.ne03 =*/ ne03, + /*.nb00 =*/ nb00, + /*.nb01 =*/ nb01, + /*.nb02 =*/ nb02, + /*.nb03 =*/ nb03, }; ggml_metal_encoder_set_pipeline(enc, pipeline); ggml_metal_encoder_set_bytes (enc, &args, sizeof(args), 0); - ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op->src[0]), 1); - ggml_metal_encoder_set_buffer (enc, ggml_metal_get_buffer_id(op), 2); + ggml_metal_encoder_set_buffer (enc, bid_src0, 1); + ggml_metal_encoder_set_buffer (enc, bid_dst, 2); ggml_metal_encoder_set_threadgroup_memory_size(enc, smem, 0); - ggml_metal_encoder_dispatch_threadgroups(enc, 1, nrows, 1, ne00_padded, 1, 1); + ggml_metal_encoder_dispatch_threadgroups(enc, nptg*ne01, ne02, ne03, nth, 1, 1); + + ggml_metal_pipeline_t pipeline_merge = ggml_metal_library_get_pipeline_argsort_merge(lib, op); + + int len = nth; + + while (len < ne00) { + ggml_metal_op_concurrency_reset(ctx); + + ggml_metal_kargs_argsort_merge args_merge = { + .ne00 = ne00, + .ne01 = ne01, + .ne02 = ne02, + .ne03 = ne03, + .nb00 = nb00, + .nb01 = nb01, + .nb02 = nb02, + .nb03 = nb03, + .len = len, + }; + + // merges per row + const int nm = (ne00 + 2*len - 1) / (2*len); + + const int nth = std::min(512, ggml_metal_pipeline_max_theads_per_threadgroup(pipeline_merge)); + + ggml_metal_encoder_set_pipeline(enc, pipeline_merge); + ggml_metal_encoder_set_bytes (enc, &args_merge, sizeof(args_merge), 0); + ggml_metal_encoder_set_buffer (enc, bid_src0, 1); + ggml_metal_encoder_set_buffer (enc, bid_dst, 2); + ggml_metal_encoder_set_buffer (enc, bid_tmp, 3); + + ggml_metal_encoder_set_threadgroup_memory_size(enc, 0, 0); + + ggml_metal_encoder_dispatch_threadgroups(enc, nm*ne01, ne02, ne03, nth, 1, 1); + + std::swap(bid_dst, bid_tmp); + + len <<= 1; + } return 1; } diff --git a/ggml/src/ggml-metal/ggml-metal.cpp b/ggml/src/ggml-metal/ggml-metal.cpp index 7afc881fa70..35f07f3e713 100644 --- a/ggml/src/ggml-metal/ggml-metal.cpp +++ b/ggml/src/ggml-metal/ggml-metal.cpp @@ -197,6 +197,10 @@ static size_t ggml_backend_metal_buffer_type_get_alloc_size(ggml_backend_buffer_ res += ggml_metal_op_flash_attn_ext_extra_blk(tensor); res += ggml_metal_op_flash_attn_ext_extra_tmp(tensor); } break; + case GGML_OP_ARGSORT: + { + res *= 2; + } break; default: break; } diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal index 7f94419c3ac..8afc7318f68 100644 --- a/ggml/src/ggml-metal/ggml-metal.metal +++ b/ggml/src/ggml-metal/ggml-metal.metal @@ -4541,69 +4541,179 @@ kernel void kernel_timestep_embedding_f32( // bitonic sort implementation following the CUDA kernels as reference typedef void (argsort_t)( constant ggml_metal_kargs_argsort & args, - device const float * x, + device const char * src0, device int32_t * dst, - threadgroup int32_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]]); + threadgroup int32_t * smem_i32 [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + ushort3 tpitg[[thread_position_in_threadgroup]], + ushort3 ntg[[threads_per_threadgroup]]); template kernel void kernel_argsort_f32_i32( constant ggml_metal_kargs_argsort & args, - device const float * x, + device const char * src0, device int32_t * dst, - threadgroup int32_t * shared_values [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]]) { + threadgroup int32_t * smem_i32 [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + ushort3 tpitg[[thread_position_in_threadgroup]], + ushort3 ntg[[threads_per_threadgroup]]) { // bitonic sort - int col = tpitg[0]; - int row = tgpig[1]; + const int col = tpitg[0]; - if (col >= args.ncols_pad) return; + const int i00 = (tgpig[0]/args.ne01)*ntg.x; + const int i01 = tgpig[0]%args.ne01; + const int i02 = tgpig[1]; + const int i03 = tgpig[2]; - device const float * x_row = x + row * args.ncols; - threadgroup int32_t * dst_row = shared_values; + device const float * x_row = (device const float *) (src0 + args.nb01*i01 + args.nb02*i02 + args.nb03*i03); // initialize indices - dst_row[col] = col; + smem_i32[col] = i00 + col; threadgroup_barrier(mem_flags::mem_threadgroup); - for (int k = 2; k <= args.ncols_pad; k *= 2) { + for (int k = 2; k <= ntg.x; k *= 2) { for (int j = k / 2; j > 0; j /= 2) { int ixj = col ^ j; if (ixj > col) { if ((col & k) == 0) { - if (dst_row[col] >= args.ncols || - (dst_row[ixj] < args.ncols && (order == GGML_SORT_ORDER_ASC ? - x_row[dst_row[col]] > x_row[dst_row[ixj]] : - x_row[dst_row[col]] < x_row[dst_row[ixj]])) + if (smem_i32[col] >= args.ne00 || + (smem_i32[ixj] < args.ne00 && (order == GGML_SORT_ORDER_ASC ? + x_row[smem_i32[col]] > x_row[smem_i32[ixj]] : + x_row[smem_i32[col]] < x_row[smem_i32[ixj]])) ) { - SWAP(dst_row[col], dst_row[ixj]); + SWAP(smem_i32[col], smem_i32[ixj]); } } else { - if (dst_row[ixj] >= args.ncols || - (dst_row[col] < args.ncols && (order == GGML_SORT_ORDER_ASC ? - x_row[dst_row[col]] < x_row[dst_row[ixj]] : - x_row[dst_row[col]] > x_row[dst_row[ixj]])) + if (smem_i32[ixj] >= args.ne00 || + (smem_i32[col] < args.ne00 && (order == GGML_SORT_ORDER_ASC ? + x_row[smem_i32[col]] < x_row[smem_i32[ixj]] : + x_row[smem_i32[col]] > x_row[smem_i32[ixj]])) ) { - SWAP(dst_row[col], dst_row[ixj]); + SWAP(smem_i32[col], smem_i32[ixj]); } } } + threadgroup_barrier(mem_flags::mem_threadgroup); } } // copy the result to dst without the padding - if (col < args.ncols) { - dst[row * args.ncols + col] = dst_row[col]; + if (i00 + col < args.ne00) { + dst += i00 + args.ne00*i01 + args.ne00*args.ne01*i02 + args.ne00*args.ne01*args.ne02*i03; + + dst[col] = smem_i32[col]; } } template [[host_name("kernel_argsort_f32_i32_asc")]] kernel argsort_t kernel_argsort_f32_i32; template [[host_name("kernel_argsort_f32_i32_desc")]] kernel argsort_t kernel_argsort_f32_i32; +typedef void (argsort_merge_t)( + constant ggml_metal_kargs_argsort_merge & args, + device const char * src0, + device const int32_t * tmp, + device int32_t * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + ushort3 tpitg[[thread_position_in_threadgroup]], + ushort3 ntg[[threads_per_threadgroup]]); + +template +kernel void kernel_argsort_merge_f32_i32( + constant ggml_metal_kargs_argsort_merge & args, + device const char * src0, + device const int32_t * tmp, + device int32_t * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + ushort3 tpitg[[thread_position_in_threadgroup]], + ushort3 ntg[[threads_per_threadgroup]]) { + int im = tgpig[0] / args.ne01; + int i01 = tgpig[0] % args.ne01; + int i02 = tgpig[1]; + int i03 = tgpig[2]; + + const int start = im * (2*args.len); + + const int len0 = MIN(args.len, MAX(0, args.ne00 - (int)(start))); + const int len1 = MIN(args.len, MAX(0, args.ne00 - (int)(start + args.len))); + + const int total = len0 + len1; + + device const int32_t * tmp0 = tmp + start + + i01*args.ne00 + + i02*args.ne00*args.ne01 + + i03*args.ne00*args.ne01*args.ne02; + + device const int32_t * tmp1 = tmp0 + args.len; + + dst += start + + i01*args.ne00 + + i02*args.ne00*args.ne01 + + i03*args.ne00*args.ne01*args.ne02; + + device const float * src0_row = (device const float *)(src0 + + args.nb01*i01 + + args.nb02*i02 + + args.nb03*i03); + + for (int k = tpitg.x; k < (int) total; k += ntg.x) { + // find partition (i,j) such that i+j = k + int low = k > len1 ? k - len1 : 0; + int high = MIN(k, len0); + + while (low < high) { + const int mid = (low + high) >> 1; + + const int32_t idx0 = tmp0[mid]; + const int32_t idx1 = tmp1[k - mid - 1]; + + const float val0 = src0_row[idx0]; + const float val1 = src0_row[idx1]; + + if (order == GGML_SORT_ORDER_ASC) { + if (val0 <= val1) { + low = mid + 1; + } else { + high = mid; + } + } else { + if (val0 >= val1) { + low = mid + 1; + } else { + high = mid; + } + } + } + + const int i = low; + const int j = k - i; + + int32_t out_idx; + + if (i >= len0) { + out_idx = tmp1[j]; + } else if (j >= len1) { + out_idx = tmp0[i]; + } else { + const int32_t idx0 = tmp0[i]; + const int32_t idx1 = tmp1[j]; + + const float val0 = src0_row[idx0]; + const float val1 = src0_row[idx1]; + + out_idx = (order == GGML_SORT_ORDER_ASC) + ? (val0 <= val1 ? idx0 : idx1) + : (val0 >= val1 ? idx0 : idx1); + } + + dst[k] = out_idx; + } +} + +template [[host_name("kernel_argsort_merge_f32_i32_asc")]] kernel argsort_merge_t kernel_argsort_merge_f32_i32; +template [[host_name("kernel_argsort_merge_f32_i32_desc")]] kernel argsort_merge_t kernel_argsort_merge_f32_i32; + kernel void kernel_leaky_relu_f32( constant ggml_metal_kargs_leaky_relu & args, device const float * src0, diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index b11793963aa..a7707eb03fe 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -7492,8 +7492,13 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {8, 1, 1, 1}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {16, 10, 10, 10}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {60, 10, 10, 10}, order)); // qwen - test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1024, 1, 1, 1}, order)); + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1023, 2, 1, 3}, order)); + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1024, 2, 1, 3}, order)); + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {1025, 2, 1, 3}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {16384, 1, 1, 1}, order)); // many backends only handle up to 1024 + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2047, 2, 1, 3}, order)); + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2048, 2, 1, 3}, order)); + test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2049, 2, 1, 3}, order)); test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {2, 8, 8192, 1}, order)); // bailingmoe2 (group selection) } From d396b4374804bcb91cf969141ed75282245a12bc Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 14 Nov 2025 14:03:45 +0200 Subject: [PATCH 008/197] server : fix "can batch with" bug (#17263) --- tools/server/server.cpp | 16 ++++++++++------ 1 file changed, 10 insertions(+), 6 deletions(-) diff --git a/tools/server/server.cpp b/tools/server/server.cpp index 7dbd8b6a002..535d2c450e2 100644 --- a/tools/server/server.cpp +++ b/tools/server/server.cpp @@ -3591,13 +3591,13 @@ struct server_context { // next, batch any pending prompts without exceeding n_batch if (params_base.cont_batching || batch.n_tokens == 0) { for (auto & slot : slots) { + if (!slot.is_processing()) { + continue; + } + // check if we can batch this slot with the previous one - if (slot.is_processing()) { - if (!slot_batched) { - slot_batched = &slot; - } else if (!slot_batched->can_batch_with(slot)) { - continue; - } + if (slot_batched && !slot_batched->can_batch_with(slot)) { + continue; } // this slot still has a prompt to be processed @@ -4028,6 +4028,10 @@ struct server_context { } } + if (!slot_batched) { + slot_batched = &slot; + } + if (batch.n_tokens >= n_batch) { break; } From 6cd0cf72ce96393f06bd271731e7a8bebeb481c0 Mon Sep 17 00:00:00 2001 From: "Marek Hradil jr." Date: Fri, 14 Nov 2025 13:35:26 +0100 Subject: [PATCH 009/197] fix : Dangling pointer for non-empty trigger words in lazy grammar construction (#17048) * fix : Dangling pointer for non-empty trigger words in llama_sampler_init_grammar_impl (#17047) * Replace 'static' workaround, with keeping variable in scope for longer * Create std::array directly and pass into llama_grammar_init_impl * Add back the trigger pattern * Missed array include --- src/llama-sampling.cpp | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/src/llama-sampling.cpp b/src/llama-sampling.cpp index 55d2e355fd8..adb3f8810ed 100644 --- a/src/llama-sampling.cpp +++ b/src/llama-sampling.cpp @@ -4,6 +4,7 @@ #include "llama-vocab.h" #include "llama-grammar.h" +#include #include #include #include @@ -1625,10 +1626,12 @@ static struct llama_sampler * llama_sampler_init_grammar_impl( auto * ctx = new llama_sampler_grammar; if (grammar_str != nullptr && grammar_str[0] != '\0') { + std::string trigger_pattern; + llama_grammar * grammar = nullptr; // TODO: remove trigger_words support. if (trigger_words != nullptr && num_trigger_words > 0) { GGML_ASSERT(trigger_patterns == nullptr && num_trigger_patterns == 0); - std::string trigger_pattern("[\\s\\S]*?("); + trigger_pattern = "[\\s\\S]*?("; for (size_t i = 0; i < num_trigger_words; ++i) { static const std::regex special_chars("[.^$|()*+?\\[\\]{}\\\\]"); if (i > 0) { @@ -1637,15 +1640,17 @@ static struct llama_sampler * llama_sampler_init_grammar_impl( trigger_pattern += std::regex_replace(trigger_words[i], special_chars, "\\$0"); } trigger_pattern += ")[\\s\\S]*"; - const auto * trigger_pattern_c = trigger_pattern.c_str(); - trigger_patterns = &trigger_pattern_c; - num_trigger_patterns = 1; + + std::array tmp_trigger_patterns = { trigger_pattern.c_str() }; + grammar = llama_grammar_init_impl(vocab, grammar_str, grammar_root, lazy, tmp_trigger_patterns.data(), tmp_trigger_patterns.size(), trigger_tokens, num_trigger_tokens); + } else { + grammar = llama_grammar_init_impl(vocab, grammar_str, grammar_root, lazy, trigger_patterns, num_trigger_patterns, trigger_tokens, num_trigger_tokens); } *ctx = { /* .vocab = */ vocab, /* .grammar_str = */ grammar_str, /* .grammar_root = */ grammar_root, - /* .grammar = */ llama_grammar_init_impl(vocab, grammar_str, grammar_root, lazy, trigger_patterns, num_trigger_patterns, trigger_tokens, num_trigger_tokens), + /* .grammar = */ grammar, }; if (!ctx->grammar) { delete ctx; From e1fcf8b09b8115156313c61bdd42186a7c7fb7be Mon Sep 17 00:00:00 2001 From: Bartowski <3266127+bartowski1182@users.noreply.github.com> Date: Fri, 14 Nov 2025 07:54:10 -0500 Subject: [PATCH 010/197] model : add AfmoeForCausalLM support (#16477) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Add AFMOE model support * Update to vocab * Add model sizing * Undo Rope change for ARCEE model * Address review comments * Update modeling code is_sliding -> use_rope, replace hard-coded logic * Fix AFMOE tokenizer * Update convert_hf_to_gguf.py Co-authored-by: Sigbjørn Skjæret * Update convert_hf_to_gguf.py Co-authored-by: Sigbjørn Skjæret * Update AFMoE tokenizer class identification to be more unique --------- Co-authored-by: Sigbjørn Skjæret --- convert_hf_to_gguf.py | 78 ++++++++++++++ convert_hf_to_gguf_update.py | 1 + gguf-py/gguf/constants.py | 31 ++++++ gguf-py/gguf/tensor_mapping.py | 9 +- src/CMakeLists.txt | 1 + src/llama-arch.cpp | 32 ++++++ src/llama-arch.h | 2 + src/llama-model.cpp | 102 ++++++++++++++++++ src/llama-model.h | 2 + src/llama-vocab.cpp | 15 +++ src/llama-vocab.h | 1 + src/models/afmoe.cpp | 187 +++++++++++++++++++++++++++++++++ src/models/models.h | 4 + src/unicode.cpp | 77 ++++++++++++++ 14 files changed, 541 insertions(+), 1 deletion(-) create mode 100644 src/models/afmoe.cpp diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index cc77a3db273..2b08013e1e4 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -1124,6 +1124,9 @@ def get_vocab_base_pre(self, tokenizer) -> str: if chkhsh == "a1e163ecab2e718a4c829d1148b6e86824ec36163bb71941c3dca9cd5ac25756": # ref: https://huggingface.co/JetBrains/Mellum-4b-base res = "mellum" + if chkhsh == "49fc0303c9e0d2c2c565c510f64b2d9b271276acdcdadff733249eda9f7d59df": + # ref: https://huggingface.co/arcee-ai/Trinity-Tokenizer + res = "afmoe" if chkhsh == "9b1be57e70d20d9501b2b3186e792d81181ae36ada3903c26f9fea418cf87206": # ref: https://huggingface.co/inclusionAI/Ling-mini-base-2.0 res = "bailingmoe2" @@ -2533,6 +2536,81 @@ def set_gguf_parameters(self): self.gguf_writer.add_rope_scaling_orig_ctx_len(rope_scaling["original_max_position_embeddings"]) +@ModelBase.register("AfmoeForCausalLM") +class AfmoeModel(LlamaModel): + model_arch = gguf.MODEL_ARCH.AFMOE + + def set_gguf_parameters(self): + super().set_gguf_parameters() + + # MoE parameters + if (n_experts := self.hparams.get("num_experts")) is not None: + self.gguf_writer.add_expert_count(n_experts) + if (n_shared_experts := self.hparams.get("num_shared_experts")) is not None: + self.gguf_writer.add_expert_shared_count(n_shared_experts) + if (moe_intermediate_size := self.hparams.get("moe_intermediate_size")) is not None: + self.gguf_writer.add_expert_feed_forward_length(moe_intermediate_size) + if (n_dense_layers := self.hparams.get("num_dense_layers")) is not None: + self.gguf_writer.add_leading_dense_block_count(n_dense_layers) + + # Expert Gating Function + score_func = self.hparams.get("score_func") + if score_func == "sigmoid": + self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) + elif score_func == "softmax": + self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) + elif score_func is not None: + raise ValueError(f"Unsupported score_function value: {score_func}") + + # Route normalization and scaling + if (route_norm := self.hparams.get("route_norm")) is not None: + self.gguf_writer.add_expert_weights_norm(route_norm) + if (route_scale := self.hparams.get("route_scale")) is not None: + self.gguf_writer.add_expert_weights_scale(route_scale) + + # Sliding window attention + if (sliding_window := self.hparams.get("sliding_window")) is not None: + self.gguf_writer.add_sliding_window(sliding_window) + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + # Handle expert weights - they're already merged in the HF format + # process the experts separately + if name.find("mlp.experts") != -1: + n_experts = self.hparams["num_experts"] + assert bid is not None + + if self._experts is None: + self._experts = [{} for _ in range(self.block_count)] + + self._experts[bid][name] = data_torch + + if len(self._experts[bid]) >= n_experts * 3: + tensors: list[tuple[str, Tensor]] = [] + + # merge the experts into a single 3d tensor + for w_name in ["gate_proj", "up_proj", "down_proj"]: + datas: list[Tensor] = [] + + for xid in range(n_experts): + ename_to_retrieve = f"model.layers.{bid}.mlp.experts.{xid}.{w_name}.weight" + datas.append(self._experts[bid][ename_to_retrieve]) + del self._experts[bid][ename_to_retrieve] + + data_torch = torch.stack(datas, dim=0) + merged_name = f"model.layers.{bid}.mlp.experts.{w_name}.weight" + new_name = self.map_tensor_name(merged_name) + tensors.append((new_name, data_torch)) + + return tensors + else: + return [] + + if name.endswith(".expert_bias"): + name = name.replace(".expert_bias", ".expert_bias.bias") + + return [(self.map_tensor_name(name), data_torch)] + + @ModelBase.register( "LlavaForConditionalGeneration", # pixtral "Mistral3ForConditionalGeneration", # mistral small 3.1 diff --git a/convert_hf_to_gguf_update.py b/convert_hf_to_gguf_update.py index 7df96eb0839..b8f694e86c0 100755 --- a/convert_hf_to_gguf_update.py +++ b/convert_hf_to_gguf_update.py @@ -139,6 +139,7 @@ class TOKENIZER_TYPE(IntEnum): {"name": "lfm2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/LiquidAI/LFM2-Tokenizer"}, {"name": "exaone4", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/LGAI-EXAONE/EXAONE-4.0-32B", }, {"name": "mellum", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/JetBrains/Mellum-4b-base", }, + {"name": "afmoe", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/arcee-ai/Trinity-Tokenizer", }, {"name": "bailingmoe2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/inclusionAI/Ling-mini-base-2.0", }, {"name": "granite-docling", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/ibm-granite/granite-docling-258M", }, {"name": "minimax-m2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/MiniMaxAI/MiniMax-M2", }, diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 6b4b6c5ab07..1cd0efad4a8 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -409,6 +409,7 @@ class MODEL_ARCH(IntEnum): BAILINGMOE2 = auto() DOTS1 = auto() ARCEE = auto() + AFMOE = auto() ERNIE4_5 = auto() ERNIE4_5_MOE = auto() HUNYUAN_MOE = auto() @@ -464,6 +465,7 @@ class MODEL_TENSOR(IntEnum): ATTN_POST_NORM = auto() ATTN_ROT_EMBD = auto() ATTN_SINKS = auto() + ATTN_GATE = auto() FFN_GATE_INP = auto() FFN_GATE_INP_SHEXP = auto() FFN_NORM = auto() @@ -776,6 +778,7 @@ class MODEL_TENSOR(IntEnum): MODEL_ARCH.BAILINGMOE2: "bailingmoe2", MODEL_ARCH.DOTS1: "dots1", MODEL_ARCH.ARCEE: "arcee", + MODEL_ARCH.AFMOE: "afmoe", MODEL_ARCH.ERNIE4_5: "ernie4_5", MODEL_ARCH.ERNIE4_5_MOE: "ernie4_5-moe", MODEL_ARCH.FALCON_H1: "falcon-h1", @@ -828,6 +831,7 @@ class MODEL_TENSOR(IntEnum): MODEL_TENSOR.ATTN_OUT: "blk.{bid}.attn_output", MODEL_TENSOR.ATTN_ROT_EMBD: "blk.{bid}.attn_rot_embd", MODEL_TENSOR.ATTN_SINKS: "blk.{bid}.attn_sinks", + MODEL_TENSOR.ATTN_GATE: "blk.{bid}.attn_gate", MODEL_TENSOR.ATTN_Q_NORM: "blk.{bid}.attn_q_norm", MODEL_TENSOR.ATTN_K_NORM: "blk.{bid}.attn_k_norm", MODEL_TENSOR.ATTN_OUT_NORM: "blk.{bid}.attn_output_norm", @@ -2693,6 +2697,33 @@ class MODEL_TENSOR(IntEnum): MODEL_TENSOR.FFN_DOWN, MODEL_TENSOR.FFN_UP, ], + MODEL_ARCH.AFMOE: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_POST_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.ATTN_Q_NORM, + MODEL_TENSOR.ATTN_K_NORM, + MODEL_TENSOR.ATTN_GATE, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + MODEL_TENSOR.FFN_GATE_SHEXP, + MODEL_TENSOR.FFN_UP_SHEXP, + MODEL_TENSOR.FFN_DOWN_SHEXP, + MODEL_TENSOR.FFN_PRE_NORM, + MODEL_TENSOR.FFN_POST_NORM, + MODEL_TENSOR.FFN_EXP_PROBS_B, + ], MODEL_ARCH.ERNIE4_5: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT_NORM, diff --git a/gguf-py/gguf/tensor_mapping.py b/gguf-py/gguf/tensor_mapping.py index 92940668761..8c7ed10f2e3 100644 --- a/gguf-py/gguf/tensor_mapping.py +++ b/gguf-py/gguf/tensor_mapping.py @@ -314,6 +314,10 @@ class TensorNameMap: "model.layers.{bid}.self_attn.sinks", # openai-moe ), + MODEL_TENSOR.ATTN_GATE: ( + "model.layers.{bid}.self_attn.gate_proj", # afmoe + ), + # Feed-forward norm MODEL_TENSOR.FFN_NORM: ( "gpt_neox.layers.{bid}.post_attention_layernorm", # gptneox @@ -340,11 +344,12 @@ class TensorNameMap: "model.layers.{bid}.feedforward_layernorm", # apertus ), - # Post feed-forward norm + # Pre feed-forward norm MODEL_TENSOR.FFN_PRE_NORM: ( "model.layers.{bid}.pre_feedforward_layernorm", # gemma2 "layers.{bid}.pre_feedforward_layernorm", # embeddinggemma "model.layers.{bid}.pre_ff_layernorm.weight", + "model.layers.{bid}.pre_mlp_layernorm", # afmoe ), # Post feed-forward norm @@ -370,6 +375,7 @@ class TensorNameMap: "model.layers.{bid}.mlp.gate.wg", # hunyuan "model.layers.{bid}.block_sparse_moe.primary_router", # smallthinker "model.layers.{bid}.feed_forward.gate", # lfm2moe + "model.layers.{bid}.mlp.router.gate", # afmoe ), MODEL_TENSOR.FFN_GATE_INP_SHEXP: ( @@ -380,6 +386,7 @@ class TensorNameMap: "model.layers.{bid}.mlp.gate.e_score_correction", # deepseek-v3 dots1 "model.layers.{bid}.mlp.moe_statics.e_score_correction", # ernie4.5-moe "model.layers.{bid}.mlp.gate.expert_bias", # bailingmoe2 + "model.layers.{bid}.mlp.expert_bias", # afmoe "model.layers.{bid}.feed_forward.expert_bias", # lfm2moe "model.layers.{bid}.block_sparse_moe.e_score_correction", # minimax-m2 ), diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index 6fc5b001010..8ec95ee1762 100644 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -35,6 +35,7 @@ add_library(llama unicode-data.cpp unicode.cpp unicode.h + models/afmoe.cpp models/apertus.cpp models/arcee.cpp models/arctic.cpp diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index b7642b568df..b2eb2477f93 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -90,6 +90,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_BAILINGMOE2, "bailingmoe2" }, { LLM_ARCH_DOTS1, "dots1" }, { LLM_ARCH_ARCEE, "arcee" }, + { LLM_ARCH_AFMOE, "afmoe" }, { LLM_ARCH_ERNIE4_5, "ernie4_5" }, { LLM_ARCH_ERNIE4_5_MOE, "ernie4_5-moe" }, { LLM_ARCH_HUNYUAN_MOE, "hunyuan-moe" }, @@ -333,6 +334,36 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, }, }, + { + LLM_ARCH_AFMOE, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + { LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" }, + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" }, + { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, + { LLM_TENSOR_ATTN_GATE, "blk.%d.attn_gate" }, + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" }, + { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, + { LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" }, + { LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" }, + { LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" }, + { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, + { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, + { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, + { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, + { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, + { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, + { LLM_TENSOR_FFN_EXP_PROBS_B, "blk.%d.exp_probs_b" }, + }, + }, { LLM_ARCH_LLAMA4, { @@ -2444,6 +2475,7 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_ATTN_V, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_ATTN_QKV, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_ATTN_OUT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, + {LLM_TENSOR_ATTN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_FFN_GATE, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_FFN_DOWN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, {LLM_TENSOR_FFN_UP, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL_MAT}}, diff --git a/src/llama-arch.h b/src/llama-arch.h index a769dd1e857..ae7fa222aca 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -94,6 +94,7 @@ enum llm_arch { LLM_ARCH_BAILINGMOE2, LLM_ARCH_DOTS1, LLM_ARCH_ARCEE, + LLM_ARCH_AFMOE, LLM_ARCH_ERNIE4_5, LLM_ARCH_ERNIE4_5_MOE, LLM_ARCH_HUNYUAN_MOE, @@ -312,6 +313,7 @@ enum llm_tensor { LLM_TENSOR_ATTN_POST_NORM, LLM_TENSOR_ATTN_ROT_EMBD, LLM_TENSOR_ATTN_SINKS, + LLM_TENSOR_ATTN_GATE, LLM_TENSOR_FFN_GATE_INP, LLM_TENSOR_FFN_GATE_INP_SHEXP, LLM_TENSOR_FFN_NORM, diff --git a/src/llama-model.cpp b/src/llama-model.cpp index 829f1e3c14f..e703181a198 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -84,6 +84,7 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_15B: return "15B"; case LLM_TYPE_16B: return "16B"; case LLM_TYPE_20B: return "20B"; + case LLM_TYPE_26B: return "26B"; case LLM_TYPE_27B: return "27B"; case LLM_TYPE_30B: return "30B"; case LLM_TYPE_32B: return "32B"; @@ -695,6 +696,37 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } } break; + case LLM_ARCH_AFMOE: + { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); + ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); + ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func, false); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); + ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa, false); + + // Set up interleaved sliding window attention (ISWA) + // Pattern: 3 sliding - 1 full (global_attn_every_n_layers = 4) + if (hparams.n_swa > 0) { + hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; + hparams.set_swa_pattern(4); + } else { + hparams.swa_type = LLAMA_SWA_TYPE_NONE; + } + + // Default to sigmoid if not set + if (hparams.expert_gating_func == LLAMA_EXPERT_GATING_FUNC_TYPE_NONE) { + hparams.expert_gating_func = LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID; + } + + switch (hparams.n_layer) { + case 56: type = LLM_TYPE_6B; break; + case 32: type = LLM_TYPE_26B; break; + default: type = LLM_TYPE_UNKNOWN; + } + } break; case LLM_ARCH_DECI: { ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); @@ -5749,6 +5781,71 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); } } break; + case LLM_ARCH_AFMOE: + { + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); + + // output + output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd}, 0); + output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), {n_embd, n_vocab}, TENSOR_NOT_REQUIRED); + + // if output is NULL, init from the input tok embed + if (output == NULL) { + output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, TENSOR_DUPLICATED); + } + + const int64_t n_ff_exp = hparams.n_ff_exp; + const int64_t n_expert_shared = hparams.n_expert_shared; + + for (int i = 0; i < n_layer; ++i) { + auto & layer = layers[i]; + + // dual attention normalization + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd}, 0); + layer.attn_post_norm = create_tensor(tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd}, 0); + + // attention projections + layer.wq = create_tensor(tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd_head_k * n_head}, 0); + layer.wk = create_tensor(tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_k_gqa}, 0); + layer.wv = create_tensor(tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_v_gqa}, 0); + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * n_head, n_embd}, 0); + + // Q/K normalization + layer.attn_q_norm = create_tensor(tn(LLM_TENSOR_ATTN_Q_NORM, "weight", i), {n_embd_head_k}, 0); + layer.attn_k_norm = create_tensor(tn(LLM_TENSOR_ATTN_K_NORM, "weight", i), {n_embd_head_k}, 0); + + // attention gating + layer.wqkv_gate = create_tensor(tn(LLM_TENSOR_ATTN_GATE, "weight", i), {n_embd, n_embd_head_k * n_head}, 0); + + // dual ffn normalization + layer.ffn_norm = create_tensor(tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd}, 0); + layer.ffn_post_norm = create_tensor(tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd}, 0); + + if (static_cast(i) >= hparams.n_layer_dense_lead) { + // MoE layers + layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), {n_embd, n_expert}, 0); + layer.ffn_exp_probs_b = create_tensor(tn(LLM_TENSOR_FFN_EXP_PROBS_B, "bias", i), {n_expert}, 0); + + // grouped expert weights + layer.ffn_gate_exps = create_tensor(tn(LLM_TENSOR_FFN_GATE_EXPS, "weight", i), {n_embd, n_ff_exp, n_expert}, 0); + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), {n_ff_exp, n_embd, n_expert}, 0); + layer.ffn_up_exps = create_tensor(tn(LLM_TENSOR_FFN_UP_EXPS, "weight", i), {n_embd, n_ff_exp, n_expert}, 0); + + // shared expert + if (n_expert_shared > 0) { + const int64_t n_ff_shexp = n_ff_exp * n_expert_shared; + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), {n_embd, n_ff_shexp}, 0); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), {n_ff_shexp, n_embd}, 0); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), {n_embd, n_ff_shexp}, 0); + } + } else { + // Dense layers + layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff}, 0); + layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), {n_ff, n_embd}, 0); + layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff}, 0); + } + } + } break; case LLM_ARCH_ERNIE4_5: case LLM_ARCH_ERNIE4_5_MOE: { @@ -7243,6 +7340,10 @@ ggml_cgraph * llama_model::build_graph(const llm_graph_params & params) const { { llm = std::make_unique(*this, params); } break; + case LLM_ARCH_AFMOE: + { + llm = std::make_unique(*this, params); + } break; case LLM_ARCH_ERNIE4_5: { llm = std::make_unique(*this, params); @@ -7528,6 +7629,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_MINIMAX_M2: case LLM_ARCH_COGVLM: case LLM_ARCH_PANGU_EMBED: + case LLM_ARCH_AFMOE: return LLAMA_ROPE_TYPE_NEOX; case LLM_ARCH_QWEN2VL: diff --git a/src/llama-model.h b/src/llama-model.h index 71ff148e07d..f730c49540c 100644 --- a/src/llama-model.h +++ b/src/llama-model.h @@ -76,6 +76,7 @@ enum llm_type { LLM_TYPE_15B, LLM_TYPE_16B, LLM_TYPE_20B, + LLM_TYPE_26B, LLM_TYPE_27B, LLM_TYPE_30B, LLM_TYPE_32B, @@ -234,6 +235,7 @@ struct llama_layer { struct ggml_tensor * wk_enc = nullptr; struct ggml_tensor * wv_enc = nullptr; struct ggml_tensor * wo_enc = nullptr; + struct ggml_tensor * wqkv_gate = nullptr; // attention bias struct ggml_tensor * bq = nullptr; diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index 97f374eac95..29e31cecd15 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -443,6 +443,17 @@ struct llm_tokenizer_bpe : llm_tokenizer { "(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+", }; break; + case LLAMA_VOCAB_PRE_TYPE_AFMOE: + regex_exprs = { + // Digit handling - uses custom implementation in unicode.cpp + // Groups digits with leading 1-2 based on total length modulo 3 + "\\p{AFMoE_digits}", + // CJK and Asian scripts (using direct Unicode literals) + "[一-鿿㐀-䶿豈-﫿぀-ゟ゠-ヿ･-ﾟ⼀-⿟เ-๿຀-໿ក-៿က-႟ꩠ-ꩿꧠ-꧿가-힯ᄀ-ᇿ]+", + // Main BPE pattern + "[!\"#$%&'()*+,\\-./:;<=>?@\\[\\\\\\]^_`{|}~][A-Za-z]+|[^\\r\\n\\p{L}\\p{P}\\p{S}]?[\\p{L}\\p{M}]+| ?[\\p{P}\\p{S}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+", + }; + break; default: // default regex for BPE tokenization pre-processing regex_exprs = { @@ -1993,6 +2004,10 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { tokenizer_pre == "grok-2") { pre_type = LLAMA_VOCAB_PRE_TYPE_GROK_2; clean_spaces = false; + } else if ( + tokenizer_pre == "afmoe") { + pre_type = LLAMA_VOCAB_PRE_TYPE_AFMOE; + clean_spaces = false; } else if ( tokenizer_pre == "minimax-m2") { pre_type = LLAMA_VOCAB_PRE_TYPE_MINIMAX_M2; diff --git a/src/llama-vocab.h b/src/llama-vocab.h index 1194ec473d0..55f8f3923c9 100644 --- a/src/llama-vocab.h +++ b/src/llama-vocab.h @@ -50,6 +50,7 @@ enum llama_vocab_pre_type { LLAMA_VOCAB_PRE_TYPE_GROK_2 = 39, LLAMA_VOCAB_PRE_TYPE_GRANITE_DOCLING = 40, LLAMA_VOCAB_PRE_TYPE_MINIMAX_M2 = 41, + LLAMA_VOCAB_PRE_TYPE_AFMOE = 42, }; struct LLM_KV; diff --git a/src/models/afmoe.cpp b/src/models/afmoe.cpp new file mode 100644 index 00000000000..0192e344ca0 --- /dev/null +++ b/src/models/afmoe.cpp @@ -0,0 +1,187 @@ +#include "models.h" + +llm_build_afmoe::llm_build_afmoe(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { + const int64_t n_embd_head = hparams.n_embd_head_v; + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + + ggml_tensor * cur; + ggml_tensor * inpL; + + inpL = build_inp_embd(model.tok_embd); + + // MuP scaling: embeddings * sqrt(hidden_size) + // mup_enabled = true, hidden_size = 1024, scale = 32.0 + inpL = ggml_scale(ctx0, inpL, sqrtf(float(n_embd))); + cb(inpL, "inp_embd_scaled", -1); + + // inp_pos - contains the positions + ggml_tensor * inp_pos = build_inp_pos(); + auto * inp_attn = build_attn_inp_kv_iswa(); + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + const float kq_scale = 1.0f/sqrtf(float(n_embd_head)); + + for (int il = 0; il < n_layer; ++il) { + ggml_tensor * inpSA = inpL; + + // dual attention normalization (pre) + cur = build_norm(inpL, + model.layers[il].attn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "attn_norm", il); + + // self-attention + { + ggml_tensor * attn_inp = cur; // save input for gate computation + + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + + // compute gate from input + ggml_tensor * gate = build_lora_mm(model.layers[il].wqkv_gate, attn_inp); + cb(gate, "attn_gate_proj", il); + + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens); + + // Q/K normalization + Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il); + Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il); + cb(Qcur, "Qcur_normed", il); + cb(Kcur, "Kcur_normed", il); + + // RoPE only for sliding_attention layers + const bool use_rope = hparams.n_no_rope_layer_step > 0 && + ((il + 1) % hparams.n_no_rope_layer_step) != 0; + if (use_rope) { + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, nullptr, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow); + cb(Qcur, "Qcur_rope", il); + + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, nullptr, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow); + cb(Kcur, "Kcur_rope", il); + } + + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens); + + cur = build_attn(inp_attn, + NULL, NULL, // wo will be applied after gating + Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, kq_scale, il); + cb(cur, "attn_out", il); + + // attention gating: attn_out * sigmoid(gate) BEFORE o_proj + gate = ggml_sigmoid(ctx0, gate); + cb(gate, "attn_gate_sig", il); + cur = ggml_mul(ctx0, cur, gate); + cb(cur, "attn_gated", il); + + // now apply output projection + cur = build_lora_mm(model.layers[il].wo, cur); + cb(cur, "attn_o_proj", il); + } + + // dual attention normalization (post) + cur = build_norm(cur, + model.layers[il].attn_post_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "attn_post_norm", il); + + if (il == n_layer - 1 && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + + ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // dual ffn normalization (pre) + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + // MoE or dense FFN + if ((uint32_t)il >= hparams.n_layer_dense_lead) { + // MoE layer with sigmoid routing, normalization, and scaling + ggml_tensor * moe_out = build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + model.layers[il].ffn_exp_probs_b, + n_expert, n_expert_used, + LLM_FFN_SILU, + hparams.expert_weights_norm, // norm_w (route_norm=True) + hparams.expert_weights_scale, // scale_w + hparams.expert_weights_scale, // w_scale (route_scale=2.826) + (llama_expert_gating_func_type) hparams.expert_gating_func, + il); + cb(moe_out, "ffn_moe_out", il); + + // shared expert + if (hparams.n_expert_shared > 0) { + ggml_tensor * ffn_shexp = build_ffn(cur, + model.layers[il].ffn_up_shexp, NULL, NULL, + model.layers[il].ffn_gate_shexp, NULL, NULL, + model.layers[il].ffn_down_shexp, NULL, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(ffn_shexp, "ffn_shexp", il); + + cur = ggml_add(ctx0, moe_out, ffn_shexp); + cb(cur, "ffn_out", il); + } else { + cur = moe_out; + } + } else { + // dense layer + cur = build_ffn(cur, + model.layers[il].ffn_up, NULL, NULL, + model.layers[il].ffn_gate, NULL, NULL, + model.layers[il].ffn_down, NULL, NULL, + NULL, + LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(cur, "ffn_out", il); + } + + // dual ffn normalization (post) + cur = build_norm(cur, + model.layers[il].ffn_post_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_post_norm", il); + + cur = ggml_add(ctx0, cur, ffn_inp); + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + + cur = inpL; + + cur = build_norm(cur, + model.output_norm, NULL, + LLM_NORM_RMS, -1); + cb(cur, "result_norm", -1); + + res->t_embd = cur; + + // lm_head + cur = build_lora_mm(model.output, cur); + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); +} diff --git a/src/models/models.h b/src/models/models.h index 2fffb382df2..4d7aeb4f42c 100644 --- a/src/models/models.h +++ b/src/models/models.h @@ -57,6 +57,10 @@ struct llm_build_rwkv7_base : public llm_graph_context { int il) const; }; +struct llm_build_afmoe : public llm_graph_context { + llm_build_afmoe(const llama_model & model, const llm_graph_params & params); +}; + struct llm_build_apertus : public llm_graph_context { llm_build_apertus(const llama_model & model, const llm_graph_params & params); }; diff --git a/src/unicode.cpp b/src/unicode.cpp index 65f36651715..77ba4fc46bc 100644 --- a/src/unicode.cpp +++ b/src/unicode.cpp @@ -729,6 +729,80 @@ static std::vector unicode_regex_split_custom_kimi_k2(const std::string return bpe_offsets; } +// AFMOE digit handling: splits digits with leading 1-2 based on total length modulo 3 +static std::vector unicode_regex_split_custom_afmoe(const std::string & text, const std::vector & offsets) { + std::vector bpe_offsets; + bpe_offsets.reserve(offsets.size()); + + const auto cpts = unicode_cpts_from_utf8(text); + + size_t start = 0; + for (auto offset : offsets) { + const size_t offset_ini = start; + const size_t offset_end = start + offset; + assert(offset_end <= cpts.size()); + start = offset_end; + + auto _get_flags = [&] (const size_t pos) -> unicode_cpt_flags { + return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags_from_cpt(cpts[pos]) : unicode_cpt_flags{}; + }; + + size_t _prev_end = offset_ini; + auto _add_token = [&] (const size_t end) -> size_t { + assert(_prev_end <= end && end <= offset_end); + size_t len = end - _prev_end; + if (len > 0) { + bpe_offsets.push_back(len); + } + _prev_end = end; + return len; + }; + + for (size_t pos = offset_ini; pos < offset_end; ) { + const auto flags = _get_flags(pos); + + // Handle digit sequences with special splitting logic + if (flags.is_number) { + size_t digit_start = pos; + size_t digit_count = 0; + + // Count consecutive digits + while (_get_flags(pos).is_number && pos < offset_end) { + digit_count++; + pos++; + } + + // Split based on total length modulo 3 + size_t remainder = digit_count % 3; + size_t current = digit_start; + + // Emit leading 1-2 digits if needed + if (remainder > 0) { + _add_token(current + remainder); + current += remainder; + } + + // Emit groups of 3 + while (current < digit_start + digit_count) { + _add_token(current + 3); + current += 3; + } + continue; + } + + // For non-digits, just move forward + pos++; + } + + // Add any remaining content + if (_prev_end < offset_end) { + _add_token(offset_end); + } + } + + return bpe_offsets; +} + static std::vector unicode_regex_split_custom(const std::string & text, const std::string & regex_expr, const std::vector & offsets) { std::vector bpe_offsets; @@ -742,6 +816,9 @@ static std::vector unicode_regex_split_custom(const std::string & text, } else if (regex_expr == "\\p{Han}+") { // K2's first pattern - handle all K2 patterns together bpe_offsets = unicode_regex_split_custom_kimi_k2(text, offsets); + } else if (regex_expr == "\\p{AFMoE_digits}") { + // AFMOE digit pattern - use custom implementation for proper splitting + bpe_offsets = unicode_regex_split_custom_afmoe(text, offsets); } return bpe_offsets; From 9b17d74ab7d31cb7d15ee7eec1616c3d825a84c0 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Fri, 14 Nov 2025 15:56:19 +0100 Subject: [PATCH 011/197] mtmd: add mtmd_log_set (#17268) --- common/common.cpp | 6 +--- common/log.cpp | 6 ++++ common/log.h | 2 ++ tools/mtmd/clip-impl.h | 17 +++------- tools/mtmd/clip.cpp | 4 +-- tools/mtmd/clip.h | 1 - tools/mtmd/mtmd-cli.cpp | 2 +- tools/mtmd/mtmd-helper.cpp | 63 ++++++++++++++++++++++++++++++++++++-- tools/mtmd/mtmd-helper.h | 5 +++ tools/mtmd/mtmd.cpp | 7 +++-- tools/mtmd/mtmd.h | 5 ++- tools/server/server.cpp | 3 +- 12 files changed, 92 insertions(+), 29 deletions(-) diff --git a/common/common.cpp b/common/common.cpp index a8d709ab1d0..4dc95dcba22 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -355,11 +355,7 @@ bool parse_cpu_mask(const std::string & mask, bool (&boolmask)[GGML_MAX_N_THREAD } void common_init() { - llama_log_set([](ggml_log_level level, const char * text, void * /*user_data*/) { - if (LOG_DEFAULT_LLAMA <= common_log_verbosity_thold) { - common_log_add(common_log_main(), level, "%s", text); - } - }, NULL); + llama_log_set(common_log_default_callback, NULL); #ifdef NDEBUG const char * build_type = ""; diff --git a/common/log.cpp b/common/log.cpp index 4ccdbd17cd7..a24782b7399 100644 --- a/common/log.cpp +++ b/common/log.cpp @@ -442,3 +442,9 @@ void common_log_set_prefix(struct common_log * log, bool prefix) { void common_log_set_timestamps(struct common_log * log, bool timestamps) { log->set_timestamps(timestamps); } + +void common_log_default_callback(enum ggml_log_level level, const char * text, void * /*user_data*/) { + if (LOG_DEFAULT_LLAMA <= common_log_verbosity_thold) { + common_log_add(common_log_main(), level, "%s", text); + } +} diff --git a/common/log.h b/common/log.h index f329b434c93..7edb239a339 100644 --- a/common/log.h +++ b/common/log.h @@ -36,6 +36,8 @@ extern int common_log_verbosity_thold; void common_log_set_verbosity_thold(int verbosity); // not thread-safe +void common_log_default_callback(enum ggml_log_level level, const char * text, void * user_data); + // the common_log uses an internal worker thread to print/write log messages // when the worker thread is paused, incoming log messages are discarded struct common_log; diff --git a/tools/mtmd/clip-impl.h b/tools/mtmd/clip-impl.h index 722b1a4948d..cd47865bf4a 100644 --- a/tools/mtmd/clip-impl.h +++ b/tools/mtmd/clip-impl.h @@ -224,7 +224,6 @@ static void clip_log_callback_default(enum ggml_log_level level, const char * te } struct clip_logger_state { - ggml_log_level verbosity_thold; ggml_log_callback log_callback; void * log_callback_user_data; }; @@ -258,17 +257,11 @@ static void clip_log_internal(enum ggml_log_level level, const char * format, .. va_end(args); } -#define LOG_TMPL(level, ...) \ - do { \ - if ((level) >= g_logger_state.verbosity_thold) { \ - clip_log_internal((level), __VA_ARGS__); \ - } \ - } while (0) -#define LOG_INF(...) LOG_TMPL(GGML_LOG_LEVEL_INFO, __VA_ARGS__) -#define LOG_WRN(...) LOG_TMPL(GGML_LOG_LEVEL_WARN, __VA_ARGS__) -#define LOG_ERR(...) LOG_TMPL(GGML_LOG_LEVEL_ERROR, __VA_ARGS__) -#define LOG_DBG(...) LOG_TMPL(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__) -#define LOG_CNT(...) LOG_TMPL(GGML_LOG_LEVEL_CONT, __VA_ARGS__) +#define LOG_INF(...) clip_log_internal(GGML_LOG_LEVEL_INFO, __VA_ARGS__) +#define LOG_WRN(...) clip_log_internal(GGML_LOG_LEVEL_WARN, __VA_ARGS__) +#define LOG_ERR(...) clip_log_internal(GGML_LOG_LEVEL_ERROR, __VA_ARGS__) +#define LOG_DBG(...) clip_log_internal(GGML_LOG_LEVEL_DEBUG, __VA_ARGS__) +#define LOG_CNT(...) clip_log_internal(GGML_LOG_LEVEL_CONT, __VA_ARGS__) // // cpp wrappers diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp index 1d78f5954ed..abdb778f7af 100644 --- a/tools/mtmd/clip.cpp +++ b/tools/mtmd/clip.cpp @@ -24,8 +24,7 @@ #include #include -// TODO: allow to pass callback from user code -struct clip_logger_state g_logger_state = {GGML_LOG_LEVEL_CONT, clip_log_callback_default, NULL}; +struct clip_logger_state g_logger_state = {clip_log_callback_default, NULL}; enum ffn_op_type { FFN_GELU, @@ -3507,7 +3506,6 @@ struct clip_model_loader { }; struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_params) { - g_logger_state.verbosity_thold = ctx_params.verbosity; clip_ctx * ctx_vision = nullptr; clip_ctx * ctx_audio = nullptr; diff --git a/tools/mtmd/clip.h b/tools/mtmd/clip.h index 3e4c985f117..c1442afe6b2 100644 --- a/tools/mtmd/clip.h +++ b/tools/mtmd/clip.h @@ -31,7 +31,6 @@ enum clip_flash_attn_type { struct clip_context_params { bool use_gpu; - enum ggml_log_level verbosity; enum clip_flash_attn_type flash_attn_type; int image_min_tokens; int image_max_tokens; diff --git a/tools/mtmd/mtmd-cli.cpp b/tools/mtmd/mtmd-cli.cpp index 3e19e95958a..bd20aad947e 100644 --- a/tools/mtmd/mtmd-cli.cpp +++ b/tools/mtmd/mtmd-cli.cpp @@ -135,7 +135,6 @@ struct mtmd_cli_context { mparams.use_gpu = params.mmproj_use_gpu; mparams.print_timings = true; mparams.n_threads = params.cpuparams.n_threads; - mparams.verbosity = params.verbosity > 0 ? GGML_LOG_LEVEL_DEBUG : GGML_LOG_LEVEL_INFO; mparams.flash_attn_type = params.flash_attn_type; mparams.image_min_tokens = params.image_min_tokens; mparams.image_max_tokens = params.image_max_tokens; @@ -277,6 +276,7 @@ int main(int argc, char ** argv) { } common_init(); + mtmd_helper_log_set(common_log_default_callback, nullptr); if (params.mmproj.path.empty()) { show_additional_info(argc, argv); diff --git a/tools/mtmd/mtmd-helper.cpp b/tools/mtmd/mtmd-helper.cpp index 89e3355bbab..f0891bba30d 100644 --- a/tools/mtmd/mtmd-helper.cpp +++ b/tools/mtmd/mtmd-helper.cpp @@ -32,8 +32,65 @@ #define STB_IMAGE_IMPLEMENTATION #include "stb/stb_image.h" -#define LOG_INF(...) fprintf(stdout, __VA_ARGS__) -#define LOG_ERR(...) fprintf(stderr, __VA_ARGS__) +// +// internal logging functions +// + +struct mtmd_helper_logger { + ggml_log_callback default_callback = [](ggml_log_level level, const char * text, void * user_data) { + (void) level; + (void) user_data; + fputs(text, stderr); + fflush(stderr); + }; + + ggml_log_callback log_callback = default_callback; + void * log_callback_user_data; + + void log_v(enum ggml_log_level level, const char * format, va_list args) { + if (format == NULL) { + return; + } + va_list args_copy; + va_copy(args_copy, args); + char buffer[128]; + int len = vsnprintf(buffer, 128, format, args); + if (len < 128) { + log_callback(level, buffer, log_callback_user_data); + } else { + char * buffer2 = (char *) calloc(len + 1, sizeof(char)); + vsnprintf(buffer2, len + 1, format, args_copy); + buffer2[len] = 0; + log_callback(level, buffer2, log_callback_user_data); + free(buffer2); + } + va_end(args_copy); + } + + void log(enum ggml_log_level level, const char * format, ...) { + va_list args; + va_start(args, format); + log_v(level, format, args); + va_end(args); + } +} g_logger; + +#define LOG_INF(...) g_logger.log(GGML_LOG_LEVEL_INFO, __VA_ARGS__) +#define LOG_WRN(...) g_logger.log(GGML_LOG_LEVEL_WARN, __VA_ARGS__) +#define LOG_ERR(...) g_logger.log(GGML_LOG_LEVEL_ERROR, __VA_ARGS__) + +void mtmd_helper_log_set(ggml_log_callback log_callback, void * user_data) { + if (log_callback == nullptr) { + log_callback = g_logger.default_callback; + } + g_logger.log_callback = log_callback; + g_logger.log_callback_user_data = user_data; + mtmd_log_set(log_callback, user_data); +} + +// +// helper functions +// size_t mtmd_helper_get_n_tokens(const mtmd_input_chunks * chunks) { size_t n_tokens = 0; @@ -325,7 +382,7 @@ int32_t mtmd_helper_eval_chunks(mtmd_context * ctx, llama_pos * new_n_past) { size_t n_chunks = mtmd_input_chunks_size(chunks); if (n_chunks == 0) { - LOG_ERR("no chunks to eval\n"); + LOG_WRN("no chunks to eval\n"); return 0; } diff --git a/tools/mtmd/mtmd-helper.h b/tools/mtmd/mtmd-helper.h index 5c0edc6937e..5036b92442a 100644 --- a/tools/mtmd/mtmd-helper.h +++ b/tools/mtmd/mtmd-helper.h @@ -20,6 +20,11 @@ extern "C" { // BREAKING CHANGES are expected. // +// Set callback for all future logging events. +// If this is not called, or NULL is supplied, everything is output on stderr. +// Note: this also call mtmd_log_set() internally +MTMD_API void mtmd_helper_log_set(ggml_log_callback log_callback, void * user_data); + // helper function to construct a mtmd_bitmap from a file // it calls mtmd_helper_bitmap_init_from_buf() internally // returns nullptr on failure diff --git a/tools/mtmd/mtmd.cpp b/tools/mtmd/mtmd.cpp index e5991377699..dfad9cd7957 100644 --- a/tools/mtmd/mtmd.cpp +++ b/tools/mtmd/mtmd.cpp @@ -105,7 +105,6 @@ mtmd_context_params mtmd_context_params_default() { /* use_gpu */ true, /* print_timings */ true, /* n_threads */ 4, - /* verbosity */ GGML_LOG_LEVEL_INFO, /* image_marker */ MTMD_DEFAULT_IMAGE_MARKER, /* media_marker */ mtmd_default_marker(), /* flash_attn_type */ LLAMA_FLASH_ATTN_TYPE_AUTO, @@ -175,7 +174,6 @@ struct mtmd_context { clip_context_params ctx_clip_params { /* use_gpu */ ctx_params.use_gpu, - /* verbosity */ ctx_params.verbosity, /* flash_attn_type */ CLIP_FLASH_ATTN_TYPE_AUTO, /* image_min_tokens */ ctx_params.image_min_tokens, /* image_max_tokens */ ctx_params.image_max_tokens, @@ -1096,3 +1094,8 @@ mtmd_input_chunks * mtmd_test_create_input_chunks() { return chunks; } + +void mtmd_log_set(ggml_log_callback log_callback, void * user_data) { + g_logger_state.log_callback = log_callback ? log_callback : clip_log_callback_default; + g_logger_state.log_callback_user_data = user_data; +} diff --git a/tools/mtmd/mtmd.h b/tools/mtmd/mtmd.h index 775fba6215c..015119be897 100644 --- a/tools/mtmd/mtmd.h +++ b/tools/mtmd/mtmd.h @@ -79,7 +79,6 @@ struct mtmd_context_params { bool use_gpu; bool print_timings; int n_threads; - enum ggml_log_level verbosity; const char * image_marker; // deprecated, use media_marker instead const char * media_marker; enum llama_flash_attn_type flash_attn_type; @@ -215,6 +214,10 @@ MTMD_API int32_t mtmd_encode_chunk(mtmd_context * ctx, // llama_model_n_embd(model) * mtmd_input_chunk_get_n_tokens(chunk) * sizeof(float) MTMD_API float * mtmd_get_output_embd(mtmd_context * ctx); +// Set callback for all future logging events. +// If this is not called, or NULL is supplied, everything is output on stderr. +MTMD_API void mtmd_log_set(ggml_log_callback log_callback, void * user_data); + ///////////////////////////////////////// // test function, to be used in test-mtmd-c-api.c diff --git a/tools/server/server.cpp b/tools/server/server.cpp index 535d2c450e2..2681eab646c 100644 --- a/tools/server/server.cpp +++ b/tools/server/server.cpp @@ -2454,11 +2454,12 @@ struct server_context { std::string & mmproj_path = params_base.mmproj.path; if (!mmproj_path.empty()) { + mtmd_helper_log_set(common_log_default_callback, nullptr); + mtmd_context_params mparams = mtmd_context_params_default(); mparams.use_gpu = params_base.mmproj_use_gpu; mparams.print_timings = false; mparams.n_threads = params_base.cpuparams.n_threads; - mparams.verbosity = params_base.verbosity > 0 ? GGML_LOG_LEVEL_DEBUG : GGML_LOG_LEVEL_INFO; mparams.flash_attn_type = params_base.flash_attn_type; mparams.image_min_tokens = params_base.image_min_tokens; mparams.image_max_tokens = params_base.image_max_tokens; From 38eaf32af1da66caa930ce37e9dca1137c66f91c Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 15 Nov 2025 02:06:41 -0600 Subject: [PATCH 012/197] vulkan: change graph_compute to be async and enable get_tensor_async (#17158) * vulkan: change graph_compute to be async and enable get_tensor_async This allows some additional CPU/GPU overlap for large pp workloads. Also seems to help a bit for token gen, maybe getting rid of a small bubble between graph_compute and get_tensor. Async set and copy functions seem to be very rarely used, so I didn't enable them because I didn't have a good way to test them. The async commands need to be ordered against each other, so put them all on the compute queue. The non-async commands still use the transfer queue. The fence for graph_compute/get_tensor_async is submitted and waited on in ggml_vk_synchronize. * fix thread safety errors * teardown context cleanly * Handle async read to non-pinned dst --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 141 ++++++++++++++++++--------- 1 file changed, 96 insertions(+), 45 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index c6503f03260..55b5a037d50 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -234,6 +234,7 @@ class vk_memory_logger; #endif class vk_perf_logger; static void ggml_vk_destroy_buffer(vk_buffer& buf); +static void ggml_vk_synchronize(ggml_backend_vk_context * ctx); static constexpr uint32_t mul_mat_vec_max_cols = 8; static constexpr uint32_t p021_max_gqa_ratio = 8; @@ -1581,8 +1582,9 @@ struct ggml_backend_vk_context { size_t semaphore_idx, event_idx; ggml_vk_garbage_collector gc; size_t prealloc_size_x, prealloc_size_y, prealloc_size_split_k, prealloc_size_add_rms_partials, prealloc_size_add_rms_partials_offset; - vk_buffer prealloc_x, prealloc_y, prealloc_split_k, prealloc_add_rms_partials; + vk_buffer prealloc_x, prealloc_y, prealloc_split_k, prealloc_add_rms_partials, sync_staging; vk::Fence fence, almost_ready_fence; + bool submit_pending {}; bool almost_ready_fence_pending {}; // Set before op_add and unset after op_rms_norm to indicate that the add should // write partial sums to accumulate the square of the vector components @@ -5602,6 +5604,16 @@ static void ggml_vk_ensure_sync_staging_buffer(vk_device& device, size_t size) { } } +static void ggml_vk_ensure_sync_staging_buffer(ggml_backend_vk_context * ctx, size_t size) { + if (ctx->sync_staging == nullptr || ctx->sync_staging->size < size) { + VK_LOG_MEMORY("ggml_vk_ensure_sync_staging_buffer(" << size << ")"); + ggml_vk_destroy_buffer(ctx->sync_staging); + ctx->sync_staging = ggml_vk_create_buffer_check(ctx->device, size, + vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent | vk::MemoryPropertyFlagBits::eHostCached, + vk::MemoryPropertyFlagBits::eHostVisible | vk::MemoryPropertyFlagBits::eHostCoherent); + } +} + static void ggml_vk_buffer_write_nc_async(ggml_backend_vk_context * ctx, vk_context& subctx, vk_buffer& dst, size_t offset, const ggml_tensor * tensor, bool sync_staging = false) { VK_LOG_DEBUG("ggml_vk_buffer_write_nc_async(" << tensor << ")"); GGML_ASSERT(!ggml_is_contiguous(tensor)); @@ -5803,7 +5815,7 @@ static void ggml_vk_buffer_write(vk_buffer& dst, size_t offset, const void * src ggml_vk_buffer_write_2d(dst, offset, src, 0, size, 1); } -static void ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size_t offset, void * dst, size_t spitch, size_t dpitch, size_t width, size_t height, bool sync_staging = false) { +static bool ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size_t offset, void * dst, size_t spitch, size_t dpitch, size_t width, size_t height, bool sync_staging = false) { VK_LOG_DEBUG("ggml_vk_buffer_read_2d_async(offset=" << offset << ", width=" << width << ", height=" << height << ")"); GGML_ASSERT(width > 0); GGML_ASSERT(height > 0); @@ -5836,12 +5848,13 @@ static void ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size ggml_vk_sync_buffers(nullptr, subctx); subctx->s->buffer.copyBuffer(src->buffer, buf->buffer, slices); - return; + return true; } VK_LOG_DEBUG("STAGING"); if (!sync_staging) { - GGML_ABORT("Asynchronous read from non-pinned memory not supported"); + // copy was not handled caller needs to fall back + return false; } // Fall back to staging buffer @@ -5854,9 +5867,10 @@ static void ggml_vk_buffer_read_2d_async(vk_context subctx, vk_buffer& src, size subctx->s->buffer.copyBuffer(src->buffer, staging_buffer->buffer, slices); deferred_memcpy(dst, staging_buffer->ptr, copy_size, &subctx->out_memcpys); + return true; } -static void ggml_vk_buffer_read_async(vk_context subctx, vk_buffer& src, size_t offset, void * dst, size_t size, bool sync_staging = false) { +static bool ggml_vk_buffer_read_async(vk_context subctx, vk_buffer& src, size_t offset, void * dst, size_t size, bool sync_staging = false) { return ggml_vk_buffer_read_2d_async(subctx, src, offset, dst, size, size, size, 1, sync_staging); } @@ -5875,7 +5889,8 @@ static void ggml_vk_buffer_read(vk_buffer& src, size_t offset, void * dst, size_ vk_context subctx = ggml_vk_create_temporary_context(src->device->transfer_queue.cmd_pool); ggml_vk_ctx_begin(src->device, subctx); - ggml_vk_buffer_read_async(subctx, src, offset, dst, size, true); + bool ret = ggml_vk_buffer_read_async(subctx, src, offset, dst, size, true); + GGML_ASSERT(ret); ggml_vk_ctx_end(subctx); ggml_vk_submit(subctx, src->device->fence); @@ -11204,8 +11219,9 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx, vk_contex if (subctx) { // Submit and wait for any pending work before reallocating the buffers ggml_vk_ctx_end(subctx); - ggml_vk_submit(subctx, ctx->fence); - ggml_vk_wait_for_fence(ctx); + ggml_vk_submit(subctx, {}); + ctx->submit_pending = true; + ggml_vk_synchronize(ctx); ggml_vk_ctx_begin(ctx->device, subctx); } @@ -11243,7 +11259,7 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx, vk_contex } } -static bool ggml_vk_compute_forward(ggml_backend_vk_context* ctx, ggml_cgraph * cgraph, ggml_tensor* tensor, int tensor_idx, bool use_fence, bool almost_ready); +static bool ggml_vk_compute_forward(ggml_backend_vk_context* ctx, ggml_cgraph * cgraph, ggml_tensor* tensor, int tensor_idx, bool almost_ready); // Returns true if node has enqueued work into the queue, false otherwise // If submit is true the current all operations queued so far are being submitted to Vulkan to overlap cmdlist creation and GPU execution. @@ -11787,7 +11803,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr ctx->compute_ctx.reset(); - bool ok = ggml_vk_compute_forward(ctx, cgraph, node_begin, node_idx_begin, false, almost_ready); + bool ok = ggml_vk_compute_forward(ctx, cgraph, node_begin, node_idx_begin, almost_ready); if (!ok) { if (node->op == GGML_OP_UNARY) { std::cerr << __func__ << ": error: op not supported UNARY " << node->name << " (" << ggml_unary_op_name(static_cast(node->op_params[0])) << ")" << std::endl; @@ -11802,7 +11818,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr return true; } -static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * cgraph, ggml_tensor * tensor, int tensor_idx, bool use_fence = true, bool almost_ready = false) { +static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * cgraph, ggml_tensor * tensor, int tensor_idx, bool almost_ready = false) { GGML_UNUSED(cgraph); ggml_backend_buffer * buf = nullptr; @@ -11919,16 +11935,10 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * vk_context subctx = ctx->tensor_ctxs[tensor_idx].lock(); - // always wait for the GPU work to be done for the last submit - if (tensor_idx == subctx->exit_tensor_idx) { - use_fence = true; - } - // Only run if ctx hasn't been submitted yet if (!subctx->seqs.empty()) { #ifdef GGML_VULKAN_CHECK_RESULTS ggml_vk_check_results_0(ctx, cgraph, tensor_idx); - use_fence = true; #endif // Do staging buffer copies @@ -11940,17 +11950,16 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * memset(mset.dst, mset.val, mset.n); } - if (almost_ready && !ctx->almost_ready_fence_pending && !use_fence) { + if (almost_ready && !ctx->almost_ready_fence_pending) { ggml_vk_submit(subctx, ctx->almost_ready_fence); ctx->almost_ready_fence_pending = true; } else { - ggml_vk_submit(subctx, use_fence ? ctx->fence : vk::Fence{}); + ggml_vk_submit(subctx, {}); } + ctx->submit_pending = true; - if (use_fence) { - ggml_vk_wait_for_fence(ctx); - } #ifdef GGML_VULKAN_CHECK_RESULTS + ggml_vk_synchronize(ctx); ggml_vk_check_results_1(ctx, cgraph, tensor_idx); #endif } @@ -12006,11 +12015,19 @@ static void ggml_vk_graph_cleanup(ggml_backend_vk_context * ctx) { // Clean up on backend free static void ggml_vk_cleanup(ggml_backend_vk_context * ctx) { VK_LOG_DEBUG("ggml_vk_cleanup(" << ctx->name << ")"); + // discard any unsubmitted command buffers + ctx->transfer_ctx.reset(); + // wait for any pending command buffers to finish + ggml_vk_synchronize(ctx); + ggml_vk_graph_cleanup(ctx); ggml_vk_destroy_buffer(ctx->prealloc_x); ggml_vk_destroy_buffer(ctx->prealloc_y); ggml_vk_destroy_buffer(ctx->prealloc_split_k); + ggml_vk_destroy_buffer(ctx->prealloc_add_rms_partials); + ggml_vk_destroy_buffer(ctx->sync_staging); + ctx->prealloc_y_last_pipeline_used = nullptr; ctx->prealloc_size_x = 0; @@ -12305,7 +12322,7 @@ static void ggml_backend_vk_set_tensor_async(ggml_backend_t backend, ggml_tensor if (ctx->transfer_ctx.expired()) { // Initialize new transfer context - transfer_ctx = ggml_vk_create_context(ctx, ctx->transfer_cmd_pool); + transfer_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); ctx->transfer_ctx = transfer_ctx; ggml_vk_ctx_begin(ctx->device, transfer_ctx); } else { @@ -12328,7 +12345,7 @@ static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, const ggml_ if (ctx->transfer_ctx.expired()) { // Initialize new transfer context - transfer_ctx = ggml_vk_create_context(ctx, ctx->transfer_cmd_pool); + transfer_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); ctx->transfer_ctx = transfer_ctx; ggml_vk_ctx_begin(ctx->device, transfer_ctx); } else { @@ -12337,7 +12354,23 @@ static void ggml_backend_vk_get_tensor_async(ggml_backend_t backend, const ggml_ vk_buffer buf = buf_ctx->dev_buffer; - ggml_vk_buffer_read_async(transfer_ctx, buf, vk_tensor_offset(tensor) + tensor->view_offs + offset, data, size); + auto src_offset = vk_tensor_offset(tensor) + tensor->view_offs + offset; + bool ret = ggml_vk_buffer_read_async(transfer_ctx, buf, src_offset, data, size); + + // If that failed, copy synchronously through a staging buffer + if (!ret) { + ggml_vk_ensure_sync_staging_buffer(ctx, size); + ggml_vk_sync_buffers(nullptr, transfer_ctx); + + vk::BufferCopy buffer_cpy; + buffer_cpy.srcOffset = src_offset; + buffer_cpy.dstOffset = 0; + buffer_cpy.size = size; + + transfer_ctx->s->buffer.copyBuffer(buf->buffer, ctx->sync_staging->buffer, { buffer_cpy }); + deferred_memcpy(data, ctx->sync_staging->ptr, size, &transfer_ctx->out_memcpys); + ggml_vk_synchronize(ctx); + } } static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, const ggml_tensor * src, ggml_tensor * dst) { @@ -12351,7 +12384,7 @@ static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, const ggml_ if (ctx->transfer_ctx.expired()) { // Initialize new transfer context - transfer_ctx = ggml_vk_create_context(ctx, ctx->transfer_cmd_pool); + transfer_ctx = ggml_vk_create_context(ctx, ctx->compute_cmd_pool); ctx->transfer_ctx = transfer_ctx; ggml_vk_ctx_begin(ctx->device, transfer_ctx); } else { @@ -12368,29 +12401,49 @@ static bool ggml_backend_vk_cpy_tensor_async(ggml_backend_t backend, const ggml_ return false; } -static void ggml_backend_vk_synchronize(ggml_backend_t backend) { - VK_LOG_DEBUG("ggml_backend_vk_synchronize()"); - ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; - if(ctx->transfer_ctx.expired()) { - return; - } +static void ggml_vk_synchronize(ggml_backend_vk_context * ctx) { + VK_LOG_DEBUG("ggml_vk_synchronize()"); - vk_context transfer_ctx = ctx->transfer_ctx.lock(); + bool do_transfer = !ctx->transfer_ctx.expired(); - ggml_vk_ctx_end(transfer_ctx); + vk_context transfer_ctx; + if (do_transfer) { + transfer_ctx = ctx->transfer_ctx.lock(); - for (auto& cpy : transfer_ctx->in_memcpys) { - memcpy(cpy.dst, cpy.src, cpy.n); + ggml_vk_ctx_end(transfer_ctx); + + for (auto& cpy : transfer_ctx->in_memcpys) { + memcpy(cpy.dst, cpy.src, cpy.n); + } + + ggml_vk_submit(transfer_ctx, {}); + ctx->submit_pending = true; } - ggml_vk_submit(transfer_ctx, ctx->fence); - ggml_vk_wait_for_fence(ctx); + if (ctx->submit_pending) { + { + std::lock_guard guard(queue_mutex); + ctx->device->compute_queue.queue.submit({}, ctx->fence); + } + ggml_vk_wait_for_fence(ctx); + ctx->submit_pending = false; + } - for (auto& cpy : transfer_ctx->out_memcpys) { - memcpy(cpy.dst, cpy.src, cpy.n); + if (do_transfer) { + for (auto& cpy : transfer_ctx->out_memcpys) { + memcpy(cpy.dst, cpy.src, cpy.n); + } + ctx->transfer_ctx.reset(); } +} - ctx->transfer_ctx.reset(); +static void ggml_backend_vk_synchronize(ggml_backend_t backend) { + VK_LOG_DEBUG("ggml_backend_vk_synchronize()"); + ggml_backend_vk_context * ctx = (ggml_backend_vk_context *)backend->context; + + ggml_vk_synchronize(ctx); + + ggml_vk_graph_cleanup(ctx); } static bool ggml_vk_is_empty(ggml_tensor * node) { @@ -12938,8 +12991,6 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg ctx->device->perf_logger->print_timings(); } - ggml_vk_graph_cleanup(ctx); - return GGML_STATUS_SUCCESS; UNUSED(backend); @@ -13168,9 +13219,9 @@ static ggml_backend_i ggml_backend_vk_interface = { /* .get_name = */ ggml_backend_vk_name, /* .free = */ ggml_backend_vk_free, /* .set_tensor_async = */ NULL, // ggml_backend_vk_set_tensor_async, - /* .get_tensor_async = */ NULL, // ggml_backend_vk_get_tensor_async, + /* .get_tensor_async = */ ggml_backend_vk_get_tensor_async, /* .cpy_tensor_async = */ NULL, // ggml_backend_vk_cpy_tensor_async, - /* .synchronize = */ NULL, // ggml_backend_vk_synchronize, + /* .synchronize = */ ggml_backend_vk_synchronize, /* .graph_plan_create = */ NULL, /* .graph_plan_free = */ NULL, /* .graph_plan_update = */ NULL, From 234ae7d7bd0abd6814e83568553570225c516705 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 15 Nov 2025 03:37:25 -0600 Subject: [PATCH 013/197] vulkan: skip all-negative-inf blocks in FA (#17186) --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 8 ++- .../vulkan-shaders/flash_attn.comp | 48 +++++++++++----- .../vulkan-shaders/flash_attn_cm1.comp | 35 +++++++++++- .../vulkan-shaders/flash_attn_cm2.comp | 56 ++++++++++++------- 4 files changed, 110 insertions(+), 37 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index 55b5a037d50..f8b1211c515 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -521,6 +521,7 @@ struct vk_device_struct { bool subgroup_shuffle; bool subgroup_ballot; bool subgroup_clustered; + bool subgroup_vote; bool multi_add; bool shader_int64; bool buffer_device_address; @@ -4188,6 +4189,9 @@ static vk_device ggml_vk_get_device(size_t idx) { device->subgroup_ballot = (vk11_props.subgroupSupportedStages & vk::ShaderStageFlagBits::eCompute) && (vk11_props.subgroupSupportedOperations & vk::SubgroupFeatureFlagBits::eBallot); + device->subgroup_vote = (vk11_props.subgroupSupportedStages & vk::ShaderStageFlagBits::eCompute) && + (vk11_props.subgroupSupportedOperations & vk::SubgroupFeatureFlagBits::eVote); + const bool force_disable_f16 = getenv("GGML_VK_DISABLE_F16") != nullptr; device->fp16 = !force_disable_f16 && fp16_storage && fp16_compute; @@ -13572,8 +13576,8 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm default: return false; } - if (!coopmat2 && !device->subgroup_shuffle) { - // scalar FA uses subgroupShuffle + if (!coopmat2 && !(device->subgroup_shuffle && device->subgroup_vote)) { + // scalar/coopmat1 FA uses subgroupShuffle/subgroupAll return false; } return true; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp index 2255f9c168e..4bef48b006c 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn.comp @@ -7,6 +7,7 @@ #extension GL_EXT_shader_explicit_arithmetic_types_int32 : require #extension GL_KHR_shader_subgroup_shuffle : enable +#extension GL_KHR_shader_subgroup_vote : enable #include "types.glsl" #include "flash_attn_base.glsl" @@ -108,6 +109,38 @@ void main() { [[dont_unroll]] for (uint32_t j = start_j; j < end_j; ++j) { + if ((p.mask_n_head_log2 & MASK_ENABLE_BIT) != 0) { + bool nem1_bounds_check = !(p.gqa_ratio > 1) && (p.nem1 % Br) != 0; + + float max_mask = NEG_FLT_MAX_OVER_2; + [[unroll]] for (uint32_t idx = 0; idx < Bc * Br; idx += gl_WorkGroupSize.x) { + uint32_t c = (idx + tid) % Bc; + uint32_t r = (idx + tid) / Bc; + if (idx + tid < Bc * Br) { + if ((!KV_bounds_check || j * Bc + c < KV) && (!nem1_bounds_check || i * Br + r < p.nem1)) { + float m = float(data_m[m_offset + (i * Br + r) * m_stride + (j * Bc + c)]); + masksh[c][r] = m; + max_mask = max(max_mask, m); + } else { + masksh[c][r] = float(0); + } + } + } + // skip the block if the mask is entirely -inf + bool all_less = subgroupAll(max_mask <= NEG_FLT_MAX_OVER_2); + barrier(); + if (gl_SubgroupInvocationID == 0) { + tmpsh[gl_SubgroupID] = all_less ? NEG_FLT_MAX_OVER_2 : 0.0f; + } + barrier(); + [[unroll]] for (uint s = 0; s < gl_NumSubgroups; ++s) { + max_mask = max(max_mask, tmpsh[s]); + } + if (max_mask <= NEG_FLT_MAX_OVER_2) { + continue; + } + } + float Sf[Br][cols_per_thread]; [[unroll]] for (uint32_t r = 0; r < Br; ++r) { [[unroll]] for (uint32_t c = 0; c < cols_per_thread; ++c) { @@ -153,21 +186,6 @@ void main() { } if ((p.mask_n_head_log2 & MASK_ENABLE_BIT) != 0) { - bool nem1_bounds_check = !(p.gqa_ratio > 1) && (p.nem1 % Br) != 0; - - [[unroll]] for (uint32_t idx = 0; idx < Bc * Br; idx += gl_WorkGroupSize.x) { - uint32_t c = (idx + tid) % Bc; - uint32_t r = (idx + tid) / Bc; - if (idx + tid < Bc * Br) { - if ((!KV_bounds_check || j * Bc + c < KV) && (!nem1_bounds_check || i * Br + r < p.nem1)) { - masksh[c][r] = float(data_m[m_offset + (i * Br + r) * m_stride + (j * Bc + c)]); - } else { - masksh[c][r] = float(0); - } - } - } - barrier(); - [[unroll]] for (uint32_t c = 0; c < cols_per_thread; ++c) { [[unroll]] for (uint32_t r = 0; r < Br; ++r) { float mvf = masksh[c * cols_per_iter + col_tid][r]; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp index 8699fa6c9cb..cd82e4abfab 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm1.comp @@ -7,6 +7,7 @@ #extension GL_EXT_shader_explicit_arithmetic_types_int32 : require #extension GL_KHR_shader_subgroup_basic : enable +#extension GL_KHR_shader_subgroup_vote : enable #extension GL_KHR_memory_scope_semantics : enable #extension GL_KHR_cooperative_matrix : enable @@ -148,6 +149,37 @@ void main() { [[dont_unroll]] for (uint32_t j = start_j; j < end_j; ++j) { + float mask_cache[Bc * Br / WorkGroupSize]; + if ((p.mask_n_head_log2 & MASK_ENABLE_BIT) != 0) { + bool nem1_bounds_check = !(p.gqa_ratio > 1) && (p.nem1 % Br) != 0; + + float max_mask = NEG_FLT_MAX_OVER_2; + [[unroll]] for (uint32_t idx = 0; idx < Bc * Br; idx += gl_WorkGroupSize.x) { + uint32_t c = (idx + tid) % Bc; + uint32_t r = (idx + tid) / Bc; + if (idx + tid < Bc * Br || idx + gl_WorkGroupSize.x <= Bc * Br) { + if ((!KV_bounds_check || j * Bc + c < KV) && (!nem1_bounds_check || i * Br + r < p.nem1)) { + float m = float(data_m[m_offset + (i * Br + r) * m_stride + (j * Bc + c)]); + mask_cache[idx / WorkGroupSize] = m; + max_mask = max(max_mask, m); + } + } + } + // skip the block if the mask is entirely -inf + bool all_less = subgroupAll(max_mask <= NEG_FLT_MAX_OVER_2); + barrier(); + if (gl_SubgroupInvocationID == 0) { + tmpsh[gl_SubgroupID] = all_less ? NEG_FLT_MAX_OVER_2 : 0.0f; + } + barrier(); + [[unroll]] for (uint s = 0; s < gl_NumSubgroups; ++s) { + max_mask = max(max_mask, tmpsh[s]); + } + if (max_mask <= NEG_FLT_MAX_OVER_2) { + continue; + } + } + [[unroll]] for (uint32_t idx = 0; idx < Bc * HSK / 4; idx += gl_WorkGroupSize.x) { uint32_t d = (idx + tid) % (HSK / 4); uint32_t c = (idx + tid) / (HSK / 4); @@ -208,7 +240,8 @@ void main() { uint32_t r = (idx + tid) / Bc; if (idx + tid < Bc * Br || idx + gl_WorkGroupSize.x <= Bc * Br) { if ((!KV_bounds_check || j * Bc + c < KV) && (!nem1_bounds_check || i * Br + r < p.nem1)) { - sfsh[c * sfshstride + r] += ACC_TYPE(slope[r] * float(data_m[m_offset + (i * Br + r) * m_stride + (j * Bc + c)])); + float f = mask_cache[idx / WorkGroupSize]; + sfsh[c * sfshstride + r] += ACC_TYPE(slope[r] * f); } } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp index fcfc60a8785..617d8510869 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/flash_attn_cm2.comp @@ -29,6 +29,10 @@ ACC_TYPE maxReduce(const in ACC_TYPE x, const in ACC_TYPE y) { return max(x, y); } +float16_t maxReduceFp16(const in float16_t x, const in float16_t y) { + return max(x, y); +} + ACC_TYPE smearReduce(const in ACC_TYPE x, const in ACC_TYPE y) { return x; } @@ -142,21 +146,7 @@ void main() { [[dont_unroll]] for (uint32_t j = start_j; j < end_j; ++j) { - coopmat S = coopmat(0); - - coopmat K_T; - - uint32_t k_offset = ik2*p.nb12 + ik3*p.nb13; - coopMatLoadTensorNV(K_T, data_k, k_offset, sliceTensorLayoutNV(tensorLayoutK, j * Bc, Bc, 0, HSK_pad), tensorViewTranspose DECODEFUNC); - S = coopMatMulAdd(Qf16, K_T, S); - - if (p.logit_softcap != 0.0f) { - [[unroll]] - for (int k = 0; k < S.length(); ++k) { - S[k] = ACC_TYPE(p.logit_softcap)*tanh(S[k]); - } - } - + coopmat mv; if ((p.mask_n_head_log2 & MASK_ENABLE_BIT) != 0) { bool nem1_bounds_check = !(p.gqa_ratio > 1) && (p.nem1 % Br) != 0; @@ -164,12 +154,17 @@ void main() { tensorLayoutNV<2, gl_CooperativeMatrixClampModeConstantNV> tensorLayoutM = createTensorLayoutNV(2, gl_CooperativeMatrixClampModeConstantNV); tensorLayoutM = setTensorLayoutDimensionNV(tensorLayoutM, p.nem1, KV); tensorLayoutM = setTensorLayoutStrideNV(tensorLayoutM, m_stride, 1); + tensorLayoutM = setTensorLayoutClampValueNV(tensorLayoutM, 0xfc00); // -inf in float16_t - coopmat mv; + coopmat mv, mvmax; coopMatLoadTensorNV(mv, data_m, m_offset, sliceTensorLayoutNV(tensorLayoutM, i * Br, Br, j * Bc, Bc)); - S += slopeMat*coopmat(mv); + // skip the block if the mask is entirely -inf + coopMatReduceNV(mvmax, mv, gl_CooperativeMatrixReduceRowAndColumnNV, maxReduceFp16); + if (mvmax[0] <= NEG_FLT_MAX_OVER_2) { + continue; + } } else { tensorLayoutNV<2, Clamp> tensorLayoutM = createTensorLayoutNV(2, Clamp); // Don't clamp against nem1 when GQA is enabled @@ -177,14 +172,37 @@ void main() { tensorLayoutM = setTensorLayoutDimensionNV(tensorLayoutM, m_height, KV); tensorLayoutM = setTensorLayoutStrideNV(tensorLayoutM, m_stride, 1); - coopmat mv; + coopmat mvmax; coopMatLoadTensorNV(mv, data_m, m_offset, sliceTensorLayoutNV(tensorLayoutM, i * Br, Br, j * Bc, Bc)); - S += slopeMat*coopmat(mv); + // skip the block if the mask is entirely -inf + coopMatReduceNV(mvmax, mv, gl_CooperativeMatrixReduceRowAndColumnNV, maxReduceFp16); + if (mvmax[0] <= NEG_FLT_MAX_OVER_2) { + continue; + } } } + coopmat S = coopmat(0); + + coopmat K_T; + + uint32_t k_offset = ik2*p.nb12 + ik3*p.nb13; + coopMatLoadTensorNV(K_T, data_k, k_offset, sliceTensorLayoutNV(tensorLayoutK, j * Bc, Bc, 0, HSK_pad), tensorViewTranspose DECODEFUNC); + S = coopMatMulAdd(Qf16, K_T, S); + + if (p.logit_softcap != 0.0f) { + [[unroll]] + for (int k = 0; k < S.length(); ++k) { + S[k] = ACC_TYPE(p.logit_softcap)*tanh(S[k]); + } + } + + if ((p.mask_n_head_log2 & MASK_ENABLE_BIT) != 0) { + S += slopeMat*coopmat(mv); + } + // Clear padding elements to -inf, so they don't contribute to rowmax if (Clamp != 0 && ((j + 1) * Bc > KV || From 439342ea0be347ff279ec204719794df3b3108f6 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 15 Nov 2025 04:56:15 -0600 Subject: [PATCH 014/197] vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths (#17244) * vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths * set allow_misalign --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 631 ++++++++++----------------- 1 file changed, 220 insertions(+), 411 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index f8b1211c515..a5a6ad9cbfb 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -838,6 +838,32 @@ struct vk_mat_vec_push_constants { uint32_t broadcast3; }; +struct vk_mat_vec_p021_push_constants { + uint32_t ncols_x; + uint32_t nrows_x; + uint32_t nchannels_x; + uint32_t nchannels_y; + uint32_t b_offset; + uint32_t d_offset; + uint32_t enable_bias; +}; + +struct vk_mat_vec_nc_push_constants { + uint32_t ncols_x; + uint32_t nrows_x; + uint32_t row_stride_x; + uint32_t channel_stride_x; + uint32_t channel_stride_y; + uint32_t channel_x_divisor; + uint32_t ne12; + uint32_t b_offset; + uint32_t d_offset; + uint32_t nb03; + uint32_t nb13; + uint32_t nb23; + uint32_t enable_bias; +}; + struct vk_mat_mat_id_push_constants { uint32_t M; uint32_t N; uint32_t K; uint32_t stride_a; uint32_t stride_b; uint32_t stride_d; @@ -1637,6 +1663,50 @@ static uint64_t vk_tensor_offset(const ggml_tensor * tensor) { return (uint8_t *) tensor->data - (uint8_t *) vk_ptr_base; } +static uint32_t get_misalign_bytes(const ggml_backend_vk_context * ctx, const ggml_tensor * t) +{ + return ((vk_tensor_offset(t) + t->view_offs) & (ctx->device->properties.limits.minStorageBufferOffsetAlignment - 1));; +} + +template void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, T &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { + GGML_UNUSED(p); + GGML_UNUSED(src0); + GGML_UNUSED(src1); + GGML_UNUSED(src2); + GGML_UNUSED(src3); + GGML_UNUSED(dst); + static_assert(!std::is_const::value, "unexpected type"); + GGML_ASSERT(!src0 || get_misalign_bytes(ctx, src0) == 0); + GGML_ASSERT(!src1 || get_misalign_bytes(ctx, src1) == 0); + GGML_ASSERT(!src2 || get_misalign_bytes(ctx, src2) == 0); + GGML_ASSERT(!src3 || get_misalign_bytes(ctx, src3) == 0); + GGML_ASSERT(!dst || get_misalign_bytes(ctx, dst) == 0); +} + +template <> void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, vk_mat_vec_p021_push_constants &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { + const uint32_t b_offset = get_misalign_bytes(ctx, src1) / ggml_type_size(src1->type); + const uint32_t d_offset = get_misalign_bytes(ctx, dst) / ggml_type_size(dst->type); + + p.b_offset = b_offset; + p.d_offset = d_offset; + + GGML_UNUSED(src0); + GGML_UNUSED(src2); + GGML_UNUSED(src3); +} + +template <> void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, vk_mat_vec_nc_push_constants &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { + const uint32_t b_offset = get_misalign_bytes(ctx, src1) / ggml_type_size(src1->type); + const uint32_t d_offset = get_misalign_bytes(ctx, dst) / ggml_type_size(dst->type); + + p.b_offset = b_offset; + p.d_offset = d_offset; + + GGML_UNUSED(src0); + GGML_UNUSED(src2); + GGML_UNUSED(src3); +} + struct ggml_backend_vk_buffer_context { vk_device_ref device; vk_buffer dev_buffer; @@ -3393,6 +3463,8 @@ static void ggml_vk_load_shaders(vk_device& device) { const uint32_t force_subgroup_size = use_subgroups ? subgroup_size : 0; const uint32_t force_subgroup_size16 = use_subgroups16 ? subgroup_size16 : 0; + static constexpr uint32_t mul_mat_vec_num_bindings = 4; + static constexpr uint32_t mul_mat_vec_id_num_bindings = 5; for (uint32_t w = 0; w < DMMV_WG_SIZE_COUNT; ++w) { const uint32_t wg_size_subgroup = (w == DMMV_WG_SIZE_SUBGROUP) ? subgroup_size : (subgroup_size * 4); @@ -3407,92 +3479,92 @@ static void ggml_vk_load_shaders(vk_device& device) { SHADER_REDUCTION_MODE_SHMEM; for (uint32_t i = 0; i < mul_mat_vec_max_cols; ++i) { - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f32_f32", arr_dmmv_f32_f32_f32_len[reduc], arr_dmmv_f32_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f32_f32", arr_dmmv_f16_f32_f32_len[reduc], arr_dmmv_f16_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f32_f32", arr_dmmv_bf16_f32_f32_len[reduc], arr_dmmv_bf16_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f32_f32", arr_dmmv_q4_0_f32_f32_len[reduc], arr_dmmv_q4_0_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_f32_f32", arr_dmmv_q4_1_f32_f32_len[reduc], arr_dmmv_q4_1_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_f32_f32", arr_dmmv_q5_0_f32_f32_len[reduc], arr_dmmv_q5_0_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_f32_f32", arr_dmmv_q5_1_f32_f32_len[reduc], arr_dmmv_q5_1_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_f32_f32", arr_dmmv_q8_0_f32_f32_len[reduc], arr_dmmv_q8_0_f32_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup, 1*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q2_K][i], "mul_mat_vec_q2_k_f32_f32", arr_dmmv_q2_k_f32_f32_len[reduc16], arr_dmmv_q2_k_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q3_K][i], "mul_mat_vec_q3_k_f32_f32", arr_dmmv_q3_k_f32_f32_len[reduc16], arr_dmmv_q3_k_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_K][i], "mul_mat_vec_q4_k_f32_f32", arr_dmmv_q4_k_f32_f32_len[reduc16], arr_dmmv_q4_k_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_K][i], "mul_mat_vec_q5_k_f32_f32", arr_dmmv_q5_k_f32_f32_len[reduc16], arr_dmmv_q5_k_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q6_K][i], "mul_mat_vec_q6_k_f32_f32", arr_dmmv_q6_k_f32_f32_len[reduc16], arr_dmmv_q6_k_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ1_S][i], "mul_mat_vec_iq1_s_f32_f32", arr_dmmv_iq1_s_f32_f32_len[reduc16], arr_dmmv_iq1_s_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ1_M][i], "mul_mat_vec_iq1_m_f32_f32", arr_dmmv_iq1_m_f32_f32_len[reduc16], arr_dmmv_iq1_m_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ2_XXS][i], "mul_mat_vec_iq2_xxs_f32_f32", arr_dmmv_iq2_xxs_f32_f32_len[reduc16], arr_dmmv_iq2_xxs_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ2_XS][i], "mul_mat_vec_iq2_xs_f32_f32", arr_dmmv_iq2_xs_f32_f32_len[reduc16], arr_dmmv_iq2_xs_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ2_S][i], "mul_mat_vec_iq2_s_f32_f32", arr_dmmv_iq2_s_f32_f32_len[reduc16], arr_dmmv_iq2_s_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ3_XXS][i], "mul_mat_vec_iq3_xxs_f32_f32", arr_dmmv_iq3_xxs_f32_f32_len[reduc16], arr_dmmv_iq3_xxs_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ3_S][i], "mul_mat_vec_iq3_s_f32_f32", arr_dmmv_iq3_s_f32_f32_len[reduc16], arr_dmmv_iq3_s_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ4_XS][i], "mul_mat_vec_iq4_xs_f32_f32", arr_dmmv_iq4_xs_f32_f32_len[reduc16], arr_dmmv_iq4_xs_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ4_NL][i], "mul_mat_vec_iq4_nl_f32_f32", arr_dmmv_iq4_nl_f32_f32_len[reduc16], arr_dmmv_iq4_nl_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_MXFP4][i], "mul_mat_vec_mxfp4_f32_f32", arr_dmmv_mxfp4_f32_f32_len[reduc16], arr_dmmv_mxfp4_f32_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f16_f32", arr_dmmv_f32_f16_f32_len[reduc], arr_dmmv_f32_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f16_f32", arr_dmmv_f16_f16_f32_len[reduc], arr_dmmv_f16_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f16_f32", arr_dmmv_bf16_f16_f32_len[reduc], arr_dmmv_bf16_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f16_f32", arr_dmmv_q4_0_f16_f32_len[reduc], arr_dmmv_q4_0_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_f16_f32", arr_dmmv_q4_1_f16_f32_len[reduc], arr_dmmv_q4_1_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_f16_f32", arr_dmmv_q5_0_f16_f32_len[reduc], arr_dmmv_q5_0_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_f16_f32", arr_dmmv_q5_1_f16_f32_len[reduc], arr_dmmv_q5_1_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_f16_f32", arr_dmmv_q8_0_f16_f32_len[reduc], arr_dmmv_q8_0_f16_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup, 1*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q2_K][i], "mul_mat_vec_q2_k_f16_f32", arr_dmmv_q2_k_f16_f32_len[reduc16], arr_dmmv_q2_k_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q3_K][i], "mul_mat_vec_q3_k_f16_f32", arr_dmmv_q3_k_f16_f32_len[reduc16], arr_dmmv_q3_k_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_K][i], "mul_mat_vec_q4_k_f16_f32", arr_dmmv_q4_k_f16_f32_len[reduc16], arr_dmmv_q4_k_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_K][i], "mul_mat_vec_q5_k_f16_f32", arr_dmmv_q5_k_f16_f32_len[reduc16], arr_dmmv_q5_k_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q6_K][i], "mul_mat_vec_q6_k_f16_f32", arr_dmmv_q6_k_f16_f32_len[reduc16], arr_dmmv_q6_k_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ1_S][i], "mul_mat_vec_iq1_s_f16_f32", arr_dmmv_iq1_s_f16_f32_len[reduc16], arr_dmmv_iq1_s_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ1_M][i], "mul_mat_vec_iq1_m_f16_f32", arr_dmmv_iq1_m_f16_f32_len[reduc16], arr_dmmv_iq1_m_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ2_XXS][i], "mul_mat_vec_iq2_xxs_f16_f32", arr_dmmv_iq2_xxs_f16_f32_len[reduc16], arr_dmmv_iq2_xxs_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ2_XS][i], "mul_mat_vec_iq2_xs_f16_f32", arr_dmmv_iq2_xs_f16_f32_len[reduc16], arr_dmmv_iq2_xs_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ2_S][i], "mul_mat_vec_iq2_s_f16_f32", arr_dmmv_iq2_s_f16_f32_len[reduc16], arr_dmmv_iq2_s_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ3_XXS][i], "mul_mat_vec_iq3_xxs_f16_f32", arr_dmmv_iq3_xxs_f16_f32_len[reduc16], arr_dmmv_iq3_xxs_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ3_S][i], "mul_mat_vec_iq3_s_f16_f32", arr_dmmv_iq3_s_f16_f32_len[reduc16], arr_dmmv_iq3_s_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ4_XS][i], "mul_mat_vec_iq4_xs_f16_f32", arr_dmmv_iq4_xs_f16_f32_len[reduc16], arr_dmmv_iq4_xs_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ4_NL][i], "mul_mat_vec_iq4_nl_f16_f32", arr_dmmv_iq4_nl_f16_f32_len[reduc16], arr_dmmv_iq4_nl_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_MXFP4][i], "mul_mat_vec_mxfp4_f16_f32", arr_dmmv_mxfp4_f16_f32_len[reduc16], arr_dmmv_mxfp4_f16_f32_data[reduc16], "main", 4, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f32_f32", arr_dmmv_f32_f32_f32_len[reduc], arr_dmmv_f32_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f32_f32", arr_dmmv_f16_f32_f32_len[reduc], arr_dmmv_f16_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f32_f32", arr_dmmv_bf16_f32_f32_len[reduc], arr_dmmv_bf16_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f32_f32", arr_dmmv_q4_0_f32_f32_len[reduc], arr_dmmv_q4_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_f32_f32", arr_dmmv_q4_1_f32_f32_len[reduc], arr_dmmv_q4_1_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_f32_f32", arr_dmmv_q5_0_f32_f32_len[reduc], arr_dmmv_q5_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_f32_f32", arr_dmmv_q5_1_f32_f32_len[reduc], arr_dmmv_q5_1_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_f32_f32", arr_dmmv_q8_0_f32_f32_len[reduc], arr_dmmv_q8_0_f32_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup, 1*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q2_K][i], "mul_mat_vec_q2_k_f32_f32", arr_dmmv_q2_k_f32_f32_len[reduc16], arr_dmmv_q2_k_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q3_K][i], "mul_mat_vec_q3_k_f32_f32", arr_dmmv_q3_k_f32_f32_len[reduc16], arr_dmmv_q3_k_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q4_K][i], "mul_mat_vec_q4_k_f32_f32", arr_dmmv_q4_k_f32_f32_len[reduc16], arr_dmmv_q4_k_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q5_K][i], "mul_mat_vec_q5_k_f32_f32", arr_dmmv_q5_k_f32_f32_len[reduc16], arr_dmmv_q5_k_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_Q6_K][i], "mul_mat_vec_q6_k_f32_f32", arr_dmmv_q6_k_f32_f32_len[reduc16], arr_dmmv_q6_k_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ1_S][i], "mul_mat_vec_iq1_s_f32_f32", arr_dmmv_iq1_s_f32_f32_len[reduc16], arr_dmmv_iq1_s_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ1_M][i], "mul_mat_vec_iq1_m_f32_f32", arr_dmmv_iq1_m_f32_f32_len[reduc16], arr_dmmv_iq1_m_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ2_XXS][i], "mul_mat_vec_iq2_xxs_f32_f32", arr_dmmv_iq2_xxs_f32_f32_len[reduc16], arr_dmmv_iq2_xxs_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ2_XS][i], "mul_mat_vec_iq2_xs_f32_f32", arr_dmmv_iq2_xs_f32_f32_len[reduc16], arr_dmmv_iq2_xs_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ2_S][i], "mul_mat_vec_iq2_s_f32_f32", arr_dmmv_iq2_s_f32_f32_len[reduc16], arr_dmmv_iq2_s_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ3_XXS][i], "mul_mat_vec_iq3_xxs_f32_f32", arr_dmmv_iq3_xxs_f32_f32_len[reduc16], arr_dmmv_iq3_xxs_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ3_S][i], "mul_mat_vec_iq3_s_f32_f32", arr_dmmv_iq3_s_f32_f32_len[reduc16], arr_dmmv_iq3_s_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ4_XS][i], "mul_mat_vec_iq4_xs_f32_f32", arr_dmmv_iq4_xs_f32_f32_len[reduc16], arr_dmmv_iq4_xs_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_IQ4_NL][i], "mul_mat_vec_iq4_nl_f32_f32", arr_dmmv_iq4_nl_f32_f32_len[reduc16], arr_dmmv_iq4_nl_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f32_f32[w][GGML_TYPE_MXFP4][i], "mul_mat_vec_mxfp4_f32_f32", arr_dmmv_mxfp4_f32_f32_len[reduc16], arr_dmmv_mxfp4_f32_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F32 ][i], "mul_mat_vec_f32_f16_f32", arr_dmmv_f32_f16_f32_len[reduc], arr_dmmv_f32_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_F16 ][i], "mul_mat_vec_f16_f16_f32", arr_dmmv_f16_f16_f32_len[reduc], arr_dmmv_f16_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_BF16][i], "mul_mat_vec_bf16_f16_f32", arr_dmmv_bf16_f16_f32_len[reduc], arr_dmmv_bf16_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2, 1, 1}, {wg_size_subgroup, 2, i+1}, 1, false, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_f16_f32", arr_dmmv_q4_0_f16_f32_len[reduc], arr_dmmv_q4_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_f16_f32", arr_dmmv_q4_1_f16_f32_len[reduc], arr_dmmv_q4_1_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_f16_f32", arr_dmmv_q5_0_f16_f32_len[reduc], arr_dmmv_q5_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_f16_f32", arr_dmmv_q5_1_f16_f32_len[reduc], arr_dmmv_q5_1_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup, 2*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_f16_f32", arr_dmmv_q8_0_f16_f32_len[reduc], arr_dmmv_q8_0_f16_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup, 1*rm_stdq, i+1}, 1, true, use_subgroups, force_subgroup_size); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q2_K][i], "mul_mat_vec_q2_k_f16_f32", arr_dmmv_q2_k_f16_f32_len[reduc16], arr_dmmv_q2_k_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q3_K][i], "mul_mat_vec_q3_k_f16_f32", arr_dmmv_q3_k_f16_f32_len[reduc16], arr_dmmv_q3_k_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q4_K][i], "mul_mat_vec_q4_k_f16_f32", arr_dmmv_q4_k_f16_f32_len[reduc16], arr_dmmv_q4_k_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q5_K][i], "mul_mat_vec_q5_k_f16_f32", arr_dmmv_q5_k_f16_f32_len[reduc16], arr_dmmv_q5_k_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_Q6_K][i], "mul_mat_vec_q6_k_f16_f32", arr_dmmv_q6_k_f16_f32_len[reduc16], arr_dmmv_q6_k_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_kq, 1, 1}, {wg_size_subgroup16, rm_kq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ1_S][i], "mul_mat_vec_iq1_s_f16_f32", arr_dmmv_iq1_s_f16_f32_len[reduc16], arr_dmmv_iq1_s_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ1_M][i], "mul_mat_vec_iq1_m_f16_f32", arr_dmmv_iq1_m_f16_f32_len[reduc16], arr_dmmv_iq1_m_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ2_XXS][i], "mul_mat_vec_iq2_xxs_f16_f32", arr_dmmv_iq2_xxs_f16_f32_len[reduc16], arr_dmmv_iq2_xxs_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ2_XS][i], "mul_mat_vec_iq2_xs_f16_f32", arr_dmmv_iq2_xs_f16_f32_len[reduc16], arr_dmmv_iq2_xs_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ2_S][i], "mul_mat_vec_iq2_s_f16_f32", arr_dmmv_iq2_s_f16_f32_len[reduc16], arr_dmmv_iq2_s_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ3_XXS][i], "mul_mat_vec_iq3_xxs_f16_f32", arr_dmmv_iq3_xxs_f16_f32_len[reduc16], arr_dmmv_iq3_xxs_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ3_S][i], "mul_mat_vec_iq3_s_f16_f32", arr_dmmv_iq3_s_f16_f32_len[reduc16], arr_dmmv_iq3_s_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ4_XS][i], "mul_mat_vec_iq4_xs_f16_f32", arr_dmmv_iq4_xs_f16_f32_len[reduc16], arr_dmmv_iq4_xs_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_IQ4_NL][i], "mul_mat_vec_iq4_nl_f16_f32", arr_dmmv_iq4_nl_f16_f32_len[reduc16], arr_dmmv_iq4_nl_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_f16_f32[w][GGML_TYPE_MXFP4][i], "mul_mat_vec_mxfp4_f16_f32", arr_dmmv_mxfp4_f16_f32_len[reduc16], arr_dmmv_mxfp4_f16_f32_data[reduc16], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {rm_iq, 1, 1}, {wg_size_subgroup16, rm_iq, i+1}, 1, true, use_subgroups16, force_subgroup_size16); #if defined(GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT) if (device->integer_dot_product) { const uint32_t subgroup_size_int = (device->vendor_id == VK_VENDOR_ID_INTEL && device->subgroup_size_control) ? device->subgroup_min_size : device->subgroup_size; const uint32_t wg_size_subgroup_int = (w == DMMV_WG_SIZE_SUBGROUP) ? subgroup_size_int : (subgroup_size_int * 4); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_q8_1_f32", arr_dmmv_q4_0_q8_1_f32_len[reduc], arr_dmmv_q4_0_q8_1_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_q8_1_f32", arr_dmmv_q4_1_q8_1_f32_len[reduc], arr_dmmv_q4_1_q8_1_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_q8_1_f32", arr_dmmv_q5_0_q8_1_f32_len[reduc], arr_dmmv_q5_0_q8_1_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_q8_1_f32", arr_dmmv_q5_1_q8_1_f32_len[reduc], arr_dmmv_q5_1_q8_1_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_q8_1_f32", arr_dmmv_q8_0_q8_1_f32_len[reduc], arr_dmmv_q8_0_q8_1_f32_data[reduc], "main", 4, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_0][i], "mul_mat_vec_q4_0_q8_1_f32", arr_dmmv_q4_0_q8_1_f32_len[reduc], arr_dmmv_q4_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q4_1][i], "mul_mat_vec_q4_1_q8_1_f32", arr_dmmv_q4_1_q8_1_f32_len[reduc], arr_dmmv_q4_1_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_0][i], "mul_mat_vec_q5_0_q8_1_f32", arr_dmmv_q5_0_q8_1_f32_len[reduc], arr_dmmv_q5_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q5_1][i], "mul_mat_vec_q5_1_q8_1_f32", arr_dmmv_q5_1_q8_1_f32_len[reduc], arr_dmmv_q5_1_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {2*rm_stdq, 1, 1}, {wg_size_subgroup_int, 2*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_q8_1_f32[w][GGML_TYPE_Q8_0][i], "mul_mat_vec_q8_0_q8_1_f32", arr_dmmv_q8_0_q8_1_f32_len[reduc], arr_dmmv_q8_0_q8_1_f32_data[reduc], "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_push_constants), {1*rm_stdq, 1, 1}, {wg_size_subgroup_int, 1*rm_stdq, i+1}, 1, true, use_subgroups, subgroup_size_int); } #endif // GGML_VULKAN_INTEGER_DOT_GLSLC_SUPPORT } } - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F32 ], "mul_mat_vec_id_f32_f32", mul_mat_vec_id_f32_f32_len, mul_mat_vec_id_f32_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F16 ], "mul_mat_vec_id_f16_f32", mul_mat_vec_id_f16_f32_len, mul_mat_vec_id_f16_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_BF16], "mul_mat_vec_id_bf16_f32", mul_mat_vec_id_bf16_f32_len, mul_mat_vec_id_bf16_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_f32", mul_mat_vec_id_q4_0_f32_len, mul_mat_vec_id_q4_0_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_f32", mul_mat_vec_id_q4_1_f32_len, mul_mat_vec_id_q4_1_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_f32", mul_mat_vec_id_q5_0_f32_len, mul_mat_vec_id_q5_0_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_f32", mul_mat_vec_id_q5_1_f32_len, mul_mat_vec_id_q5_1_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_f32", mul_mat_vec_id_q8_0_f32_len, mul_mat_vec_id_q8_0_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq, 1, 1}, {device->subgroup_size, 1*rm_stdq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_f32", mul_mat_vec_id_q2_k_f32_len, mul_mat_vec_id_q2_k_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_f32", mul_mat_vec_id_q3_k_f32_len, mul_mat_vec_id_q3_k_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_f32", mul_mat_vec_id_q4_k_f32_len, mul_mat_vec_id_q4_k_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_f32", mul_mat_vec_id_q5_k_f32_len, mul_mat_vec_id_q5_k_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_f32", mul_mat_vec_id_q6_k_f32_len, mul_mat_vec_id_q6_k_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ1_S], "mul_mat_vec_id_iq1_s_f32", mul_mat_vec_id_iq1_s_f32_len, mul_mat_vec_id_iq1_s_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ1_M], "mul_mat_vec_id_iq1_m_f32", mul_mat_vec_id_iq1_m_f32_len, mul_mat_vec_id_iq1_m_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_XXS], "mul_mat_vec_id_iq2_xxs_f32", mul_mat_vec_id_iq2_xxs_f32_len, mul_mat_vec_id_iq2_xxs_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_XS], "mul_mat_vec_id_iq2_xs_f32", mul_mat_vec_id_iq2_xs_f32_len, mul_mat_vec_id_iq2_xs_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_S], "mul_mat_vec_id_iq2_s_f32", mul_mat_vec_id_iq2_s_f32_len, mul_mat_vec_id_iq2_s_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ3_XXS], "mul_mat_vec_id_iq3_xxs_f32", mul_mat_vec_id_iq3_xxs_f32_len, mul_mat_vec_id_iq3_xxs_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ3_S], "mul_mat_vec_id_iq3_s_f32", mul_mat_vec_id_iq3_s_f32_len, mul_mat_vec_id_iq3_s_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ4_XS], "mul_mat_vec_id_iq4_xs_f32", mul_mat_vec_id_iq4_xs_f32_len, mul_mat_vec_id_iq4_xs_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ4_NL], "mul_mat_vec_id_iq4_nl_f32", mul_mat_vec_id_iq4_nl_f32_len, mul_mat_vec_id_iq4_nl_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); - ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_f32", mul_mat_vec_id_mxfp4_f32_len, mul_mat_vec_id_mxfp4_f32_data, "main", 5, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F32 ], "mul_mat_vec_id_f32_f32", mul_mat_vec_id_f32_f32_len, mul_mat_vec_id_f32_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_F16 ], "mul_mat_vec_id_f16_f32", mul_mat_vec_id_f16_f32_len, mul_mat_vec_id_f16_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_BF16], "mul_mat_vec_id_bf16_f32", mul_mat_vec_id_bf16_f32_len, mul_mat_vec_id_bf16_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2, 1, 1}, {device->subgroup_size, 2}, 1); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_0], "mul_mat_vec_id_q4_0_f32", mul_mat_vec_id_q4_0_f32_len, mul_mat_vec_id_q4_0_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_1], "mul_mat_vec_id_q4_1_f32", mul_mat_vec_id_q4_1_f32_len, mul_mat_vec_id_q4_1_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_0], "mul_mat_vec_id_q5_0_f32", mul_mat_vec_id_q5_0_f32_len, mul_mat_vec_id_q5_0_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_1], "mul_mat_vec_id_q5_1_f32", mul_mat_vec_id_q5_1_f32_len, mul_mat_vec_id_q5_1_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {2*rm_stdq, 1, 1}, {device->subgroup_size, 2*rm_stdq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q8_0], "mul_mat_vec_id_q8_0_f32", mul_mat_vec_id_q8_0_f32_len, mul_mat_vec_id_q8_0_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {1*rm_stdq, 1, 1}, {device->subgroup_size, 1*rm_stdq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q2_K], "mul_mat_vec_id_q2_k_f32", mul_mat_vec_id_q2_k_f32_len, mul_mat_vec_id_q2_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q3_K], "mul_mat_vec_id_q3_k_f32", mul_mat_vec_id_q3_k_f32_len, mul_mat_vec_id_q3_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q4_K], "mul_mat_vec_id_q4_k_f32", mul_mat_vec_id_q4_k_f32_len, mul_mat_vec_id_q4_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q5_K], "mul_mat_vec_id_q5_k_f32", mul_mat_vec_id_q5_k_f32_len, mul_mat_vec_id_q5_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_Q6_K], "mul_mat_vec_id_q6_k_f32", mul_mat_vec_id_q6_k_f32_len, mul_mat_vec_id_q6_k_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_kq, 1, 1}, {subgroup_size_16, rm_kq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ1_S], "mul_mat_vec_id_iq1_s_f32", mul_mat_vec_id_iq1_s_f32_len, mul_mat_vec_id_iq1_s_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ1_M], "mul_mat_vec_id_iq1_m_f32", mul_mat_vec_id_iq1_m_f32_len, mul_mat_vec_id_iq1_m_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_XXS], "mul_mat_vec_id_iq2_xxs_f32", mul_mat_vec_id_iq2_xxs_f32_len, mul_mat_vec_id_iq2_xxs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_XS], "mul_mat_vec_id_iq2_xs_f32", mul_mat_vec_id_iq2_xs_f32_len, mul_mat_vec_id_iq2_xs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ2_S], "mul_mat_vec_id_iq2_s_f32", mul_mat_vec_id_iq2_s_f32_len, mul_mat_vec_id_iq2_s_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ3_XXS], "mul_mat_vec_id_iq3_xxs_f32", mul_mat_vec_id_iq3_xxs_f32_len, mul_mat_vec_id_iq3_xxs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ3_S], "mul_mat_vec_id_iq3_s_f32", mul_mat_vec_id_iq3_s_f32_len, mul_mat_vec_id_iq3_s_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ4_XS], "mul_mat_vec_id_iq4_xs_f32", mul_mat_vec_id_iq4_xs_f32_len, mul_mat_vec_id_iq4_xs_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_IQ4_NL], "mul_mat_vec_id_iq4_nl_f32", mul_mat_vec_id_iq4_nl_f32_len, mul_mat_vec_id_iq4_nl_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); + ggml_vk_create_pipeline(device, device->pipeline_dequant_mul_mat_vec_id_f32[GGML_TYPE_MXFP4], "mul_mat_vec_id_mxfp4_f32", mul_mat_vec_id_mxfp4_f32_len, mul_mat_vec_id_mxfp4_f32_data, "main", mul_mat_vec_id_num_bindings, sizeof(vk_mat_vec_id_push_constants), {rm_iq, 1, 1}, {subgroup_size_16, rm_iq}, 1, true); // dequant shaders ggml_vk_create_pipeline(device, device->pipeline_dequant[GGML_TYPE_F32 ], "f32_to_f16", dequant_f32_len, dequant_f32_data, "main", 2, 5 * sizeof(uint32_t), {256 * 16, 1, 1}, {}, 1); @@ -3577,12 +3649,12 @@ static void ggml_vk_load_shaders(vk_device& device) { for (uint32_t i = 0; i < p021_max_gqa_ratio; ++i) { if (device->subgroup_arithmetic && device->subgroup_require_full_support) { - ggml_vk_create_pipeline2(device, device->pipeline_mul_mat_vec_p021_f16_f32[i], "mul_mat_vec_p021_f16_f32"+std::to_string(i+1), mul_mat_vec_p021_f16_f32_subgroup_add_len, mul_mat_vec_p021_f16_f32_subgroup_add_data, "main", 4, 7 * sizeof(uint32_t), {1, 1, 1}, {device->subgroup_size, i + 1}, 1, true, true); + ggml_vk_create_pipeline2(device, device->pipeline_mul_mat_vec_p021_f16_f32[i], "mul_mat_vec_p021_f16_f32"+std::to_string(i+1), mul_mat_vec_p021_f16_f32_subgroup_add_len, mul_mat_vec_p021_f16_f32_subgroup_add_data, "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_p021_push_constants), {1, 1, 1}, {device->subgroup_size, i + 1}, 1, true, true); } else { - ggml_vk_create_pipeline2(device, device->pipeline_mul_mat_vec_p021_f16_f32[i], "mul_mat_vec_p021_f16_f32"+std::to_string(i+1), mul_mat_vec_p021_f16_f32_len, mul_mat_vec_p021_f16_f32_data, "main", 4, 7 * sizeof(uint32_t), {1, 1, 1}, {device->subgroup_size, i + 1}, 1, true); + ggml_vk_create_pipeline2(device, device->pipeline_mul_mat_vec_p021_f16_f32[i], "mul_mat_vec_p021_f16_f32"+std::to_string(i+1), mul_mat_vec_p021_f16_f32_len, mul_mat_vec_p021_f16_f32_data, "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_p021_push_constants), {1, 1, 1}, {device->subgroup_size, i + 1}, 1, true); } } - ggml_vk_create_pipeline(device, device->pipeline_mul_mat_vec_nc_f16_f32, "mul_mat_vec_nc_f16_f32", mul_mat_vec_nc_f16_f32_len, mul_mat_vec_nc_f16_f32_data, "main", 4, 13 * sizeof(uint32_t), {1, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_mul_mat_vec_nc_f16_f32, "mul_mat_vec_nc_f16_f32", mul_mat_vec_nc_f16_f32_len, mul_mat_vec_nc_f16_f32_data, "main", mul_mat_vec_num_bindings, sizeof(vk_mat_vec_nc_push_constants), {1, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_norm_f32, "norm_f32", norm_f32_len, norm_f32_data, "main", 2, sizeof(vk_op_push_constants), {1, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_group_norm_f32, "group_norm_f32", group_norm_f32_len, group_norm_f32_data, "main", 2, sizeof(vk_op_push_constants), {1, 1, 1}, {}, 1); @@ -6259,7 +6331,7 @@ static vk_pipeline ggml_vk_get_cpy_pipeline(ggml_backend_vk_context * ctx, const GGML_ABORT("fatal error"); } -static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline pipeline, const ggml_tensor * tensor, vk_subbuffer&& in, vk_subbuffer&& out) { +static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline pipeline, const ggml_tensor * tensor, const vk_subbuffer & in, const vk_subbuffer & out) { VK_LOG_DEBUG("ggml_vk_cpy_to_contiguous((" << tensor << ", type=" << tensor->type << ", ne0=" << tensor->ne[0] << ", ne1=" << tensor->ne[1] << ", ne2=" << tensor->ne[2] << ", ne3=" << tensor->ne[3] << ", nb0=" << tensor->nb[0] << ", nb1=" << tensor->nb[1] << ", nb2=" << tensor->nb[2] << ", nb3=" << tensor->nb[3] << "), "; std::cerr << "buffer in size=" << in.buffer->size << ", buffer out size=" << out.buffer->size << ")"); const int tensor_type_size = ggml_type_size(tensor->type); @@ -6298,7 +6370,7 @@ static vk_pipeline ggml_vk_get_quantize_pipeline(ggml_backend_vk_context * ctx, } } -static void ggml_vk_quantize_q8_1(ggml_backend_vk_context * ctx, vk_context& subctx, vk_subbuffer&& in, vk_subbuffer&& out, uint32_t ne) { +static void ggml_vk_quantize_q8_1(ggml_backend_vk_context * ctx, vk_context& subctx, const vk_subbuffer & in, const vk_subbuffer & out, uint32_t ne) { VK_LOG_DEBUG("ggml_vk_quantize_q8_1(" << "buffer in size=" << in.buffer->size << ", buffer out size=" << out.buffer->size << ", " << ne << ")"); vk_pipeline pipeline = ggml_vk_get_quantize_pipeline(ctx, GGML_TYPE_Q8_1); @@ -6646,24 +6718,6 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& GGML_ASSERT(ne11 == 1 || ne12 * ne13 == 1); bool batch_n = ne11 > 1; - ggml_backend_vk_buffer_context * src0_buf_ctx = (ggml_backend_vk_buffer_context *)src0->buffer->context; - ggml_backend_vk_buffer_context * src1_buf_ctx = (ggml_backend_vk_buffer_context *)src1->buffer->context; - - vk_buffer d_Qx = nullptr; - size_t qx_buf_offset = 0; - vk_buffer d_Qy = nullptr; - size_t qy_buf_offset = 0; - - bool src0_uma = false; - bool src1_uma = false; - - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, src0->data, d_Qx, qx_buf_offset); - ggml_vk_host_get(ctx->device, src1->data, d_Qy, qy_buf_offset); - src0_uma = d_Qx != nullptr; - src1_uma = d_Qy != nullptr; - } - const bool x_non_contig = !ggml_vk_dim01_contiguous(src0); const bool y_non_contig = !ggml_vk_dim01_contiguous(src1); @@ -6707,14 +6761,11 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& const uint64_t x_ne = ggml_nelements(src0); const uint64_t y_ne = ggml_nelements(src1); - const uint64_t d_ne = ggml_nelements(dst); const uint64_t qx_sz = ggml_vk_align_size(ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type), ctx->device->properties.limits.minStorageBufferOffsetAlignment); - const uint64_t qy_sz = ggml_type_size(src1->type) * y_ne / ggml_blck_size(src1->type); const uint64_t x_sz = x_non_contig ? ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment) : qx_sz; const uint64_t y_sz = quantize_y ? (ggml_vk_align_size(y_ne, 128) * ggml_type_size(GGML_TYPE_Q8_1) / ggml_blck_size(GGML_TYPE_Q8_1)) : (f16_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne); - const uint64_t d_sz = sizeof(float) * d_ne; { if ( @@ -6744,51 +6795,21 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& ggml_pipeline_request_descriptor_sets(ctx, dmmv, 1); } - vk_buffer d_D; - uint64_t d_buf_offset = 0; + vk_subbuffer d_D = ggml_vk_tensor_subbuffer(ctx, cgraph->nodes[node_idx + ctx->num_additional_fused_ops]); + vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); + vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1); + vk_subbuffer d_X, d_Y; - if (ctx->num_additional_fused_ops > 0) { - const ggml_tensor * add = cgraph->nodes[node_idx + 1]; - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)add->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(add) + add->view_offs; - } else { - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(dst) + dst->view_offs; - } - - GGML_ASSERT(d_D != nullptr); - vk_buffer d_X; - uint64_t x_buf_offset = 0; - vk_buffer d_Y; - uint64_t y_buf_offset = 0; - if(!src0_uma) { - d_Qx = src0_buf_ctx->dev_buffer; - qx_buf_offset = vk_tensor_offset(src0) + src0->view_offs; - GGML_ASSERT(d_Qx != nullptr); - } - if(!src1_uma) { - d_Qy = src1_buf_ctx->dev_buffer; - qy_buf_offset = vk_tensor_offset(src1) + src1->view_offs; - GGML_ASSERT(d_Qy != nullptr); - } if (qx_needs_dequant) { - d_X = ctx->prealloc_x; + d_X = { ctx->prealloc_x, 0, ctx->prealloc_x->size }; } else { d_X = d_Qx; - x_buf_offset = qx_buf_offset; GGML_ASSERT(qx_sz == x_sz); } - if (qy_needs_dequant) { - d_Y = ctx->prealloc_y; - } else if (quantize_y) { - d_Y = ctx->prealloc_y; - GGML_ASSERT(d_Y->size >= CEIL_DIV(y_sz, 144) * 144); + if (qy_needs_dequant || quantize_y) { + d_Y = { ctx->prealloc_y, 0, ctx->prealloc_y->size }; } else { d_Y = d_Qy; - y_buf_offset = qy_buf_offset; - GGML_ASSERT(qy_sz == y_sz); } if (x_non_contig) { @@ -6797,7 +6818,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& } GGML_ASSERT(x_sz == ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment)); - ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_0, src0, ggml_vk_subbuffer(ctx, d_Qx, qx_buf_offset), ggml_vk_subbuffer(ctx, d_X, 0)); + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_0, src0, d_Qx, d_X); } if (y_non_contig) { GGML_ASSERT(y_sz == ggml_type_size(src1->type) * y_ne); @@ -6806,7 +6827,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& if (ctx->prealloc_y_need_sync) { ggml_vk_sync_buffers(ctx, subctx); } - ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, ggml_vk_subbuffer(ctx, d_Qy, qy_buf_offset), ggml_vk_subbuffer(ctx, d_Y, 0)); + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, d_Qy, d_Y); ctx->prealloc_y_last_pipeline_used = to_fp16_vk_1.get(); ctx->prealloc_y_last_tensor_used = src1; } @@ -6817,7 +6838,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& if (ctx->prealloc_y_need_sync) { ggml_vk_sync_buffers(ctx, subctx); } - ggml_vk_quantize_q8_1(ctx, subctx, ggml_vk_subbuffer(ctx, d_Qy, qy_buf_offset), ggml_vk_subbuffer(ctx, d_Y, 0), y_ne); + ggml_vk_quantize_q8_1(ctx, subctx, d_Qy, d_Y, y_ne); ctx->prealloc_y_last_pipeline_used = to_q8_1.get(); ctx->prealloc_y_last_tensor_used = src1; } @@ -6848,26 +6869,13 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& uint32_t enable_bias = ctx->num_additional_fused_ops > 0; - vk_buffer d_B = d_D; - size_t b_buf_offset = 0; - uint64_t b_sz = 1; + vk_subbuffer d_B = d_D; if (enable_bias) { const ggml_tensor * add = cgraph->nodes[node_idx + 1]; const ggml_tensor * bias = add->src[0] == dst ? add->src[1] : add->src[0]; - bool b_uma = false; - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, bias->data, d_B, b_buf_offset); - b_uma = d_B != nullptr; - } - if(!b_uma) { - ggml_backend_vk_buffer_context * bias_buf_ctx = (ggml_backend_vk_buffer_context *)bias->buffer->context; - d_B = bias_buf_ctx->dev_buffer; - b_buf_offset = vk_tensor_offset(bias) + bias->view_offs; - GGML_ASSERT(d_B != nullptr); - b_sz = ggml_nbytes(bias); - } + d_B = ggml_vk_tensor_subbuffer(ctx, bias); } // compute @@ -6878,10 +6886,10 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& }; ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, { - vk_subbuffer{ d_X, x_buf_offset, x_sz }, - vk_subbuffer{ d_Y, y_buf_offset, y_sz }, - vk_subbuffer{ d_D, d_buf_offset, d_sz }, - vk_subbuffer{ d_B, b_buf_offset, b_sz }, + d_X, + d_Y, + d_D, + d_B, }, pc, { groups_x, (uint32_t)(ne12 * ne13), groups_z }); @@ -6912,34 +6920,13 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c const uint64_t ne02 = src0->ne[2]; // const uint64_t ne03 = src0->ne[3]; - const uint64_t ne10 = src1->ne[0]; + //const uint64_t ne10 = src1->ne[0]; const uint64_t ne11 = src1->ne[1]; const uint64_t ne12 = src1->ne[2]; // const uint64_t ne13 = src1->ne[3]; GGML_ASSERT(ne11 == 1); - ggml_backend_vk_buffer_context * src0_buf_ctx = (ggml_backend_vk_buffer_context *)src0->buffer->context; - ggml_backend_vk_buffer_context * src1_buf_ctx = (ggml_backend_vk_buffer_context *)src1->buffer->context; - - vk_buffer d_Qy = nullptr; - size_t qy_buf_offset = 0; - - bool src1_uma = false; - - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, src1->data, d_Qy, qy_buf_offset); - src1_uma = d_Qy != nullptr; - } - - const uint64_t x_ne = ne00 * ne01 * ne02; - const uint64_t y_ne = ne10 * ne11 * ne12; - const uint64_t d_ne = ne01 * ne11 * ne12; - - const uint64_t qx_sz = ggml_vk_align_size(ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type), ctx->device->properties.limits.minStorageBufferOffsetAlignment); - const uint64_t qy_sz = ggml_type_size(src1->type) * y_ne / ggml_blck_size(src1->type); - const uint64_t d_sz = sizeof(float) * d_ne; - // With grouped query attention there are > 1 Q matrices per K, V matrix. uint32_t gqa_ratio = (uint32_t)ne12 / (uint32_t)ne02; if (gqa_ratio > 8 || gqa_ratio == 0 || ne12 != ne02 * gqa_ratio) { @@ -6951,61 +6938,29 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c ggml_pipeline_request_descriptor_sets(ctx, ctx->device->pipeline_mul_mat_vec_p021_f16_f32[gqa_ratio - 1], 1); } - vk_buffer d_D; - uint64_t d_buf_offset = 0; + vk_subbuffer d_D = ggml_vk_tensor_subbuffer(ctx, cgraph->nodes[node_idx + ctx->num_additional_fused_ops], true); + vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); + vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1, true); - if (ctx->num_additional_fused_ops > 0) { - const ggml_tensor * add = cgraph->nodes[node_idx + 1]; - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)add->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(add) + add->view_offs; - } else { - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(dst) + dst->view_offs; - } - GGML_ASSERT(d_D != nullptr); - vk_buffer d_Qx = src0_buf_ctx->dev_buffer; - const uint64_t qx_buf_offset = vk_tensor_offset(src0) + src0->view_offs; - GGML_ASSERT(d_Qx != nullptr); - if (!src1_uma) { - d_Qy = src1_buf_ctx->dev_buffer; - qy_buf_offset = vk_tensor_offset(src1) + src1->view_offs; - GGML_ASSERT(d_Qx != nullptr); - } - - const uint64_t qy_buffer_offset = (qy_buf_offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment; - const uint64_t qy_shader_offset = qy_buf_offset - qy_buffer_offset; - - const uint64_t d_buffer_offset = (d_buf_offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment; - const uint64_t d_shader_offset = d_buf_offset - d_buffer_offset; + vk_subbuffer d_B = d_D; uint32_t enable_bias = ctx->num_additional_fused_ops > 0; - vk_buffer d_B = d_D; - size_t b_buf_offset = 0; - uint64_t b_sz = 1; - if (enable_bias) { const ggml_tensor * add = cgraph->nodes[node_idx + 1]; const ggml_tensor * bias = add->src[0] == dst ? add->src[1] : add->src[0]; - bool b_uma = false; - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, bias->data, d_B, b_buf_offset); - b_uma = d_B != nullptr; - } - if(!b_uma) { - ggml_backend_vk_buffer_context * bias_buf_ctx = (ggml_backend_vk_buffer_context *)bias->buffer->context; - d_B = bias_buf_ctx->dev_buffer; - b_buf_offset = vk_tensor_offset(bias) + bias->view_offs; - GGML_ASSERT(d_B != nullptr); - b_sz = ggml_nbytes(bias); - } + d_B = ggml_vk_tensor_subbuffer(ctx, bias); } // compute - const std::array pc = { (uint32_t)ne00, (uint32_t)ne01, (uint32_t)ne02, (uint32_t)ne12, (uint32_t)(qy_shader_offset / ggml_type_size(src1->type)), (uint32_t)(d_shader_offset / ggml_type_size(dst->type)), enable_bias }; + + vk_mat_vec_p021_push_constants pc = { + (uint32_t)ne00, (uint32_t)ne01, (uint32_t)ne02, (uint32_t)ne12, + 0, 0, enable_bias + }; + + init_pushconst_tensor_offsets(ctx, pc, src0, src1, nullptr, nullptr, cgraph->nodes[node_idx + ctx->num_additional_fused_ops]); uint32_t workgroups_z = (uint32_t)ne12; // When gqa_ratio > 1, each invocation does multiple rows and we can launch fewer workgroups @@ -7015,10 +6970,10 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c ggml_vk_dispatch_pipeline(ctx, subctx, ctx->device->pipeline_mul_mat_vec_p021_f16_f32[gqa_ratio - 1], { - vk_subbuffer{ d_Qx, qx_buf_offset, qx_sz }, - vk_subbuffer{ d_Qy, qy_buffer_offset, qy_sz + qy_shader_offset }, - vk_subbuffer{ d_D, d_buffer_offset, d_sz + d_shader_offset }, - vk_subbuffer{ d_B, b_buf_offset, b_sz }, + d_Qx, + d_Qy, + d_D, + d_B, }, pc, { 1, (uint32_t)ne01, workgroups_z }); } @@ -7058,96 +7013,46 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_con GGML_ASSERT(ne11 == 1); GGML_ASSERT(src0->ne[3] == src1->ne[3]); // checked in supports_op - ggml_backend_vk_buffer_context * src0_buf_ctx = (ggml_backend_vk_buffer_context *)src0->buffer->context; - ggml_backend_vk_buffer_context * src1_buf_ctx = (ggml_backend_vk_buffer_context *)src1->buffer->context; - - vk_buffer d_Qy = nullptr; - size_t qy_buf_offset = 0; - - bool src1_uma = false; - - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, src1->data, d_Qy, qy_buf_offset); - src1_uma = d_Qy != nullptr; - } - - const uint64_t d_ne = ne01 * ne11 * ne12 * ne03; - const uint32_t row_stride_x = nb01 / sizeof(ggml_fp16_t); const uint32_t channel_stride_x = nb02 / sizeof(ggml_fp16_t); const uint32_t channel_stride_y = nb12 / sizeof(float); - const uint64_t qx_sz = ggml_nbytes(src0); - const uint64_t qy_sz = ggml_nbytes(src1); - const uint64_t d_sz = sizeof(float) * d_ne; - { // Request descriptor sets ggml_pipeline_request_descriptor_sets(ctx, ctx->device->pipeline_mul_mat_vec_nc_f16_f32, 1); } - vk_buffer d_D; - uint64_t d_buf_offset = 0; - - if (ctx->num_additional_fused_ops > 0) { - const ggml_tensor * add = cgraph->nodes[node_idx + 1]; - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)add->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(add) + add->view_offs; - } else { - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(dst) + dst->view_offs; - } - - GGML_ASSERT(d_D != nullptr); - vk_buffer d_Qx = src0_buf_ctx->dev_buffer; - const uint64_t qx_buf_offset = vk_tensor_offset(src0) + src0->view_offs; - GGML_ASSERT(d_Qx != nullptr); - if (!src1_uma) { - d_Qy = src1_buf_ctx->dev_buffer; - qy_buf_offset = vk_tensor_offset(src1) + src1->view_offs; - GGML_ASSERT(d_Qx != nullptr); - } - - const uint64_t qy_buffer_offset = (qy_buf_offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment; - const uint64_t qy_shader_offset = qy_buf_offset - qy_buffer_offset; - - const uint64_t d_buffer_offset = (d_buf_offset / ctx->device->properties.limits.minStorageBufferOffsetAlignment) * ctx->device->properties.limits.minStorageBufferOffsetAlignment; - const uint64_t d_shader_offset = d_buf_offset - d_buffer_offset; + vk_subbuffer d_D = ggml_vk_tensor_subbuffer(ctx, cgraph->nodes[node_idx + ctx->num_additional_fused_ops], true); + vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); + vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1, true); + vk_subbuffer d_B = d_D; uint32_t enable_bias = ctx->num_additional_fused_ops > 0; - vk_buffer d_B = d_D; - size_t b_buf_offset = 0; - uint64_t b_sz = 1; - if (enable_bias) { const ggml_tensor * add = cgraph->nodes[node_idx + 1]; const ggml_tensor * bias = add->src[0] == dst ? add->src[1] : add->src[0]; - bool b_uma = false; - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, bias->data, d_B, b_buf_offset); - b_uma = d_B != nullptr; - } - if(!b_uma) { - ggml_backend_vk_buffer_context * bias_buf_ctx = (ggml_backend_vk_buffer_context *)bias->buffer->context; - d_B = bias_buf_ctx->dev_buffer; - b_buf_offset = vk_tensor_offset(bias) + bias->view_offs; - GGML_ASSERT(d_B != nullptr); - b_sz = ggml_nbytes(bias); - } + d_B = ggml_vk_tensor_subbuffer(ctx, bias); } // compute - const std::array pc = { (uint32_t)ne00, (uint32_t)ne01, row_stride_x, channel_stride_x, channel_stride_y, (uint32_t)(ne12 / ne02), (uint32_t)ne12, (uint32_t)(qy_shader_offset / ggml_type_size(src1->type)), (uint32_t)(d_shader_offset / ggml_type_size(dst->type)), nb03, nb13, nb23, enable_bias }; + vk_mat_vec_nc_push_constants pc = { + (uint32_t)ne00, (uint32_t)ne01, + row_stride_x, channel_stride_x, channel_stride_y, + (uint32_t)(ne12 / ne02), (uint32_t)ne12, + 0, 0, + nb03, nb13, nb23, enable_bias + }; + + init_pushconst_tensor_offsets(ctx, pc, src0, src1, nullptr, nullptr, cgraph->nodes[node_idx + ctx->num_additional_fused_ops]); + ggml_vk_dispatch_pipeline(ctx, subctx, ctx->device->pipeline_mul_mat_vec_nc_f16_f32, { - vk_subbuffer{ d_Qx, qx_buf_offset, qx_sz }, - vk_subbuffer{ d_Qy, qy_buffer_offset, qy_sz + qy_shader_offset }, - vk_subbuffer{ d_D, d_buffer_offset, d_sz + d_shader_offset }, - vk_subbuffer{ d_B, b_buf_offset, b_sz }, + d_Qx, + d_Qy, + d_D, + d_B, }, pc, { (uint32_t)ne03, (uint32_t)ne01, (uint32_t)ne12 }); } @@ -7499,8 +7404,6 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte const uint64_t nei0 = ids->ne[0]; const uint64_t nei1 = ids->ne[1]; - const uint64_t nbi2 = ids->nb[2]; - GGML_ASSERT(nei1 == 1); const uint64_t ne20 = dst->ne[0]; @@ -7508,30 +7411,6 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte // const uint64_t ne22 = dst->ne[2]; // const uint64_t ne23 = dst->ne[3]; - ggml_backend_vk_buffer_context * src0_buf_ctx = (ggml_backend_vk_buffer_context *)src0->buffer->context; - ggml_backend_vk_buffer_context * src1_buf_ctx = (ggml_backend_vk_buffer_context *)src1->buffer->context; - ggml_backend_vk_buffer_context * ids_buf_ctx = (ggml_backend_vk_buffer_context *)ids->buffer->context; - - vk_buffer d_Qx = nullptr; - size_t qx_buf_offset = 0; - vk_buffer d_Qy = nullptr; - size_t qy_buf_offset = 0; - vk_buffer d_ids = nullptr; - size_t ids_buf_offset = 0; - - bool src0_uma = false; - bool src1_uma = false; - bool ids_uma = false; - - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, src0->data, d_Qx, qx_buf_offset); - ggml_vk_host_get(ctx->device, src1->data, d_Qy, qy_buf_offset); - ggml_vk_host_get(ctx->device, ids->data, d_ids, ids_buf_offset); - src0_uma = d_Qx != nullptr; - src1_uma = d_Qy != nullptr; - ids_uma = d_ids != nullptr; - } - const bool x_non_contig = !ggml_vk_dim01_contiguous(src0); const bool y_non_contig = !ggml_vk_dim01_contiguous(src1); @@ -7545,14 +7424,10 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte const uint64_t x_ne = ggml_nelements(src0); const uint64_t y_ne = ggml_nelements(src1); - const uint64_t d_ne = ggml_nelements(dst); const uint64_t qx_sz = ggml_vk_align_size(ggml_type_size(src0->type) * x_ne / ggml_blck_size(src0->type), ctx->device->properties.limits.minStorageBufferOffsetAlignment); - const uint64_t qy_sz = ggml_type_size(src1->type) * y_ne / ggml_blck_size(src1->type); const uint64_t x_sz = x_non_contig ? ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment) : qx_sz; const uint64_t y_sz = f16_f32_kernel ? sizeof(float) * y_ne : sizeof(ggml_fp16_t) * y_ne; - const uint64_t ids_sz = nbi2; - const uint64_t d_sz = sizeof(float) * d_ne; vk_pipeline to_fp16_vk_0 = nullptr; vk_pipeline to_fp16_vk_1 = nullptr; @@ -7594,53 +7469,22 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte ggml_pipeline_request_descriptor_sets(ctx, dmmv, 1); } - vk_buffer d_D; - uint64_t d_buf_offset = 0; - - if (ctx->num_additional_fused_ops > 0) { - const ggml_tensor * add = cgraph->nodes[node_idx + 1]; - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)add->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(add) + add->view_offs; - } else { - ggml_backend_vk_buffer_context * dst_buf_ctx = (ggml_backend_vk_buffer_context *)dst->buffer->context; - d_D = dst_buf_ctx->dev_buffer; - d_buf_offset = vk_tensor_offset(dst) + dst->view_offs; - } + vk_subbuffer d_D = ggml_vk_tensor_subbuffer(ctx, cgraph->nodes[node_idx + ctx->num_additional_fused_ops]); + vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); + vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1); + vk_subbuffer d_ids = ggml_vk_tensor_subbuffer(ctx, ids); + vk_subbuffer d_B = d_D; + vk_subbuffer d_X, d_Y; - GGML_ASSERT(d_D != nullptr); - vk_buffer d_X; - uint64_t x_buf_offset = 0; - vk_buffer d_Y; - uint64_t y_buf_offset = 0; - if(!src0_uma) { - d_Qx = src0_buf_ctx->dev_buffer; - qx_buf_offset = vk_tensor_offset(src0) + src0->view_offs; - GGML_ASSERT(d_Qx != nullptr); - } - if(!src1_uma) { - d_Qy = src1_buf_ctx->dev_buffer; - qy_buf_offset = vk_tensor_offset(src1) + src1->view_offs; - GGML_ASSERT(d_Qy != nullptr); - } - if(!ids_uma) { - d_ids = ids_buf_ctx->dev_buffer; - ids_buf_offset = vk_tensor_offset(ids) + ids->view_offs; - GGML_ASSERT(d_ids != nullptr); - } if (qx_needs_dequant) { - d_X = ctx->prealloc_x; + d_X = { ctx->prealloc_x, 0, ctx->prealloc_x->size }; } else { d_X = d_Qx; - x_buf_offset = qx_buf_offset; - GGML_ASSERT(qx_sz == x_sz); } if (qy_needs_dequant) { - d_Y = ctx->prealloc_y; + d_Y = { ctx->prealloc_y, 0, ctx->prealloc_y->size }; } else { d_Y = d_Qy; - y_buf_offset = qy_buf_offset; - GGML_ASSERT(qy_sz == y_sz); } if (x_non_contig) { @@ -7651,7 +7495,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte if (x_non_contig) { GGML_ASSERT(x_sz == ggml_vk_align_size(ggml_type_size(src0->type) * x_ne, ctx->device->properties.limits.minStorageBufferOffsetAlignment)); - ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_0, src0, ggml_vk_subbuffer(ctx, d_Qx, qx_buf_offset), ggml_vk_subbuffer(ctx, d_X, 0)); + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_0, src0, d_Qx, d_X); } if (y_non_contig) { GGML_ASSERT(y_sz == ggml_type_size(src1->type) * y_ne); @@ -7660,7 +7504,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte if (ctx->prealloc_y_need_sync) { ggml_vk_sync_buffers(ctx, subctx); } - ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, ggml_vk_subbuffer(ctx, d_Qy, qy_buf_offset), ggml_vk_subbuffer(ctx, d_Y, 0)); + ggml_vk_cpy_to_contiguous(ctx, subctx, to_fp16_vk_1, src1, d_Qy, d_Y); ctx->prealloc_y_last_pipeline_used = to_fp16_vk_1.get(); ctx->prealloc_y_last_tensor_used = src1; } @@ -7693,25 +7537,10 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte } } - vk_buffer d_B = d_D; - size_t b_buf_offset = 0; - uint64_t b_sz = 1; - if (enable_bias || enable_scale) { const ggml_tensor * bias = cgraph->nodes[node_idx + 1]->src[1]; - bool b_uma = false; - if (ctx->device->uma) { - ggml_vk_host_get(ctx->device, bias->data, d_B, b_buf_offset); - b_uma = d_B != nullptr; - } - if(!b_uma) { - ggml_backend_vk_buffer_context * bias_buf_ctx = (ggml_backend_vk_buffer_context *)bias->buffer->context; - d_B = bias_buf_ctx->dev_buffer; - b_buf_offset = vk_tensor_offset(bias) + bias->view_offs; - GGML_ASSERT(d_B != nullptr); - b_sz = ggml_nbytes(bias); - } + d_B = ggml_vk_tensor_subbuffer(ctx, bias); } // compute @@ -7725,11 +7554,11 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte }; ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, { - vk_subbuffer{ d_X, x_buf_offset, x_sz }, - vk_subbuffer{ d_Y, y_buf_offset, y_sz }, - vk_subbuffer{ d_D, d_buf_offset, d_sz }, - vk_subbuffer{ d_B, b_buf_offset, b_sz }, - vk_subbuffer{ d_ids, ids_buf_offset, ids_sz }, + d_X, + d_Y, + d_D, + d_B, + d_ids, }, pc, { groups_x, (uint32_t)nei0, groups_z }); @@ -8675,26 +8504,6 @@ static bool ggml_vk_op_supports_incontiguous(ggml_op op) { } } -static uint32_t get_misalign_bytes(const ggml_backend_vk_context * ctx, const ggml_tensor * t) -{ - return ((vk_tensor_offset(t) + t->view_offs) & (ctx->device->properties.limits.minStorageBufferOffsetAlignment - 1));; -} - -template void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, T &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { - GGML_UNUSED(p); - GGML_UNUSED(src0); - GGML_UNUSED(src1); - GGML_UNUSED(src2); - GGML_UNUSED(src3); - GGML_UNUSED(dst); - static_assert(!std::is_const::value, "unexpected type"); - GGML_ASSERT(!src0 || get_misalign_bytes(ctx, src0) == 0); - GGML_ASSERT(!src1 || get_misalign_bytes(ctx, src1) == 0); - GGML_ASSERT(!src2 || get_misalign_bytes(ctx, src2) == 0); - GGML_ASSERT(!src3 || get_misalign_bytes(ctx, src3) == 0); - GGML_ASSERT(!dst || get_misalign_bytes(ctx, dst) == 0); -} - template <> void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, vk_op_unary_push_constants &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { const uint32_t a_offset = get_misalign_bytes(ctx, src0) / ggml_type_size(src0->type); const uint32_t d_offset = get_misalign_bytes(ctx, dst) / ggml_type_size(dst->type); From 1568d13c2c6601fc902089ae53863bc0ef00259b Mon Sep 17 00:00:00 2001 From: Giuseppe Scrivano Date: Sat, 15 Nov 2025 12:00:29 +0100 Subject: [PATCH 015/197] vulkan: implement ABS and NEG (#17245) * docs: update Vulkan ops * vulkan: add NEG op * vulkan: add ABS op --------- Signed-off-by: Giuseppe Scrivano --- docs/ops.md | 34 +- docs/ops/Vulkan.csv | 18892 ++++++++++++---- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 22 + ggml/src/ggml-vulkan/vulkan-shaders/abs.comp | 21 + ggml/src/ggml-vulkan/vulkan-shaders/neg.comp | 20 + .../vulkan-shaders/vulkan-shaders-gen.cpp | 4 + 6 files changed, 14618 insertions(+), 4375 deletions(-) create mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/abs.comp create mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/neg.comp diff --git a/docs/ops.md b/docs/ops.md index 68722fc9009..02ec2f66f66 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -14,14 +14,14 @@ Legend: | Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | zDNN | |-----------|------|------|------|------|------|------|------|------|------| -| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | +| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | -| ADD_ID | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | +| ADD_ID | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | | ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | +| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | | CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | | CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | | CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | @@ -30,7 +30,7 @@ Legend: | CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | +| CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | | COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | | CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | @@ -41,7 +41,7 @@ Legend: | DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | | ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | -| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | +| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | EXPM1 | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | | FILL | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | @@ -57,22 +57,22 @@ Legend: | GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | | GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | GROUP_NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | -| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | -| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | +| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | IM2COL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | -| IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | +| IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | +| LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | 🟡 | ❌ | | LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | -| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | +| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | | MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | -| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | +| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | | NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | | OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | +| OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | | PAD | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | | PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | @@ -83,7 +83,7 @@ Legend: | REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | | RMS_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | | RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | +| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | | ROPE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | @@ -104,15 +104,15 @@ Legend: | SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | | SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | ❌ | ❌ | +| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | | SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | +| SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | | STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | | SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| SUM | ❌ | ✅ | ✅ | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | +| SUM | ❌ | ✅ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | | SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | | SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | +| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | 🟡 | ❌ | | TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ | | TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | TOPK_MOE | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv index 298c2a6ccd5..cb34e77e434 100644 --- a/docs/ops/Vulkan.csv +++ b/docs/ops/Vulkan.csv @@ -1,10 +1,10 @@ "backend_name","op_name","op_params","test_mode","supported","error_message","backend_reg_name" -"Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" "Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" -"Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","STEP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" "Vulkan0","STEP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" "Vulkan0","TANH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -21,14 +21,26 @@ "Vulkan0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SILU","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","SILU","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" -"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" "Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" "Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" "Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" @@ -57,14 +69,26 @@ "Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" "Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" "Vulkan0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" "Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" -"Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","STEP","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" "Vulkan0","STEP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" "Vulkan0","TANH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -81,14 +105,26 @@ "Vulkan0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SILU","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","SILU","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" -"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" "Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" "Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" "Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" @@ -117,8 +153,20 @@ "Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" "Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" "Vulkan0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" +"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" "Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Vulkan" @@ -239,99 +287,117 @@ "Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" "Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" "Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GET_ROWS","type=f32,n=1,m=8,r=2,b=1,v=0","support","1","yes","Vulkan" -"Vulkan0","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=0","support","1","yes","Vulkan" -"Vulkan0","GET_ROWS","type=f32,n=256,m=5,r=4,b=1,v=1","support","1","yes","Vulkan" -"Vulkan0","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=0","support","1","yes","Vulkan" -"Vulkan0","GET_ROWS","type=f32,n=256,m=5,r=4,b=7,v=1","support","1","yes","Vulkan" -"Vulkan0","GET_ROWS","type=f16,n=256,m=5,r=4,b=1,v=0","support","1","yes","Vulkan" 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"Vulkan0","GET_ROWS_BACK","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" @@ -379,295 +447,309 @@ "Vulkan0","GET_ROWS_BACK","type=iq4_xs,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=i32,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" -"Vulkan0","SET_ROWS","type=f32,ne=[1,8,1,3],nr23=[1,1],r=2,v=0","support","1","yes","Vulkan" -"Vulkan0","SET_ROWS","type=f32,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan" -"Vulkan0","SET_ROWS","type=f32,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan" -"Vulkan0","SET_ROWS","type=f32,ne=[3,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan" -"Vulkan0","SET_ROWS","type=f32,ne=[31,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan" -"Vulkan0","SET_ROWS","type=f32,ne=[33,5,1,1],nr23=[2,3],r=1,v=0","support","1","yes","Vulkan" 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"Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan" "Vulkan0","CONV_2D","ne_input=[1,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f16,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan" "Vulkan0","CONV_2D","ne_input=[141,1,1,2],ne_kernel=[1,1,1,1],type_kernel=f32,stride0=1,stride1=5,padding0=5,padding1=2,dilation0=2,dilation1=4,cwhn=0","support","1","yes","Vulkan" @@ -2455,6 +4588,264 @@ "Vulkan0","CONV_2D_DW","ne_input=[17,34,9,1],ne_kernel=[3,3,1,9],stride=1,padding=0,dilation=1,cwhn=1","support","1","yes","Vulkan" "Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=0","support","1","yes","Vulkan" "Vulkan0","CONV_2D_DW","ne_input=[32,8,64,1],ne_kernel=[3,3,1,64],stride=2,padding=1,dilation=1,cwhn=1","support","1","yes","Vulkan" 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+"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=1,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=0,p1=0,p2=0,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=3,KW=3,s0=2,s1=2,s2=2,p0=1,p1=1,p2=1,d0=2,d1=2,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=2,IC=3,ID=18,IH=22,IW=20,OC=4,KD=3,KH=1,KW=5,s0=2,s1=1,s2=1,p0=2,p1=0,p2=1,d0=1,d1=1,d2=2,type_kernel=f16","support","0","no","Vulkan" +"Vulkan0","CONV_3D","N=1,IC=4,ID=8,IH=8,IW=8,OC=8,KD=1,KH=1,KW=1,s0=1,s1=1,s2=1,p0=0,p1=0,p2=0,d0=1,d1=1,d2=1,type_kernel=f16","support","0","no","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=2,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[1,1,1,1],ne_kernel=[1,1,1,1],s0=3,p0=0,d0=1","support","1","yes","Vulkan" @@ -2571,11 +4962,12 @@ "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" -"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","0","no","Vulkan" -"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","0","no","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan" "Vulkan0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","Vulkan" "Vulkan0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","Vulkan" "Vulkan0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","ARGMAX","type=f32,ne=[32,513,1,1]","support","1","yes","Vulkan" "Vulkan0","ARGMAX","type=f32,ne=[100,10,1,1]","support","1","yes","Vulkan" "Vulkan0","ARGMAX","type=f32,ne=[1024,10,1,1]","support","1","yes","Vulkan" "Vulkan0","ARGMAX","type=f32,ne=[1024,12,1,1]","support","1","yes","Vulkan" @@ -2621,384 +5013,413 @@ "Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=1","support","0","no","Vulkan" "Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2","support","0","no","Vulkan" "Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Vulkan" 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-"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0]","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0]","support","0","no","Vulkan" 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+"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","Vulkan" "Vulkan0","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","Vulkan" "Vulkan0","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","Vulkan" @@ -3061,6 +5482,10 @@ "Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" "Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" @@ -3113,6 +5538,10 @@ "Vulkan0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" @@ -3165,6 +5594,10 @@ "Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" "Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" @@ -3217,51 +5650,41 @@ "Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=2","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[16,5,4,3],nr=[1,2,1,1],nf=3","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=4","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[16,5,4,3],nr=[1,1,1,2],nf=5","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=6","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=7","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[16,5,4,3],nr=[2,2,2,2],nf=8","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","ADD1","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" -"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000","support","1","yes","Vulkan" -"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000","support","1","yes","Vulkan" +"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Vulkan" +"Vulkan0","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","0","no","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000000","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","0","no","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000001,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000100,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","0","no","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.000100,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.000100","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.100000,inplace=0","support","1","yes","Vulkan" "Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","0","no","Vulkan" -"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=0.100000,inplace=0","support","1","yes","Vulkan" "Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=0","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=1","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=0","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=1","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=0","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=1","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=0","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=1","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=0","support","1","yes","Vulkan" -"Vulkan0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=1","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" @@ -3281,7 +5704,7 @@ "Vulkan0","SSM_CONV","type=f32,ne_a=[4,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[8,2048,1,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[4,2048,4,1],ne_b=[4,2048,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" +"Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan" "Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" "Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Vulkan" @@ -3296,1207 +5719,1816 @@ "Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","Vulkan" "Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan" "Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],v=0","support","0","no","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=1,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=128,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=64,n=45,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=45,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],v=0","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],v=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=4,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=1,k=4,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=4,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q6_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq2_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq1_m,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_nl,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq3_s,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=iq4_xs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=1,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=128,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=64,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=83,n=2,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=64,n=45,k=128,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=45,k=64,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=64,n=77,k=77,bs=[12,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=576,n=512,k=576,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[8,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[8,1],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[1,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[1,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[2,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[2,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[1,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=128,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=129,n=1,k=1056,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1057,n=1,k=128,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1057,n=1,k=129,bs=[4,3],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=129,n=1,k=1057,bs=[4,3],nr=[4,1],per=[0,1,2,3],k_v=2113,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=128,n=1,k=1056,bs=[8,3],nr=[1,1],per=[0,1,2,3],k_v=2112,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1056,n=1,k=128,bs=[8,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" 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-"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" -"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1","support","1","yes","Vulkan" +"Vulkan0","SOFT_MAX_BACK","type=f32,ne=[1024,1024,2,3],scale=0.100000,max_bias=8.000000","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=20,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=32,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,16,2,1],n_dims=80,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,64,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,1,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,71,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[64,8,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=20,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,2,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[80,32,4,1],n_dims=32,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,12,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,28,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" 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+"Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=1","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=0,v=0","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=1,v=0","support","1","yes","Vulkan" @@ -6006,2128 +9414,8896 @@ "Vulkan0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[8,1,1,1],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[16,10,10,10],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[60,10,10,10],order=1","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=1","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1025,2,1,3],order=1","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[16384,1,1,1],order=1","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2047,2,1,3],order=1","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","0","no","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=0","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=0","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=nearest,flags=none","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=0","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bilinear,transpose=1","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=1","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=1","support","1","yes","Vulkan" -"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=257","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=0","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bicubic,flags=align_corners","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bicubic,flags=align_corners","support","1","yes","Vulkan" "Vulkan0","SUM","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","SUM_ROWS","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","MEAN","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[10,5,4,3],permute=0,slice=0","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[11,5,6,3],permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[11,5,6,3],permute=[0,3,2,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[11,5,6,3],permute=[0,1,3,2]","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=0","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=0,slice=1","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[11,5,6,3],permute=1,slice=1","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[33,1,1,1],permute=0,slice=0","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[33,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[33,1024,1,1],permute=0,slice=0","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,256,1,1]","support","1","yes","Vulkan" +"Vulkan0","SUM","type=f32,ne=[33,256,1,1],permute=[1,0,2,3]","support","0","no","Vulkan" +"Vulkan0","SUM_ROWS","type=f32,ne=[33,256,1,1],permute=0,slice=0","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[33,256,1,1]","support","1","yes","Vulkan" +"Vulkan0","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","Vulkan" "Vulkan0","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","Vulkan" "Vulkan0","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","Vulkan" "Vulkan0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0","support","1","yes","Vulkan" "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","0","no","Vulkan" +"Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","Vulkan" "Vulkan0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","0","no","Vulkan" "Vulkan0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","Vulkan" "Vulkan0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Vulkan" 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+"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","1","yes","Vulkan" +"Vulkan0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","1","yes","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" "Vulkan0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","Vulkan" "Vulkan0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index a5a6ad9cbfb..f5812dc4694 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -656,10 +656,12 @@ struct vk_device_struct { vk_pipeline pipeline_gelu_quick[2]; vk_pipeline pipeline_silu[2]; vk_pipeline pipeline_relu[2]; + vk_pipeline pipeline_neg[2]; vk_pipeline pipeline_tanh[2]; vk_pipeline pipeline_sigmoid[2]; vk_pipeline pipeline_hardsigmoid[2]; vk_pipeline pipeline_hardswish[2]; + vk_pipeline pipeline_abs[2]; vk_pipeline pipeline_geglu[2]; vk_pipeline pipeline_reglu[2]; @@ -3804,10 +3806,12 @@ static void ggml_vk_load_shaders(vk_device& device) { CREATE_UNARY(gelu_quick) CREATE_UNARY(silu) CREATE_UNARY(relu) + CREATE_UNARY(neg) CREATE_UNARY(tanh) CREATE_UNARY(sigmoid) CREATE_UNARY(hardsigmoid) CREATE_UNARY(hardswish) + CREATE_UNARY(abs) #undef CREATE_UNARY #define CREATE_UNARY_RTE(name) \ @@ -8170,6 +8174,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_gelu_quick[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_RELU: return ctx->device->pipeline_relu[dst->type == GGML_TYPE_F16]; + case GGML_UNARY_OP_NEG: + return ctx->device->pipeline_neg[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_TANH: return ctx->device->pipeline_tanh[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_SIGMOID: @@ -8178,6 +8184,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_hardsigmoid[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_HARDSWISH: return ctx->device->pipeline_hardswish[dst->type == GGML_TYPE_F16]; + case GGML_UNARY_OP_ABS: + return ctx->device->pipeline_abs[dst->type == GGML_TYPE_F16]; default: break; } @@ -11106,10 +11114,12 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_UNARY_OP_GELU_ERF: case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_NEG: case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_SIGMOID: case GGML_UNARY_OP_HARDSIGMOID: case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_ABS: break; default: return false; @@ -11436,10 +11446,12 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_UNARY_OP_GELU_ERF: case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_NEG: case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_SIGMOID: case GGML_UNARY_OP_HARDSIGMOID: case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_ABS: ggml_vk_unary(ctx, compute_ctx, src0, node); break; default: @@ -11706,10 +11718,12 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_UNARY_OP_GELU_ERF: case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_NEG: case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_SIGMOID: case GGML_UNARY_OP_HARDSIGMOID: case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_ABS: buf = tensor->buffer; break; default: @@ -13235,10 +13249,12 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_NEG: case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_SIGMOID: case GGML_UNARY_OP_HARDSIGMOID: case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_ABS: return ggml_is_contiguous(op->src[0]) && (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && @@ -14116,6 +14132,9 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_UNARY_OP_RELU: tensor_clone = ggml_relu(ggml_ctx, src_clone[0]); break; + case GGML_UNARY_OP_NEG: + tensor_clone = ggml_neg(ggml_ctx, src_clone[0]); + break; case GGML_UNARY_OP_TANH: tensor_clone = ggml_tanh(ggml_ctx, src_clone[0]); break; @@ -14128,6 +14147,9 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_UNARY_OP_HARDSWISH: tensor_clone = ggml_hardswish(ggml_ctx, src_clone[0]); break; + case GGML_UNARY_OP_ABS: + tensor_clone = ggml_abs(ggml_ctx, src_clone[0]); + break; default: std::cerr << "Missing vk_check_results OP: " << ggml_op_name(tensor->op) << std::endl; GGML_ABORT("fatal error"); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/abs.comp b/ggml/src/ggml-vulkan/vulkan-shaders/abs.comp new file mode 100644 index 00000000000..07bd1c18dad --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/abs.comp @@ -0,0 +1,21 @@ +#version 450 + +#include "generic_head.glsl" +#include "types.glsl" + +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (i >= p.KX) { + return; + } + + data_d[i] = D_TYPE(abs(float(data_a[i]))); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/neg.comp b/ggml/src/ggml-vulkan/vulkan-shaders/neg.comp new file mode 100644 index 00000000000..7f9b1bce99a --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/neg.comp @@ -0,0 +1,20 @@ +#version 450 + +#include "generic_head.glsl" +#include "types.glsl" + +#extension GL_EXT_control_flow_attributes : enable + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; +layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; + +void main() { + const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; + + if (i >= p.KX) { + return; + } + data_d[i] = D_TYPE(-float(data_a[i])); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index 1423f772403..7623a362087 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -827,6 +827,8 @@ void process_shaders() { string_to_spv("silu_f32", "silu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("relu_f16", "relu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("relu_f32", "relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("neg_f16", "neg.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + string_to_spv("neg_f32", "neg.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("tanh_f16", "tanh.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("tanh_f32", "tanh.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("sigmoid_f16", "sigmoid.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); @@ -835,6 +837,8 @@ void process_shaders() { string_to_spv("hardsigmoid_f32","hardsigmoid.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("hardswish_f16", "hardswish.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("hardswish_f32", "hardswish.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("abs_f16", "abs.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + string_to_spv("abs_f32", "abs.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); for (auto rte : {false, true}) { std::string suffix = rte ? "_rte" : ""; From c7b7db04456da9839ebd81ecde6f488c5fe41cbc Mon Sep 17 00:00:00 2001 From: Ankur Verma <31362771+ankurvdev@users.noreply.github.com> Date: Sat, 15 Nov 2025 03:41:16 -0800 Subject: [PATCH 016/197] mtmd-cli: Avoid logging to stdout for model loading messages in mtmd-cli (#17277) --- tools/mtmd/mtmd-cli.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/mtmd/mtmd-cli.cpp b/tools/mtmd/mtmd-cli.cpp index bd20aad947e..6679de309b4 100644 --- a/tools/mtmd/mtmd-cli.cpp +++ b/tools/mtmd/mtmd-cli.cpp @@ -285,7 +285,7 @@ int main(int argc, char ** argv) { } mtmd_cli_context ctx(params); - LOG("%s: loading model: %s\n", __func__, params.model.path.c_str()); + LOG_INF("%s: loading model: %s\n", __func__, params.model.path.c_str()); bool is_single_turn = !params.prompt.empty() && !params.image.empty(); From 9d3ef4809fc0039ee80acc92cd0cb854b544dffd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sat, 15 Nov 2025 14:06:24 +0100 Subject: [PATCH 017/197] convert : set expert gating func in base class (#17279) --- convert_hf_to_gguf.py | 43 +++++++++---------------------------------- 1 file changed, 9 insertions(+), 34 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 2b08013e1e4..43f74cfb145 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -825,6 +825,15 @@ def set_gguf_parameters(self): self.gguf_writer.add_expert_group_used_count(n_group_used) logger.info(f"gguf: expert groups used count = {n_group_used}") + if (score_func := self.find_hparam(["score_function", "scoring_func", "score_func"], optional=True)) is not None: + if score_func == "sigmoid": + self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) + elif score_func == "softmax": + self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) + else: + raise ValueError(f"Unsupported expert score gating function value: {score_func}") + logger.info(f"gguf: expert score gating function = {score_func}") + if (head_dim := self.hparams.get("head_dim")) is not None: self.gguf_writer.add_key_length(head_dim) self.gguf_writer.add_value_length(head_dim) @@ -2553,15 +2562,6 @@ def set_gguf_parameters(self): if (n_dense_layers := self.hparams.get("num_dense_layers")) is not None: self.gguf_writer.add_leading_dense_block_count(n_dense_layers) - # Expert Gating Function - score_func = self.hparams.get("score_func") - if score_func == "sigmoid": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) - elif score_func == "softmax": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) - elif score_func is not None: - raise ValueError(f"Unsupported score_function value: {score_func}") - # Route normalization and scaling if (route_norm := self.hparams.get("route_norm")) is not None: self.gguf_writer.add_expert_weights_norm(route_norm) @@ -7182,13 +7182,6 @@ def set_gguf_parameters(self): self.gguf_writer.add_expert_weights_scale(hparams["routed_scaling_factor"]) self.gguf_writer.add_expert_weights_norm(hparams["norm_topk_prob"]) - if hparams["scoring_func"] == "sigmoid": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) - elif hparams["scoring_func"] == "softmax": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) - else: - raise ValueError(f"Unsupported scoring_func value: {hparams['scoring_func']}") - self.gguf_writer.add_rope_dimension_count(hparams["qk_rope_head_dim"]) rope_scaling = self.hparams.get("rope_scaling") or {} @@ -7294,12 +7287,6 @@ def __init__(self, *args, **kwargs): def set_gguf_parameters(self): super().set_gguf_parameters() - if self.hparams["scoring_func"] == "sigmoid": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) - elif self.hparams["scoring_func"] == "softmax": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) - else: - raise ValueError(f"Unsupported scoring_func value: {self.hparams['scoring_func']}") self.gguf_writer.add_expert_feed_forward_length(self.find_hparam(["intermediate_size"])) self.gguf_writer.add_rope_dimension_count(self.find_hparam(["rotary_dim"])) @@ -7392,11 +7379,6 @@ def set_gguf_parameters(self): self.gguf_writer.add_expert_weights_scale(self.hparams["routed_scaling_factor"]) self.gguf_writer.add_expert_weights_norm(self.hparams["norm_topk_prob"]) - if self.hparams["scoring_func"] == "noaux_tc": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) - else: - raise ValueError(f"Unsupported scoring_func value: {self.hparams['scoring_func']}") - def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): if name.endswith("e_score_correction_bias"): name = name.replace("e_score_correction_bias", "e_score_correction.bias") @@ -8717,13 +8699,6 @@ def set_gguf_parameters(self): self.gguf_writer.add_expert_shared_count(hparams["num_shared_experts"]) self.gguf_writer.add_expert_weights_norm(hparams["norm_topk_prob"]) - if hparams["score_function"] == "sigmoid": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) - elif hparams["score_function"] == "softmax": - self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SOFTMAX) - else: - raise ValueError(f"Unsupported score_function value: {hparams['score_function']}") - if (nextn_layers := self.hparams.get("num_nextn_predict_layers")) is not None: self.gguf_writer.add_nextn_predict_layers(nextn_layers) From 9a8860cf5d3b694170c035f6b61db72a3a59920a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sat, 15 Nov 2025 14:12:39 +0100 Subject: [PATCH 018/197] convert : use all parts in safetensors index (#17286) --- convert_hf_to_gguf.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 43f74cfb145..6aaed5684b5 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -189,10 +189,10 @@ def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Call return tensors prefix = "model" if not self.is_mistral_format else "consolidated" - part_names: list[str] = ModelBase.get_model_part_names(self.dir_model, prefix, ".safetensors") + part_names: set[str] = set(ModelBase.get_model_part_names(self.dir_model, prefix, ".safetensors")) is_safetensors: bool = len(part_names) > 0 if not is_safetensors: - part_names = ModelBase.get_model_part_names(self.dir_model, "pytorch_model", ".bin") + part_names = set(ModelBase.get_model_part_names(self.dir_model, "pytorch_model", ".bin")) tensor_names_from_index: set[str] = set() @@ -209,6 +209,7 @@ def index_tensors(self, remote_hf_model_id: str | None = None) -> dict[str, Call if weight_map is None or not isinstance(weight_map, dict): raise ValueError(f"Can't load 'weight_map' from {index_name!r}") tensor_names_from_index.update(weight_map.keys()) + part_names |= set(weight_map.values()) else: weight_map = {} else: From 4dca015b7e019d5bfa9d3872b19ad4cf97859c22 Mon Sep 17 00:00:00 2001 From: Ruben Ortlam Date: Sat, 15 Nov 2025 15:18:58 +0100 Subject: [PATCH 019/197] vulkan: Replace 16-bit unpack8 calls to work around legacy Windows AMD driver bug (#17285) --- .../vulkan-shaders/mul_mmq_funcs.glsl | 33 ++++++++++--------- 1 file changed, 17 insertions(+), 16 deletions(-) diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl index 51b5bb11e7b..4e3a5611423 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mmq_funcs.glsl @@ -300,7 +300,7 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { if (iqs == 0) { buf_a[buf_ib].dm = FLOAT_TYPE_VEC2(data_a_packed32[ib_k].dm); - buf_a[buf_ib].scales = unpack8(data_a_packed16[ib_k].scales[iqs_k / 8]); + buf_a[buf_ib].scales = unpack8(uint32_t(data_a_packed16[ib_k].scales[iqs_k / 8])).xy; // vec4 used due to #12147 } } @@ -345,21 +345,22 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { // Repack 2x4 quants into one int // Add the 3rd bit instead of subtracting it to allow packing the quants - const i8vec2 vals00 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 ] >> qs_shift) & uint16_t(0x0303))) | - unpack8(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 ] >> hm_shift) & uint16_t(0x0101)) << 2)); - const i8vec2 vals01 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 1 ] >> qs_shift) & uint16_t(0x0303))) | - unpack8(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 + 1] >> hm_shift) & uint16_t(0x0101)) << 2)); - const i8vec2 vals10 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 2 ] >> qs_shift) & uint16_t(0x0303))) | - unpack8(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 + 2] >> hm_shift) & uint16_t(0x0101)) << 2)); - const i8vec2 vals11 = unpack8(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 3 ] >> qs_shift) & uint16_t(0x0303))) | - unpack8(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 + 3] >> hm_shift) & uint16_t(0x0101)) << 2)); + // vec4 for unpack8 used due to #12147 + const i8vec2 vals00 = unpack8(int32_t(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 ] >> qs_shift) & uint16_t(0x0303)))).xy | + unpack8(int32_t(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 ] >> hm_shift) & uint16_t(0x0101))) << 2)).xy; + const i8vec2 vals01 = unpack8(int32_t(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 1 ] >> qs_shift) & uint16_t(0x0303)))).xy | + unpack8(int32_t(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 + 1] >> hm_shift) & uint16_t(0x0101))) << 2)).xy; + const i8vec2 vals10 = unpack8(int32_t(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 2 ] >> qs_shift) & uint16_t(0x0303)))).xy | + unpack8(int32_t(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 + 2] >> hm_shift) & uint16_t(0x0101))) << 2)).xy; + const i8vec2 vals11 = unpack8(int32_t(int16_t((data_a_packed16[ib_k].qs[qs_idx * 2 + 3 ] >> qs_shift) & uint16_t(0x0303)))).xy | + unpack8(int32_t(int16_t(((data_a_packed16[ib_k].hmask[hm_idx * 2 + 3] >> hm_shift) & uint16_t(0x0101))) << 2)).xy; buf_a[buf_ib].qs[iqs] = pack32(u8vec4(vals00.x, vals00.y, vals01.x, vals01.y)) | (pack32(u8vec4(vals10.x, vals10.y, vals11.x, vals11.y)) << 4); if (iqs == 0) { const uint is = iqs_k / 4; - const i8vec2 scales = i8vec2(unpack8(((data_a_packed16[ib_k].scales[(is % 8 ) / 2] >> (4 * (is / 8))) & 0x0F0F) | - (((data_a_packed16[ib_k].scales[(8 + (is % 4)) / 2] >> (2 * (is / 4))) & 0x0303) << 4))); + const i8vec2 scales = i8vec2(unpack8(uint32_t(((data_a_packed16[ib_k].scales[(is % 8 ) / 2] >> (4 * (is / 8))) & 0x0F0F) | + (((data_a_packed16[ib_k].scales[(8 + (is % 4)) / 2] >> (2 * (is / 4))) & 0x0303) << 4))).xy); // vec4 used due to #12147 buf_a[buf_ib].d_scales = FLOAT_TYPE(data_a_packed16[ib_k].d) * FLOAT_TYPE_VEC2(scales - 32); } @@ -516,15 +517,15 @@ void block_a_to_shmem(const uint buf_ib, const uint ib, const uint iqs) { const uint qh_idx = (iqs_k / 32) * 8 + iqs; const uint qh_shift = ((iqs_k % 32) / 8) * 2; - const i8vec2 vals00 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 ] >> ql_shift) & uint16_t(0x0F0F))) | - unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 ] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); - const i8vec2 vals01 = (unpack8(int16_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 1] >> ql_shift) & uint16_t(0x0F0F))) | - unpack8(int16_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 1] >> qh_shift) & uint16_t(0x0303)) << 4))) - int8_t(32); + const i8vec2 vals00 = (unpack8(int32_t((data_a_packed16[ib_k].ql[ql_idx * 2 ] >> ql_shift) & uint16_t(0x0F0F))).xy | + unpack8(int32_t(((data_a_packed16[ib_k].qh[qh_idx * 2 ] >> qh_shift) & uint16_t(0x0303)) << 4)).xy) - int8_t(32); + const i8vec2 vals01 = (unpack8(int32_t((data_a_packed16[ib_k].ql[ql_idx * 2 + 1] >> ql_shift) & uint16_t(0x0F0F))).xy | + unpack8(int32_t(((data_a_packed16[ib_k].qh[qh_idx * 2 + 1] >> qh_shift) & uint16_t(0x0303)) << 4)).xy) - int8_t(32); buf_a[buf_ib].qs[iqs] = pack32(i8vec4(vals00.x, vals00.y, vals01.x, vals01.y)); if (iqs == 0) { const uint is = iqs_k / 4; - const i8vec2 scales = unpack8(data_a_packed16[ib_k].scales[is / 2]); + const i8vec2 scales = unpack8(int32_t(data_a_packed16[ib_k].scales[is / 2])).xy; buf_a[buf_ib].d_scales = FLOAT_TYPE(data_a_packed16[ib_k].d) * FLOAT_TYPE_VEC2(scales); } From 24dc769f1b74b01284ecad2ddd66cb7f8f1e5056 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 15 Nov 2025 12:54:23 -0600 Subject: [PATCH 020/197] vulkan: Fuse mul_mat_id+add_id+mul and mul_mat+add+add. (#17287) These both show up in gpt-oss. Also, cleanup the mul_mat_vec fusion code a bit. --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 246 +++++++++++++----- .../vulkan-shaders/mul_mat_vec_base.glsl | 96 ++++--- .../vulkan-shaders/mul_mat_vec_iface.glsl | 33 +++ .../vulkan-shaders/mul_mat_vec_nc.comp | 20 +- .../vulkan-shaders/mul_mat_vec_p021.comp | 20 +- tests/test-backend-ops.cpp | 24 +- 6 files changed, 294 insertions(+), 145 deletions(-) create mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index f5812dc4694..ef99c3c1eba 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -32,6 +32,7 @@ DispatchLoaderDynamic & ggml_vk_default_dispatcher(); #include #include #include +#include #include #include #include @@ -824,6 +825,12 @@ struct vk_mat_mat_push_constants { uint32_t ne02; uint32_t ne12; uint32_t broadcast2; uint32_t broadcast3; uint32_t padded_N; }; + +#define MAT_VEC_FUSION_FLAGS_BIAS0 0x1 +#define MAT_VEC_FUSION_FLAGS_BIAS1 0x2 +#define MAT_VEC_FUSION_FLAGS_SCALE0 0x4 +#define MAT_VEC_FUSION_FLAGS_SCALE1 0x8 + struct vk_mat_vec_push_constants { uint32_t ncols; uint32_t stride_a; @@ -832,8 +839,7 @@ struct vk_mat_vec_push_constants { uint32_t batch_stride_a; uint32_t batch_stride_b; uint32_t batch_stride_d; - uint32_t enable_bias; - uint32_t enable_scale; + uint32_t fusion_flags; uint32_t ne02; uint32_t ne12; uint32_t broadcast2; @@ -847,7 +853,7 @@ struct vk_mat_vec_p021_push_constants { uint32_t nchannels_y; uint32_t b_offset; uint32_t d_offset; - uint32_t enable_bias; + uint32_t fusion_flags; }; struct vk_mat_vec_nc_push_constants { @@ -863,7 +869,7 @@ struct vk_mat_vec_nc_push_constants { uint32_t nb03; uint32_t nb13; uint32_t nb23; - uint32_t enable_bias; + uint32_t fusion_flags; }; struct vk_mat_mat_id_push_constants { @@ -881,8 +887,7 @@ struct vk_mat_vec_id_push_constants { uint32_t batch_stride_a; uint32_t batch_stride_b; uint32_t batch_stride_d; - uint32_t enable_bias; - uint32_t enable_scale; + uint32_t fusion_flags; uint32_t nei0; uint32_t ne11; }; @@ -3465,8 +3470,8 @@ static void ggml_vk_load_shaders(vk_device& device) { const uint32_t force_subgroup_size = use_subgroups ? subgroup_size : 0; const uint32_t force_subgroup_size16 = use_subgroups16 ? subgroup_size16 : 0; - static constexpr uint32_t mul_mat_vec_num_bindings = 4; - static constexpr uint32_t mul_mat_vec_id_num_bindings = 5; + static constexpr uint32_t mul_mat_vec_num_bindings = 5; + static constexpr uint32_t mul_mat_vec_id_num_bindings = 6; for (uint32_t w = 0; w < DMMV_WG_SIZE_COUNT; ++w) { const uint32_t wg_size_subgroup = (w == DMMV_WG_SIZE_SUBGROUP) ? subgroup_size : (subgroup_size * 4); @@ -6871,21 +6876,31 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& groups_x = CEIL_DIV(groups_x, groups_z); } - uint32_t enable_bias = ctx->num_additional_fused_ops > 0; + uint32_t fusion_flags = 0; - vk_subbuffer d_B = d_D; - - if (enable_bias) { + vk_subbuffer d_F0 = d_D; + if (ctx->num_additional_fused_ops > 0) { const ggml_tensor * add = cgraph->nodes[node_idx + 1]; const ggml_tensor * bias = add->src[0] == dst ? add->src[1] : add->src[0]; - d_B = ggml_vk_tensor_subbuffer(ctx, bias); + d_F0 = ggml_vk_tensor_subbuffer(ctx, bias); + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS0; + } + + vk_subbuffer d_F1 = d_D; + if (ctx->num_additional_fused_ops == 2) { + const ggml_tensor * add = cgraph->nodes[node_idx + 2]; + const ggml_tensor * bias = add->src[0] == cgraph->nodes[node_idx + 1] ? add->src[1] : add->src[0]; + + d_F1 = ggml_vk_tensor_subbuffer(ctx, bias); + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS1; } // compute const vk_mat_vec_push_constants pc = { (uint32_t)ne00, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)ne01, - stride_batch_x, stride_batch_y, stride_batch_d, enable_bias, 0, + stride_batch_x, stride_batch_y, stride_batch_d, + fusion_flags, (uint32_t)ne02, (uint32_t)ne12, (uint32_t)r2, (uint32_t)r3, }; ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, @@ -6893,7 +6908,8 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& d_X, d_Y, d_D, - d_B, + d_F0, + d_F1, }, pc, { groups_x, (uint32_t)(ne12 * ne13), groups_z }); @@ -6946,22 +6962,31 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1, true); - vk_subbuffer d_B = d_D; + vk_subbuffer d_F0 = d_D; - uint32_t enable_bias = ctx->num_additional_fused_ops > 0; + uint32_t fusion_flags = 0; - if (enable_bias) { + if (ctx->num_additional_fused_ops > 0) { const ggml_tensor * add = cgraph->nodes[node_idx + 1]; const ggml_tensor * bias = add->src[0] == dst ? add->src[1] : add->src[0]; - d_B = ggml_vk_tensor_subbuffer(ctx, bias); + d_F0 = ggml_vk_tensor_subbuffer(ctx, bias); + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS0; + } + + vk_subbuffer d_F1 = d_D; + if (ctx->num_additional_fused_ops > 1) { + const ggml_tensor * bias = cgraph->nodes[node_idx + 2]->src[1]; + + d_F1 = ggml_vk_tensor_subbuffer(ctx, bias); + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS1; } // compute vk_mat_vec_p021_push_constants pc = { (uint32_t)ne00, (uint32_t)ne01, (uint32_t)ne02, (uint32_t)ne12, - 0, 0, enable_bias + 0, 0, fusion_flags }; init_pushconst_tensor_offsets(ctx, pc, src0, src1, nullptr, nullptr, cgraph->nodes[node_idx + ctx->num_additional_fused_ops]); @@ -6977,7 +7002,8 @@ static void ggml_vk_mul_mat_vec_p021_f16_f32(ggml_backend_vk_context * ctx, vk_c d_Qx, d_Qy, d_D, - d_B, + d_F0, + d_F1, }, pc, { 1, (uint32_t)ne01, workgroups_z }); } @@ -7029,15 +7055,24 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_con vk_subbuffer d_D = ggml_vk_tensor_subbuffer(ctx, cgraph->nodes[node_idx + ctx->num_additional_fused_ops], true); vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1, true); - vk_subbuffer d_B = d_D; + vk_subbuffer d_F0 = d_D; - uint32_t enable_bias = ctx->num_additional_fused_ops > 0; + uint32_t fusion_flags = 0; - if (enable_bias) { + if (ctx->num_additional_fused_ops > 0) { const ggml_tensor * add = cgraph->nodes[node_idx + 1]; const ggml_tensor * bias = add->src[0] == dst ? add->src[1] : add->src[0]; - d_B = ggml_vk_tensor_subbuffer(ctx, bias); + d_F0 = ggml_vk_tensor_subbuffer(ctx, bias); + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS0; + } + + vk_subbuffer d_F1 = d_D; + if (ctx->num_additional_fused_ops > 1) { + const ggml_tensor * bias = cgraph->nodes[node_idx + 2]->src[1]; + + d_F1 = ggml_vk_tensor_subbuffer(ctx, bias); + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS1; } // compute @@ -7046,7 +7081,7 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_con row_stride_x, channel_stride_x, channel_stride_y, (uint32_t)(ne12 / ne02), (uint32_t)ne12, 0, 0, - nb03, nb13, nb23, enable_bias + nb03, nb13, nb23, fusion_flags }; init_pushconst_tensor_offsets(ctx, pc, src0, src1, nullptr, nullptr, cgraph->nodes[node_idx + ctx->num_additional_fused_ops]); @@ -7056,7 +7091,8 @@ static void ggml_vk_mul_mat_vec_nc_f16_f32(ggml_backend_vk_context * ctx, vk_con d_Qx, d_Qy, d_D, - d_B, + d_F0, + d_F1, }, pc, { (uint32_t)ne03, (uint32_t)ne01, (uint32_t)ne12 }); } @@ -7477,7 +7513,7 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte vk_subbuffer d_Qx = ggml_vk_tensor_subbuffer(ctx, src0); vk_subbuffer d_Qy = ggml_vk_tensor_subbuffer(ctx, src1); vk_subbuffer d_ids = ggml_vk_tensor_subbuffer(ctx, ids); - vk_subbuffer d_B = d_D; + vk_subbuffer d_F0 = d_D; vk_subbuffer d_X, d_Y; if (qx_needs_dequant) { @@ -7530,30 +7566,34 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte groups_x = CEIL_DIV(groups_x, groups_z); } - uint32_t enable_bias = 0; - uint32_t enable_scale = 0; + uint32_t fusion_flags = 0; + if (ctx->num_additional_fused_ops > 0) { + const ggml_tensor * bias = cgraph->nodes[node_idx + 1]->src[1]; + + d_F0 = ggml_vk_tensor_subbuffer(ctx, bias); + if (cgraph->nodes[node_idx + 1]->op == GGML_OP_MUL) { - enable_scale = 1; + fusion_flags |= MAT_VEC_FUSION_FLAGS_SCALE0; } else { GGML_ASSERT(cgraph->nodes[node_idx + 1]->op == GGML_OP_ADD_ID); - enable_bias = 1; + fusion_flags |= MAT_VEC_FUSION_FLAGS_BIAS0; } } - if (enable_bias || enable_scale) { - const ggml_tensor * bias = cgraph->nodes[node_idx + 1]->src[1]; + vk_subbuffer d_F1 = d_D; + if (ctx->num_additional_fused_ops > 1) { + const ggml_tensor * scale = cgraph->nodes[node_idx + 2]->src[1]; - d_B = ggml_vk_tensor_subbuffer(ctx, bias); + d_F1 = ggml_vk_tensor_subbuffer(ctx, scale); + fusion_flags |= MAT_VEC_FUSION_FLAGS_SCALE1; } // compute const vk_mat_vec_id_push_constants pc = { (uint32_t)ne00, (uint32_t)ne10, (uint32_t)ne10, (uint32_t)ne01, (uint32_t)(ne00 * ne01), stride_batch_y, (uint32_t)(ne20 * ne21), - - enable_bias, enable_scale, - + fusion_flags, (uint32_t)nei0, (uint32_t)ne11, }; ggml_vk_dispatch_pipeline(ctx, subctx, dmmv, @@ -7561,7 +7601,8 @@ static void ggml_vk_mul_mat_vec_id_q_f16(ggml_backend_vk_context * ctx, vk_conte d_X, d_Y, d_D, - d_B, + d_F0, + d_F1, d_ids, }, pc, { groups_x, (uint32_t)nei0, groups_z }); @@ -12305,10 +12346,7 @@ static bool ggml_vk_can_fuse(const ggml_backend_vk_context * ctx, const struct g return false; } } - if (ops.size() == 2 && ops.begin()[0] == GGML_OP_MUL_MAT && ops.begin()[1] == GGML_OP_ADD) { - // additional constraints specific to this fusion - const ggml_tensor *mul = cgraph->nodes[node_idx]; - const ggml_tensor *add = cgraph->nodes[node_idx + 1]; + auto const &mm_add_ok = [&](const ggml_tensor *mul, const ggml_tensor *add) { const ggml_tensor *bias = add->src[0] == mul ? add->src[1] : add->src[0]; // mat-vec only @@ -12328,14 +12366,31 @@ static bool ggml_vk_can_fuse(const ggml_backend_vk_context * ctx, const struct g if (get_misalign_bytes(ctx, bias) != 0) { return false; } - } - if (ops.size() == 2 && ops.begin()[0] == GGML_OP_MUL_MAT_ID && ops.begin()[1] == GGML_OP_ADD_ID) { + return true; + }; + + if ((ops.size() == 2 || ops.size() == 3) && ops.begin()[0] == GGML_OP_MUL_MAT && ops.begin()[1] == GGML_OP_ADD) { // additional constraints specific to this fusion const ggml_tensor *mul = cgraph->nodes[node_idx]; const ggml_tensor *add = cgraph->nodes[node_idx + 1]; - const ggml_tensor *bias = add->src[1]; - if (mul != add->src[0]) { + if (!mm_add_ok(mul, add)) { + return false; + } + if (ops.size() == 3) { + if (ops.begin()[2] != GGML_OP_ADD) { + return false; + } + if (!mm_add_ok(add, cgraph->nodes[node_idx + 2])) { + return false; + } + } + } + + auto const &mmid_mul_ok = [&](const ggml_tensor *mmid, const ggml_tensor *mul) { + const ggml_tensor *scale = mul->src[1]; + + if (mmid != mul->src[0]) { return false; } // mat-vec only @@ -12343,30 +12398,34 @@ static bool ggml_vk_can_fuse(const ggml_backend_vk_context * ctx, const struct g return false; } // shaders assume the types match - if (mul->type != bias->type) { + if (mmid->type != scale->type) { return false; } // shaders assume the bias is contiguous - if (!ggml_is_contiguous(bias)) { + if (!ggml_is_contiguous(scale)) { return false; } - // the ID tensor must be the same for mul_mat_id and add_id - if (mul->src[2] != add->src[2]) { + // unaligned bias isn't handled + if (get_misalign_bytes(ctx, scale) != 0) { return false; } - // unaligned bias isn't handled - if (get_misalign_bytes(ctx, bias) != 0) { + // shader only indexes by expert index + if (scale->ne[0] != 1 || + scale->ne[1] != mul->ne[1] || + scale->ne[2] != 1 || + scale->ne[3] != 1) { return false; } - } + return true; + }; - if (ops.size() == 2 && ops.begin()[0] == GGML_OP_MUL_MAT_ID && ops.begin()[1] == GGML_OP_MUL) { + if ((ops.size() == 2 || ops.size() == 3) && ops.begin()[0] == GGML_OP_MUL_MAT_ID && ops.begin()[1] == GGML_OP_ADD_ID) { // additional constraints specific to this fusion - const ggml_tensor *mmid = cgraph->nodes[node_idx]; - const ggml_tensor *mul = cgraph->nodes[node_idx + 1]; - const ggml_tensor *scale = mul->src[1]; + const ggml_tensor *mul = cgraph->nodes[node_idx]; + const ggml_tensor *add = cgraph->nodes[node_idx + 1]; + const ggml_tensor *bias = add->src[1]; - if (mmid != mul->src[0]) { + if (mul != add->src[0]) { return false; } // mat-vec only @@ -12374,22 +12433,37 @@ static bool ggml_vk_can_fuse(const ggml_backend_vk_context * ctx, const struct g return false; } // shaders assume the types match - if (mmid->type != scale->type) { + if (mul->type != bias->type) { return false; } // shaders assume the bias is contiguous - if (!ggml_is_contiguous(scale)) { + if (!ggml_is_contiguous(bias)) { + return false; + } + // the ID tensor must be the same for mul_mat_id and add_id + if (mul->src[2] != add->src[2]) { return false; } // unaligned bias isn't handled - if (get_misalign_bytes(ctx, scale) != 0) { + if (get_misalign_bytes(ctx, bias) != 0) { return false; } - // shader only indexes by expert index - if (scale->ne[0] != 1 || - scale->ne[1] != mul->ne[1] || - scale->ne[2] != 1 || - scale->ne[3] != 1) { + + if (ops.size() == 3) { + if (ops.begin()[2] != GGML_OP_MUL) { + return false; + } + const ggml_tensor *mul = cgraph->nodes[node_idx + 2]; + return mmid_mul_ok(add, mul); + } + } + + if (ops.size() == 2 && ops.begin()[0] == GGML_OP_MUL_MAT_ID && ops.begin()[1] == GGML_OP_MUL) { + // additional constraints specific to this fusion + const ggml_tensor *mmid = cgraph->nodes[node_idx]; + const ggml_tensor *mul = cgraph->nodes[node_idx + 1]; + + if (!mmid_mul_ok(mmid, mul)) { return false; } } @@ -12704,8 +12778,12 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg uint32_t num_adds = ggml_vk_fuse_multi_add(ctx, cgraph, i); if (num_adds) { ctx->num_additional_fused_ops = num_adds - 1; + } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT, GGML_OP_ADD, GGML_OP_ADD })) { + ctx->num_additional_fused_ops = 2; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT, GGML_OP_ADD })) { ctx->num_additional_fused_ops = 1; + } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT_ID, GGML_OP_ADD_ID, GGML_OP_MUL })) { + ctx->num_additional_fused_ops = 2; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT_ID, GGML_OP_ADD_ID })) { ctx->num_additional_fused_ops = 1; } else if (ggml_vk_can_fuse(ctx, cgraph, i, { GGML_OP_MUL_MAT_ID, GGML_OP_MUL })) { @@ -12872,6 +12950,8 @@ static void ggml_vk_graph_optimize(ggml_backend_t backend, struct ggml_cgraph * std::vector new_order; std::vector used(graph->n_nodes, false); + std::set used_node_set; + int first_unused = 0; while (first_unused < graph->n_nodes) { std::vector current_set; @@ -12894,6 +12974,7 @@ static void ggml_vk_graph_optimize(ggml_backend_t backend, struct ggml_cgraph * if (match_pattern(pattern, first_unused)) { for (size_t j = 0; j < pattern.size(); ++j) { new_order.push_back(graph->nodes[first_unused + j]); + used_node_set.insert(graph->nodes[first_unused + j]); used[first_unused + j] = true; } while (first_unused < graph->n_nodes && used[first_unused]) { @@ -12997,6 +13078,36 @@ static void ggml_vk_graph_optimize(ggml_backend_t backend, struct ggml_cgraph * used[set_rows_idx] = true; } } + // Look for MUL_MAT_ID + ADD_ID + MUL + if (j > 0 && + graph->nodes[j]->op == GGML_OP_ADD_ID && + graph->nodes[j-1]->op == GGML_OP_MUL_MAT_ID) { + for (int k = j + 1; k < std::min(j + 15, graph->n_nodes); ++k) { + if (graph->nodes[k]->op == GGML_OP_MUL && + graph->nodes[k]->src[0] == graph->nodes[j] && + // src1 must either be weights or already processed + (graph->nodes[k]->src[1]->op == GGML_OP_NONE || used_node_set.find(graph->nodes[k]->src[1]) != used_node_set.end())) { + current_set.push_back(k); + used[k] = true; + break; + } + } + } + // Look for MUL_MAT + ADD + ADD + if (j > 0 && + graph->nodes[j]->op == GGML_OP_ADD && + graph->nodes[j-1]->op == GGML_OP_MUL_MAT) { + for (int k = j + 1; k < std::min(j + 15, graph->n_nodes); ++k) { + if (graph->nodes[k]->op == GGML_OP_ADD && + graph->nodes[k]->src[0] == graph->nodes[j] && + // src1 must either be weights or already processed + (graph->nodes[k]->src[1]->op == GGML_OP_NONE || used_node_set.find(graph->nodes[k]->src[1]) != used_node_set.end())) { + current_set.push_back(k); + used[k] = true; + break; + } + } + } } } // Second pass grabs view nodes. @@ -13029,6 +13140,7 @@ static void ggml_vk_graph_optimize(ggml_backend_t backend, struct ggml_cgraph * // Push the current set into new_order for (auto c : current_set) { new_order.push_back(graph->nodes[c]); + used_node_set.insert(graph->nodes[c]); used[c] = true; } while (first_unused < graph->n_nodes && used[first_unused]) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl index eb8fa6dc09f..e4651a683bf 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_base.glsl @@ -11,29 +11,7 @@ #define EXPERT_COUNT 8 #endif -#include "types.glsl" - -#ifndef MMQ -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -#else -layout (binding = 0) readonly buffer A {A_TYPE_PACKED16 data_a[];}; -#endif - -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -#ifdef B_TYPE_VEC2 -layout (binding = 1) readonly buffer BV2 {B_TYPE_VEC2 data_b_v2[];}; -#endif -#ifdef B_TYPE_VEC4 -layout (binding = 1) readonly buffer BV4 {B_TYPE_VEC4 data_b_v4[];}; -#endif - -layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; - -layout (binding = 3) readonly buffer Bias {D_TYPE data_bias[];}; - -#ifdef MUL_MAT_ID -layout (binding = 4) readonly buffer IDS {int data_ids[];}; -#endif +#include "mul_mat_vec_iface.glsl" #include "dequant_funcs.glsl" @@ -48,8 +26,7 @@ layout (push_constant) uniform parameter uint batch_stride_b; uint batch_stride_d; - uint enable_bias; - uint enable_scale; + uint fusion_flags; #ifdef MUL_MAT_ID uint nei0; @@ -123,17 +100,24 @@ void reduce_result(inout FLOAT_TYPE temp[NUM_COLS][NUM_ROWS], const in uint32_t if (tid == 0) { [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { [[unroll]] for (uint n = 0; n < num_rows; ++n) { - if (p.enable_bias != 0) { #ifdef MUL_MAT_ID - temp[j][n] += FLOAT_TYPE(data_bias[expert_id*p.stride_d + first_row + n]); -#else - temp[j][n] += FLOAT_TYPE(data_bias[j*p.batch_stride_d + d_offset + first_row + n]); -#endif + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + temp[j][n] += FLOAT_TYPE(data_fuse0[expert_id*p.stride_d + first_row + n]); } -#ifdef MUL_MAT_ID - if (p.enable_scale != 0) { + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_SCALE0) != 0) { const uint expert_idx = gl_GlobalInvocationID.y; - temp[j][n] *= FLOAT_TYPE(data_bias[expert_idx]); + temp[j][n] *= FLOAT_TYPE(data_fuse0[expert_idx]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_SCALE1) != 0) { + const uint expert_idx = gl_GlobalInvocationID.y; + temp[j][n] *= FLOAT_TYPE(data_fuse1[expert_idx]); + } +#else + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + temp[j][n] += FLOAT_TYPE(data_fuse0[j*p.batch_stride_d + d_offset + first_row + n]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS1) != 0) { + temp[j][n] += FLOAT_TYPE(data_fuse1[j*p.batch_stride_d + d_offset + first_row + n]); } #endif data_d[j*p.batch_stride_d + d_offset + first_row + n] = D_TYPE(temp[j][n]); @@ -171,17 +155,24 @@ void reduce_result(FLOAT_TYPE temp[NUM_COLS][NUM_ROWS], const in uint32_t d_offs [[unroll]] for (uint s = 0; s < gl_NumSubgroups; ++s) { temp[j][n] += tmpsh[j][n][s]; } - if (p.enable_bias != 0) { #ifdef MUL_MAT_ID - temp[j][n] += FLOAT_TYPE(data_bias[expert_id*p.stride_d + first_row + n]); -#else - temp[j][n] += FLOAT_TYPE(data_bias[j*p.batch_stride_d + d_offset + first_row + n]); -#endif + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + temp[j][n] += FLOAT_TYPE(data_fuse0[expert_id*p.stride_d + first_row + n]); } -#ifdef MUL_MAT_ID - if (p.enable_scale != 0) { + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_SCALE0) != 0) { const uint expert_idx = gl_GlobalInvocationID.y; - temp[j][n] *= FLOAT_TYPE(data_bias[expert_idx]); + temp[j][n] *= FLOAT_TYPE(data_fuse0[expert_idx]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_SCALE1) != 0) { + const uint expert_idx = gl_GlobalInvocationID.y; + temp[j][n] *= FLOAT_TYPE(data_fuse1[expert_idx]); + } +#else + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + temp[j][n] += FLOAT_TYPE(data_fuse0[j*p.batch_stride_d + d_offset + first_row + n]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS1) != 0) { + temp[j][n] += FLOAT_TYPE(data_fuse1[j*p.batch_stride_d + d_offset + first_row + n]); } #endif data_d[j*p.batch_stride_d + d_offset + first_row + n] = D_TYPE(temp[j][n]); @@ -209,17 +200,24 @@ void reduce_result(FLOAT_TYPE temp[NUM_COLS][NUM_ROWS], const in uint32_t d_offs if (tid == 0) { [[unroll]] for (uint j = 0; j < NUM_COLS; ++j) { [[unroll]] for (uint n = 0; n < num_rows; ++n) { - if (p.enable_bias != 0) { #ifdef MUL_MAT_ID - tmpsh[j][n][0] += FLOAT_TYPE(data_bias[expert_id*p.stride_d + first_row + n]); -#else - tmpsh[j][n][0] += FLOAT_TYPE(data_bias[j*p.batch_stride_d + d_offset + first_row + n]); -#endif + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + tmpsh[j][n][0] += FLOAT_TYPE(data_fuse0[expert_id*p.stride_d + first_row + n]); } -#ifdef MUL_MAT_ID - if (p.enable_scale != 0) { + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_SCALE0) != 0) { + const uint expert_idx = gl_GlobalInvocationID.y; + tmpsh[j][n][0] *= FLOAT_TYPE(data_fuse0[expert_idx]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_SCALE1) != 0) { const uint expert_idx = gl_GlobalInvocationID.y; - tmpsh[j][n][0] *= FLOAT_TYPE(data_bias[expert_idx]); + tmpsh[j][n][0] *= FLOAT_TYPE(data_fuse1[expert_idx]); + } +#else + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + tmpsh[j][n][0] += FLOAT_TYPE(data_fuse0[j*p.batch_stride_d + d_offset + first_row + n]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS1) != 0) { + tmpsh[j][n][0] += FLOAT_TYPE(data_fuse1[j*p.batch_stride_d + d_offset + first_row + n]); } #endif data_d[j*p.batch_stride_d + d_offset + first_row + n] = D_TYPE(tmpsh[j][n][0]); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl new file mode 100644 index 00000000000..14ab1fd74c0 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_iface.glsl @@ -0,0 +1,33 @@ +#include "types.glsl" + +#define MAT_VEC_FUSION_FLAGS_BIAS0 0x1 +#define MAT_VEC_FUSION_FLAGS_BIAS1 0x2 +#define MAT_VEC_FUSION_FLAGS_SCALE0 0x4 +#define MAT_VEC_FUSION_FLAGS_SCALE1 0x8 + +#ifndef MMQ +layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; +#if defined(A_TYPE_VEC4) +layout (binding = 0) readonly buffer AV4 {A_TYPE_VEC4 data_a_v4[];}; +#endif +#else +layout (binding = 0) readonly buffer A {A_TYPE_PACKED16 data_a[];}; +#endif + +layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; +#ifdef B_TYPE_VEC2 +layout (binding = 1) readonly buffer BV2 {B_TYPE_VEC2 data_b_v2[];}; +#endif +#ifdef B_TYPE_VEC4 +layout (binding = 1) readonly buffer BV4 {B_TYPE_VEC4 data_b_v4[];}; +#endif + +layout (binding = 2) writeonly buffer D {D_TYPE data_d[];}; + +layout (binding = 3) readonly buffer Fuse0 {D_TYPE data_fuse0[];}; +layout (binding = 4) readonly buffer Fuse1 {D_TYPE data_fuse1[];}; + +#ifdef MUL_MAT_ID +layout (binding = 5) readonly buffer IDS {int data_ids[];}; +#endif + diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_nc.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_nc.comp index 3f4584c984c..beea5296225 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_nc.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_nc.comp @@ -8,14 +8,7 @@ layout(local_size_x = BLOCK_SIZE, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - -layout (binding = 0) readonly buffer AV4 {A_TYPE_VEC4 data_a_v4[];}; -layout (binding = 1) readonly buffer BV4 {B_TYPE_VEC4 data_b_v4[];}; - -layout (binding = 3) readonly buffer Bias {D_TYPE data_bias[];}; +#include "mul_mat_vec_iface.glsl" layout (push_constant) uniform parameter { @@ -31,7 +24,7 @@ layout (push_constant) uniform parameter uint nb03; uint nb13; uint nb23; - uint enable_bias; + uint fusion_flags; } p; shared FLOAT_TYPE tmp[BLOCK_SIZE]; @@ -120,9 +113,12 @@ void main() { } if (tid == 0) { - if (p.enable_bias != 0) { - tmp[0] += FLOAT_TYPE(data_bias[idst]); + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + tmp[0] += FLOAT_TYPE(data_fuse0[idst]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS1) != 0) { + tmp[0] += FLOAT_TYPE(data_fuse1[idst]); } - dst[idst] = tmp[0]; + data_d[idst] = tmp[0]; } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_p021.comp b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_p021.comp index d51424d4175..32628c6e97d 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_p021.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/mul_mat_vec_p021.comp @@ -10,14 +10,7 @@ layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in; -layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; -layout (binding = 1) readonly buffer B {B_TYPE data_b[];}; -layout (binding = 2) writeonly buffer D {D_TYPE dst[];}; - -layout (binding = 0) readonly buffer AV4 {A_TYPE_VEC4 data_a_v4[];}; -layout (binding = 1) readonly buffer BV4 {B_TYPE_VEC4 data_b_v4[];}; - -layout (binding = 3) readonly buffer Bias {D_TYPE data_bias[];}; +#include "mul_mat_vec_iface.glsl" layout(constant_id = 0) const int BLOCK_SIZE = 32; // gqa_ratio is in the range [1,8] @@ -31,7 +24,7 @@ layout (push_constant) uniform parameter uint nchannels_y; uint b_offset; uint d_offset; - uint enable_bias; + uint fusion_flags; } p; #if !USE_SUBGROUP_ADD @@ -151,10 +144,13 @@ void main() { [[unroll]] for (uint c = 0; c < gqa_ratio; ++c) { // dst is not transposed and not permuted const uint idst = (channel + c)*nrows_dst + row_dst; - if (p.enable_bias != 0) { - temp[c] += FLOAT_TYPE(data_bias[idst]); + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS0) != 0) { + temp[c] += FLOAT_TYPE(data_fuse0[idst]); + } + if ((p.fusion_flags & MAT_VEC_FUSION_FLAGS_BIAS1) != 0) { + temp[c] += FLOAT_TYPE(data_fuse1[idst]); } - dst[idst] = temp[c]; + data_d[idst] = temp[c]; } } } diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index a7707eb03fe..a87190e9f44 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -5002,17 +5002,19 @@ struct test_mul_mat_vec_fusion : public test_case { const bool b; // broadcast b matrix (only for use_id) const bool with_bias; const bool with_gate; + std::array batch_dims; test_mul_mat_vec_fusion(ggml_type type, ggml_glu_op op, int64_t m, int64_t n, int64_t k, - bool use_id = false, int n_mats = 1, int n_used = 1, bool b = false, bool with_bias = false, bool with_gate = true) - : type(type), glu_op(op), m(m), n(n), k(k), use_id(use_id), n_mats(n_mats), n_used(n_used), b(b), with_bias(with_bias), with_gate(with_gate) { + bool use_id = false, int n_mats = 1, int n_used = 1, bool b = false, bool with_bias = false, bool with_gate = true, + std::array batch_dims = {4, 2}) + : type(type), glu_op(op), m(m), n(n), k(k), use_id(use_id), n_mats(n_mats), n_used(n_used), b(b), with_bias(with_bias), with_gate(with_gate), batch_dims(batch_dims) { if (use_id) { GGML_ASSERT(n_used <= n_mats); } } std::string vars() override { - return VARS_TO_STR11(type, glu_op, m, n, k, use_id, n_mats, n_used, b, with_bias, with_gate); + return VARS_TO_STR12(type, glu_op, m, n, k, use_id, n_mats, n_used, b, with_bias, with_gate, batch_dims); } std::string op_desc(ggml_tensor * t) override { @@ -5038,8 +5040,8 @@ struct test_mul_mat_vec_fusion : public test_case { ggml_tensor * build_graph(ggml_context * ctx) override { if (!use_id) { - const int channels = 4; - const int samples = 2; + const int channels = batch_dims[0]; + const int samples = batch_dims[1]; std::array ne = { k, m, channels, samples }; std::array ne0 = { k, n, channels, samples }; @@ -5062,6 +5064,11 @@ struct test_mul_mat_vec_fusion : public test_case { } ggml_tensor * out = with_gate ? build_gate(ctx, ffn_gate, ffn_up) : ffn_up; + + std::array bias2_ne = { out->ne[0], 1, channels, samples }; + ggml_tensor * bias2 = ggml_new_tensor(ctx, GGML_TYPE_F32, 4, bias2_ne.data()); + out = ggml_add(ctx, out, bias2); + ggml_set_name(out, "out"); return out; } else { @@ -5089,6 +5096,11 @@ struct test_mul_mat_vec_fusion : public test_case { } ggml_tensor * out = with_gate ? build_gate(ctx, ffn_gate, ffn_up) : ffn_up; + + std::array scale_ne { 1, out->ne[1], out->ne[2], out->ne[3] }; + ggml_tensor * scale = ggml_new_tensor(ctx, out->type, 4, scale_ne.data()); + out = ggml_mul(ctx, out, scale); + ggml_set_name(out, "out"); return out; } @@ -7645,6 +7657,8 @@ static std::vector> make_test_cases_eval() { } test_cases.emplace_back(new test_mul_mat_vec_fusion(type, glu_op, 1, 32, 256, use_id, 16, 8, b, with_bias, with_gate)); + test_cases.emplace_back(new test_mul_mat_vec_fusion(type, glu_op, 1, 32, 256, + use_id, 16, 8, b, with_bias, with_gate, {1, 1})); } } } From 662192e1dcd224bc25759aadd0190577524c6a66 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sat, 15 Nov 2025 20:58:59 +0100 Subject: [PATCH 021/197] convert : remove unnecessary chat template patching (#17289) --- convert_hf_to_gguf.py | 16 ---------------- 1 file changed, 16 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 6aaed5684b5..0cc3df0975f 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -7840,12 +7840,6 @@ def set_vocab(self): special_vocab._set_special_token("unk", tokenizer.get_added_vocab()["<|endoftext|>"]) # 151329 special_vocab._set_special_token("eom", tokenizer.get_added_vocab()["<|observation|>"]) # 151338 - # Patch broken chat template - if isinstance(special_vocab.chat_template, str) and "visible_text(m.content).endswith" in special_vocab.chat_template: - special_vocab.chat_template = special_vocab.chat_template.replace( - """{{ visible_text(m.content) }}\n{{- '/nothink' if (enable_thinking is defined and not enable_thinking and not visible_text(m.content).endswith("/nothink")) else '' -}}""", - """{% set content = visible_text(m.content) %}{{ content }}\n{{- '/nothink' if (enable_thinking is defined and not enable_thinking and not content.endswith("/nothink")) else '' -}}""") - special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): @@ -9395,16 +9389,6 @@ def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iter class SmolLM3Model(LlamaModel): model_arch = gguf.MODEL_ARCH.SMOLLM3 - def set_vocab(self): - super().set_vocab() - # remove unsupported array slicing in chat template - # ref: https://huggingface.co/ggml-org/SmolLM3-3B-GGUF/discussions/1 - from transformers import AutoTokenizer - tokenizer = AutoTokenizer.from_pretrained(self.dir_model) - if tokenizer.chat_template is not None: - chat_template = tokenizer.chat_template.replace("[:]", "") - self.gguf_writer.add_chat_template(chat_template) - @ModelBase.register("GptOssForCausalLM") class GptOssModel(TextModel): From 1411d9275ad7d2af44543fb9c1e64eea1e1c8de7 Mon Sep 17 00:00:00 2001 From: Pascal Date: Sat, 15 Nov 2025 21:09:32 +0100 Subject: [PATCH 022/197] webui: add OAI-Compat Harmony tool-call streaming visualization and persistence in chat UI (#16618) * webui: add OAI-Compat Harmony tool-call live streaming visualization and persistence in chat UI - Purely visual and diagnostic change, no effect on model context, prompt construction, or inference behavior - Captured assistant tool call payloads during streaming and non-streaming completions, and persisted them in chat state and storage for downstream use - Exposed parsed tool call labels beneath the assistant's model info line with graceful fallback when parsing fails - Added tool call badges beneath assistant responses that expose JSON tooltips and copy their payloads when clicked, matching the existing model badge styling - Added a user-facing setting to toggle tool call visibility to the Developer settings section directly under the model selector option * webui: remove scroll listener causing unnecessary layout updates (model selector) * Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte Co-authored-by: Aleksander Grygier * Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte Co-authored-by: Aleksander Grygier * chore: npm run format & update webui build output * chore: update webui build output --------- Co-authored-by: Aleksander Grygier --- tools/server/public/index.html.gz | Bin 1124557 -> 1122492 bytes .../ChatForm/ChatFormModelSelector.svelte | 8 +- .../app/chat/ChatMessages/ChatMessage.svelte | 25 +++ .../ChatMessages/ChatMessageAssistant.svelte | 119 ++++++++++++- .../ChatSettings/ChatSettingsDialog.svelte | 5 + .../src/lib/constants/settings-config.ts | 3 + tools/server/webui/src/lib/services/chat.ts | 168 +++++++++++++++++- .../webui/src/lib/stores/chat.svelte.ts | 36 +++- tools/server/webui/src/lib/stores/database.ts | 2 + tools/server/webui/src/lib/types/api.d.ts | 19 ++ .../server/webui/src/lib/types/database.d.ts | 1 + .../server/webui/src/lib/types/settings.d.ts | 9 +- 12 files changed, 376 insertions(+), 19 deletions(-) diff --git a/tools/server/public/index.html.gz b/tools/server/public/index.html.gz index 8b6b16d01bbb6c588d7b61812962c1cf3ecf5e3b..72180d95a3d2c788a53d434995584368ff3d0529 100644 GIT binary patch delta 1119318 zcmV(*K;FO2(L}t#M1LQP2mk;800062?0tK88#j{g-#edz<2ku&B_zYQBx;;9isd+( 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znbwIJOFbJ+TSs}u8YoQ>!xdXN(7ZHll|5|@H2$$pFi4fP=x>(9Agiq^nYCM5DuQ_{ zO(PxSpVY3RAS3k@qr0R1om=)-*b154+R+=_?U62QiO-@RgpI;@LcIw5amb}zcr>X! zC{Cz4PUle7i6aP-e`C4{$@)8Wcen<3!9@Sx;5yYY=c)>7v61*L7>J|z6(Wv=Q>^wJ zL9nr8a7bb=vwLV+O#VLCY23SNa-zK6g~6*VU`bv*YPFm^}`ACzV-2JJ5bF z5cZyY?PK^~ouBXhy<;#y%U{Oq&O{*C|p z`R6&j0WXH{Mi)Q#E*?zBU$Rf_Z3DhslyXp-MX&kahhN}^JUYL4gdY#T7>wTIkB46z ZPY0KeK705DJ$xR0_J6ytXiM=-G5}LpurvSw diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormModelSelector.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormModelSelector.svelte index 689415f8df8..f07eb7a4395 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormModelSelector.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormModelSelector.svelte @@ -72,12 +72,6 @@ } } - function handleScroll() { - if (isOpen) { - updateMenuPosition(); - } - } - async function handleSelect(value: string | undefined) { if (!value) return; @@ -259,7 +253,7 @@ } - + diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte index 7ade6bc61f3..e47a5a7dba9 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte @@ -2,6 +2,7 @@ import { getDeletionInfo } from '$lib/stores/chat.svelte'; import { copyToClipboard } from '$lib/utils/copy'; import { isIMEComposing } from '$lib/utils/is-ime-composing'; + import type { ApiChatCompletionToolCall } from '$lib/types/api'; import ChatMessageAssistant from './ChatMessageAssistant.svelte'; import ChatMessageUser from './ChatMessageUser.svelte'; @@ -54,6 +55,29 @@ return null; }); + let toolCallContent = $derived.by((): ApiChatCompletionToolCall[] | string | null => { + if (message.role === 'assistant') { + const trimmedToolCalls = message.toolCalls?.trim(); + + if (!trimmedToolCalls) { + return null; + } + + try { + const parsed = JSON.parse(trimmedToolCalls); + + if (Array.isArray(parsed)) { + return parsed as ApiChatCompletionToolCall[]; + } + } catch { + // Harmony-only path: fall back to the raw string so issues surface visibly. + } + + return trimmedToolCalls; + } + return null; + }); + function handleCancelEdit() { isEditing = false; editedContent = message.content; @@ -171,5 +195,6 @@ {showDeleteDialog} {siblingInfo} {thinkingContent} + {toolCallContent} /> {/if} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte index d8f5630fd14..26372426d29 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte @@ -11,7 +11,8 @@ Gauge, Clock, WholeWord, - ChartNoAxesColumn + ChartNoAxesColumn, + Wrench } from '@lucide/svelte'; import { Button } from '$lib/components/ui/button'; import { Checkbox } from '$lib/components/ui/checkbox'; @@ -21,6 +22,7 @@ import { config } from '$lib/stores/settings.svelte'; import { modelName as serverModelName } from '$lib/stores/server.svelte'; import { copyToClipboard } from '$lib/utils/copy'; + import type { ApiChatCompletionToolCall } from '$lib/types/api'; interface Props { class?: string; @@ -51,6 +53,7 @@ siblingInfo?: ChatMessageSiblingInfo | null; textareaElement?: HTMLTextAreaElement; thinkingContent: string | null; + toolCallContent: ApiChatCompletionToolCall[] | string | null; } let { @@ -76,9 +79,15 @@ shouldBranchAfterEdit = false, siblingInfo = null, textareaElement = $bindable(), - thinkingContent + thinkingContent, + toolCallContent = null }: Props = $props(); + const toolCalls = $derived( + Array.isArray(toolCallContent) ? (toolCallContent as ApiChatCompletionToolCall[]) : null + ); + const fallbackToolCalls = $derived(typeof toolCallContent === 'string' ? toolCallContent : null); + const processingState = useProcessingState(); let currentConfig = $derived(config()); let serverModel = $derived(serverModelName()); @@ -97,6 +106,58 @@ void copyToClipboard(model ?? ''); } + + function formatToolCallBadge(toolCall: ApiChatCompletionToolCall, index: number) { + const callNumber = index + 1; + const functionName = toolCall.function?.name?.trim(); + const label = functionName || `Call #${callNumber}`; + + const payload: Record = {}; + + const id = toolCall.id?.trim(); + if (id) { + payload.id = id; + } + + const type = toolCall.type?.trim(); + if (type) { + payload.type = type; + } + + if (toolCall.function) { + const fnPayload: Record = {}; + + const name = toolCall.function.name?.trim(); + if (name) { + fnPayload.name = name; + } + + const rawArguments = toolCall.function.arguments?.trim(); + if (rawArguments) { + try { + fnPayload.arguments = JSON.parse(rawArguments); + } catch { + fnPayload.arguments = rawArguments; + } + } + + if (Object.keys(fnPayload).length > 0) { + payload.function = fnPayload; + } + } + + const formattedPayload = JSON.stringify(payload, null, 2); + + return { + label, + tooltip: formattedPayload, + copyValue: formattedPayload + }; + } + + function handleCopyToolCall(payload: string) { + void copyToClipboard(payload, 'Tool call copied to clipboard'); + }

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    {/if} + {#if config().showToolCalls} + {#if (toolCalls && toolCalls.length > 0) || fallbackToolCalls} + + + + + Tool calls: + + + {#if toolCalls && toolCalls.length > 0} + {#each toolCalls as toolCall, index (toolCall.id ?? `${index}`)} + {@const badge = formatToolCallBadge(toolCall, index)} + + {/each} + {:else if fallbackToolCalls} + + {/if} + + {/if} + {/if} + {#if currentConfig.showMessageStats && message.timings && message.timings.predicted_n && message.timings.predicted_ms} {@const tokensPerSecond = (message.timings.predicted_n / message.timings.predicted_ms) * 1000} @@ -287,4 +389,17 @@ white-space: pre-wrap; word-break: break-word; } + + .tool-call-badge { + max-width: 12rem; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; + } + + .tool-call-badge--fallback { + max-width: 20rem; + white-space: normal; + word-break: break-word; + } diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsDialog.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsDialog.svelte index e4672b787ee..d2a0a739c54 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsDialog.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsDialog.svelte @@ -226,6 +226,11 @@ label: 'Enable model selector', type: 'checkbox' }, + { + key: 'showToolCalls', + label: 'Show tool call labels', + type: 'checkbox' + }, { key: 'disableReasoningFormat', label: 'Show raw LLM output', diff --git a/tools/server/webui/src/lib/constants/settings-config.ts b/tools/server/webui/src/lib/constants/settings-config.ts index c25f380846c..7547832d95a 100644 --- a/tools/server/webui/src/lib/constants/settings-config.ts +++ b/tools/server/webui/src/lib/constants/settings-config.ts @@ -6,6 +6,7 @@ export const SETTING_CONFIG_DEFAULT: Record = theme: 'system', showTokensPerSecond: false, showThoughtInProgress: false, + showToolCalls: false, disableReasoningFormat: false, keepStatsVisible: false, showMessageStats: true, @@ -80,6 +81,8 @@ export const SETTING_CONFIG_INFO: Record = { custom: 'Custom JSON parameters to send to the API. Must be valid JSON format.', showTokensPerSecond: 'Display generation speed in tokens per second during streaming.', showThoughtInProgress: 'Expand thought process by default when generating messages.', + showToolCalls: + 'Display tool call labels and payloads from Harmony-compatible delta.tool_calls data below assistant messages.', disableReasoningFormat: 'Show raw LLM output without backend parsing and frontend Markdown rendering to inspect streaming across different models.', keepStatsVisible: 'Keep processing statistics visible after generation finishes.', diff --git a/tools/server/webui/src/lib/services/chat.ts b/tools/server/webui/src/lib/services/chat.ts index 414e060764d..1908d83909e 100644 --- a/tools/server/webui/src/lib/services/chat.ts +++ b/tools/server/webui/src/lib/services/chat.ts @@ -1,6 +1,25 @@ import { config } from '$lib/stores/settings.svelte'; import { selectedModelName } from '$lib/stores/models.svelte'; import { slotsService } from './slots'; +import type { + ApiChatCompletionRequest, + ApiChatCompletionResponse, + ApiChatCompletionStreamChunk, + ApiChatCompletionToolCall, + ApiChatCompletionToolCallDelta, + ApiChatMessageData +} from '$lib/types/api'; +import type { + DatabaseMessage, + DatabaseMessageExtra, + DatabaseMessageExtraAudioFile, + DatabaseMessageExtraImageFile, + DatabaseMessageExtraLegacyContext, + DatabaseMessageExtraPdfFile, + DatabaseMessageExtraTextFile +} from '$lib/types/database'; +import type { ChatMessagePromptProgress, ChatMessageTimings } from '$lib/types/chat'; +import type { SettingsChatServiceOptions } from '$lib/types/settings'; /** * ChatService - Low-level API communication layer for llama.cpp server interactions * @@ -53,6 +72,7 @@ export class ChatService { onComplete, onError, onReasoningChunk, + onToolCallChunk, onModel, onFirstValidChunk, // Generation parameters @@ -201,6 +221,7 @@ export class ChatService { onComplete, onError, onReasoningChunk, + onToolCallChunk, onModel, onFirstValidChunk, conversationId, @@ -208,7 +229,13 @@ export class ChatService { ); return; } else { - return this.handleNonStreamResponse(response, onComplete, onError, onModel); + return this.handleNonStreamResponse( + response, + onComplete, + onError, + onToolCallChunk, + onModel + ); } } catch (error) { if (error instanceof Error && error.name === 'AbortError') { @@ -264,10 +291,12 @@ export class ChatService { onComplete?: ( response: string, reasoningContent?: string, - timings?: ChatMessageTimings + timings?: ChatMessageTimings, + toolCalls?: string ) => void, onError?: (error: Error) => void, onReasoningChunk?: (chunk: string) => void, + onToolCallChunk?: (chunk: string) => void, onModel?: (model: string) => void, onFirstValidChunk?: () => void, conversationId?: string, @@ -282,11 +311,53 @@ export class ChatService { const decoder = new TextDecoder(); let aggregatedContent = ''; let fullReasoningContent = ''; + let aggregatedToolCalls: ApiChatCompletionToolCall[] = []; let hasReceivedData = false; let lastTimings: ChatMessageTimings | undefined; let streamFinished = false; let modelEmitted = false; let firstValidChunkEmitted = false; + let toolCallIndexOffset = 0; + let hasOpenToolCallBatch = false; + + const finalizeOpenToolCallBatch = () => { + if (!hasOpenToolCallBatch) { + return; + } + + toolCallIndexOffset = aggregatedToolCalls.length; + hasOpenToolCallBatch = false; + }; + + const processToolCallDelta = (toolCalls?: ApiChatCompletionToolCallDelta[]) => { + if (!toolCalls || toolCalls.length === 0) { + return; + } + + aggregatedToolCalls = this.mergeToolCallDeltas( + aggregatedToolCalls, + toolCalls, + toolCallIndexOffset + ); + + if (aggregatedToolCalls.length === 0) { + return; + } + + hasOpenToolCallBatch = true; + + const serializedToolCalls = JSON.stringify(aggregatedToolCalls); + + if (!serializedToolCalls) { + return; + } + + hasReceivedData = true; + + if (!abortSignal?.aborted) { + onToolCallChunk?.(serializedToolCalls); + } + }; try { let chunk = ''; @@ -325,6 +396,7 @@ export class ChatService { const content = parsed.choices[0]?.delta?.content; const reasoningContent = parsed.choices[0]?.delta?.reasoning_content; + const toolCalls = parsed.choices[0]?.delta?.tool_calls; const timings = parsed.timings; const promptProgress = parsed.prompt_progress; @@ -342,6 +414,7 @@ export class ChatService { } if (content) { + finalizeOpenToolCallBatch(); hasReceivedData = true; aggregatedContent += content; if (!abortSignal?.aborted) { @@ -350,12 +423,15 @@ export class ChatService { } if (reasoningContent) { + finalizeOpenToolCallBatch(); hasReceivedData = true; fullReasoningContent += reasoningContent; if (!abortSignal?.aborted) { onReasoningChunk?.(reasoningContent); } } + + processToolCallDelta(toolCalls); } catch (e) { console.error('Error parsing JSON chunk:', e); } @@ -368,12 +444,26 @@ export class ChatService { if (abortSignal?.aborted) return; if (streamFinished) { - if (!hasReceivedData && aggregatedContent.length === 0) { + finalizeOpenToolCallBatch(); + + if ( + !hasReceivedData && + aggregatedContent.length === 0 && + aggregatedToolCalls.length === 0 + ) { const noResponseError = new Error('No response received from server. Please try again.'); throw noResponseError; } - onComplete?.(aggregatedContent, fullReasoningContent || undefined, lastTimings); + const finalToolCalls = + aggregatedToolCalls.length > 0 ? JSON.stringify(aggregatedToolCalls) : undefined; + + onComplete?.( + aggregatedContent, + fullReasoningContent || undefined, + lastTimings, + finalToolCalls + ); } } catch (error) { const err = error instanceof Error ? error : new Error('Stream error'); @@ -386,6 +476,54 @@ export class ChatService { } } + private mergeToolCallDeltas( + existing: ApiChatCompletionToolCall[], + deltas: ApiChatCompletionToolCallDelta[], + indexOffset = 0 + ): ApiChatCompletionToolCall[] { + const result = existing.map((call) => ({ + ...call, + function: call.function ? { ...call.function } : undefined + })); + + for (const delta of deltas) { + const index = + typeof delta.index === 'number' && delta.index >= 0 + ? delta.index + indexOffset + : result.length; + + while (result.length <= index) { + result.push({ function: undefined }); + } + + const target = result[index]!; + + if (delta.id) { + target.id = delta.id; + } + + if (delta.type) { + target.type = delta.type; + } + + if (delta.function) { + const fn = target.function ? { ...target.function } : {}; + + if (delta.function.name) { + fn.name = delta.function.name; + } + + if (delta.function.arguments) { + fn.arguments = (fn.arguments ?? '') + delta.function.arguments; + } + + target.function = fn; + } + } + + return result; + } + /** * Handles non-streaming response from the chat completion API. * Parses the JSON response and extracts the generated content. @@ -401,9 +539,11 @@ export class ChatService { onComplete?: ( response: string, reasoningContent?: string, - timings?: ChatMessageTimings + timings?: ChatMessageTimings, + toolCalls?: string ) => void, onError?: (error: Error) => void, + onToolCallChunk?: (chunk: string) => void, onModel?: (model: string) => void ): Promise { try { @@ -423,17 +563,31 @@ export class ChatService { const content = data.choices[0]?.message?.content || ''; const reasoningContent = data.choices[0]?.message?.reasoning_content; + const toolCalls = data.choices[0]?.message?.tool_calls; if (reasoningContent) { console.log('Full reasoning content:', reasoningContent); } - if (!content.trim()) { + let serializedToolCalls: string | undefined; + + if (toolCalls && toolCalls.length > 0) { + const mergedToolCalls = this.mergeToolCallDeltas([], toolCalls); + + if (mergedToolCalls.length > 0) { + serializedToolCalls = JSON.stringify(mergedToolCalls); + if (serializedToolCalls) { + onToolCallChunk?.(serializedToolCalls); + } + } + } + + if (!content.trim() && !serializedToolCalls) { const noResponseError = new Error('No response received from server. Please try again.'); throw noResponseError; } - onComplete?.(content, reasoningContent); + onComplete?.(content, reasoningContent, undefined, serializedToolCalls); return content; } catch (error) { diff --git a/tools/server/webui/src/lib/stores/chat.svelte.ts b/tools/server/webui/src/lib/stores/chat.svelte.ts index 3f97a89183d..5b5a9d74a5b 100644 --- a/tools/server/webui/src/lib/stores/chat.svelte.ts +++ b/tools/server/webui/src/lib/stores/chat.svelte.ts @@ -205,6 +205,7 @@ class ChatStore { type, timestamp: Date.now(), thinking: '', + toolCalls: '', children: [], extra: extras }, @@ -360,6 +361,7 @@ class ChatStore { ): Promise { let streamedContent = ''; let streamedReasoningContent = ''; + let streamedToolCallContent = ''; let resolvedModel: string | null = null; let modelPersisted = false; @@ -468,6 +470,20 @@ class ChatStore { this.updateMessageAtIndex(messageIndex, { thinking: streamedReasoningContent }); }, + onToolCallChunk: (toolCallChunk: string) => { + const chunk = toolCallChunk.trim(); + + if (!chunk) { + return; + } + + streamedToolCallContent = chunk; + + const messageIndex = this.findMessageIndex(assistantMessage.id); + + this.updateMessageAtIndex(messageIndex, { toolCalls: streamedToolCallContent }); + }, + onModel: (modelName: string) => { recordModel(modelName); }, @@ -475,18 +491,21 @@ class ChatStore { onComplete: async ( finalContent?: string, reasoningContent?: string, - timings?: ChatMessageTimings + timings?: ChatMessageTimings, + toolCallContent?: string ) => { slotsService.stopStreaming(); const updateData: { content: string; thinking: string; + toolCalls: string; timings?: ChatMessageTimings; model?: string; } = { content: finalContent || streamedContent, thinking: reasoningContent || streamedReasoningContent, + toolCalls: toolCallContent || streamedToolCallContent, timings: timings }; @@ -499,7 +518,11 @@ class ChatStore { const messageIndex = this.findMessageIndex(assistantMessage.id); - const localUpdateData: { timings?: ChatMessageTimings; model?: string } = { + const localUpdateData: { + timings?: ChatMessageTimings; + model?: string; + toolCalls?: string; + } = { timings: timings }; @@ -507,6 +530,10 @@ class ChatStore { localUpdateData.model = updateData.model; } + if (updateData.toolCalls !== undefined) { + localUpdateData.toolCalls = updateData.toolCalls; + } + this.updateMessageAtIndex(messageIndex, localUpdateData); await DatabaseStore.updateCurrentNode(assistantMessage.convId, assistantMessage.id); @@ -620,6 +647,7 @@ class ChatStore { content: '', timestamp: Date.now(), thinking: '', + toolCalls: '', children: [], model: null }, @@ -1443,6 +1471,7 @@ class ChatStore { role: messageToEdit.role, content: newContent, thinking: messageToEdit.thinking || '', + toolCalls: messageToEdit.toolCalls || '', children: [], model: messageToEdit.model // Preserve original model info when branching }, @@ -1518,6 +1547,7 @@ class ChatStore { role: messageToEdit.role, content: newContent, thinking: messageToEdit.thinking || '', + toolCalls: messageToEdit.toolCalls || '', children: [], extra: messageToEdit.extra ? JSON.parse(JSON.stringify(messageToEdit.extra)) : undefined, model: messageToEdit.model // Preserve original model info when branching @@ -1589,6 +1619,7 @@ class ChatStore { role: 'assistant', content: '', thinking: '', + toolCalls: '', children: [], model: null }, @@ -1647,6 +1678,7 @@ class ChatStore { role: 'assistant', content: '', thinking: '', + toolCalls: '', children: [], model: null }, diff --git a/tools/server/webui/src/lib/stores/database.ts b/tools/server/webui/src/lib/stores/database.ts index 6394c5b7eda..82edcc3227c 100644 --- a/tools/server/webui/src/lib/stores/database.ts +++ b/tools/server/webui/src/lib/stores/database.ts @@ -114,6 +114,7 @@ export class DatabaseStore { ...message, id: uuid(), parent: parentId, + toolCalls: message.toolCalls ?? '', children: [] }; @@ -154,6 +155,7 @@ export class DatabaseStore { content: '', parent: null, thinking: '', + toolCalls: '', children: [] }; diff --git a/tools/server/webui/src/lib/types/api.d.ts b/tools/server/webui/src/lib/types/api.d.ts index 6ebc43db0e3..1a8bc649899 100644 --- a/tools/server/webui/src/lib/types/api.d.ts +++ b/tools/server/webui/src/lib/types/api.d.ts @@ -183,6 +183,23 @@ export interface ApiChatCompletionRequest { samplers?: string[]; // Custom parameters (JSON string) custom?: Record; + timings_per_token?: boolean; +} + +export interface ApiChatCompletionToolCallFunctionDelta { + name?: string; + arguments?: string; +} + +export interface ApiChatCompletionToolCallDelta { + index?: number; + id?: string; + type?: string; + function?: ApiChatCompletionToolCallFunctionDelta; +} + +export interface ApiChatCompletionToolCall extends ApiChatCompletionToolCallDelta { + function?: ApiChatCompletionToolCallFunctionDelta & { arguments?: string }; } export interface ApiChatCompletionStreamChunk { @@ -195,6 +212,7 @@ export interface ApiChatCompletionStreamChunk { content?: string; reasoning_content?: string; model?: string; + tool_calls?: ApiChatCompletionToolCallDelta[]; }; }>; timings?: { @@ -216,6 +234,7 @@ export interface ApiChatCompletionResponse { content: string; reasoning_content?: string; model?: string; + tool_calls?: ApiChatCompletionToolCallDelta[]; }; }>; } diff --git a/tools/server/webui/src/lib/types/database.d.ts b/tools/server/webui/src/lib/types/database.d.ts index b5318b73f41..16debc6d67d 100644 --- a/tools/server/webui/src/lib/types/database.d.ts +++ b/tools/server/webui/src/lib/types/database.d.ts @@ -60,6 +60,7 @@ export interface DatabaseMessage { content: string; parent: string; thinking: string; + toolCalls?: string; children: string[]; extra?: DatabaseMessageExtra[]; timings?: ChatMessageTimings; diff --git a/tools/server/webui/src/lib/types/settings.d.ts b/tools/server/webui/src/lib/types/settings.d.ts index 946ef015e92..b85b0597d00 100644 --- a/tools/server/webui/src/lib/types/settings.d.ts +++ b/tools/server/webui/src/lib/types/settings.d.ts @@ -38,12 +38,19 @@ export interface SettingsChatServiceOptions { samplers?: string | string[]; // Custom parameters custom?: string; + timings_per_token?: boolean; // Callbacks onChunk?: (chunk: string) => void; onReasoningChunk?: (chunk: string) => void; + onToolCallChunk?: (chunk: string) => void; onModel?: (model: string) => void; onFirstValidChunk?: () => void; - onComplete?: (response: string, reasoningContent?: string, timings?: ChatMessageTimings) => void; + onComplete?: ( + response: string, + reasoningContent?: string, + timings?: ChatMessageTimings, + toolCalls?: string + ) => void; onError?: (error: Error) => void; } From 22e1ce2f81c0495699502309dc279f1eac2dfdfe Mon Sep 17 00:00:00 2001 From: Aleksander Grygier Date: Sat, 15 Nov 2025 22:41:41 +0100 Subject: [PATCH 023/197] webui: Fix clickability around chat processing statistics UI (#17278) * fix: Better pointer events handling in chat processing info elements * chore: update webui build output --- tools/server/public/index.html.gz | Bin 1122492 -> 1122488 bytes .../app/chat/ChatProcessingInfo.svelte | 6 ++---- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/tools/server/public/index.html.gz b/tools/server/public/index.html.gz index 72180d95a3d2c788a53d434995584368ff3d0529..48e341dbd12b3bae525fe9d55f9fc5c5280dd088 100644 GIT binary patch delta 999298 zcmV(jK=!}9!9=*hM6l6Oe+sAY9{KxP2}q$?cm0J&`uFVR?_=nE-`rA^r1h{AwHg0~zc;Xc#O3e{Sv{7t-H!V86ZTf1-i< z?ZNyLZtbsUDjE70sGsh|GQKCzdVEgaTfimoJo;Dc>s=@`tQ8HpLVnV#HYEH{r2pBYY#Ly z{s8rXtIThwIs9n-$6)(wTkC*M*z}Jn_kZp8{sSuI@AcZhNzVRGgZ(SF@{d)}pLw%D zZT#o={>QU*|Mu|M$Lp{?8xH176RtK_@7Yf1=>ouLYbRcviNWRe8fM#MqHK^fBX8M{o#6+tv{BcvwbFTqQZ|xn<^Tgvm(kimQZ7(RvZXGQJ$-hrQMb zG$za77vAckv=vz}x6m{v*#n9Av3x6?Z7Ezxk<&KQdzan$ zeO5Z}e+9uf=6WYvF;;HmaH;dDP--FV1p+xwZ%d4GJ}I}7h;7JU{21{S3q445*0CxY 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zm93D;tsT9=-5%+}7JL@{AZ!)J1NDC*@W&ySw&BsF_MkkW>Ns6ORR>29B*%0UlJ$4! z?r<&cf#X7`0pnkX9#-_U;7CDS0^Vse|>R>v~C)d zxpVe)-y}ix!o&iI&l@s$UaM`igt%6i3P1VelmEy6{rvM1-hii*x6{*~?~VWVucssS zslDBXFBhd8lxERO{`bLWxFJtZP9NgOgU`m(clhJMXZ!Q<`NK~hd`1tShoAf}7b}2- HRe&)7Vkai- diff --git a/tools/server/webui/src/lib/components/app/chat/ChatProcessingInfo.svelte b/tools/server/webui/src/lib/components/app/chat/ChatProcessingInfo.svelte index 94b27caa369..ecab2321b63 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatProcessingInfo.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatProcessingInfo.svelte @@ -76,10 +76,10 @@ }); -

    +
    {#each processingDetails as detail (detail)} - {detail} + {detail} {/each}
    @@ -92,7 +92,6 @@ padding: 1.5rem 1rem; opacity: 0; transform: translateY(50%); - pointer-events: none; transition: opacity 300ms ease-out, transform 300ms ease-out; @@ -100,7 +99,6 @@ .chat-processing-info-container.visible { opacity: 1; - pointer-events: auto; transform: translateY(0); } From 72bd7321a7d7465d371eb2ae46cd5518842c8f44 Mon Sep 17 00:00:00 2001 From: shani-f Date: Sun, 16 Nov 2025 01:52:42 +0200 Subject: [PATCH 024/197] sycl : unify unary kernels with a generic implementation and enable wide operator support (#17213) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * SYCL: add generic unary op implementation for multiple ops (ABS/SGN/…); unify non-contiguous access * SYCL: update documentation and sycl.csv to reflect new unary op support * update ops.md after syncing SYCL.csv changes * Fix SYCL.csv merge conflict * Update ops.md after fixing SYCL.csv conflicts * Fix SYCL.csv tail after merge conflict and regenerate ops.md * Fix line endings and final newline in SYCL.csv * Remove TOPK_MOE entries from SYCL.csv as requested * Update ops.md after removing TOPK_MOE from SYCL.csv * Regenerated SYCL.csv and synced ops.md with upstream * Update ops.md using create_ops_docs.py --- docs/ops.md | 51 +- docs/ops/SYCL.csv | 2497 +++++++++++++++++++++++++-- ggml/src/ggml-sycl/element_wise.cpp | 362 ++-- ggml/src/ggml-sycl/ggml-sycl.cpp | 11 +- 4 files changed, 2491 insertions(+), 430 deletions(-) diff --git a/docs/ops.md b/docs/ops.md index 02ec2f66f66..901bdf6c4b8 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -14,7 +14,7 @@ Legend: | Operation | BLAS | CANN | CPU | CUDA | Metal | OpenCL | SYCL | Vulkan | zDNN | |-----------|------|------|------|------|------|------|------|------|------| -| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | | ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | @@ -23,7 +23,7 @@ Legend: | ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | | CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | -| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | +| CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | | CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | | CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ❌ | | CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ❌ | @@ -31,7 +31,7 @@ Legend: | CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | CONV_TRANSPOSE_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | CONV_TRANSPOSE_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | +| COS | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | COUNT_EQUAL | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | | CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | | CROSS_ENTROPY_LOSS | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | @@ -40,8 +40,8 @@ Legend: | DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | -| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | -| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ❌ | +| EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | | EXPM1 | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | | FILL | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | @@ -50,27 +50,27 @@ Legend: | GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | | GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | | GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | +| GELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | +| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | +| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | | GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ❌ | | GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | | GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| GROUP_NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | -| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | -| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| GROUP_NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | +| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | | IM2COL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | | IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | 🟡 | ❌ | -| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | +| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | | MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | | MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | -| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | | NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | +| NORM_MUL_ADD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | @@ -78,12 +78,12 @@ Legend: | PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | | POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | -| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | +| RELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | | REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ❌ | | REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | | RMS_NORM | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | | RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | -| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | +| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | | ROPE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | @@ -93,29 +93,28 @@ Legend: | SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | SET | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ❌ | ❌ | | SET_ROWS | ❌ | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | -| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | -| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | +| SGN | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ❌ | +| SIGMOID | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | +| SILU | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | | SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | -| SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| SOFTCAP | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | +| SIN | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| SOFTCAP | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | | SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | | SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | -| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | +| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | +| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | -| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | +| STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ❌ | | SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | SUM | ❌ | ✅ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | | SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | | SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ❌ | | SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | 🟡 | ❌ | -| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ | +| TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | | TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| TOPK_MOE | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | | TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | | UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | diff --git a/docs/ops/SYCL.csv b/docs/ops/SYCL.csv index f52324b24b2..85a45d6ae0d 100644 --- a/docs/ops/SYCL.csv +++ b/docs/ops/SYCL.csv @@ -27,50 +27,54 @@ "SYCL0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" "SYCL0","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" "SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","XIELU","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" -"SYCL0","XIELU","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" -"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","XIELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","XIELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" +"SYCL0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" +"SYCL0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" "SYCL0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" "SYCL0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" "SYCL0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" @@ -107,10 +111,12 @@ "SYCL0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" "SYCL0","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" +"SYCL0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" "SYCL0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","XIELU","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","SYCL" -"SYCL0","XIELU","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","SYCL" "SYCL0","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" "SYCL0","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" @@ -119,38 +125,40 @@ "SYCL0","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" "SYCL0","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","SYCL" "SYCL0","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","SYCL" -"SYCL0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" -"SYCL0","XIELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" -"SYCL0","XIELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" +"SYCL0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" +"SYCL0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" +"SYCL0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" +"SYCL0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" +"SYCL0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","SYCL" +"SYCL0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","SYCL" "SYCL0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" "SYCL0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","SYCL" "SYCL0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","SYCL" @@ -5530,6 +5538,10 @@ "SYCL0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" @@ -5638,24 +5650,15 @@ "SYCL0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[16,5,4,3],nr=[1,1,1,1],nf=16","support","1","yes","SYCL" -"SYCL0","MUL","type=f32,ne=[16,5,4,3],nr=[1,1,1,1],nf=16","support","1","yes","SYCL" -"SYCL0","SUB","type=f32,ne=[16,5,4,3],nr=[1,1,1,1],nf=16","support","1","yes","SYCL" -"SYCL0","DIV","type=f32,ne=[16,5,4,3],nr=[1,1,1,1],nf=16","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=2","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[16,5,4,3],nr=[1,2,1,1],nf=3","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=4","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[16,5,4,3],nr=[1,1,1,2],nf=5","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=6","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=7","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[16,5,4,3],nr=[2,2,2,2],nf=8","support","1","yes","SYCL" -"SYCL0","ADD","type=f32,ne=[16,5,4,3],nr=[1,1,1,1],nf=16","support","1","yes","SYCL" +"SYCL0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" +"SYCL0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","SYCL" "SYCL0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","SYCL" "SYCL0","SCALE","type=f32,ne=[100,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","SYCL" -"SYCL0","SOFTCAP","type=f32,ne=[10,10,10,10],softcap=50.000000","support","1","yes","SYCL" "SYCL0","SILU_BACK","type=f32,ne=[64,5,4,3],eps=0.000001","support","0","no","SYCL" "SYCL0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000","support","1","yes","SYCL" "SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000000,inplace=0","support","1","yes","SYCL" @@ -5682,36 +5685,6 @@ "SYCL0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=0.100000","support","1","yes","SYCL" "SYCL0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","SYCL" "SYCL0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=1,multi_add=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000000,broadcast=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=1,multi_add=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000001,broadcast=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=1,multi_add=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.000100,broadcast=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=1,multi_add=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=0.100000,broadcast=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=1,multi_add=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=0","support","1","yes","SYCL" -"SYCL0","NORM_MUL_ADD","type=f32,ne=[64,5,4,3],eps=1.000000,broadcast=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[1,1,1,1],eps=0.000001,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[1,1,1,1],eps=0.000001,broadcast=0,multi_add=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[511,1,1,1],eps=0.000001,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[511,1,1,1],eps=0.000001,broadcast=0,multi_add=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[1025,1,1,1],eps=0.000001,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[1025,1,1,1],eps=0.000001,broadcast=0,multi_add=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[8192,1,1,1],eps=0.000001,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[8192,1,1,1],eps=0.000001,broadcast=0,multi_add=1","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[16896,1,1,1],eps=0.000001,broadcast=0,multi_add=0","support","1","yes","SYCL" -"SYCL0","RMS_NORM_MUL_ADD","type=f32,ne=[16896,1,1,1],eps=0.000001,broadcast=0,multi_add=1","support","1","yes","SYCL" "SYCL0","L2_NORM","type=f32,ne=[64,5,4,3]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[4,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL" "SYCL0","SSM_CONV","type=f32,ne_a=[8,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","SYCL" @@ -8652,28 +8625,28 @@ "SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=1","support","0","no","SYCL" "SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=32","support","0","no","SYCL" "SYCL0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","0","no","SYCL" -"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL" -"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","1","yes","SYCL" -"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","SYCL" -"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" +"SYCL0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","SYCL" +"SYCL0","LOG","type=f16,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","COS","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","SYCL" "SYCL0","LEAKY_RELU","type=f16,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","CEIL","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","1","yes","SYCL" -"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","CEIL","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","ROUND","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","SYCL" +"SYCL0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","LOG","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","COS","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","SYCL" "SYCL0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","SYCL" -"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" -"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","SYCL" +"SYCL0","FLOOR","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","CEIL","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","ROUND","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" +"SYCL0","TRUNC","type=f16,ne=[7,1,5,3]","support","0","no","SYCL" "SYCL0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" "SYCL0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","SYCL" "SYCL0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","SYCL" @@ -9441,14 +9414,24 @@ "SYCL0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","SYCL" -"SYCL0","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[8,1,1,1],order=1","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[16,10,10,10],order=1","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[60,10,10,10],order=1","support","1","yes","SYCL" -"SYCL0","ARGSORT","type=f32,ne=[1024,1,1,1],order=1","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[1024,2,1,3],order=1","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[1025,2,1,3],order=1","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[16384,1,1,1],order=1","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[2047,2,1,3],order=1","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","1","yes","SYCL" +"SYCL0","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","SYCL" "SYCL0","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","SYCL" "SYCL0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","SYCL" @@ -9489,8 +9472,6 @@ "SYCL0","MEAN","type=f32,ne=[32769,1,1,1]","support","1","yes","SYCL" "SYCL0","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","SYCL" "SYCL0","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","SYCL" -"SYCL0","GROUP_NORM_MUL_ADD","type=f32,ne=[64,64,320,1],num_groups=4,eps=0.000010","support","1","yes","SYCL" -"SYCL0","GROUP_NORM_MUL_ADD","type=f32,ne=[9,9,1280,1],num_groups=4,eps=0.000010","support","1","yes","SYCL" "SYCL0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0","support","1","yes","SYCL" @@ -9500,26 +9481,48 @@ "SYCL0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","SYCL" "SYCL0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","SYCL" "SYCL0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","SYCL" +"SYCL0","CUMSUM","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" +"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","SYCL" +"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","0","no","SYCL" +"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","0","no","SYCL" +"SYCL0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","0","no","SYCL" +"SYCL0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","0","no","SYCL" +"SYCL0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","0","no","SYCL" +"SYCL0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","SYCL" +"SYCL0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","SYCL" "SYCL0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","0","no","SYCL" "SYCL0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9528,6 +9531,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9536,6 +9541,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9544,6 +9551,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9552,22 +9561,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9576,6 +9591,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9584,6 +9601,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9592,6 +9611,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9600,22 +9621,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9624,6 +9651,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9632,6 +9661,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9640,6 +9671,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9648,22 +9681,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9672,6 +9711,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9680,6 +9721,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9688,6 +9731,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9696,150 +9741,188 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9848,6 +9931,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9856,6 +9941,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9864,6 +9951,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9872,22 +9961,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9896,6 +9991,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9904,6 +10001,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9912,6 +10011,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9920,22 +10021,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9944,6 +10051,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9952,6 +10061,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9960,6 +10071,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9968,22 +10081,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -9992,6 +10111,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10000,6 +10121,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10008,6 +10131,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10424,6 +10651,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10432,6 +10661,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10440,6 +10671,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10448,22 +10681,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10472,6 +10711,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10480,6 +10721,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10488,6 +10731,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10496,22 +10741,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10520,6 +10771,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10528,6 +10781,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10536,6 +10791,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10544,22 +10801,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10568,6 +10831,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10576,6 +10841,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10584,6 +10851,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10592,150 +10861,188 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10744,6 +11051,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10752,6 +11061,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10760,6 +11071,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10768,22 +11081,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10792,6 +11111,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10800,6 +11121,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10808,6 +11131,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10816,22 +11141,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10840,6 +11171,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10848,6 +11181,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10856,6 +11191,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10864,22 +11201,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,3],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10888,6 +11231,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10896,6 +11241,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10904,6 +11251,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -10912,406 +11261,1068 @@ "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[4,3],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=64,hsv=64,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11320,6 +12331,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11328,6 +12341,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11336,6 +12351,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11344,22 +12361,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11368,6 +12391,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11376,6 +12401,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11384,6 +12411,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11392,86 +12421,108 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11480,6 +12531,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11488,6 +12541,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11496,6 +12551,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11504,22 +12561,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11528,6 +12591,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11536,6 +12601,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11544,6 +12611,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11552,214 +12621,268 @@ "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=80,hsv=80,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11768,6 +12891,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11776,6 +12901,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11784,6 +12911,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11792,22 +12921,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11816,6 +12951,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11824,6 +12961,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11832,6 +12971,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11840,86 +12981,108 @@ 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"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11928,6 +13091,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11936,6 +13101,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11944,6 +13111,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11952,22 +13121,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11976,6 +13151,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11984,6 +13161,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -11992,6 +13171,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12000,230 +13181,288 @@ "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=96,hsv=96,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12232,6 +13471,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12240,6 +13481,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12248,6 +13491,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12256,6 +13501,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12264,6 +13511,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12272,6 +13521,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12280,6 +13531,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12288,38 +13541,48 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12328,6 +13591,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12336,6 +13601,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12344,6 +13611,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12352,6 +13621,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12360,6 +13631,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12368,6 +13641,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12376,6 +13651,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12384,6 +13661,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12392,6 +13671,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12400,6 +13681,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12408,6 +13691,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12416,6 +13701,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12424,6 +13711,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12432,6 +13721,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12440,6 +13731,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12448,518 +13741,648 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12976,6 +14401,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12984,6 +14411,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -12992,6 +14421,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13000,6 +14431,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13008,6 +14441,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13016,6 +14451,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13024,38 +14461,48 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13064,6 +14511,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13072,6 +14521,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13080,6 +14531,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13088,6 +14541,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13096,6 +14551,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13104,6 +14561,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13112,6 +14571,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13120,6 +14581,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13128,6 +14591,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13136,6 +14601,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13144,6 +14611,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13152,6 +14621,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13160,6 +14631,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13168,6 +14641,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13176,6 +14651,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -13184,1142 +14661,1428 @@ "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[16,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=def,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=def,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=128,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=10.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14328,6 +16091,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14336,6 +16101,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14344,6 +16111,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14352,22 +16121,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14376,6 +16151,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14384,6 +16161,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14392,6 +16171,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14400,86 +16181,108 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14488,6 +16291,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14496,6 +16301,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14504,6 +16311,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14512,22 +16321,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14536,6 +16351,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14544,6 +16361,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14552,6 +16371,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14560,214 +16381,268 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=128,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14776,6 +16651,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14784,6 +16661,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14792,6 +16671,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14800,22 +16681,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14824,6 +16711,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14832,6 +16721,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14840,6 +16731,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14848,86 +16741,108 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14936,6 +16851,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14944,6 +16861,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14952,6 +16871,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14960,22 +16881,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14984,6 +16911,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -14992,6 +16921,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15000,6 +16931,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15008,214 +16941,268 @@ "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=192,hsv=192,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15224,6 +17211,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15232,6 +17221,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15240,6 +17231,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15248,22 +17241,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15272,6 +17271,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15280,6 +17281,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15288,6 +17291,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15296,86 +17301,108 @@ 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"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15384,6 +17411,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15392,6 +17421,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15400,6 +17431,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15408,22 +17441,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15432,6 +17471,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15440,6 +17481,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15448,6 +17491,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=256,hsv=256,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15672,6 +17771,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15680,6 +17781,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15688,6 +17791,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15696,22 +17801,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15720,6 +17831,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15728,6 +17841,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15736,6 +17851,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15744,86 +17861,108 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" 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"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=113,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15832,6 +17971,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15840,6 +17981,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15848,6 +17991,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15856,22 +18001,28 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[1,1],kv=1024,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15880,6 +18031,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15888,6 +18041,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15896,6 +18051,8 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" @@ -15904,194 +18061,242 @@ "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,2,1,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=1,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,2,1,3]","support","0","no","SYCL" 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+"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=1,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","SYCL" +"SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","SYCL" "SYCL0","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","SYCL" @@ -16102,9 +18307,3 @@ "SYCL0","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","SYCL" "SYCL0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" "SYCL0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","SYCL" -"SYCL0","TOPK_MOE","ne=[8,22,1,1],n_expert_used=4,with_norm=0","support","1","yes","SYCL" -"SYCL0","TOPK_MOE","ne=[32,22,1,1],n_expert_used=8,with_norm=0","support","1","yes","SYCL" -"SYCL0","TOPK_MOE","ne=[128,1,1,1],n_expert_used=128,with_norm=0","support","1","yes","SYCL" -"SYCL0","TOPK_MOE","ne=[8,22,1,1],n_expert_used=4,with_norm=1","support","1","yes","SYCL" -"SYCL0","TOPK_MOE","ne=[32,22,1,1],n_expert_used=8,with_norm=1","support","1","yes","SYCL" -"SYCL0","TOPK_MOE","ne=[128,1,1,1],n_expert_used=128,with_norm=1","support","1","yes","SYCL" diff --git a/ggml/src/ggml-sycl/element_wise.cpp b/ggml/src/ggml-sycl/element_wise.cpp index 810995d0cbf..7d54ce600ee 100644 --- a/ggml/src/ggml-sycl/element_wise.cpp +++ b/ggml/src/ggml-sycl/element_wise.cpp @@ -170,73 +170,31 @@ static __dpct_inline__ T op_trunc(T x) { return sycl::trunc(x); } -template -static void unary_op_sgn_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_sgn(x[i]); - } -} - -template -static void unary_op_abs_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_abs(x[i]); - } -} - -template -static void unary_op_elu_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_elu(x[i]); - } -} - -template -static void unary_op_gelu_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_gelu(x[i]); - } -} - -template -static void unary_op_silu_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_silu(x[i]); - } -} - -template -static void unary_op_gelu_quick_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_gelu_quick(x[i]); - } -} - -template -static void unary_op_gelu_erf_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { +template +static void unary_op_generic_kernel( + const T * x, + T * dst, + const int k, + const int64_t ne0, const int64_t ne1, const int64_t ne2, const int64_t ne3, + const size_t nb0, const size_t nb1, const size_t nb2, const size_t nb3, + const size_t nbd0, const size_t nbd1, const size_t nbd2, const size_t nbd3, + const sycl::nd_item<1> & item_ct1, + F func) { + + (void) ne3; SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_gelu_erf(x[i]); - } -} + const int64_t i0 = i % ne0; + const int64_t i1 = (i / ne0) % ne1; + const int64_t i2 = (i / (ne0*ne1)) % ne2; + const int64_t i3 = i / (ne0*ne1*ne2); -template -static void unary_op_tanh_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_tanh(x[i]); - } -} + const char * src_base = (const char *) x; + char * dst_base = (char *) dst; -template -static void unary_op_relu_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_relu(x[i]); - } -} + const T * srcp = (const T *)(src_base + i0*nb0 + i1*nb1 + i2*nb2 + i3*nb3 ); + T * dstp = (T *)(dst_base + i0*nbd0 + i1*nbd1 + i2*nbd2 + i3*nbd3); -template -static void unary_op_sigmoid_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_sigmoid(x[i]); + *dstp = func(*srcp); } } @@ -261,27 +219,6 @@ static void unary_op_cos_kernel(const T * x, T * dst, const int k, const sycl::n } } -template -static void unary_op_hardsigmoid_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_hardsigmoid(x[i]); - } -} - -template -static void unary_op_hardswish_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_hardswish(x[i]); - } -} - -template -static void unary_op_exp_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_exp(x[i]); - } -} - template static void unary_op_log_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { SYCL_GLOBAL_ID_LOOP(k, item_ct1) { @@ -289,19 +226,6 @@ static void unary_op_log_kernel(const T * x, T * dst, const int k, const sycl::n } } -template -static void unary_op_neg_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_neg(x[i]); - } -} - -template -static void unary_op_step_kernel(const T * x, T * dst, const int k, const sycl::nd_item<1> &item_ct1) { - SYCL_GLOBAL_ID_LOOP(k, item_ct1) { - dst[i] = op_step(x[i]); - } -} template static void unary_op_leaky_relu_kernel(const T * x, T * dst, const int k, float negative_slope, const sycl::nd_item<1> &item_ct1) { @@ -620,6 +544,48 @@ static inline void dispatch_ggml_sycl_op_upscale(ggml_backend_sycl_context & ctx } } +template +static inline void ggml_sycl_op_unary( + ggml_backend_sycl_context & ctx, ggml_tensor * dst, F func) { + + ggml_tensor * src0 = dst->src[0]; + + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; + + const size_t nb0 = src0->nb[0]; + const size_t nb1 = src0->nb[1]; + const size_t nb2 = src0->nb[2]; + const size_t nb3 = src0->nb[3]; + + const size_t nbd0 = dst->nb[0]; + const size_t nbd1 = dst->nb[1]; + const size_t nbd2 = dst->nb[2]; + const size_t nbd3 = dst->nb[3]; + + ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, + [=](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { + + const int num_blocks = ceil_div(k_elements, 256); + + stream->parallel_for( + sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(256), + sycl::range<1>(256)), + [=](sycl::nd_item<1> item_ct1) { + unary_op_generic_kernel( + src, dst_ptr, k_elements, + ne0, ne1, ne2, ne3, + nb0, nb1, nb2, nb3, + nbd0, nbd1, nbd2, nbd3, + item_ct1, + func + ); + }); + }); +} + static inline void ggml_sycl_op_arange(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { GGML_ASSERT(dst->type == GGML_TYPE_F32); @@ -645,159 +611,75 @@ static inline void ggml_sycl_op_arange(ggml_backend_sycl_context & ctx, ggml_ten static inline void ggml_sycl_op_sgn(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, 256); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(256), - sycl::range<1>(256)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_sgn_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_sgn(x); + }); } + static inline void ggml_sycl_op_abs(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, 256); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(256), - sycl::range<1>(256)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_abs_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_abs(x); + }); } static inline void ggml_sycl_op_elu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, 256); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(256), - sycl::range<1>(256)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_elu_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_elu(x); + }); } - static inline void ggml_sycl_op_silu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_SILU_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_SILU_BLOCK_SIZE), - sycl::range<1>(SYCL_SILU_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_silu_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_silu(x); + }); } static inline void ggml_sycl_op_gelu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_GELU_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_GELU_BLOCK_SIZE), - sycl::range<1>(SYCL_GELU_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_gelu_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_gelu(x); + }); } -static inline void ggml_sycl_op_gelu_quick(ggml_backend_sycl_context & ctx, ggml_tensor *dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_GELU_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_GELU_BLOCK_SIZE), - sycl::range<1>(SYCL_GELU_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_gelu_quick_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); +static inline void ggml_sycl_op_gelu_quick(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_gelu_quick(x); + }); } -static inline void ggml_sycl_op_gelu_erf(ggml_backend_sycl_context & ctx, ggml_tensor *dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_GELU_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_GELU_BLOCK_SIZE), - sycl::range<1>(SYCL_GELU_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_gelu_erf_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); +static inline void ggml_sycl_op_gelu_erf(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_gelu_erf(x); + }); } static inline void ggml_sycl_op_tanh(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_TANH_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_TANH_BLOCK_SIZE), - sycl::range<1>(SYCL_TANH_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_tanh_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_tanh(x); + }); } static inline void ggml_sycl_op_relu(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_RELU_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_RELU_BLOCK_SIZE), - sycl::range<1>(SYCL_RELU_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_relu_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_relu(x); + }); } static inline void ggml_sycl_op_hardsigmoid(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_HARDSIGMOID_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_HARDSIGMOID_BLOCK_SIZE), - sycl::range<1>(SYCL_HARDSIGMOID_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_hardsigmoid_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_hardsigmoid(x); + }); } static inline void ggml_sycl_op_hardswish(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_HARDSWISH_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_HARDSWISH_BLOCK_SIZE), - sycl::range<1>(SYCL_HARDSWISH_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_hardswish_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_hardswish(x); + }); } static inline void ggml_sycl_op_exp(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_EXP_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_EXP_BLOCK_SIZE), - sycl::range<1>(SYCL_EXP_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_exp_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_exp(x); + }); } static inline void ggml_sycl_op_log(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { @@ -814,42 +696,22 @@ static inline void ggml_sycl_op_log(ggml_backend_sycl_context & ctx, ggml_tensor } static inline void ggml_sycl_op_neg(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_NEG_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_NEG_BLOCK_SIZE), - sycl::range<1>(SYCL_NEG_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_neg_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_neg(x); + }); } + static inline void ggml_sycl_op_step(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_NEG_BLOCK_SIZE); // Using NEG block size - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_NEG_BLOCK_SIZE), - sycl::range<1>(SYCL_NEG_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_step_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_step(x); + }); } static inline void ggml_sycl_op_sigmoid(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { - ggml_sycl_detail::dispatch_ggml_sycl_op_unary(ctx, dst, - [](const auto* src, auto* dst_ptr, int k_elements, queue_ptr stream) { - const int num_blocks = ceil_div(k_elements, SYCL_SIGMOID_BLOCK_SIZE); - stream->parallel_for( - sycl::nd_range<1>(sycl::range<1>(num_blocks) * sycl::range<1>(SYCL_SIGMOID_BLOCK_SIZE), - sycl::range<1>(SYCL_SIGMOID_BLOCK_SIZE)), - [=](sycl::nd_item<1> item_ct1) { - unary_op_sigmoid_kernel(src, dst_ptr, k_elements, item_ct1); - }); - }); + ggml_sycl_detail::ggml_sycl_op_unary(ctx, dst, [](auto x) { + return op_sigmoid(x); + }); } static inline void ggml_sycl_op_sqrt(ggml_backend_sycl_context & ctx, ggml_tensor * dst) { diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index 941fd41c0d0..3f1bdfb9f1b 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -4360,21 +4360,22 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g } case GGML_OP_UNARY: switch (ggml_get_unary_op(op)) { + case GGML_UNARY_OP_SGN: + case GGML_UNARY_OP_ABS: case GGML_UNARY_OP_NEG: case GGML_UNARY_OP_STEP: + case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_HARDSIGMOID: + case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_GELU: case GGML_UNARY_OP_SILU: - case GGML_UNARY_OP_RELU: case GGML_UNARY_OP_SIGMOID: - case GGML_UNARY_OP_HARDSIGMOID: case GGML_UNARY_OP_HARDSWISH: case GGML_UNARY_OP_GELU_QUICK: case GGML_UNARY_OP_GELU_ERF: - case GGML_UNARY_OP_TANH: case GGML_UNARY_OP_EXP: - case GGML_UNARY_OP_SGN: - case GGML_UNARY_OP_ABS: case GGML_UNARY_OP_ELU: + return true; case GGML_UNARY_OP_FLOOR: case GGML_UNARY_OP_CEIL: case GGML_UNARY_OP_ROUND: From 4db56412103502347e000142ffc01b1eca217e27 Mon Sep 17 00:00:00 2001 From: shaofeiqi <109865877+shaofeiqi@users.noreply.github.com> Date: Sat, 15 Nov 2025 17:33:10 -0800 Subject: [PATCH 025/197] opencl: add kernel to handle mat mul in attention to improve encoding speed (#17181) * Add mul_mm_f16_f32_kq_kqv kernel * Add ggml_cl_mul_mat_kq_kqv_adreno func * fix whitespace * remove unused variable * remove redundant * refactor and clean up * remove trailing whitespace --- ggml/src/ggml-opencl/CMakeLists.txt | 1 + ggml/src/ggml-opencl/ggml-opencl.cpp | 170 +++++++++++ .../kernels/mul_mm_f16_f32_kq_kqv.cl | 273 ++++++++++++++++++ 3 files changed, 444 insertions(+) create mode 100644 ggml/src/ggml-opencl/kernels/mul_mm_f16_f32_kq_kqv.cl diff --git a/ggml/src/ggml-opencl/CMakeLists.txt b/ggml/src/ggml-opencl/CMakeLists.txt index d3d97f375e8..681c81b88a1 100644 --- a/ggml/src/ggml-opencl/CMakeLists.txt +++ b/ggml/src/ggml-opencl/CMakeLists.txt @@ -119,6 +119,7 @@ set(GGML_OPENCL_KERNELS pad repeat mul_mat_f16_f32 + mul_mm_f16_f32_kq_kqv conv2d conv2d_f16_f32 flash_attn_f32_f16 diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index 465272fab90..b0abfa3c1d4 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -407,6 +407,8 @@ struct ggml_backend_opencl_context { cl_program program_mul_mv_f32_f32; cl_program program_mul; cl_program program_mul_mat_f16_f32_tiled; + cl_program program_mul_mm_f16_f32_kqv; + cl_program program_mul_mm_f16_f32_kq; cl_program program_div; cl_program program_sub; cl_program program_norm; @@ -481,6 +483,8 @@ struct ggml_backend_opencl_context { cl_kernel kernel_mul_mat_f16_f32; cl_kernel kernel_mul_mat_f16_f32_l4; cl_kernel kernel_mul_mat_f16_f32_tiled; + cl_kernel kernel_mul_mm_f16_f32_kqv; + cl_kernel kernel_mul_mm_f16_f32_kq; cl_kernel kernel_mul_mat_q4_0_f32, kernel_mul_mat_q4_0_f32_v; cl_kernel kernel_convert_block_q4_0, kernel_restore_block_q4_0; cl_kernel kernel_convert_block_mxfp4, kernel_convert_block_mxfp4_trans, kernel_restore_block_mxfp4, kernel_restore_block_mxfp4_trans; @@ -1235,6 +1239,25 @@ static void load_cl_kernels(ggml_backend_opencl_context *backend_ctx, ggml_cl_ve GGML_LOG_CONT("."); } + // mul_mm_f16_f32_kq_kqv + { +#ifdef GGML_OPENCL_EMBED_KERNELS + const std::string kernel_src { + #include "mul_mm_f16_f32_kq_kqv.cl.h" + }; +#else + const std::string kernel_src = read_file("mul_mm_f16_f32_kq_kqv.cl"); +#endif + backend_ctx->program_mul_mm_f16_f32_kqv = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts+" -DKQV "); + backend_ctx->program_mul_mm_f16_f32_kq = + build_program_from_source(backend_ctx->context, backend_ctx->device, kernel_src.c_str(), compile_opts); + + CL_CHECK((backend_ctx->kernel_mul_mm_f16_f32_kqv = clCreateKernel(backend_ctx->program_mul_mm_f16_f32_kqv, "mul_mm_f16_f32_kqv", &err), err)); + CL_CHECK((backend_ctx->kernel_mul_mm_f16_f32_kq = clCreateKernel(backend_ctx->program_mul_mm_f16_f32_kq, "mul_mm_f16_f32_kq", &err), err)); + GGML_LOG_CONT("."); + } + // mul { #ifdef GGML_OPENCL_EMBED_KERNELS @@ -6665,6 +6688,146 @@ static void ggml_cl_conv_2d(ggml_backend_t backend, const ggml_tensor * src0, co backend_ctx->enqueue_ndrange_kernel(kernel, 2, global_work_size, local_work_size, dst); } +static void ggml_cl_mul_mat_kq_kqv_adreno(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { + ggml_backend_opencl_context *backend_ctx = (ggml_backend_opencl_context *)backend->context; + + ggml_tensor_extra_cl * extra0 = (ggml_tensor_extra_cl *)src0->extra; + ggml_tensor_extra_cl * extra1 = (ggml_tensor_extra_cl *)src1->extra; + ggml_tensor_extra_cl * extrad = (ggml_tensor_extra_cl *)dst->extra; + + const int ne00 = src0->ne[0]; + const int ne01 = src0->ne[1]; + const int ne02 = src0->ne[2]; + + const cl_ulong nb01 = src0->nb[1]; + const cl_ulong nb02 = src0->nb[2]; + + const int ne10 = src1->ne[0]; + const int ne11 = src1->ne[1]; + const int ne12 = src1->ne[2]; + + const cl_ulong nb10 = src1->nb[0]; + + const int ne0 = dst->ne[0]; + const int ne1 = dst->ne[1]; + + GGML_ASSERT(ne00 == ne10); + + cl_kernel kernel; + cl_context context = backend_ctx->context; + + cl_int status; + cl_image_format img_fmt_1d; + cl_image_desc img_desc_1d; + cl_buffer_region region; + cl_mem A_image1d; + cl_mem A_sub_buffer; + cl_mem B_sub_buffer; + cl_mem D_image1d; + cl_mem D_sub_buffer; + + int M = ne01; + int N = ne1; + int K = ne00; + + if (nb01 > nb02) { + // KQ + kernel = backend_ctx->kernel_mul_mm_f16_f32_kq; + } else { + // KQV + kernel = backend_ctx->kernel_mul_mm_f16_f32_kqv; + } + // create sub-buffer for A + // <--------------------------------------------> // + extra0 = src0->view_src ? (ggml_tensor_extra_cl *)src0->view_src->extra : (ggml_tensor_extra_cl *)src0->extra; + + region.origin = (extra0->offset); + if (nb01 > nb02) { + // KQ + region.size = nb01 * ne01; + } else { + // KQV + region.size = nb02 * ne02; + } + + A_sub_buffer = clCreateSubBuffer((extra0->data_device), 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &status); + CL_CHECK(status); + + // <--------------------------------------------> // + + // create sub-buffer for B + // <--------------------------------------------> // + region.origin = (extra1->offset); + region.size = nb10 * ne10 * ne11 * ne12; + B_sub_buffer = clCreateSubBuffer((extra1->data_device), 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &status); + CL_CHECK(status); + // <--------------------------------------------> // + + img_fmt_1d = {CL_RGBA, CL_FLOAT}; + memset(&img_desc_1d, 0, sizeof(img_desc_1d)); + img_desc_1d.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + if (nb01 > nb02) { + img_desc_1d.image_width = (nb01 * ne01 / 4)/4; + } + else { + img_desc_1d.image_width = (nb02 * ne02 / 4)/4; + } + img_desc_1d.buffer = A_sub_buffer; + A_image1d = clCreateImage(context, CL_MEM_READ_ONLY, &img_fmt_1d, &img_desc_1d, NULL, &status); + CL_CHECK(status); + + // create sub-buffer for output C + // <--------------------------------------------> // + region.origin = (extrad->offset); + region.size = ne0 * ne1 * dst->ne[2] * dst->nb[0]; // size of C in bytes + D_sub_buffer = clCreateSubBuffer((extrad->data_device), 0, CL_BUFFER_CREATE_TYPE_REGION, ®ion, &status); + CL_CHECK(status); + // <--------------------------------------------> // + + // create image for C output + // <--------------------------------------------> // + img_fmt_1d = {CL_R, CL_FLOAT}; + memset(&img_desc_1d, 0, sizeof(img_desc_1d)); + img_desc_1d.image_type = CL_MEM_OBJECT_IMAGE1D_BUFFER; + img_desc_1d.image_width = ne0 * ne1 * dst->ne[2] * dst->nb[0] / 4; + img_desc_1d.buffer = D_sub_buffer; + D_image1d = clCreateImage(context, CL_MEM_WRITE_ONLY, &img_fmt_1d, &img_desc_1d, NULL, &status); + CL_CHECK(status); + // <--------------------------------------------> // + + int offset_src0 = 0; + int offset_src1 = 0; + + // set kernel args + // <--------------------------------------------> // + cl_uint k_arg = 0; + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(cl_mem), &A_image1d)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &offset_src0)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(cl_mem), &B_sub_buffer)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &offset_src1)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(cl_mem), &D_image1d)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &extrad->offset)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &M)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &K)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &N)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &ne02)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &ne12)); + CL_CHECK(clSetKernelArg(kernel, k_arg++, sizeof(int), &nb01)); + + size_t global_work_size[3] = {64, static_cast(((M+63)/64)), static_cast(((N+31)/32)*ne12)}; + size_t local_work_size[3] = {64, 1, 2}; + + backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); + + // deallocate sub buffers and images + // <--------------------------------------------> // + CL_CHECK(clReleaseMemObject(A_image1d)); + CL_CHECK(clReleaseMemObject(D_image1d)); + CL_CHECK(clReleaseMemObject(A_sub_buffer)); + CL_CHECK(clReleaseMemObject(B_sub_buffer)); + CL_CHECK(clReleaseMemObject(D_sub_buffer)); +} + static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { GGML_ASSERT(src0); GGML_ASSERT(src0->extra); @@ -6731,6 +6894,13 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co #ifdef GGML_OPENCL_USE_ADRENO_KERNELS cl_context context = backend_ctx->context; + if(src0t == GGML_TYPE_F16 && src1t == GGML_TYPE_F32){ + if (ne01 >= 64 && ne1 >= 32 && ne00 >= 16 && (ne12 % ne02) == 0){ + ggml_cl_mul_mat_kq_kqv_adreno(backend, src0, src1, dst); + return; + } + } + if (ne01 && ne1 && use_adreno_kernels(backend_ctx, src0)) { // init CL objects diff --git a/ggml/src/ggml-opencl/kernels/mul_mm_f16_f32_kq_kqv.cl b/ggml/src/ggml-opencl/kernels/mul_mm_f16_f32_kq_kqv.cl new file mode 100644 index 00000000000..ac0274b64fc --- /dev/null +++ b/ggml/src/ggml-opencl/kernels/mul_mm_f16_f32_kq_kqv.cl @@ -0,0 +1,273 @@ +#pragma OPENCL EXTENSION cl_khr_fp16 : enable +#pragma OPENCL EXTENSION cl_khr_subgroups : enable + +#define LM_FIRST_256B 0 +#define LM_SECOND_256B 64 +#define LM_THIRD_256B 128 +#define LM_FOURTH_256B 192 + + +inline float16 mm_load_a( + image1d_buffer_t matrix_A, + uint subMatrixAStartInElements, + int nb01, + int line_stride_matrix_A_in_bytes +) { + __private float8 regA; + size_t sub_block_id_m = get_local_id(0); + +#ifdef KQV + uint a_texCoord = subMatrixAStartInElements/2 + (sub_block_id_m * nb01/4); +#else // KQ + uint a_texCoord = subMatrixAStartInElements/2 + (sub_block_id_m * line_stride_matrix_A_in_bytes/4); +#endif + + regA.s0123 = read_imagef(matrix_A, a_texCoord/4); + regA.s4567 = read_imagef(matrix_A, (a_texCoord+4)/4); + + return convert_float16(as_half16(regA)); +} + +inline float4 alu_32( + float16 regA, + __local float4* matrix_B_vec +) { + + __private float4 rC = 0; + int i = get_sub_group_id() * 64; + + rC += regA.s0 * matrix_B_vec[i]; + rC += regA.s1 * matrix_B_vec[i + 16]; + rC += regA.s4 * matrix_B_vec[i + 1]; + rC += regA.s5 * matrix_B_vec[i + 17]; + rC += regA.s8 * matrix_B_vec[i + 2]; + rC += regA.s9 * matrix_B_vec[i + 18]; + rC += regA.sc * matrix_B_vec[i + 3]; + rC += regA.sd * matrix_B_vec[i + 19]; + + i += 32; + + rC += regA.s2 * matrix_B_vec[i]; + rC += regA.s3 * matrix_B_vec[i + 16]; + rC += regA.s6 * matrix_B_vec[i + 1]; + rC += regA.s7 * matrix_B_vec[i + 17]; + rC += regA.sa * matrix_B_vec[i + 2]; + rC += regA.sb * matrix_B_vec[i + 18]; + rC += regA.se * matrix_B_vec[i + 3]; + rC += regA.sf * matrix_B_vec[i + 19]; + + return rC; +} + +inline float16 alu_16( + float16 regA, + __local float* matrix_B_local +) { + float16 out; + __local float4* matrix_B_vec = (__local float4*)matrix_B_local; + + out.s0123 = alu_32(regA, matrix_B_vec); + out.s4567 = alu_32(regA, matrix_B_vec + 4); + out.s89ab = alu_32(regA, matrix_B_vec + 8); + out.scdef = alu_32(regA, matrix_B_vec + 12); + + return out; +} + +inline void mm_mad( + __local float* matrix_B_local, + float16 regA, + float8 regB, + uint b_localOffsetInWords, + float16* regC0_ptr, + float16* regC1_ptr +) { + int offset = b_localOffsetInWords + get_sub_group_id() * 256; + + matrix_B_local[offset + LM_FIRST_256B] = regB.s0; + matrix_B_local[offset + LM_SECOND_256B] = regB.s1; + matrix_B_local[offset + LM_THIRD_256B] = regB.s2; + matrix_B_local[offset + LM_FOURTH_256B] = regB.s3; + + float16 add0 = alu_16(regA, matrix_B_local); + *regC0_ptr += add0; + + matrix_B_local[offset + LM_FIRST_256B] = regB.s4; + matrix_B_local[offset + LM_SECOND_256B] = regB.s5; + matrix_B_local[offset + LM_THIRD_256B] = regB.s6; + matrix_B_local[offset + LM_FOURTH_256B] = regB.s7; + + float16 add1 = alu_16(regA, matrix_B_local); + *regC1_ptr += add1; +} + +inline void mm_store_c_N( + __write_only image1d_buffer_t matrix_C, + float16 regC0, + float16 regC1, + uint subMatrixCStartInElements, + int line_stride_matrix_C_in_bytes, + int mask +) { + size_t sub_block_id_m = get_local_id(0); + + uint strideInWords = line_stride_matrix_C_in_bytes/4; + uint c_coordInWords_0 = (subMatrixCStartInElements + sub_block_id_m); + + uint c_coordInWords_1 = c_coordInWords_0 + 1 * strideInWords; + uint c_coordInWords_2 = c_coordInWords_0 + 2 * strideInWords; + uint c_coordInWords_3 = c_coordInWords_0 + 3 * strideInWords; + uint c_coordInWords_4 = c_coordInWords_0 + 4 * strideInWords; + uint c_coordInWords_5 = c_coordInWords_0 + 5 * strideInWords; + uint c_coordInWords_6 = c_coordInWords_0 + 6 * strideInWords; + uint c_coordInWords_7 = c_coordInWords_0 + 7 * strideInWords; + uint c_coordInWords_8 = c_coordInWords_0 + 8 * strideInWords; + uint c_coordInWords_9 = c_coordInWords_0 + 9 * strideInWords; + uint c_coordInWords_10 = c_coordInWords_0 + 10 * strideInWords; + uint c_coordInWords_11 = c_coordInWords_0 + 11 * strideInWords; + uint c_coordInWords_12 = c_coordInWords_0 + 12 * strideInWords; + uint c_coordInWords_13 = c_coordInWords_0 + 13 * strideInWords; + uint c_coordInWords_14 = c_coordInWords_0 + 14 * strideInWords; + uint c_coordInWords_15 = c_coordInWords_0 + 15 * strideInWords; + uint c_coordInWords_16 = c_coordInWords_0 + 16 * strideInWords; + uint c_coordInWords_17 = c_coordInWords_0 + 17 * strideInWords; + uint c_coordInWords_18 = c_coordInWords_0 + 18 * strideInWords; + uint c_coordInWords_19 = c_coordInWords_0 + 19 * strideInWords; + uint c_coordInWords_20 = c_coordInWords_0 + 20 * strideInWords; + uint c_coordInWords_21 = c_coordInWords_0 + 21 * strideInWords; + uint c_coordInWords_22 = c_coordInWords_0 + 22 * strideInWords; + uint c_coordInWords_23 = c_coordInWords_0 + 23 * strideInWords; + uint c_coordInWords_24 = c_coordInWords_0 + 24 * strideInWords; + uint c_coordInWords_25 = c_coordInWords_0 + 25 * strideInWords; + uint c_coordInWords_26 = c_coordInWords_0 + 26 * strideInWords; + uint c_coordInWords_27 = c_coordInWords_0 + 27 * strideInWords; + uint c_coordInWords_28 = c_coordInWords_0 + 28 * strideInWords; + uint c_coordInWords_29 = c_coordInWords_0 + 29 * strideInWords; + uint c_coordInWords_30 = c_coordInWords_0 + 30 * strideInWords; + uint c_coordInWords_31 = c_coordInWords_0 + 31 * strideInWords; + + if (mask > 0) { write_imagef(matrix_C, c_coordInWords_0, regC0.s0); } + if (mask > 1) { write_imagef(matrix_C, c_coordInWords_1, regC0.s1); } + if (mask > 2) { write_imagef(matrix_C, c_coordInWords_2, regC0.s2); } + if (mask > 3) { write_imagef(matrix_C, c_coordInWords_3, regC0.s3); } + if (mask > 4) { write_imagef(matrix_C, c_coordInWords_4, regC0.s4); } + if (mask > 5) { write_imagef(matrix_C, c_coordInWords_5, regC0.s5); } + if (mask > 6) { write_imagef(matrix_C, c_coordInWords_6, regC0.s6); } + if (mask > 7) { write_imagef(matrix_C, c_coordInWords_7, regC0.s7); } + if (mask > 8) { write_imagef(matrix_C, c_coordInWords_8, regC0.s8); } + if (mask > 9) { write_imagef(matrix_C, c_coordInWords_9, regC0.s9); } + if (mask > 10) { write_imagef(matrix_C, c_coordInWords_10, regC0.sa); } + if (mask > 11) { write_imagef(matrix_C, c_coordInWords_11, regC0.sb); } + if (mask > 12) { write_imagef(matrix_C, c_coordInWords_12, regC0.sc); } + if (mask > 13) { write_imagef(matrix_C, c_coordInWords_13, regC0.sd); } + if (mask > 14) { write_imagef(matrix_C, c_coordInWords_14, regC0.se); } + if (mask > 15) { write_imagef(matrix_C, c_coordInWords_15, regC0.sf); } + if (mask > 16) { write_imagef(matrix_C, c_coordInWords_16, regC1.s0); } + if (mask > 17) { write_imagef(matrix_C, c_coordInWords_17, regC1.s1); } + if (mask > 18) { write_imagef(matrix_C, c_coordInWords_18, regC1.s2); } + if (mask > 19) { write_imagef(matrix_C, c_coordInWords_19, regC1.s3); } + if (mask > 20) { write_imagef(matrix_C, c_coordInWords_20, regC1.s4); } + if (mask > 21) { write_imagef(matrix_C, c_coordInWords_21, regC1.s5); } + if (mask > 22) { write_imagef(matrix_C, c_coordInWords_22, regC1.s6); } + if (mask > 23) { write_imagef(matrix_C, c_coordInWords_23, regC1.s7); } + if (mask > 24) { write_imagef(matrix_C, c_coordInWords_24, regC1.s8); } + if (mask > 25) { write_imagef(matrix_C, c_coordInWords_25, regC1.s9); } + if (mask > 26) { write_imagef(matrix_C, c_coordInWords_26, regC1.sa); } + if (mask > 27) { write_imagef(matrix_C, c_coordInWords_27, regC1.sb); } + if (mask > 28) { write_imagef(matrix_C, c_coordInWords_28, regC1.sc); } + if (mask > 29) { write_imagef(matrix_C, c_coordInWords_29, regC1.sd); } + if (mask > 30) { write_imagef(matrix_C, c_coordInWords_30, regC1.se); } + if (mask > 31) { write_imagef(matrix_C, c_coordInWords_31, regC1.sf); } +} + +#define TILESIZE_K 16 +#define TILESIZE_M 64 +#define TILESIZE_N 32 +#ifdef KQV +__kernel void mul_mm_f16_f32_kqv( +#else +__kernel void mul_mm_f16_f32_kq( +#endif + __read_only image1d_buffer_t matrix_A, + int offset0, + __global float* matrix_B, + int offset1, + __write_only image1d_buffer_t matrix_C, + int offsetd, + int M, int K, int N, + int D_A, + int D_B, + int nb01 +) { + + uint block_id_m = get_global_id(1); + uint block_id_n = get_global_id(2) % ((N+TILESIZE_N-1)/TILESIZE_N); + uint block_id_d = get_global_id(2) / ((N+TILESIZE_N-1)/TILESIZE_N); + + __private float16 regA; + __private float8 regB; + __private float16 regC0; + __private float16 regC1; + + const uint col = block_id_m * TILESIZE_M; + const uint row = block_id_n * TILESIZE_N; + const uint depth_A = block_id_d / (D_B/D_A); + const uint depth_B = block_id_d; + +#ifdef KQV + int line_stride_matrix_A_in_bytes = nb01 * M; + int line_stride_matrix_B_in_bytes = K * N * 4; +#else + int line_stride_matrix_A_in_bytes = K * D_A * 2; + int line_stride_matrix_B_in_bytes = K * D_B * 4; +#endif + + int line_stride_matrix_C_in_bytes = M * 4; + + const uint strideAinElements = line_stride_matrix_A_in_bytes / 2; + const uint strideBinElements = line_stride_matrix_B_in_bytes / 4; + + size_t sub_block_id_m = get_local_id(0); + + uint b_localOffsetInWords = (sub_block_id_m/16)*16 + + ((((sub_block_id_m)>>0)&1)<<2) + + ((((sub_block_id_m)>>1)&1)<<3) + + ((((sub_block_id_m)>>2)&1)<<0) + + ((((sub_block_id_m)>>3)&1)<<1); + + uint2 b_globalOffsetInWords_xy = {((sub_block_id_m%4)*4), (sub_block_id_m>>2)}; + uint b_globalOffsetInWords00, b_globalOffsetInWords16; +#ifdef KQV + b_globalOffsetInWords00 = b_globalOffsetInWords_xy.x + b_globalOffsetInWords_xy.y*K; + b_globalOffsetInWords16 = b_globalOffsetInWords00 + (16 * K); + uint subMatrixAStartInElements = depth_A * strideAinElements + col * nb01 / 2; + uint subMatrixBStartInElements = depth_B * strideBinElements + row * K; +#else + b_globalOffsetInWords00 = b_globalOffsetInWords_xy.x + b_globalOffsetInWords_xy.y*line_stride_matrix_B_in_bytes/4; + b_globalOffsetInWords16 = b_globalOffsetInWords00 + (16 * line_stride_matrix_B_in_bytes/4); + uint subMatrixAStartInElements = col * strideAinElements + depth_A * K; + uint subMatrixBStartInElements = row * strideBinElements + depth_B * K; +#endif + + __local float matrix_B_local[1024]; + + for (uint step=0; step < K; step+=TILESIZE_K) { + size_t sub_block_id_m = get_local_id(0); + regA = mm_load_a(matrix_A, subMatrixAStartInElements, nb01, line_stride_matrix_A_in_bytes); + + uint b_coordInWords00 = subMatrixBStartInElements + b_globalOffsetInWords00; + uint b_coordInWords16 = subMatrixBStartInElements + b_globalOffsetInWords16; + + regB.s0123 = vload4(b_coordInWords00/4, matrix_B); + regB.s4567 = vload4(b_coordInWords16/4, matrix_B); + + mm_mad(matrix_B_local, regA, regB, b_localOffsetInWords, ®C0, ®C1); + + subMatrixAStartInElements += TILESIZE_K; + subMatrixBStartInElements += TILESIZE_K; + } + + uint subMatrixCStartInElements = depth_B * N * M + row * M + col; + mm_store_c_N(matrix_C, regC0, regC1, subMatrixCStartInElements, line_stride_matrix_C_in_bytes, (N-block_id_n*32)); +} + From 52e5d421f1d0584d2dc2caaa1c35126215660bde Mon Sep 17 00:00:00 2001 From: lhez Date: Sat, 15 Nov 2025 17:40:14 -0800 Subject: [PATCH 026/197] opencl: fix rms_norm_mul (#17250) * opencl: use subgrroup reduce for reduction in rms_norm_mul * opencl: add comment about workgroup size --- ggml/src/ggml-opencl/ggml-opencl.cpp | 2 +- ggml/src/ggml-opencl/kernels/rms_norm.cl | 35 +++++++++++++++++------- 2 files changed, 26 insertions(+), 11 deletions(-) diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index b0abfa3c1d4..4cb6afe9271 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -5705,7 +5705,7 @@ static void ggml_opencl_op_rms_norm_fused(ggml_backend_t backend, ggml_tensor * CL_CHECK(clSetKernelArg(kernel, 21, sizeof(cl_ulong), &nb2)); CL_CHECK(clSetKernelArg(kernel, 22, sizeof(cl_ulong), &nb3)); CL_CHECK(clSetKernelArg(kernel, 23, sizeof(float), &eps)); - CL_CHECK(clSetKernelArg(kernel, 24, sizeof(float)*nth/sgs, NULL)); + CL_CHECK(clSetKernelArg(kernel, 24, sizeof(float)*sgs, NULL)); backend_ctx->enqueue_ndrange_kernel(kernel, 3, global_work_size, local_work_size, dst); } diff --git a/ggml/src/ggml-opencl/kernels/rms_norm.cl b/ggml/src/ggml-opencl/kernels/rms_norm.cl index ecd053cb4c1..4b18d17d6f8 100644 --- a/ggml/src/ggml-opencl/kernels/rms_norm.cl +++ b/ggml/src/ggml-opencl/kernels/rms_norm.cl @@ -134,6 +134,15 @@ kernel void kernel_rms_norm_mul( src1 = src1 + offset1; dst = dst + offsetd; + // The size of sum is sizeof(float)*subgroup_size. + // Each subgroup writes its partial sum to this array. + // So the number of subgroups per workgroup for this kernel cannot exceed the subgroup size. + // This is generally true - + // for subgroup size 64, workgroup size should be less than 4096 (the max is usually 1024). + if (get_sub_group_id() == 0) { + sum[get_sub_group_local_id()] = 0.0f; + } + int i03 = get_group_id(2); int i02 = get_group_id(1); int i01 = get_group_id(0); @@ -148,24 +157,30 @@ kernel void kernel_rms_norm_mul( sumf += dot(x[i00], x[i00]); } sumf = sub_group_reduce_add(sumf); + + barrier(CLK_LOCAL_MEM_FENCE); + if (get_sub_group_local_id() == 0) { sum[get_sub_group_id()] = sumf; } barrier(CLK_LOCAL_MEM_FENCE); - for (uint i = get_local_size(0) / get_max_sub_group_size() / 2; i > 0; i /= 2) { - if (get_local_id(0) < i) { - sum[get_local_id(0)] += sum[get_local_id(0) + i]; - } - } - if (get_local_id(0) == 0) { - sum[0] /= ne00; - } + //for (uint i = get_local_size(0) / get_max_sub_group_size() / 2; i > 0; i /= 2) { + // if (get_local_id(0) < i) { + // sum[get_local_id(0)] += sum[get_local_id(0) + i]; + // } + //} + //if (get_local_id(0) == 0) { + // sum[0] /= ne00; + //} - barrier(CLK_LOCAL_MEM_FENCE); + //barrier(CLK_LOCAL_MEM_FENCE); + + sumf = sum[get_sub_group_local_id()]; + sumf = sub_group_reduce_add(sumf); - float mean = sum[0]; + float mean = sumf / ne00; float scale = 1.0f/sqrt(mean + eps); global float4 * y = (global float4 *) (dst + i03*nb3 + i02*nb2 + i01*nb1); From 5b2093beccf824b57bf94ecb103d70f9b881f016 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sun, 16 Nov 2025 09:23:37 +0200 Subject: [PATCH 027/197] server : handle context overflow during decode (#17267) * server : handle context overflow during decode * server : minor refactor --- tools/server/server.cpp | 59 +++++++++++++++++++++-------------------- 1 file changed, 30 insertions(+), 29 deletions(-) diff --git a/tools/server/server.cpp b/tools/server/server.cpp index 2681eab646c..0fc3cf9195c 100644 --- a/tools/server/server.cpp +++ b/tools/server/server.cpp @@ -1686,14 +1686,13 @@ struct server_slot { llama_state_seq_get_data_ext(ctx, cur->data.data(), cur_size, id, 0); } - void prompt_load(server_prompt_cache & prompt_cache, const server_tokens & tokens) { + bool prompt_load(server_prompt_cache & prompt_cache, const server_tokens & tokens) { bool res = prompt_cache.load(prompt, tokens, ctx, id); if (!res) { SLT_WRN(*this, "%s", "failed to load prompt from cache\n"); - - llama_memory_seq_rm(llama_get_memory(ctx), id, -1, -1); - prompt.tokens.clear(); } + + return res; } std::vector lora; @@ -2339,7 +2338,6 @@ struct server_context { llama_batch batch {}; - bool clean_kv_cache = true; bool add_bos_token = true; int32_t n_ctx; // total context for all clients / slots @@ -2702,7 +2700,10 @@ struct server_context { const int64_t t_start = ggml_time_us(); ret->prompt_save(*prompt_cache); - ret->prompt_load(*prompt_cache, task.tokens); + + if (!ret->prompt_load(*prompt_cache, task.tokens)) { + clear_slot(*ret); + } prompt_cache->update(); @@ -2713,12 +2714,21 @@ struct server_context { return ret; } - // return true if at least one slot has been purged + void clear_slot(server_slot & slot) const { + GGML_ASSERT(!slot.is_processing()); + + SLT_WRN(slot, "clearing slot with %zu tokens\n", slot.prompt.tokens.size()); + + llama_memory_seq_rm(llama_get_memory(ctx), slot.id, -1, -1); + slot.prompt.tokens.clear(); + } + + // return true if at least one slot has been cleared // TODO: improve logic - // - smarter decision which slot to purge (LRU or longest prompt?) + // - smarter decision which slot to clear (LRU or longest prompt?) // - move slot to level 2 cache instead of removing? // - instead of purging, try to store and resume later? - bool try_purge_idle_slots() { + bool try_clear_idle_slots() { bool res = false; if (!params_base.kv_unified) { @@ -2733,12 +2743,11 @@ struct server_context { if (slot.prompt.n_tokens() > 0) { SRV_WRN("purging slot %d with %zu tokens\n", slot.id, slot.prompt.tokens.size()); - llama_memory_seq_rm(llama_get_memory(ctx), slot.id, -1, -1); - slot.prompt.tokens.clear(); + clear_slot(slot); res = true; - // purge slots one by one + // clear slots one by one break; } } @@ -2848,14 +2857,6 @@ struct server_context { return true; } - void kv_cache_clear() { - SRV_DBG("%s", "clearing KV cache\n"); - - // clear the entire KV cache - llama_memory_clear(llama_get_memory(ctx), true); - clean_kv_cache = false; - } - bool process_token(completion_token_output & result, server_slot & slot) { // remember which tokens were sampled - used for repetition penalties during sampling const std::string token_str = result.text_to_send; @@ -3443,8 +3444,8 @@ struct server_context { // Erase token cache const size_t n_erased = slot->prompt.tokens.size(); - llama_memory_seq_rm(llama_get_memory(ctx), slot->id, -1, -1); - slot->prompt.tokens.clear(); + + clear_slot(*slot); auto res = std::make_unique(); res->id = task.id; @@ -3477,9 +3478,6 @@ struct server_context { if (all_idle) { SRV_INF("%s", "all slots are idle\n"); - if (clean_kv_cache) { - kv_cache_clear(); - } return; } @@ -3873,12 +3871,11 @@ struct server_context { if (!llama_memory_seq_rm(llama_get_memory(ctx), slot.id, p0, -1)) { SLT_WRN(slot, "failed to truncate tokens with position >= %d - clearing the memory\n", p0); - llama_memory_seq_rm(llama_get_memory(ctx), slot.id, -1, -1); + + clear_slot(slot); // there is no common part left slot.n_prompt_tokens_cache = 0; - - slot.prompt.tokens.clear(); } // check if we should process the image @@ -4108,6 +4105,10 @@ struct server_context { if (slot.is_processing()) { send_error(slot, err); slot.release(); + + // note: it's complicated to keep track of how much of the current batch has been + // processed before the error occurred, so we simply clear the entire context + clear_slot(slot); } } @@ -4116,7 +4117,7 @@ struct server_context { } // retry with half the batch size to try to find a free slot in the KV cache - if (!try_purge_idle_slots()) { + if (!try_clear_idle_slots()) { n_batch /= 2; } From 416e7c7f477c06b3ad208067ace057c8d8be745f Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sun, 16 Nov 2025 09:50:26 +0200 Subject: [PATCH 028/197] metal : remove obosolete asserts (#17295) --- ggml/src/ggml-metal/ggml-metal-ops.cpp | 6 ------ 1 file changed, 6 deletions(-) diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp index ae098d371f1..0c1714fdbc0 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.cpp +++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp @@ -2191,8 +2191,6 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_dispatch_threadgroups(enc, ncpsg, std::max(ne12, ne32), std::max(ne13, ne33), 32, 1, 1); need_sync = true; - } else { - assert(ggml_metal_op_flash_attn_ext_extra_pad(op) == 0); } if (has_mask) { @@ -2222,8 +2220,6 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_dispatch_threadgroups(enc, nblk0, nblk1, ne32*ne33, 32, 1, 1); need_sync = true; - } else { - assert(ggml_metal_op_flash_attn_ext_extra_blk(op) == 0); } if (need_sync) { @@ -2363,8 +2359,6 @@ int ggml_metal_op_flash_attn_ext(ggml_metal_op_t ctx, int idx) { ggml_metal_encoder_dispatch_threadgroups(enc, ncpsg, std::max(ne12, ne32), std::max(ne13, ne33), 32, 1, 1); need_sync = true; - } else { - assert(ggml_metal_op_flash_attn_ext_extra_pad(op) == 0); } if (need_sync) { From 8b1c339bd2eb04f5771b4f1e6c88ab95438f109e Mon Sep 17 00:00:00 2001 From: Eve <139727413+netrunnereve@users.noreply.github.com> Date: Sun, 16 Nov 2025 18:09:17 +0000 Subject: [PATCH 029/197] ci : revert #16249 (#17303) * Delete .github/workflows/build-amd.yml * Update build.yml --- .github/workflows/build-amd.yml | 52 --------------------------------- .github/workflows/build.yml | 28 ++++++++++++++++++ 2 files changed, 28 insertions(+), 52 deletions(-) delete mode 100644 .github/workflows/build-amd.yml diff --git a/.github/workflows/build-amd.yml b/.github/workflows/build-amd.yml deleted file mode 100644 index b6fe8de8650..00000000000 --- a/.github/workflows/build-amd.yml +++ /dev/null @@ -1,52 +0,0 @@ -name: CI (AMD) - -on: - workflow_dispatch: # allows manual triggering - push: - branches: - - master - paths: [ - '.github/workflows/build-amd.yml', - '**/CMakeLists.txt', - '**/.cmake', - '**/*.h', - '**/*.hpp', - '**/*.c', - '**/*.cpp', - '**/*.cu', - '**/*.cuh', - '**/*.comp' - ] - -concurrency: - group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }} - cancel-in-progress: true - -jobs: - ggml-ci-x64-amd-vulkan: - runs-on: [self-hosted, Linux, X64, AMD] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v4 - - - name: Test - id: ggml-ci - run: | - vulkaninfo --summary - GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp - - ggml-ci-x64-amd-rocm: - runs-on: [self-hosted, Linux, X64, AMD] - - steps: - - name: Clone - id: checkout - uses: actions/checkout@v4 - - - name: Test - id: ggml-ci - run: | - amd-smi static - GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 0112fc323f7..e3697ffaaa4 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -1599,6 +1599,34 @@ jobs: run: | bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + ggml-ci-x64-amd-vulkan: + runs-on: [self-hosted, Linux, X64, AMD] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Test + id: ggml-ci + run: | + vulkaninfo --summary + GG_BUILD_VULKAN=1 bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + + ggml-ci-x64-amd-rocm: + runs-on: [self-hosted, Linux, X64, AMD] + + steps: + - name: Clone + id: checkout + uses: actions/checkout@v4 + + - name: Test + id: ggml-ci + run: | + amd-smi static + GG_BUILD_ROCM=1 GG_BUILD_AMDGPU_TARGETS="gfx1101" bash ./ci/run.sh ~/results/llama.cpp /mnt/llama.cpp + ggml-ci-mac-metal: runs-on: [self-hosted, macOS, ARM64] From 80deff3648b93727422461c41c7279ef1dac7452 Mon Sep 17 00:00:00 2001 From: Ruben Ortlam Date: Sun, 16 Nov 2025 19:38:17 +0100 Subject: [PATCH 030/197] vulkan: fix MMQ quantize_y condition (#17301) --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index ef99c3c1eba..5bdc675cf6e 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -6444,7 +6444,7 @@ static void ggml_vk_mul_mat_q_f16(ggml_backend_vk_context * ctx, vk_context& sub const bool y_f32_kernel = src1->type == GGML_TYPE_F32 && !y_non_contig; - bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && (ne11 * ne10) % 4 == 0; + bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && !y_non_contig && (ne11 * ne10) % 4 == 0; // Check for mmq first vk_matmul_pipeline mmp = quantize_y ? ggml_vk_get_mul_mat_mat_pipeline(ctx, src0->type, GGML_TYPE_Q8_1, (ggml_prec)dst->op_params[0]) : nullptr; @@ -6731,7 +6731,7 @@ static void ggml_vk_mul_mat_vec_q_f16(ggml_backend_vk_context * ctx, vk_context& const bool y_non_contig = !ggml_vk_dim01_contiguous(src1); const bool f16_f32_kernel = src1->type == GGML_TYPE_F32; - bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && (ne11 * ne10) % 4 == 0 && ggml_vk_should_use_mmvq(ctx->device, ne01, ne11, ne10, src0->type); + bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && !y_non_contig && (ne11 * ne10) % 4 == 0 && ggml_vk_should_use_mmvq(ctx->device, ne01, ne11, ne10, src0->type); vk_pipeline to_fp16_vk_0 = nullptr; vk_pipeline to_fp16_vk_1 = nullptr; @@ -7220,7 +7220,7 @@ static void ggml_vk_mul_mat_id_q_f16(ggml_backend_vk_context * ctx, vk_context& const bool y_f32_kernel = src1->type == GGML_TYPE_F32 && !y_non_contig; - bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && (ne11 * ne10) % 4 == 0; + bool quantize_y = ctx->device->integer_dot_product && src1->type == GGML_TYPE_F32 && ggml_is_contiguous(src1) && !y_non_contig && (ne11 * ne10) % 4 == 0; // Check for mmq first vk_matmul_pipeline mmp = quantize_y ? ggml_vk_get_mul_mat_mat_id_pipeline(ctx, src0->type, GGML_TYPE_Q8_1, (ggml_prec)dst->op_params[0]) : nullptr; From dbed61294abbc91b93aef64047bf2fecbf44b48b Mon Sep 17 00:00:00 2001 From: Pavels Zaicenkovs Date: Sun, 16 Nov 2025 22:50:09 +0100 Subject: [PATCH 031/197] vulkan: add LOG operation support for F32 and F16 (#17183) * vulkan: add LOG operation support for F32 and F16 Part of #14909. * vulkan: Fix LOG operation types * docs: Update operation support documentation for Vulkan LOG operation * vulkan: fix log_f16 shader * docs: restore missing LOG test cases and regenerate ops.md --- docs/ops.md | 2 +- docs/ops/Vulkan.csv | 8 +++--- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 25 +++++++++++++++++++ ggml/src/ggml-vulkan/vulkan-shaders/log.comp | 17 +++++++++++++ .../vulkan-shaders/vulkan-shaders-gen.cpp | 3 +++ 5 files changed, 50 insertions(+), 5 deletions(-) create mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/log.comp diff --git a/docs/ops.md b/docs/ops.md index 901bdf6c4b8..4ada4384fcc 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -63,7 +63,7 @@ Legend: | IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | 🟡 | ❌ | -| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | +| LOG | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ✅ | ❌ | | MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv index cb34e77e434..290bdd12154 100644 --- a/docs/ops/Vulkan.csv +++ b/docs/ops/Vulkan.csv @@ -8627,7 +8627,7 @@ "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=129,n_experts=8,n_experts_used=4,n_token=129","support","1","yes","Vulkan" "Vulkan0","SQR","type=f16,ne=[10,5,4,3]","support","0","no","Vulkan" "Vulkan0","SQRT","type=f16,ne=[10,3,3,2]","support","0","no","Vulkan" -"Vulkan0","LOG","type=f16,ne=[10,5,4,3]","support","0","no","Vulkan" +"Vulkan0","LOG","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","SIN","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan" "Vulkan0","COS","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan" "Vulkan0","CLAMP","type=f16,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","0","no","Vulkan" @@ -8638,7 +8638,7 @@ "Vulkan0","TRUNC","type=f16,ne=[10,2,2,2]","support","0","no","Vulkan" "Vulkan0","SQR","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" "Vulkan0","SQRT","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" -"Vulkan0","LOG","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" +"Vulkan0","LOG","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","SIN","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" "Vulkan0","COS","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" "Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Vulkan" @@ -8649,7 +8649,7 @@ "Vulkan0","TRUNC","type=f16,ne=[7,1,5,3]","support","0","no","Vulkan" "Vulkan0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","Vulkan" -"Vulkan0","LOG","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" +"Vulkan0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","SIN","type=f32,ne=[10,2,2,2]","support","1","yes","Vulkan" "Vulkan0","COS","type=f32,ne=[10,2,2,2]","support","1","yes","Vulkan" "Vulkan0","CLAMP","type=f32,ne=[10,5,4,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan" @@ -8660,7 +8660,7 @@ "Vulkan0","TRUNC","type=f32,ne=[10,2,2,2]","support","0","no","Vulkan" "Vulkan0","SQR","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","SQRT","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" -"Vulkan0","LOG","type=f32,ne=[7,1,5,3]","support","0","no","Vulkan" +"Vulkan0","LOG","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","SIN","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","COS","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" "Vulkan0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan" diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index 5bdc675cf6e..bb3eb977cec 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -629,6 +629,7 @@ struct vk_device_struct { vk_pipeline pipeline_sqrt_f32; vk_pipeline pipeline_sin_f32; vk_pipeline pipeline_cos_f32; + vk_pipeline pipeline_log[2]; vk_pipeline pipeline_clamp_f32; vk_pipeline pipeline_pad_f32; vk_pipeline pipeline_roll_f32; @@ -3792,6 +3793,8 @@ static void ggml_vk_load_shaders(vk_device& device) { ggml_vk_create_pipeline(device, device->pipeline_sqrt_f32, "sqrt_f32", sqrt_f32_len, sqrt_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_sin_f32, "sin_f32", sin_f32_len, sin_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_cos_f32, "cos_f32", cos_f32_len, cos_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_log[0], "log_f32", log_f32_len, log_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_log[1], "log_f16", log_f16_len, log_f16_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); ggml_vk_create_pipeline(device, device->pipeline_clamp_f32, "clamp_f32", clamp_f32_len, clamp_f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); @@ -8126,6 +8129,12 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const return ctx->device->pipeline_cos_f32; } return nullptr; + case GGML_OP_LOG: + if (src0->type == dst->type && + (src0->type == GGML_TYPE_F32 || src0->type == GGML_TYPE_F16)) { + return ctx->device->pipeline_log[dst->type == GGML_TYPE_F16]; + } + return nullptr; case GGML_OP_CLAMP: if (src0->type == GGML_TYPE_F32 && dst->type == GGML_TYPE_F32) { return ctx->device->pipeline_clamp_f32; @@ -8534,6 +8543,7 @@ static bool ggml_vk_op_supports_incontiguous(ggml_op op) { case GGML_OP_SQRT: case GGML_OP_SIN: case GGML_OP_COS: + case GGML_OP_LOG: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_REPEAT: @@ -8806,6 +8816,7 @@ static void ggml_vk_op_f32(ggml_backend_vk_context * ctx, vk_context& subctx, co case GGML_OP_SQRT: case GGML_OP_SIN: case GGML_OP_COS: + case GGML_OP_LOG: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_ROLL: @@ -9414,6 +9425,10 @@ static void ggml_vk_cos(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_COS, vk_op_unary_push_constants_init(src0, dst)); } +static void ggml_vk_log(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_LOG, vk_op_unary_push_constants_init(src0, dst)); +} + static void ggml_vk_clamp(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst); p.param1 = ggml_get_op_params_f32(dst, 0); @@ -11209,6 +11224,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_SQRT: case GGML_OP_SIN: case GGML_OP_COS: + case GGML_OP_LOG: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_ROLL: @@ -11433,6 +11449,10 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr case GGML_OP_COS: ggml_vk_cos(ctx, compute_ctx, src0, node); + break; + case GGML_OP_LOG: + ggml_vk_log(ctx, compute_ctx, src0, node); + break; case GGML_OP_CLAMP: ggml_vk_clamp(ctx, compute_ctx, src0, node); @@ -11703,6 +11723,7 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_OP_SQRT: case GGML_OP_SIN: case GGML_OP_COS: + case GGML_OP_LOG: case GGML_OP_CLAMP: case GGML_OP_PAD: case GGML_OP_ROLL: @@ -13664,6 +13685,8 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_OP_OPT_STEP_ADAMW: case GGML_OP_OPT_STEP_SGD: return op->src[0]->type == GGML_TYPE_F32; + case GGML_OP_LOG: + return op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16; case GGML_OP_ARGSORT: return op->ne[0] <= max_argsort_cols; case GGML_OP_UPSCALE: @@ -14159,6 +14182,8 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * tensor_clone = ggml_sin(ggml_ctx, src_clone[0]); } else if (tensor->op == GGML_OP_COS) { tensor_clone = ggml_cos(ggml_ctx, src_clone[0]); + } else if (tensor->op == GGML_OP_LOG) { + tensor_clone = ggml_log(ggml_ctx, src_clone[0]); } else if (tensor->op == GGML_OP_CLAMP) { const float * params = (const float *)tensor->op_params; tensor_clone = ggml_clamp(ggml_ctx, src_clone[0], params[0], params[1]); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/log.comp b/ggml/src/ggml-vulkan/vulkan-shaders/log.comp new file mode 100644 index 00000000000..4aef724e907 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/log.comp @@ -0,0 +1,17 @@ +#version 450 + +#include "types.glsl" +#include "generic_unary_head.glsl" + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +void main() { + const uint idx = get_idx(); + + if (idx >= p.ne) { + return; + } + + const FLOAT_TYPE val = FLOAT_TYPE(data_a[get_aoffset() + src0_idx(idx)]); + data_d[get_doffset() + dst_idx(idx)] = D_TYPE(log(val)); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index 7623a362087..8a2ce321dc4 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -802,6 +802,9 @@ void process_shaders() { string_to_spv("cos_f32", "cos.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + string_to_spv("log_f32", "log.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + string_to_spv("log_f16", "log.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"FLOAT_TYPE", "float"}}); + string_to_spv("clamp_f32", "clamp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); string_to_spv("pad_f32", "pad.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); From 2376b7758c58b0ede05de382bf72bb538f11ef9a Mon Sep 17 00:00:00 2001 From: hipudding Date: Mon, 17 Nov 2025 08:43:59 +0800 Subject: [PATCH 032/197] CANN: Use smart pointers to manage ACL objects (#17238) * CANN: Use smart pointers to manage ACL objects Previously, ACL objects were managed via manual destruction, which led to multiple memory-leak issues during runtime. This patch replaces manual memory management with smart pointers so that ACL objects are properly released and ownership is clearly defined. Note that the ownership of an ACL object belongs to the function that creates it. Other internal functions should operate on these ACL objects using raw pointers to avoid unintended ownership transfers. Additionally, since aclTensorList automatically frees its contained aclTensor objects, any aclTensor added to a tensor list must release ownership to avoid double free operations. This PR also removes the asynchronous task submission mechanism. Due to changes in recent CANN versions, tiling time has significantly decreased. Even with a dual-thread submission model, the dispatch overhead still falls on the critical path, making async submission less beneficial. Moreover, aclGraph support provides a much better path to reducing operator dispatch latency. * CANN: resolve review comments --- ggml/src/ggml-cann/Doxyfile | 2579 ----------------------------- ggml/src/ggml-cann/acl_tensor.cpp | 29 +- ggml/src/ggml-cann/acl_tensor.h | 118 +- ggml/src/ggml-cann/aclnn_ops.cpp | 1280 +++++++------- ggml/src/ggml-cann/aclnn_ops.h | 237 +-- ggml/src/ggml-cann/common.h | 157 +- ggml/src/ggml-cann/ggml-cann.cpp | 41 +- 7 files changed, 782 insertions(+), 3659 deletions(-) delete mode 100755 ggml/src/ggml-cann/Doxyfile diff --git a/ggml/src/ggml-cann/Doxyfile b/ggml/src/ggml-cann/Doxyfile deleted file mode 100755 index 3290a485930..00000000000 --- a/ggml/src/ggml-cann/Doxyfile +++ /dev/null @@ -1,2579 +0,0 @@ -# Doxyfile 1.8.17 - -# This file describes the settings to be used by the documentation system -# doxygen (www.doxygen.org) for a project. -# -# All text after a double hash (##) is considered a comment and is placed in -# front of the TAG it is preceding. -# -# All text after a single hash (#) is considered a comment and will be ignored. -# The format is: -# TAG = value [value, ...] -# For lists, items can also be appended using: -# TAG += value [value, ...] -# Values that contain spaces should be placed between quotes (\" \"). - -#--------------------------------------------------------------------------- -# Project related configuration options -#--------------------------------------------------------------------------- - -# This tag specifies the encoding used for all characters in the configuration -# file that follow. 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If set to -# YES the compound reference will be hidden. -# The default value is: NO. - -HIDE_COMPOUND_REFERENCE= NO - -# If the SHOW_INCLUDE_FILES tag is set to YES then doxygen will put a list of -# the files that are included by a file in the documentation of that file. -# The default value is: YES. - -SHOW_INCLUDE_FILES = YES - -# If the SHOW_GROUPED_MEMB_INC tag is set to YES then Doxygen will add for each -# grouped member an include statement to the documentation, telling the reader -# which file to include in order to use the member. -# The default value is: NO. - -SHOW_GROUPED_MEMB_INC = NO - -# If the FORCE_LOCAL_INCLUDES tag is set to YES then doxygen will list include -# files with double quotes in the documentation rather than with sharp brackets. -# The default value is: NO. - -FORCE_LOCAL_INCLUDES = NO - -# If the INLINE_INFO tag is set to YES then a tag [inline] is inserted in the -# documentation for inline members. -# The default value is: YES. - -INLINE_INFO = YES - -# If the SORT_MEMBER_DOCS tag is set to YES then doxygen will sort the -# (detailed) documentation of file and class members alphabetically by member -# name. If set to NO, the members will appear in declaration order. -# The default value is: YES. - -SORT_MEMBER_DOCS = YES - -# If the SORT_BRIEF_DOCS tag is set to YES then doxygen will sort the brief -# descriptions of file, namespace and class members alphabetically by member -# name. If set to NO, the members will appear in declaration order. Note that -# this will also influence the order of the classes in the class list. -# The default value is: NO. - -SORT_BRIEF_DOCS = NO - -# If the SORT_MEMBERS_CTORS_1ST tag is set to YES then doxygen will sort the -# (brief and detailed) documentation of class members so that constructors and -# destructors are listed first. If set to NO the constructors will appear in the -# respective orders defined by SORT_BRIEF_DOCS and SORT_MEMBER_DOCS. -# Note: If SORT_BRIEF_DOCS is set to NO this option is ignored for sorting brief -# member documentation. -# Note: If SORT_MEMBER_DOCS is set to NO this option is ignored for sorting -# detailed member documentation. -# The default value is: NO. - -SORT_MEMBERS_CTORS_1ST = NO - -# If the SORT_GROUP_NAMES tag is set to YES then doxygen will sort the hierarchy -# of group names into alphabetical order. If set to NO the group names will -# appear in their defined order. -# The default value is: NO. - -SORT_GROUP_NAMES = NO - -# If the SORT_BY_SCOPE_NAME tag is set to YES, the class list will be sorted by -# fully-qualified names, including namespaces. If set to NO, the class list will -# be sorted only by class name, not including the namespace part. -# Note: This option is not very useful if HIDE_SCOPE_NAMES is set to YES. -# Note: This option applies only to the class list, not to the alphabetical -# list. -# The default value is: NO. - -SORT_BY_SCOPE_NAME = NO - -# If the STRICT_PROTO_MATCHING option is enabled and doxygen fails to do proper -# type resolution of all parameters of a function it will reject a match between -# the prototype and the implementation of a member function even if there is -# only one candidate or it is obvious which candidate to choose by doing a -# simple string match. By disabling STRICT_PROTO_MATCHING doxygen will still -# accept a match between prototype and implementation in such cases. -# The default value is: NO. - -STRICT_PROTO_MATCHING = NO - -# The GENERATE_TODOLIST tag can be used to enable (YES) or disable (NO) the todo -# list. This list is created by putting \todo commands in the documentation. -# The default value is: YES. - -GENERATE_TODOLIST = YES - -# The GENERATE_TESTLIST tag can be used to enable (YES) or disable (NO) the test -# list. This list is created by putting \test commands in the documentation. -# The default value is: YES. - -GENERATE_TESTLIST = YES - -# The GENERATE_BUGLIST tag can be used to enable (YES) or disable (NO) the bug -# list. This list is created by putting \bug commands in the documentation. -# The default value is: YES. - -GENERATE_BUGLIST = YES - -# The GENERATE_DEPRECATEDLIST tag can be used to enable (YES) or disable (NO) -# the deprecated list. This list is created by putting \deprecated commands in -# the documentation. -# The default value is: YES. - -GENERATE_DEPRECATEDLIST= YES - -# The ENABLED_SECTIONS tag can be used to enable conditional documentation -# sections, marked by \if ... \endif and \cond -# ... \endcond blocks. - -ENABLED_SECTIONS = - -# The MAX_INITIALIZER_LINES tag determines the maximum number of lines that the -# initial value of a variable or macro / define can have for it to appear in the -# documentation. If the initializer consists of more lines than specified here -# it will be hidden. Use a value of 0 to hide initializers completely. The -# appearance of the value of individual variables and macros / defines can be -# controlled using \showinitializer or \hideinitializer command in the -# documentation regardless of this setting. -# Minimum value: 0, maximum value: 10000, default value: 30. - -MAX_INITIALIZER_LINES = 30 - -# Set the SHOW_USED_FILES tag to NO to disable the list of files generated at -# the bottom of the documentation of classes and structs. If set to YES, the -# list will mention the files that were used to generate the documentation. -# The default value is: YES. - -SHOW_USED_FILES = YES - -# Set the SHOW_FILES tag to NO to disable the generation of the Files page. This -# will remove the Files entry from the Quick Index and from the Folder Tree View -# (if specified). -# The default value is: YES. - -SHOW_FILES = YES - -# Set the SHOW_NAMESPACES tag to NO to disable the generation of the Namespaces -# page. This will remove the Namespaces entry from the Quick Index and from the -# Folder Tree View (if specified). -# The default value is: YES. - -SHOW_NAMESPACES = YES - -# The FILE_VERSION_FILTER tag can be used to specify a program or script that -# doxygen should invoke to get the current version for each file (typically from -# the version control system). Doxygen will invoke the program by executing (via -# popen()) the command command input-file, where command is the value of the -# FILE_VERSION_FILTER tag, and input-file is the name of an input file provided -# by doxygen. Whatever the program writes to standard output is used as the file -# version. For an example see the documentation. - -FILE_VERSION_FILTER = - -# The LAYOUT_FILE tag can be used to specify a layout file which will be parsed -# by doxygen. The layout file controls the global structure of the generated -# output files in an output format independent way. To create the layout file -# that represents doxygen's defaults, run doxygen with the -l option. You can -# optionally specify a file name after the option, if omitted DoxygenLayout.xml -# will be used as the name of the layout file. -# -# Note that if you run doxygen from a directory containing a file called -# DoxygenLayout.xml, doxygen will parse it automatically even if the LAYOUT_FILE -# tag is left empty. - -LAYOUT_FILE = - -# The CITE_BIB_FILES tag can be used to specify one or more bib files containing -# the reference definitions. This must be a list of .bib files. The .bib -# extension is automatically appended if omitted. This requires the bibtex tool -# to be installed. See also https://en.wikipedia.org/wiki/BibTeX for more info. -# For LaTeX the style of the bibliography can be controlled using -# LATEX_BIB_STYLE. To use this feature you need bibtex and perl available in the -# search path. See also \cite for info how to create references. - -CITE_BIB_FILES = - -#--------------------------------------------------------------------------- -# Configuration options related to warning and progress messages -#--------------------------------------------------------------------------- - -# The QUIET tag can be used to turn on/off the messages that are generated to -# standard output by doxygen. If QUIET is set to YES this implies that the -# messages are off. -# The default value is: NO. - -QUIET = NO - -# The WARNINGS tag can be used to turn on/off the warning messages that are -# generated to standard error (stderr) by doxygen. If WARNINGS is set to YES -# this implies that the warnings are on. -# -# Tip: Turn warnings on while writing the documentation. -# The default value is: YES. - -WARNINGS = YES - -# If the WARN_IF_UNDOCUMENTED tag is set to YES then doxygen will generate -# warnings for undocumented members. If EXTRACT_ALL is set to YES then this flag -# will automatically be disabled. -# The default value is: YES. - -WARN_IF_UNDOCUMENTED = YES - -# If the WARN_IF_DOC_ERROR tag is set to YES, doxygen will generate warnings for -# potential errors in the documentation, such as not documenting some parameters -# in a documented function, or documenting parameters that don't exist or using -# markup commands wrongly. -# The default value is: YES. - -WARN_IF_DOC_ERROR = YES - -# This WARN_NO_PARAMDOC option can be enabled to get warnings for functions that -# are documented, but have no documentation for their parameters or return -# value. If set to NO, doxygen will only warn about wrong or incomplete -# parameter documentation, but not about the absence of documentation. If -# EXTRACT_ALL is set to YES then this flag will automatically be disabled. -# The default value is: NO. - -WARN_NO_PARAMDOC = NO - -# If the WARN_AS_ERROR tag is set to YES then doxygen will immediately stop when -# a warning is encountered. -# The default value is: NO. - -WARN_AS_ERROR = NO - -# The WARN_FORMAT tag determines the format of the warning messages that doxygen -# can produce. The string should contain the $file, $line, and $text tags, which -# will be replaced by the file and line number from which the warning originated -# and the warning text. Optionally the format may contain $version, which will -# be replaced by the version of the file (if it could be obtained via -# FILE_VERSION_FILTER) -# The default value is: $file:$line: $text. - -WARN_FORMAT = "$file:$line: $text" - -# The WARN_LOGFILE tag can be used to specify a file to which warning and error -# messages should be written. If left blank the output is written to standard -# error (stderr). - -WARN_LOGFILE = - -#--------------------------------------------------------------------------- -# Configuration options related to the input files -#--------------------------------------------------------------------------- - -# The INPUT tag is used to specify the files and/or directories that contain -# documented source files. You may enter file names like myfile.cpp or -# directories like /usr/src/myproject. Separate the files or directories with -# spaces. See also FILE_PATTERNS and EXTENSION_MAPPING -# Note: If this tag is empty the current directory is searched. - -INPUT = - -# This tag can be used to specify the character encoding of the source files -# that doxygen parses. Internally doxygen uses the UTF-8 encoding. Doxygen uses -# libiconv (or the iconv built into libc) for the transcoding. See the libiconv -# documentation (see: https://www.gnu.org/software/libiconv/) for the list of -# possible encodings. -# The default value is: UTF-8. - -INPUT_ENCODING = UTF-8 - -# If the value of the INPUT tag contains directories, you can use the -# FILE_PATTERNS tag to specify one or more wildcard patterns (like *.cpp and -# *.h) to filter out the source-files in the directories. -# -# Note that for custom extensions or not directly supported extensions you also -# need to set EXTENSION_MAPPING for the extension otherwise the files are not -# read by doxygen. -# -# If left blank the following patterns are tested:*.c, *.cc, *.cxx, *.cpp, -# *.c++, *.java, *.ii, *.ixx, *.ipp, *.i++, *.inl, *.idl, *.ddl, *.odl, *.h, -# *.hh, *.hxx, *.hpp, *.h++, *.cs, *.d, *.php, *.php4, *.php5, *.phtml, *.inc, -# *.m, *.markdown, *.md, *.mm, *.dox (to be provided as doxygen C comment), -# *.doc (to be provided as doxygen C comment), *.txt (to be provided as doxygen -# C comment), *.py, *.pyw, *.f90, *.f95, *.f03, *.f08, *.f, *.for, *.tcl, *.vhd, -# *.vhdl, *.ucf, *.qsf and *.ice. - -FILE_PATTERNS = *.c \ - *.cc \ - *.cxx \ - *.cpp \ - *.c++ \ - *.java \ - *.ii \ - *.ixx \ - *.ipp \ - *.i++ \ - *.inl \ - *.idl \ - *.ddl \ - *.odl \ - *.h \ - *.hh \ - *.hxx \ - *.hpp \ - *.h++ \ - *.cs \ - *.d \ - *.php \ - *.php4 \ - *.php5 \ - *.phtml \ - *.inc \ - *.m \ - *.markdown \ - *.md \ - *.mm \ - *.dox \ - *.doc \ - *.txt \ - *.py \ - *.pyw \ - *.f90 \ - *.f95 \ - *.f03 \ - *.f08 \ - *.f \ - *.for \ - *.tcl \ - *.vhd \ - *.vhdl \ - *.ucf \ - *.qsf \ - *.ice - -# The RECURSIVE tag can be used to specify whether or not subdirectories should -# be searched for input files as well. -# The default value is: NO. - -RECURSIVE = YES - -# The EXCLUDE tag can be used to specify files and/or directories that should be -# excluded from the INPUT source files. This way you can easily exclude a -# subdirectory from a directory tree whose root is specified with the INPUT tag. -# -# Note that relative paths are relative to the directory from which doxygen is -# run. - -EXCLUDE = - -# The EXCLUDE_SYMLINKS tag can be used to select whether or not files or -# directories that are symbolic links (a Unix file system feature) are excluded -# from the input. -# The default value is: NO. - -EXCLUDE_SYMLINKS = NO - -# If the value of the INPUT tag contains directories, you can use the -# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude -# certain files from those directories. -# -# Note that the wildcards are matched against the file with absolute path, so to -# exclude all test directories for example use the pattern */test/* - -EXCLUDE_PATTERNS = - -# The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names -# (namespaces, classes, functions, etc.) that should be excluded from the -# output. The symbol name can be a fully qualified name, a word, or if the -# wildcard * is used, a substring. Examples: ANamespace, AClass, -# AClass::ANamespace, ANamespace::*Test -# -# Note that the wildcards are matched against the file with absolute path, so to -# exclude all test directories use the pattern */test/* - -EXCLUDE_SYMBOLS = - -# The EXAMPLE_PATH tag can be used to specify one or more files or directories -# that contain example code fragments that are included (see the \include -# command). - -EXAMPLE_PATH = - -# If the value of the EXAMPLE_PATH tag contains directories, you can use the -# EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp and -# *.h) to filter out the source-files in the directories. If left blank all -# files are included. - -EXAMPLE_PATTERNS = * - -# If the EXAMPLE_RECURSIVE tag is set to YES then subdirectories will be -# searched for input files to be used with the \include or \dontinclude commands -# irrespective of the value of the RECURSIVE tag. -# The default value is: NO. - -EXAMPLE_RECURSIVE = NO - -# The IMAGE_PATH tag can be used to specify one or more files or directories -# that contain images that are to be included in the documentation (see the -# \image command). - -IMAGE_PATH = - -# The INPUT_FILTER tag can be used to specify a program that doxygen should -# invoke to filter for each input file. Doxygen will invoke the filter program -# by executing (via popen()) the command: -# -# -# -# where is the value of the INPUT_FILTER tag, and is the -# name of an input file. Doxygen will then use the output that the filter -# program writes to standard output. If FILTER_PATTERNS is specified, this tag -# will be ignored. -# -# Note that the filter must not add or remove lines; it is applied before the -# code is scanned, but not when the output code is generated. If lines are added -# or removed, the anchors will not be placed correctly. -# -# Note that for custom extensions or not directly supported extensions you also -# need to set EXTENSION_MAPPING for the extension otherwise the files are not -# properly processed by doxygen. - -INPUT_FILTER = - -# The FILTER_PATTERNS tag can be used to specify filters on a per file pattern -# basis. Doxygen will compare the file name with each pattern and apply the -# filter if there is a match. The filters are a list of the form: pattern=filter -# (like *.cpp=my_cpp_filter). See INPUT_FILTER for further information on how -# filters are used. If the FILTER_PATTERNS tag is empty or if none of the -# patterns match the file name, INPUT_FILTER is applied. -# -# Note that for custom extensions or not directly supported extensions you also -# need to set EXTENSION_MAPPING for the extension otherwise the files are not -# properly processed by doxygen. - -FILTER_PATTERNS = - -# If the FILTER_SOURCE_FILES tag is set to YES, the input filter (if set using -# INPUT_FILTER) will also be used to filter the input files that are used for -# producing the source files to browse (i.e. when SOURCE_BROWSER is set to YES). -# The default value is: NO. - -FILTER_SOURCE_FILES = NO - -# The FILTER_SOURCE_PATTERNS tag can be used to specify source filters per file -# pattern. A pattern will override the setting for FILTER_PATTERN (if any) and -# it is also possible to disable source filtering for a specific pattern using -# *.ext= (so without naming a filter). -# This tag requires that the tag FILTER_SOURCE_FILES is set to YES. - -FILTER_SOURCE_PATTERNS = - -# If the USE_MDFILE_AS_MAINPAGE tag refers to the name of a markdown file that -# is part of the input, its contents will be placed on the main page -# (index.html). This can be useful if you have a project on for instance GitHub -# and want to reuse the introduction page also for the doxygen output. - -USE_MDFILE_AS_MAINPAGE = - -#--------------------------------------------------------------------------- -# Configuration options related to source browsing -#--------------------------------------------------------------------------- - -# If the SOURCE_BROWSER tag is set to YES then a list of source files will be -# generated. Documented entities will be cross-referenced with these sources. -# -# Note: To get rid of all source code in the generated output, make sure that -# also VERBATIM_HEADERS is set to NO. -# The default value is: NO. - -SOURCE_BROWSER = NO - -# Setting the INLINE_SOURCES tag to YES will include the body of functions, -# classes and enums directly into the documentation. -# The default value is: NO. - -INLINE_SOURCES = NO - -# Setting the STRIP_CODE_COMMENTS tag to YES will instruct doxygen to hide any -# special comment blocks from generated source code fragments. Normal C, C++ and -# Fortran comments will always remain visible. -# The default value is: YES. - -STRIP_CODE_COMMENTS = YES - -# If the REFERENCED_BY_RELATION tag is set to YES then for each documented -# entity all documented functions referencing it will be listed. -# The default value is: NO. - -REFERENCED_BY_RELATION = NO - -# If the REFERENCES_RELATION tag is set to YES then for each documented function -# all documented entities called/used by that function will be listed. -# The default value is: NO. - -REFERENCES_RELATION = NO - -# If the REFERENCES_LINK_SOURCE tag is set to YES and SOURCE_BROWSER tag is set -# to YES then the hyperlinks from functions in REFERENCES_RELATION and -# REFERENCED_BY_RELATION lists will link to the source code. Otherwise they will -# link to the documentation. -# The default value is: YES. - -REFERENCES_LINK_SOURCE = YES - -# If SOURCE_TOOLTIPS is enabled (the default) then hovering a hyperlink in the -# source code will show a tooltip with additional information such as prototype, -# brief description and links to the definition and documentation. Since this -# will make the HTML file larger and loading of large files a bit slower, you -# can opt to disable this feature. -# The default value is: YES. -# This tag requires that the tag SOURCE_BROWSER is set to YES. - -SOURCE_TOOLTIPS = YES - -# If the USE_HTAGS tag is set to YES then the references to source code will -# point to the HTML generated by the htags(1) tool instead of doxygen built-in -# source browser. The htags tool is part of GNU's global source tagging system -# (see https://www.gnu.org/software/global/global.html). You will need version -# 4.8.6 or higher. -# -# To use it do the following: -# - Install the latest version of global -# - Enable SOURCE_BROWSER and USE_HTAGS in the configuration file -# - Make sure the INPUT points to the root of the source tree -# - Run doxygen as normal -# -# Doxygen will invoke htags (and that will in turn invoke gtags), so these -# tools must be available from the command line (i.e. in the search path). -# -# The result: instead of the source browser generated by doxygen, the links to -# source code will now point to the output of htags. -# The default value is: NO. -# This tag requires that the tag SOURCE_BROWSER is set to YES. - -USE_HTAGS = NO - -# If the VERBATIM_HEADERS tag is set the YES then doxygen will generate a -# verbatim copy of the header file for each class for which an include is -# specified. Set to NO to disable this. -# See also: Section \class. -# The default value is: YES. - -VERBATIM_HEADERS = YES - -# If the CLANG_ASSISTED_PARSING tag is set to YES then doxygen will use the -# clang parser (see: http://clang.llvm.org/) for more accurate parsing at the -# cost of reduced performance. This can be particularly helpful with template -# rich C++ code for which doxygen's built-in parser lacks the necessary type -# information. -# Note: The availability of this option depends on whether or not doxygen was -# generated with the -Duse_libclang=ON option for CMake. -# The default value is: NO. - -CLANG_ASSISTED_PARSING = NO - -# If clang assisted parsing is enabled you can provide the compiler with command -# line options that you would normally use when invoking the compiler. Note that -# the include paths will already be set by doxygen for the files and directories -# specified with INPUT and INCLUDE_PATH. -# This tag requires that the tag CLANG_ASSISTED_PARSING is set to YES. - -CLANG_OPTIONS = - -# If clang assisted parsing is enabled you can provide the clang parser with the -# path to the compilation database (see: -# http://clang.llvm.org/docs/HowToSetupToolingForLLVM.html) used when the files -# were built. This is equivalent to specifying the "-p" option to a clang tool, -# such as clang-check. These options will then be passed to the parser. -# Note: The availability of this option depends on whether or not doxygen was -# generated with the -Duse_libclang=ON option for CMake. - -CLANG_DATABASE_PATH = - -#--------------------------------------------------------------------------- -# Configuration options related to the alphabetical class index -#--------------------------------------------------------------------------- - -# If the ALPHABETICAL_INDEX tag is set to YES, an alphabetical index of all -# compounds will be generated. Enable this if the project contains a lot of -# classes, structs, unions or interfaces. -# The default value is: YES. - -ALPHABETICAL_INDEX = YES - -# The COLS_IN_ALPHA_INDEX tag can be used to specify the number of columns in -# which the alphabetical index list will be split. -# Minimum value: 1, maximum value: 20, default value: 5. -# This tag requires that the tag ALPHABETICAL_INDEX is set to YES. - -COLS_IN_ALPHA_INDEX = 5 - -# In case all classes in a project start with a common prefix, all classes will -# be put under the same header in the alphabetical index. The IGNORE_PREFIX tag -# can be used to specify a prefix (or a list of prefixes) that should be ignored -# while generating the index headers. -# This tag requires that the tag ALPHABETICAL_INDEX is set to YES. - -IGNORE_PREFIX = - -#--------------------------------------------------------------------------- -# Configuration options related to the HTML output -#--------------------------------------------------------------------------- - -# If the GENERATE_HTML tag is set to YES, doxygen will generate HTML output -# The default value is: YES. - -GENERATE_HTML = YES - -# The HTML_OUTPUT tag is used to specify where the HTML docs will be put. If a -# relative path is entered the value of OUTPUT_DIRECTORY will be put in front of -# it. -# The default directory is: html. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_OUTPUT = html - -# The HTML_FILE_EXTENSION tag can be used to specify the file extension for each -# generated HTML page (for example: .htm, .php, .asp). -# The default value is: .html. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_FILE_EXTENSION = .html - -# The HTML_HEADER tag can be used to specify a user-defined HTML header file for -# each generated HTML page. If the tag is left blank doxygen will generate a -# standard header. -# -# To get valid HTML the header file that includes any scripts and style sheets -# that doxygen needs, which is dependent on the configuration options used (e.g. -# the setting GENERATE_TREEVIEW). It is highly recommended to start with a -# default header using -# doxygen -w html new_header.html new_footer.html new_stylesheet.css -# YourConfigFile -# and then modify the file new_header.html. See also section "Doxygen usage" -# for information on how to generate the default header that doxygen normally -# uses. -# Note: The header is subject to change so you typically have to regenerate the -# default header when upgrading to a newer version of doxygen. For a description -# of the possible markers and block names see the documentation. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_HEADER = - -# The HTML_FOOTER tag can be used to specify a user-defined HTML footer for each -# generated HTML page. If the tag is left blank doxygen will generate a standard -# footer. See HTML_HEADER for more information on how to generate a default -# footer and what special commands can be used inside the footer. See also -# section "Doxygen usage" for information on how to generate the default footer -# that doxygen normally uses. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_FOOTER = - -# The HTML_STYLESHEET tag can be used to specify a user-defined cascading style -# sheet that is used by each HTML page. It can be used to fine-tune the look of -# the HTML output. If left blank doxygen will generate a default style sheet. -# See also section "Doxygen usage" for information on how to generate the style -# sheet that doxygen normally uses. -# Note: It is recommended to use HTML_EXTRA_STYLESHEET instead of this tag, as -# it is more robust and this tag (HTML_STYLESHEET) will in the future become -# obsolete. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_STYLESHEET = - -# The HTML_EXTRA_STYLESHEET tag can be used to specify additional user-defined -# cascading style sheets that are included after the standard style sheets -# created by doxygen. Using this option one can overrule certain style aspects. -# This is preferred over using HTML_STYLESHEET since it does not replace the -# standard style sheet and is therefore more robust against future updates. -# Doxygen will copy the style sheet files to the output directory. -# Note: The order of the extra style sheet files is of importance (e.g. the last -# style sheet in the list overrules the setting of the previous ones in the -# list). For an example see the documentation. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_EXTRA_STYLESHEET = - -# The HTML_EXTRA_FILES tag can be used to specify one or more extra images or -# other source files which should be copied to the HTML output directory. Note -# that these files will be copied to the base HTML output directory. Use the -# $relpath^ marker in the HTML_HEADER and/or HTML_FOOTER files to load these -# files. In the HTML_STYLESHEET file, use the file name only. Also note that the -# files will be copied as-is; there are no commands or markers available. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_EXTRA_FILES = - -# The HTML_COLORSTYLE_HUE tag controls the color of the HTML output. Doxygen -# will adjust the colors in the style sheet and background images according to -# this color. Hue is specified as an angle on a colorwheel, see -# https://en.wikipedia.org/wiki/Hue for more information. For instance the value -# 0 represents red, 60 is yellow, 120 is green, 180 is cyan, 240 is blue, 300 -# purple, and 360 is red again. -# Minimum value: 0, maximum value: 359, default value: 220. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_COLORSTYLE_HUE = 220 - -# The HTML_COLORSTYLE_SAT tag controls the purity (or saturation) of the colors -# in the HTML output. For a value of 0 the output will use grayscales only. A -# value of 255 will produce the most vivid colors. -# Minimum value: 0, maximum value: 255, default value: 100. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_COLORSTYLE_SAT = 100 - -# The HTML_COLORSTYLE_GAMMA tag controls the gamma correction applied to the -# luminance component of the colors in the HTML output. Values below 100 -# gradually make the output lighter, whereas values above 100 make the output -# darker. The value divided by 100 is the actual gamma applied, so 80 represents -# a gamma of 0.8, The value 220 represents a gamma of 2.2, and 100 does not -# change the gamma. -# Minimum value: 40, maximum value: 240, default value: 80. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_COLORSTYLE_GAMMA = 80 - -# If the HTML_TIMESTAMP tag is set to YES then the footer of each generated HTML -# page will contain the date and time when the page was generated. Setting this -# to YES can help to show when doxygen was last run and thus if the -# documentation is up to date. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_TIMESTAMP = NO - -# If the HTML_DYNAMIC_MENUS tag is set to YES then the generated HTML -# documentation will contain a main index with vertical navigation menus that -# are dynamically created via JavaScript. If disabled, the navigation index will -# consists of multiple levels of tabs that are statically embedded in every HTML -# page. Disable this option to support browsers that do not have JavaScript, -# like the Qt help browser. -# The default value is: YES. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_DYNAMIC_MENUS = YES - -# If the HTML_DYNAMIC_SECTIONS tag is set to YES then the generated HTML -# documentation will contain sections that can be hidden and shown after the -# page has loaded. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_DYNAMIC_SECTIONS = NO - -# With HTML_INDEX_NUM_ENTRIES one can control the preferred number of entries -# shown in the various tree structured indices initially; the user can expand -# and collapse entries dynamically later on. Doxygen will expand the tree to -# such a level that at most the specified number of entries are visible (unless -# a fully collapsed tree already exceeds this amount). So setting the number of -# entries 1 will produce a full collapsed tree by default. 0 is a special value -# representing an infinite number of entries and will result in a full expanded -# tree by default. -# Minimum value: 0, maximum value: 9999, default value: 100. -# This tag requires that the tag GENERATE_HTML is set to YES. - -HTML_INDEX_NUM_ENTRIES = 100 - -# If the GENERATE_DOCSET tag is set to YES, additional index files will be -# generated that can be used as input for Apple's Xcode 3 integrated development -# environment (see: https://developer.apple.com/xcode/), introduced with OSX -# 10.5 (Leopard). To create a documentation set, doxygen will generate a -# Makefile in the HTML output directory. Running make will produce the docset in -# that directory and running make install will install the docset in -# ~/Library/Developer/Shared/Documentation/DocSets so that Xcode will find it at -# startup. See https://developer.apple.com/library/archive/featuredarticles/Doxy -# genXcode/_index.html for more information. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -GENERATE_DOCSET = NO - -# This tag determines the name of the docset feed. A documentation feed provides -# an umbrella under which multiple documentation sets from a single provider -# (such as a company or product suite) can be grouped. -# The default value is: Doxygen generated docs. -# This tag requires that the tag GENERATE_DOCSET is set to YES. - -DOCSET_FEEDNAME = "Doxygen generated docs" - -# This tag specifies a string that should uniquely identify the documentation -# set bundle. This should be a reverse domain-name style string, e.g. -# com.mycompany.MyDocSet. Doxygen will append .docset to the name. -# The default value is: org.doxygen.Project. -# This tag requires that the tag GENERATE_DOCSET is set to YES. - -DOCSET_BUNDLE_ID = org.doxygen.Project - -# The DOCSET_PUBLISHER_ID tag specifies a string that should uniquely identify -# the documentation publisher. This should be a reverse domain-name style -# string, e.g. com.mycompany.MyDocSet.documentation. -# The default value is: org.doxygen.Publisher. -# This tag requires that the tag GENERATE_DOCSET is set to YES. - -DOCSET_PUBLISHER_ID = org.doxygen.Publisher - -# The DOCSET_PUBLISHER_NAME tag identifies the documentation publisher. -# The default value is: Publisher. -# This tag requires that the tag GENERATE_DOCSET is set to YES. - -DOCSET_PUBLISHER_NAME = Publisher - -# If the GENERATE_HTMLHELP tag is set to YES then doxygen generates three -# additional HTML index files: index.hhp, index.hhc, and index.hhk. The -# index.hhp is a project file that can be read by Microsoft's HTML Help Workshop -# (see: https://www.microsoft.com/en-us/download/details.aspx?id=21138) on -# Windows. -# -# The HTML Help Workshop contains a compiler that can convert all HTML output -# generated by doxygen into a single compiled HTML file (.chm). Compiled HTML -# files are now used as the Windows 98 help format, and will replace the old -# Windows help format (.hlp) on all Windows platforms in the future. Compressed -# HTML files also contain an index, a table of contents, and you can search for -# words in the documentation. The HTML workshop also contains a viewer for -# compressed HTML files. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -GENERATE_HTMLHELP = NO - -# The CHM_FILE tag can be used to specify the file name of the resulting .chm -# file. You can add a path in front of the file if the result should not be -# written to the html output directory. -# This tag requires that the tag GENERATE_HTMLHELP is set to YES. - -CHM_FILE = - -# The HHC_LOCATION tag can be used to specify the location (absolute path -# including file name) of the HTML help compiler (hhc.exe). If non-empty, -# doxygen will try to run the HTML help compiler on the generated index.hhp. -# The file has to be specified with full path. -# This tag requires that the tag GENERATE_HTMLHELP is set to YES. - -HHC_LOCATION = - -# The GENERATE_CHI flag controls if a separate .chi index file is generated -# (YES) or that it should be included in the master .chm file (NO). -# The default value is: NO. -# This tag requires that the tag GENERATE_HTMLHELP is set to YES. - -GENERATE_CHI = NO - -# The CHM_INDEX_ENCODING is used to encode HtmlHelp index (hhk), content (hhc) -# and project file content. -# This tag requires that the tag GENERATE_HTMLHELP is set to YES. - -CHM_INDEX_ENCODING = - -# The BINARY_TOC flag controls whether a binary table of contents is generated -# (YES) or a normal table of contents (NO) in the .chm file. Furthermore it -# enables the Previous and Next buttons. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTMLHELP is set to YES. - -BINARY_TOC = NO - -# The TOC_EXPAND flag can be set to YES to add extra items for group members to -# the table of contents of the HTML help documentation and to the tree view. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTMLHELP is set to YES. - -TOC_EXPAND = NO - -# If the GENERATE_QHP tag is set to YES and both QHP_NAMESPACE and -# QHP_VIRTUAL_FOLDER are set, an additional index file will be generated that -# can be used as input for Qt's qhelpgenerator to generate a Qt Compressed Help -# (.qch) of the generated HTML documentation. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -GENERATE_QHP = NO - -# If the QHG_LOCATION tag is specified, the QCH_FILE tag can be used to specify -# the file name of the resulting .qch file. The path specified is relative to -# the HTML output folder. -# This tag requires that the tag GENERATE_QHP is set to YES. - -QCH_FILE = - -# The QHP_NAMESPACE tag specifies the namespace to use when generating Qt Help -# Project output. For more information please see Qt Help Project / Namespace -# (see: https://doc.qt.io/archives/qt-4.8/qthelpproject.html#namespace). -# The default value is: org.doxygen.Project. -# This tag requires that the tag GENERATE_QHP is set to YES. - -QHP_NAMESPACE = org.doxygen.Project - -# The QHP_VIRTUAL_FOLDER tag specifies the namespace to use when generating Qt -# Help Project output. For more information please see Qt Help Project / Virtual -# Folders (see: https://doc.qt.io/archives/qt-4.8/qthelpproject.html#virtual- -# folders). -# The default value is: doc. -# This tag requires that the tag GENERATE_QHP is set to YES. - -QHP_VIRTUAL_FOLDER = doc - -# If the QHP_CUST_FILTER_NAME tag is set, it specifies the name of a custom -# filter to add. For more information please see Qt Help Project / Custom -# Filters (see: https://doc.qt.io/archives/qt-4.8/qthelpproject.html#custom- -# filters). -# This tag requires that the tag GENERATE_QHP is set to YES. - -QHP_CUST_FILTER_NAME = - -# The QHP_CUST_FILTER_ATTRS tag specifies the list of the attributes of the -# custom filter to add. For more information please see Qt Help Project / Custom -# Filters (see: https://doc.qt.io/archives/qt-4.8/qthelpproject.html#custom- -# filters). -# This tag requires that the tag GENERATE_QHP is set to YES. - -QHP_CUST_FILTER_ATTRS = - -# The QHP_SECT_FILTER_ATTRS tag specifies the list of the attributes this -# project's filter section matches. Qt Help Project / Filter Attributes (see: -# https://doc.qt.io/archives/qt-4.8/qthelpproject.html#filter-attributes). -# This tag requires that the tag GENERATE_QHP is set to YES. - -QHP_SECT_FILTER_ATTRS = - -# The QHG_LOCATION tag can be used to specify the location of Qt's -# qhelpgenerator. If non-empty doxygen will try to run qhelpgenerator on the -# generated .qhp file. -# This tag requires that the tag GENERATE_QHP is set to YES. - -QHG_LOCATION = - -# If the GENERATE_ECLIPSEHELP tag is set to YES, additional index files will be -# generated, together with the HTML files, they form an Eclipse help plugin. To -# install this plugin and make it available under the help contents menu in -# Eclipse, the contents of the directory containing the HTML and XML files needs -# to be copied into the plugins directory of eclipse. The name of the directory -# within the plugins directory should be the same as the ECLIPSE_DOC_ID value. -# After copying Eclipse needs to be restarted before the help appears. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -GENERATE_ECLIPSEHELP = NO - -# A unique identifier for the Eclipse help plugin. When installing the plugin -# the directory name containing the HTML and XML files should also have this -# name. Each documentation set should have its own identifier. -# The default value is: org.doxygen.Project. -# This tag requires that the tag GENERATE_ECLIPSEHELP is set to YES. - -ECLIPSE_DOC_ID = org.doxygen.Project - -# If you want full control over the layout of the generated HTML pages it might -# be necessary to disable the index and replace it with your own. The -# DISABLE_INDEX tag can be used to turn on/off the condensed index (tabs) at top -# of each HTML page. A value of NO enables the index and the value YES disables -# it. Since the tabs in the index contain the same information as the navigation -# tree, you can set this option to YES if you also set GENERATE_TREEVIEW to YES. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -DISABLE_INDEX = NO - -# The GENERATE_TREEVIEW tag is used to specify whether a tree-like index -# structure should be generated to display hierarchical information. If the tag -# value is set to YES, a side panel will be generated containing a tree-like -# index structure (just like the one that is generated for HTML Help). For this -# to work a browser that supports JavaScript, DHTML, CSS and frames is required -# (i.e. any modern browser). Windows users are probably better off using the -# HTML help feature. Via custom style sheets (see HTML_EXTRA_STYLESHEET) one can -# further fine-tune the look of the index. As an example, the default style -# sheet generated by doxygen has an example that shows how to put an image at -# the root of the tree instead of the PROJECT_NAME. Since the tree basically has -# the same information as the tab index, you could consider setting -# DISABLE_INDEX to YES when enabling this option. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -GENERATE_TREEVIEW = NO - -# The ENUM_VALUES_PER_LINE tag can be used to set the number of enum values that -# doxygen will group on one line in the generated HTML documentation. -# -# Note that a value of 0 will completely suppress the enum values from appearing -# in the overview section. -# Minimum value: 0, maximum value: 20, default value: 4. -# This tag requires that the tag GENERATE_HTML is set to YES. - -ENUM_VALUES_PER_LINE = 4 - -# If the treeview is enabled (see GENERATE_TREEVIEW) then this tag can be used -# to set the initial width (in pixels) of the frame in which the tree is shown. -# Minimum value: 0, maximum value: 1500, default value: 250. -# This tag requires that the tag GENERATE_HTML is set to YES. - -TREEVIEW_WIDTH = 250 - -# If the EXT_LINKS_IN_WINDOW option is set to YES, doxygen will open links to -# external symbols imported via tag files in a separate window. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -EXT_LINKS_IN_WINDOW = NO - -# Use this tag to change the font size of LaTeX formulas included as images in -# the HTML documentation. When you change the font size after a successful -# doxygen run you need to manually remove any form_*.png images from the HTML -# output directory to force them to be regenerated. -# Minimum value: 8, maximum value: 50, default value: 10. -# This tag requires that the tag GENERATE_HTML is set to YES. - -FORMULA_FONTSIZE = 10 - -# Use the FORMULA_TRANSPARENT tag to determine whether or not the images -# generated for formulas are transparent PNGs. Transparent PNGs are not -# supported properly for IE 6.0, but are supported on all modern browsers. -# -# Note that when changing this option you need to delete any form_*.png files in -# the HTML output directory before the changes have effect. -# The default value is: YES. -# This tag requires that the tag GENERATE_HTML is set to YES. - -FORMULA_TRANSPARENT = YES - -# The FORMULA_MACROFILE can contain LaTeX \newcommand and \renewcommand commands -# to create new LaTeX commands to be used in formulas as building blocks. See -# the section "Including formulas" for details. - -FORMULA_MACROFILE = - -# Enable the USE_MATHJAX option to render LaTeX formulas using MathJax (see -# https://www.mathjax.org) which uses client side JavaScript for the rendering -# instead of using pre-rendered bitmaps. Use this if you do not have LaTeX -# installed or if you want to formulas look prettier in the HTML output. When -# enabled you may also need to install MathJax separately and configure the path -# to it using the MATHJAX_RELPATH option. -# The default value is: NO. -# This tag requires that the tag GENERATE_HTML is set to YES. - -USE_MATHJAX = YES - -# When MathJax is enabled you can set the default output format to be used for -# the MathJax output. See the MathJax site (see: -# http://docs.mathjax.org/en/latest/output.html) for more details. -# Possible values are: HTML-CSS (which is slower, but has the best -# compatibility), NativeMML (i.e. MathML) and SVG. -# The default value is: HTML-CSS. -# This tag requires that the tag USE_MATHJAX is set to YES. - -MATHJAX_FORMAT = HTML-CSS - -# When MathJax is enabled you need to specify the location relative to the HTML -# output directory using the MATHJAX_RELPATH option. The destination directory -# should contain the MathJax.js script. For instance, if the mathjax directory -# is located at the same level as the HTML output directory, then -# MATHJAX_RELPATH should be ../mathjax. The default value points to the MathJax -# Content Delivery Network so you can quickly see the result without installing -# MathJax. However, it is strongly recommended to install a local copy of -# MathJax from https://www.mathjax.org before deployment. -# The default value is: https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/. -# This tag requires that the tag USE_MATHJAX is set to YES. - -MATHJAX_RELPATH = https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/ - -# The MATHJAX_EXTENSIONS tag can be used to specify one or more MathJax -# extension names that should be enabled during MathJax rendering. For example -# MATHJAX_EXTENSIONS = TeX/AMSmath TeX/AMSsymbols -# This tag requires that the tag USE_MATHJAX is set to YES. - -MATHJAX_EXTENSIONS = - -# The MATHJAX_CODEFILE tag can be used to specify a file with javascript pieces -# of code that will be used on startup of the MathJax code. See the MathJax site -# (see: http://docs.mathjax.org/en/latest/output.html) for more details. For an -# example see the documentation. -# This tag requires that the tag USE_MATHJAX is set to YES. - -MATHJAX_CODEFILE = - -# When the SEARCHENGINE tag is enabled doxygen will generate a search box for -# the HTML output. The underlying search engine uses javascript and DHTML and -# should work on any modern browser. Note that when using HTML help -# (GENERATE_HTMLHELP), Qt help (GENERATE_QHP), or docsets (GENERATE_DOCSET) -# there is already a search function so this one should typically be disabled. -# For large projects the javascript based search engine can be slow, then -# enabling SERVER_BASED_SEARCH may provide a better solution. It is possible to -# search using the keyboard; to jump to the search box use + S -# (what the is depends on the OS and browser, but it is typically -# , /    JcR&K;IT%eh(X2gd3BM0Ff7( z74yge+5CBQIF*Ns;#^9(tVI_yCEO?RCx2i?{uqJuP(b`6Bz#`MVeenYPrqyIvd*AJ zp}iT#oNrUr61&#mJ00;r)RTFZXuwizl|bGzMVSKGmOb%FgQyn~$wzGHZ=#CiBeZ8B z5&;zc2A+V^!BQeexE@O8y|Iqd7dma$W8`f3{SGoSTO4qxWT8d&FdT~?0)gSk=F?wN zeK;U&bcY^L?*wK1DTPSFDg;yx9E9)LayhihArM_c4~1+bJ)p`!R>(YqzrFAkN)Lvm zoWDgBhZRxd85!X|n`XUPx=Rn^l8pDJW;YM1{qIvwD&apg1}+OkI*5UtVKhB>Ix1o4 zM3SEq%Rk+HNDic$A$`H{Q$0vMuxnvk+IaoR*Ac^737Y3Yu~{G6TeK6tLorW9!QLuC z3x7p}X%jWftzWtTQ`Yt6!KW@%d=?yz5&X*DZR_1oXd5wvY(EK>U9NA3Dg)kOatO}O z*Zs)^>4h#r`3u}=Qf7>#C~=NiH68?it%^b*oLks1f|McH3qu=JL2vq-8Yp}}{~L{B zlzkY1t>p{Lf&>`?twT0g z9DOi~x-Ak7j5Ub7Db0ob-$QBXAaZ)T>oMfMIb#Pu?vLqeu<~t7T+jFE_sUqqxPRtD zE5!{WCqZ3-^Te^Myc)gA!ken-I~Q@989F44F?AyM~Tc8=ufj z5%HndvmS{DycUviHOwvXnwb;r{1!Z7`i5>v>FDql>h20AN>LcW)u7)(cZeZ2e3z8H 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a/tools/server/webui/package-lock.json +++ b/tools/server/webui/package-lock.json @@ -2109,9 +2109,9 @@ } }, "node_modules/@sveltejs/kit": { - "version": "2.48.4", - "resolved": "https://registry.npmjs.org/@sveltejs/kit/-/kit-2.48.4.tgz", - "integrity": "sha512-TGFX1pZUt9qqY20Cv5NyYvy0iLWHf2jXi8s+eCGsig7jQMdwZWKUFMR6TbvFNhfDSUpc1sH/Y5EHv20g3HHA3g==", + "version": "2.48.5", + "resolved": "https://registry.npmjs.org/@sveltejs/kit/-/kit-2.48.5.tgz", + "integrity": "sha512-/rnwfSWS3qwUSzvHynUTORF9xSJi7PCR9yXkxUOnRrNqyKmCmh3FPHH+E9BbgqxXfTevGXBqgnlh9kMb+9T5XA==", "dev": true, "license": "MIT", "dependencies": { @@ -5087,9 +5087,9 @@ "license": "MIT" }, "node_modules/js-yaml": { - "version": "4.1.0", - "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.0.tgz", - "integrity": "sha512-wpxZs9NoxZaJESJGIZTyDEaYpl0FKSA+FB9aJiyemKhMwkxQg63h4T1KJgUGHpTqPDNRcmmYLugrRjJlBtWvRA==", + "version": "4.1.1", + "resolved": "https://registry.npmjs.org/js-yaml/-/js-yaml-4.1.1.tgz", + "integrity": "sha512-qQKT4zQxXl8lLwBtHMWwaTcGfFOZviOJet3Oy/xmGk2gZH677CJM9EvtfdSkgWcATZhj/55JZ0rmy3myCT5lsA==", "dev": true, "license": "MIT", "dependencies": { diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte index e47a5a7dba9..ae0dc2ed9fd 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessage.svelte @@ -10,6 +10,7 @@ class?: string; message: DatabaseMessage; onCopy?: (message: DatabaseMessage) => void; + onContinueAssistantMessage?: (message: DatabaseMessage) => void; onDelete?: (message: DatabaseMessage) => void; onEditWithBranching?: (message: DatabaseMessage, newContent: string) => void; onEditWithReplacement?: ( @@ -17,6 +18,7 @@ newContent: string, shouldBranch: boolean ) => void; + onEditUserMessagePreserveResponses?: (message: DatabaseMessage, newContent: string) => void; onNavigateToSibling?: (siblingId: string) => void; onRegenerateWithBranching?: (message: DatabaseMessage) => void; siblingInfo?: ChatMessageSiblingInfo | null; @@ -26,9 +28,11 @@ class: className = '', message, onCopy, + onContinueAssistantMessage, onDelete, onEditWithBranching, onEditWithReplacement, + onEditUserMessagePreserveResponses, onNavigateToSibling, onRegenerateWithBranching, siblingInfo = null @@ -133,17 +137,33 @@ onRegenerateWithBranching?.(message); } + function handleContinue() { + onContinueAssistantMessage?.(message); + } + function handleSaveEdit() { if (message.role === 'user') { + // For user messages, trim to avoid accidental whitespace onEditWithBranching?.(message, editedContent.trim()); } else { - onEditWithReplacement?.(message, editedContent.trim(), shouldBranchAfterEdit); + // For assistant messages, preserve exact content including trailing whitespace + // This is important for the Continue feature to work properly + onEditWithReplacement?.(message, editedContent, shouldBranchAfterEdit); } isEditing = false; shouldBranchAfterEdit = false; } + function handleSaveEditOnly() { + if (message.role === 'user') { + // For user messages, trim to avoid accidental whitespace + onEditUserMessagePreserveResponses?.(message, editedContent.trim()); + } + + isEditing = false; + } + function handleShowDeleteDialogChange(show: boolean) { showDeleteDialog = show; } @@ -166,6 +186,7 @@ onEditedContentChange={handleEditedContentChange} {onNavigateToSibling} onSaveEdit={handleSaveEdit} + onSaveEditOnly={handleSaveEditOnly} onShowDeleteDialogChange={handleShowDeleteDialogChange} {showDeleteDialog} {siblingInfo} @@ -181,6 +202,7 @@ messageContent={message.content} onCancelEdit={handleCancelEdit} onConfirmDelete={handleConfirmDelete} + onContinue={handleContinue} onCopy={handleCopy} onDelete={handleDelete} onEdit={handleEdit} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte index c16a3105cbd..d37d8065140 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte @@ -1,5 +1,5 @@ + +
      +
      + {#if isPdf} +
      + + + +
      + {/if} +
      + +
      + {#if isImage && displayPreview} +
      + {displayName} +
      + {:else if isPdf && pdfViewMode === 'pages'} + {#if pdfImagesLoading} +
      +
      +
      + +

      Converting PDF to images...

      +
      +
      + {:else if pdfImagesError} +
      +
      + + +

      Failed to load PDF images

      + +

      {pdfImagesError}

      + + +
      +
      + {:else if pdfImages.length > 0} +
      + {#each pdfImages as image, index (image)} +
      +

      Page {index + 1}

      + + PDF Page {index + 1} +
      + {/each} +
      + {:else} +
      +
      + + +

      No PDF pages available

      +
      +
      + {/if} + {:else if (isText || (isPdf && pdfViewMode === 'text')) && displayTextContent} +
      + {displayTextContent} +
      + {:else if isAudio} +
      +
      + + + {#if attachment?.type === 'audioFile'} + + {:else if uploadedFile?.preview} + + {:else} +

      Audio preview not available

      + {/if} + +

      + {displayName} +

      +
      +
      + {:else} +
      +
      + {#if IconComponent} + + {/if} + +

      Preview not available for this file type

      +
      +
      + {/if} +
      +
      diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreviewDialog.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreviewDialog.svelte deleted file mode 100644 index 8a3389b6579..00000000000 --- a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentPreviewDialog.svelte +++ /dev/null @@ -1,314 +0,0 @@ - - - - - -
      -
      - {#if IconComponent} - - {/if} - -
      - {displayName} - -
      - {displayType} - - {#if displaySize} - • - - {formatFileSize(displaySize)} - {/if} -
      -
      -
      - - {#if isPdf} -
      - - - -
      - {/if} -
      -       - -
      - {#if isImage && displayPreview} -
      - {displayName} -
      - {:else if isPdf && pdfViewMode === 'pages'} - {#if pdfImagesLoading} -
      -
      -
      - -

      Converting PDF to images...

      -
      -
      - {:else if pdfImagesError} -
      -
      - - -

      Failed to load PDF images

      - -

      {pdfImagesError}

      - - -
      -
      - {:else if pdfImages.length > 0} -
      - {#each pdfImages as image, index (image)} -
      -

      Page {index + 1}

      - - PDF Page {index + 1} -
      - {/each} -
      - {:else} -
      -
      - - -

      No PDF pages available

      -
      -
      - {/if} - {:else if (isText || (isPdf && pdfViewMode === 'text')) && displayTextContent} -
      - {displayTextContent} -
      - {:else if isAudio} -
      -
      - - - {#if attachment?.type === 'audioFile'} - - {:else if uploadedFile?.preview} - - {:else} -

      Audio preview not available

      - {/if} - -

      - {displayName} -

      -
      -
      - {:else} -
      -
      - {#if IconComponent} - - {/if} - -

      Preview not available for this file type

      -
      -
      - {/if} -
      -       -       diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentFilePreview.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentThumbnailFile.svelte similarity index 100% rename from tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentFilePreview.svelte rename to tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentThumbnailFile.svelte diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentImagePreview.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentThumbnailImage.svelte similarity index 100% rename from tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentImagePreview.svelte rename to tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentThumbnailImage.svelte diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList.svelte index a2aea0232a9..050c793316a 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsList.svelte @@ -1,11 +1,10 @@ - - - - - - - All Attachments ({displayItems.length}) - - View and manage all attached files - - - -
      - {#if fileItems.length > 0} -
      -

      Files ({fileItems.length})

      -
      - {#each fileItems as item (item.id)} - openPreview(item, event)} - /> - {/each} -
      -
      - {/if} +
      +
      + {#if fileItems.length > 0} +
      +

      Files ({fileItems.length})

      +
      + {#each fileItems as item (item.id)} + openPreview(item, event)} + /> + {/each} +
      +
      + {/if} - {#if imageItems.length > 0} -
      -

      Images ({imageItems.length})

      -
      - {#each imageItems as item (item.id)} - {#if item.preview} - openPreview(item, event)} - /> - {/if} - {/each} -
      -
      - {/if} + {#if imageItems.length > 0} +
      +

      Images ({imageItems.length})

      +
      + {#each imageItems as item (item.id)} + {#if item.preview} + openPreview(item, event)} + /> + {/if} + {/each} +
      - - - + {/if} +
      +
      {#if previewItem} - import { Square, ArrowUp } from '@lucide/svelte'; import { Button } from '$lib/components/ui/button'; - import ChatFormActionFileAttachments from './ChatFormActionFileAttachments.svelte'; - import ChatFormActionRecord from './ChatFormActionRecord.svelte'; - import ChatFormModelSelector from './ChatFormModelSelector.svelte'; + import { + ChatFormActionFileAttachments, + ChatFormActionRecord, + ChatFormModelSelector + } from '$lib/components/app'; import { config } from '$lib/stores/settings.svelte'; import type { FileTypeCategory } from '$lib/enums/files'; diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte index d37d8065140..ff335c328cd 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageActions.svelte @@ -1,7 +1,10 @@ - - -
      - - - - -
      -
      - Settings - - -
      - - -
      -
      - {#each settingSections as section (section.title)} - - {/each} -
      -
      - - +
      + + + + +
      +
      + +
      + + +
      +
      + {#each settingSections as section (section.title)} + + {/each}
      + +
      +
      +
      - -
      -
      - - - {#if currentSection.title === 'Import/Export'} - - {:else} -
      - -
      - {/if} -
      + +
      +
      + - + + {#if currentSection.title === 'Import/Export'} + + {:else} +
      + +
      + {/if} +
      + +
      +

      Settings are saved in browser's localStorage

      +
      +       +
      - - - + diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte index 992075e9728..8834e3e3e1c 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte @@ -9,7 +9,7 @@ import { supportsVision } from '$lib/stores/server.svelte'; import { getParameterInfo, resetParameterToServerDefault } from '$lib/stores/settings.svelte'; import { ParameterSyncService } from '$lib/services/parameter-sync'; - import ParameterSourceIndicator from './ParameterSourceIndicator.svelte'; + import { ChatSettingsParameterSourceIndicator } from '$lib/components/app'; import type { Component } from 'svelte'; interface Props { @@ -63,7 +63,7 @@ {/if} {#if isCustomRealTime} - + {/if}
      @@ -145,7 +145,7 @@ {/if} {#if isCustomRealTime} - + {/if}
      diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ImportExportTab.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsImportExportTab.svelte similarity index 98% rename from tools/server/webui/src/lib/components/app/chat/ChatSettings/ImportExportTab.svelte rename to tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsImportExportTab.svelte index 19c982c7b45..b2adf3942e2 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ImportExportTab.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsImportExportTab.svelte @@ -1,7 +1,7 @@ - - - - - - - - - Select Conversations to {mode === 'export' ? 'Export' : 'Import'} - - - - {#if mode === 'export'} - Choose which conversations you want to export. Selected conversations will be downloaded - as a JSON file. - {:else} - Choose which conversations you want to import. Selected conversations will be merged - with your existing conversations. - {/if} - - - -
      -
      - - - - - {#if searchQuery} - - {/if} -
      - -
      - - {selectedIds.size} of {conversations.length} selected - {#if searchQuery} - ({filteredConversations.length} shown) - {/if} - -
      - -
      - - - - - - - - - - - - - {#if filteredConversations.length === 0} - - - - {:else} - {#each filteredConversations as conv (conv.id)} - toggleConversation(conv.id, e.shiftKey)} - > - - - - - - - {/each} - {/if} - -
      - - Conversation NameMessages
      - {#if searchQuery} - No conversations found matching "{searchQuery}" - {:else} - No conversations available - {/if} -
      - { - e.preventDefault(); - e.stopPropagation(); - toggleConversation(conv.id, e.shiftKey); - }} - /> - -
      - {conv.name || 'Untitled conversation'} -
      -       		- {messageCountMap.get(conv.id) ?? 0} -
      -       -
      -
      - - - - - - -       -       -       diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte index 5976e5dd03d..34f3da53ea5 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSidebar/ChatSidebar.svelte @@ -2,7 +2,7 @@ import { goto } from '$app/navigation'; import { page } from '$app/state'; import { Trash2 } from '@lucide/svelte'; - import { ChatSidebarConversationItem, ConfirmationDialog } from '$lib/components/app'; + import { ChatSidebarConversationItem, DialogConfirmation } from '$lib/components/app'; import ScrollArea from '$lib/components/ui/scroll-area/scroll-area.svelte'; import * as Sidebar from '$lib/components/ui/sidebar'; import * as AlertDialog from '$lib/components/ui/alert-dialog'; @@ -158,7 +158,7 @@
      - + import * as Dialog from '$lib/components/ui/dialog'; + import { ChatAttachmentPreview } from '$lib/components/app'; + import { formatFileSize } from '$lib/utils/file-preview'; + + interface Props { + open: boolean; + // Either an uploaded file or a stored attachment + uploadedFile?: ChatUploadedFile; + attachment?: DatabaseMessageExtra; + // For uploaded files + preview?: string; + name?: string; + type?: string; + size?: number; + textContent?: string; + } + + let { + open = $bindable(), + uploadedFile, + attachment, + preview, + name, + type, + size, + textContent + }: Props = $props(); + + let chatAttachmentPreviewRef: ChatAttachmentPreview | undefined = $state(); + + let displayName = $derived(uploadedFile?.name || attachment?.name || name || 'Unknown File'); + + let displayType = $derived( + uploadedFile?.type || + (attachment?.type === 'imageFile' + ? 'image' + : attachment?.type === 'textFile' + ? 'text' + : attachment?.type === 'audioFile' + ? attachment.mimeType || 'audio' + : attachment?.type === 'pdfFile' + ? 'application/pdf' + : type || 'unknown') + ); + + let displaySize = $derived(uploadedFile?.size || size); + + $effect(() => { + if (open && chatAttachmentPreviewRef) { + chatAttachmentPreviewRef.reset(); + } + }); + + + + + + {displayName} + + {displayType} + {#if displaySize} + • {formatFileSize(displaySize)} + {/if} + + + + + + diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte new file mode 100644 index 00000000000..8f6ca76d421 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogChatAttachmentsViewAll.svelte @@ -0,0 +1,51 @@ + + + + + + + + + All Attachments ({totalCount}) + View and manage all attached files + + + + + + diff --git a/tools/server/webui/src/lib/components/app/dialogs/ChatErrorDialog.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogChatError.svelte similarity index 100% rename from tools/server/webui/src/lib/components/app/dialogs/ChatErrorDialog.svelte rename to tools/server/webui/src/lib/components/app/dialogs/DialogChatError.svelte diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogChatSettings.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogChatSettings.svelte new file mode 100644 index 00000000000..e9aaa1000b3 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogChatSettings.svelte @@ -0,0 +1,37 @@ + + + + + + + diff --git a/tools/server/webui/src/lib/components/app/dialogs/ConfirmationDialog.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogConfirmation.svelte similarity index 100% rename from tools/server/webui/src/lib/components/app/dialogs/ConfirmationDialog.svelte rename to tools/server/webui/src/lib/components/app/dialogs/DialogConfirmation.svelte diff --git a/tools/server/webui/src/lib/components/app/dialogs/DialogConversationSelection.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogConversationSelection.svelte new file mode 100644 index 00000000000..1f8ea64bed9 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/dialogs/DialogConversationSelection.svelte @@ -0,0 +1,68 @@ + + + + + + + + + + Select Conversations to {mode === 'export' ? 'Export' : 'Import'} + + + {#if mode === 'export'} + Choose which conversations you want to export. Selected conversations will be downloaded + as a JSON file. + {:else} + Choose which conversations you want to import. Selected conversations will be merged + with your existing conversations. + {/if} + + + + + + + diff --git a/tools/server/webui/src/lib/components/app/dialogs/ConversationTitleUpdateDialog.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogConversationTitleUpdate.svelte similarity index 100% rename from tools/server/webui/src/lib/components/app/dialogs/ConversationTitleUpdateDialog.svelte rename to tools/server/webui/src/lib/components/app/dialogs/DialogConversationTitleUpdate.svelte diff --git a/tools/server/webui/src/lib/components/app/dialogs/EmptyFileAlertDialog.svelte b/tools/server/webui/src/lib/components/app/dialogs/DialogEmptyFileAlert.svelte similarity index 100% rename from tools/server/webui/src/lib/components/app/dialogs/EmptyFileAlertDialog.svelte rename to tools/server/webui/src/lib/components/app/dialogs/DialogEmptyFileAlert.svelte diff --git a/tools/server/webui/src/lib/components/app/index.ts b/tools/server/webui/src/lib/components/app/index.ts index a695f997474..54bd8d5aa35 100644 --- a/tools/server/webui/src/lib/components/app/index.ts +++ b/tools/server/webui/src/lib/components/app/index.ts @@ -1,56 +1,63 @@ +// Chat + +export { default as ChatAttachmentPreview } from './chat/ChatAttachments/ChatAttachmentPreview.svelte'; +export { default as ChatAttachmentThumbnailFile } from './chat/ChatAttachments/ChatAttachmentThumbnailFile.svelte'; +export { default as ChatAttachmentThumbnailImage } from './chat/ChatAttachments/ChatAttachmentThumbnailImage.svelte'; export { default as ChatAttachmentsList } from './chat/ChatAttachments/ChatAttachmentsList.svelte'; -export { default as ChatAttachmentFilePreview } from './chat/ChatAttachments/ChatAttachmentFilePreview.svelte'; -export { default as ChatAttachmentImagePreview } from './chat/ChatAttachments/ChatAttachmentImagePreview.svelte'; -export { default as ChatAttachmentPreviewDialog } from './chat/ChatAttachments/ChatAttachmentPreviewDialog.svelte'; -export { default as ChatAttachmentsViewAllDialog } from './chat/ChatAttachments/ChatAttachmentsViewAllDialog.svelte'; +export { default as ChatAttachmentsViewAll } from './chat/ChatAttachments/ChatAttachmentsViewAll.svelte'; export { default as ChatForm } from './chat/ChatForm/ChatForm.svelte'; -export { default as ChatFormTextarea } from './chat/ChatForm/ChatFormTextarea.svelte'; -export { default as ChatFormActions } from './chat/ChatForm/ChatFormActions.svelte'; -export { default as ChatFormActionFileAttachments } from './chat/ChatForm/ChatFormActionFileAttachments.svelte'; -export { default as ChatFormActionRecord } from './chat/ChatForm/ChatFormActionRecord.svelte'; -export { default as ChatFormModelSelector } from './chat/ChatForm/ChatFormModelSelector.svelte'; -export { default as ChatFormHelperText } from './chat/ChatForm/ChatFormHelperText.svelte'; +export { default as ChatFormActionFileAttachments } from './chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte'; +export { default as ChatFormActionRecord } from './chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte'; +export { default as ChatFormActions } from './chat/ChatForm/ChatFormActions/ChatFormActions.svelte'; export { default as ChatFormFileInputInvisible } from './chat/ChatForm/ChatFormFileInputInvisible.svelte'; +export { default as ChatFormHelperText } from './chat/ChatForm/ChatFormHelperText.svelte'; +export { default as ChatFormModelSelector } from './chat/ChatForm/ChatFormModelSelector.svelte'; +export { default as ChatFormTextarea } from './chat/ChatForm/ChatFormTextarea.svelte'; export { default as ChatMessage } from './chat/ChatMessages/ChatMessage.svelte'; export { default as ChatMessages } from './chat/ChatMessages/ChatMessages.svelte'; +export { default as ChatMessageBranchingControls } from './chat/ChatMessages/ChatMessageBranchingControls.svelte'; export { default as ChatMessageThinkingBlock } from './chat/ChatMessages/ChatMessageThinkingBlock.svelte'; -export { default as MessageBranchingControls } from './chat/ChatMessages/ChatMessageBranchingControls.svelte'; - -export { default as ChatProcessingInfo } from './chat/ChatProcessingInfo.svelte'; +export { default as ChatScreen } from './chat/ChatScreen/ChatScreen.svelte'; export { default as ChatScreenHeader } from './chat/ChatScreen/ChatScreenHeader.svelte'; +export { default as ChatScreenProcessingInfo } from './chat/ChatScreen/ChatScreenProcessingInfo.svelte'; export { default as ChatScreenWarning } from './chat/ChatScreen/ChatScreenWarning.svelte'; -export { default as ChatScreen } from './chat/ChatScreen/ChatScreen.svelte'; -export { default as ChatSettingsDialog } from './chat/ChatSettings/ChatSettingsDialog.svelte'; +export { default as ChatSettings } from './chat/ChatSettings/ChatSettings.svelte'; export { default as ChatSettingsFooter } from './chat/ChatSettings/ChatSettingsFooter.svelte'; export { default as ChatSettingsFields } from './chat/ChatSettings/ChatSettingsFields.svelte'; -export { default as ImportExportTab } from './chat/ChatSettings/ImportExportTab.svelte'; -export { default as ConversationSelectionDialog } from './chat/ChatSettings/ConversationSelectionDialog.svelte'; -export { default as ParameterSourceIndicator } from './chat/ChatSettings/ParameterSourceIndicator.svelte'; +export { default as ChatSettingsImportExportTab } from './chat/ChatSettings/ChatSettingsImportExportTab.svelte'; +export { default as ChatSettingsParameterSourceIndicator } from './chat/ChatSettings/ChatSettingsParameterSourceIndicator.svelte'; export { default as ChatSidebar } from './chat/ChatSidebar/ChatSidebar.svelte'; export { default as ChatSidebarConversationItem } from './chat/ChatSidebar/ChatSidebarConversationItem.svelte'; export { default as ChatSidebarSearch } from './chat/ChatSidebar/ChatSidebarSearch.svelte'; -export { default as ChatErrorDialog } from './dialogs/ChatErrorDialog.svelte'; -export { default as EmptyFileAlertDialog } from './dialogs/EmptyFileAlertDialog.svelte'; -export { default as ConversationTitleUpdateDialog } from './dialogs/ConversationTitleUpdateDialog.svelte'; +// Dialogs -export { default as KeyboardShortcutInfo } from './misc/KeyboardShortcutInfo.svelte'; +export { default as DialogChatAttachmentPreview } from './dialogs/DialogChatAttachmentPreview.svelte'; +export { default as DialogChatAttachmentsViewAll } from './dialogs/DialogChatAttachmentsViewAll.svelte'; +export { default as DialogChatError } from './dialogs/DialogChatError.svelte'; +export { default as DialogChatSettings } from './dialogs/DialogChatSettings.svelte'; +export { default as DialogConfirmation } from './dialogs/DialogConfirmation.svelte'; +export { default as DialogConversationSelection } from './dialogs/DialogConversationSelection.svelte'; +export { default as DialogConversationTitleUpdate } from './dialogs/DialogConversationTitleUpdate.svelte'; +export { default as DialogEmptyFileAlert } from './dialogs/DialogEmptyFileAlert.svelte'; -export { default as MarkdownContent } from './misc/MarkdownContent.svelte'; +// Miscellanous +export { default as ActionButton } from './misc/ActionButton.svelte'; +export { default as ActionDropdown } from './misc/ActionDropdown.svelte'; +export { default as ConversationSelection } from './misc/ConversationSelection.svelte'; +export { default as KeyboardShortcutInfo } from './misc/KeyboardShortcutInfo.svelte'; +export { default as MarkdownContent } from './misc/MarkdownContent.svelte'; export { default as RemoveButton } from './misc/RemoveButton.svelte'; +// Server + export { default as ServerStatus } from './server/ServerStatus.svelte'; export { default as ServerErrorSplash } from './server/ServerErrorSplash.svelte'; export { default as ServerLoadingSplash } from './server/ServerLoadingSplash.svelte'; export { default as ServerInfo } from './server/ServerInfo.svelte'; - -// Shared components -export { default as ActionButton } from './misc/ActionButton.svelte'; -export { default as ActionDropdown } from './misc/ActionDropdown.svelte'; -export { default as ConfirmationDialog } from './dialogs/ConfirmationDialog.svelte'; diff --git a/tools/server/webui/src/lib/components/app/misc/ConversationSelection.svelte b/tools/server/webui/src/lib/components/app/misc/ConversationSelection.svelte new file mode 100644 index 00000000000..e2095e08765 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/ConversationSelection.svelte @@ -0,0 +1,205 @@ + + +
      +
      + + + + + {#if searchQuery} + + {/if} +
      + +
      + + {selectedIds.size} of {conversations.length} selected + {#if searchQuery} + ({filteredConversations.length} shown) + {/if} + +
      + +
      + + + + + + + + + + + + + {#if filteredConversations.length === 0} + + + + {:else} + {#each filteredConversations as conv (conv.id)} + toggleConversation(conv.id, e.shiftKey)} + > + + + + + + + {/each} + {/if} + +
      + + Conversation NameMessages
      + {#if searchQuery} + No conversations found matching "{searchQuery}" + {:else} + No conversations available + {/if} +
      + { + e.preventDefault(); + e.stopPropagation(); + toggleConversation(conv.id, e.shiftKey); + }} + /> + +
      + {conv.name || 'Untitled conversation'} +
      +       		+ {messageCountMap.get(conv.id) ?? 0} +
      +       +
      + +
      + + + +
      +
      diff --git a/tools/server/webui/src/routes/+layout.svelte b/tools/server/webui/src/routes/+layout.svelte index b08bd59c15e..dfe094c0794 100644 --- a/tools/server/webui/src/routes/+layout.svelte +++ b/tools/server/webui/src/routes/+layout.svelte @@ -1,7 +1,7 @@ + + diff --git a/tools/server/webui/src/stories/ChatSettingsDialog.stories.svelte b/tools/server/webui/src/stories/ChatSettingsDialog.stories.svelte deleted file mode 100644 index 1e53f70708e..00000000000 --- a/tools/server/webui/src/stories/ChatSettingsDialog.stories.svelte +++ /dev/null @@ -1,26 +0,0 @@ - - - - - From 054a45c3d313387a4becd5eae982285932852b35 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Thu, 20 Nov 2025 18:35:10 +0100 Subject: [PATCH 069/197] grammar: fix regression caused by #17381 (#17412) * grammar: fix regression caused by #17381 * more readable --- src/llama-grammar.cpp | 23 ++++++++++++----------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/src/llama-grammar.cpp b/src/llama-grammar.cpp index bdd337e9526..b3c5eb57174 100644 --- a/src/llama-grammar.cpp +++ b/src/llama-grammar.cpp @@ -347,10 +347,10 @@ const char * llama_grammar_parser::parse_sequence( size_t last_sym_start = rule.size(); const char * pos = src; - // use UINT64_MAX as the empty value because we aligned to the proper unsigned long type so -1 can't be used + // use UINT64_MAX as the empty value because we aligned to the proper uint64_t type so -1 can't be used // (though it's technically the same as -1 now) - auto handle_repetitions = [&](unsigned long min_times, unsigned long max_times) { - + auto handle_repetitions = [&](uint64_t min_times, uint64_t max_times) { + bool no_max = max_times == UINT64_MAX; if (last_sym_start == rule.size()) { throw std::runtime_error(std::string("expecting preceding item to */+/?/{ at ") + pos); } @@ -377,20 +377,20 @@ const char * llama_grammar_parser::parse_sequence( rule.resize(last_sym_start); } else { // Repeat the previous elements (min_times - 1) times - for (unsigned long i = 1; i < min_times; i++) { + for (uint64_t i = 1; i < min_times; i++) { rule.insert(rule.end(), prev_rule.begin(), prev_rule.end()); } } uint32_t last_rec_rule_id = 0; - auto n_opt = max_times == UINT64_MAX ? 1 : max_times - min_times; + auto n_opt = no_max ? 1 : max_times - min_times; llama_grammar_rule rec_rule(prev_rule); - for (unsigned long i = 0; i < n_opt; i++) { + for (uint64_t i = 0; i < n_opt; i++) { rec_rule.resize(prev_rule.size()); uint32_t rec_rule_id = generate_symbol_id( rule_name); - if (i > 0 || max_times == UINT64_MAX) { - rec_rule.push_back({LLAMA_GRETYPE_RULE_REF, max_times == UINT64_MAX ? rec_rule_id : last_rec_rule_id}); + if (i > 0 || no_max) { + rec_rule.push_back({LLAMA_GRETYPE_RULE_REF, no_max ? rec_rule_id : last_rec_rule_id}); } rec_rule.push_back({LLAMA_GRETYPE_ALT, 0}); rec_rule.push_back({LLAMA_GRETYPE_END, 0}); @@ -482,10 +482,10 @@ const char * llama_grammar_parser::parse_sequence( throw std::runtime_error(std::string("expecting an int at ") + pos); } const char * int_end = parse_int(pos); - unsigned long min_times = std::stoul(std::string(pos, int_end - pos)); + uint64_t min_times = std::stoul(std::string(pos, int_end - pos)); pos = parse_space(int_end, is_nested); - unsigned long max_times = UINT64_MAX; + uint64_t max_times = UINT64_MAX; // default: no max limit if (*pos == '}') { max_times = min_times; @@ -506,7 +506,8 @@ const char * llama_grammar_parser::parse_sequence( } else { throw std::runtime_error(std::string("expecting ',' at ") + pos); } - if (min_times > MAX_REPETITION_THRESHOLD || (max_times != UINT64_MAX && max_times > MAX_REPETITION_THRESHOLD)) { + bool has_max = max_times != UINT64_MAX; + if (min_times > MAX_REPETITION_THRESHOLD || (has_max && max_times > MAX_REPETITION_THRESHOLD)) { throw std::runtime_error(std::string("number of repetitions exceeds sane defaults, please reduce the number of repetitions")); } handle_repetitions(min_times, max_times); From dd0f3219419b24740864b5343958a97e1b3e4b26 Mon Sep 17 00:00:00 2001 From: Daniel Han Date: Thu, 20 Nov 2025 11:07:36 -0800 Subject: [PATCH 070/197] readme : add Unsloth exporting to GGUF in tools (#17411) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 29627835853..cff3bd4370e 100644 --- a/README.md +++ b/README.md @@ -242,6 +242,7 @@ Instructions for adding support for new models: [HOWTO-add-model.md](docs/develo - [crashr/gppm](https://github.com/crashr/gppm) – launch llama.cpp instances utilizing NVIDIA Tesla P40 or P100 GPUs with reduced idle power consumption - [gpustack/gguf-parser](https://github.com/gpustack/gguf-parser-go/tree/main/cmd/gguf-parser) - review/check the GGUF file and estimate the memory usage - [Styled Lines](https://marketplace.unity.com/packages/tools/generative-ai/styled-lines-llama-cpp-model-292902) (proprietary licensed, async wrapper of inference part for game development in Unity3d with pre-built Mobile and Web platform wrappers and a model example) +- [unslothai/unsloth](https://github.com/unslothai/unsloth) – 🦥 exports/saves fine-tuned and trained models to GGUF (Apache-2.0) From 21d31e0810d398f75ddd7d7c4cec9907a5576f26 Mon Sep 17 00:00:00 2001 From: nullname Date: Fri, 21 Nov 2025 07:45:05 +0800 Subject: [PATCH 071/197] ggml-hexagon: fix swiglu failure at `test-backend-ops` (#17344) * refactor: use hvx_vec_exp_fp32_guard_inf for overflow handling in hvx_exp_f32 * feat: add fast sigmoid function with overflow guard for fp32 * refactor: replace hvx_vec_inverse_fp32 with hvx_vec_inverse_fp32_guard_inf for improved overflow handling * feat: enhance hvx_add_scalar_f32 with overflow handling using infinity guard * wip * add HVX_Vector_Alias wip * wip * fix: improve handling of src1 tensor in glu_swiglu_fp32_per_thread function * fix nc * wip * wip * handle nan at inverse * wip * fix neg * wip * rename * fix hvx_vec_inverse_fp32_guard_inf to handle infinity and NaN cases correctly * wip * fix hvx_vec_inverse_fp32_guard_inf to handle NaN cases correctly * wip * wip * wip * fix output sign --- ggml/src/ggml-hexagon/htp/act-ops.c | 30 ++++++------- ggml/src/ggml-hexagon/htp/hvx-exp.c | 25 ++++++++--- ggml/src/ggml-hexagon/htp/hvx-inverse.c | 6 +-- ggml/src/ggml-hexagon/htp/hvx-utils.c | 27 ++++++++---- ggml/src/ggml-hexagon/htp/hvx-utils.h | 56 ++++++++++++++++++++----- 5 files changed, 99 insertions(+), 45 deletions(-) diff --git a/ggml/src/ggml-hexagon/htp/act-ops.c b/ggml/src/ggml-hexagon/htp/act-ops.c index 16044975d92..87b09cca3af 100644 --- a/ggml/src/ggml-hexagon/htp/act-ops.c +++ b/ggml/src/ggml-hexagon/htp/act-ops.c @@ -106,33 +106,32 @@ static void glu_swiglu_fp32_per_thread(const struct htp_tensor * src0, t1 = HAP_perf_get_qtimer_count(); int is_aligned = 1; - int opt_path = 0; if (!htp_is_aligned((void *) src0->data, VLEN) || !htp_is_aligned((void *) dst->data, VLEN)) { is_aligned = 0; FARF(HIGH, "swiglu-f32: unaligned addresses in elementwise op, possibly slower execution\n"); } - if ((1 == is_aligned) && !(nb01 & (VLEN - 1))) { - opt_path = 1; - } const uint8_t * restrict data_src0 = (const uint8_t *) src0->data; const uint8_t * restrict data_src1 = (const uint8_t *) src1->data; uint8_t * restrict data_dst = (uint8_t *) dst->data; - bool src1_valid = src1->ne[0]; + const bool src1_valid = src1->ne[0]; + const int nc = (src1_valid) ? ne00 : ne00 / 2; if (!src1_valid) { - data_src1 = data_src0; - src1_row_size = src0_row_size; + const int32_t swapped = op_params[1]; + data_src1 = data_src0; + src1_row_size = src0_row_size; + + const size_t nc_in_bytes = nc * SIZEOF_FP32; + data_src0 += swapped ? nc_in_bytes : 0; + data_src1 += swapped ? 0 : nc_in_bytes; } uint8_t * restrict src0_spad_data = src0_spad->data + (ith * src0_row_size); uint8_t * restrict src1_spad_data = src1_spad->data + (ith * src1_row_size); uint8_t * restrict dst_spad_data = dst_spad->data + (ith * dst_row_size); - const int32_t swapped = op_params[1]; - - const int nc = (src1_valid) ? ne0 : ne0 / 2; - + const bool opt_path = ((1 == is_aligned) && !(nb01 & (VLEN - 1))); for (uint32_t ir = src0_start_row; ir < src0_end_row; ir++) { const float * restrict src0 = (float *) (data_src0 + (ir * src0_row_size)); const float * restrict src1 = (float *) (data_src1 + (ir * src1_row_size)); @@ -142,12 +141,7 @@ static void glu_swiglu_fp32_per_thread(const struct htp_tensor * src0, htp_l2fetch(src0 + src0_row_size, 1, src0_row_size, src0_row_size); } - if (!src1_valid) { - src0 += swapped ? nc : 0; - src1 += swapped ? 0 : nc; - } - - if (1 == opt_path) { + if (opt_path) { hvx_fast_sigmoid_f32((const uint8_t *) src0, (uint8_t *) src0_spad_data, nc); hvx_mul_mul_f32_opt((const uint8_t *) src0, (const uint8_t *) src0_spad_data, (const uint8_t *) src1, (uint8_t *) dst, nc); @@ -218,7 +212,7 @@ static void glu_swiglu_oai_fp32_per_thread(const struct htp_tensor * src0, const float alpha = ((const float *) (op_params))[2]; const float limit = ((const float *) (op_params))[3]; - const int nc = (src1_valid) ? ne0 : ne0 / 2; + const int nc = (src1_valid) ? ne00 : ne00 / 2; for (uint32_t ir = src0_start_row; ir < src0_end_row; ir++) { const float * restrict src0 = (float *) (data_src0 + (ir * src0_row_size)); diff --git a/ggml/src/ggml-hexagon/htp/hvx-exp.c b/ggml/src/ggml-hexagon/htp/hvx-exp.c index 19f6795083c..d0735e9325e 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-exp.c +++ b/ggml/src/ggml-hexagon/htp/hvx-exp.c @@ -16,6 +16,19 @@ #include "hvx-utils.h" #include "ops-utils.h" +static inline HVX_Vector hvx_vec_exp_fp32_guard(HVX_Vector in_vec) { + static const float kInf = INFINITY; + static const float kMaxExp = 88.02f; // log(INF) + + const HVX_Vector max_exp = hvx_vec_splat_fp32(kMaxExp); + const HVX_Vector inf = hvx_vec_splat_fp32(kInf); + const HVX_VectorPred pred0 = Q6_Q_vcmp_gt_VsfVsf(in_vec, max_exp); + + HVX_Vector out = hvx_vec_exp_fp32(in_vec); + + return Q6_V_vmux_QVV(pred0, inf, out); +} + void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int num_elems, bool negate) { int left_over = num_elems & (VLEN_FP32 - 1); int num_elems_whole = num_elems - left_over; @@ -42,9 +55,9 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { if (true == negate) { HVX_Vector neg_vec_in = hvx_vec_neg_fp32(*p_vec_in1++); - *p_vec_out++ = hvx_vec_exp_fp32(neg_vec_in); + *p_vec_out++ = hvx_vec_exp_fp32_guard(neg_vec_in); } else { - *p_vec_out++ = hvx_vec_exp_fp32(*p_vec_in1++); + *p_vec_out++ = hvx_vec_exp_fp32_guard(*p_vec_in1++); } } } else { @@ -54,9 +67,9 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int if (true == negate) { HVX_Vector neg_vec_in = hvx_vec_neg_fp32(in); - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32(neg_vec_in); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32_guard(neg_vec_in); } else { - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32(in); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32_guard(in); } } } @@ -70,9 +83,9 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int if (true == negate) { HVX_Vector neg_vec_in = hvx_vec_neg_fp32(in); - vec_out = hvx_vec_exp_fp32(neg_vec_in); + vec_out = hvx_vec_exp_fp32_guard(neg_vec_in); } else { - vec_out = hvx_vec_exp_fp32(in); + vec_out = hvx_vec_exp_fp32_guard(in); } hvx_vec_store_u((void *) dstf, left_over * SIZEOF_FP32, vec_out); diff --git a/ggml/src/ggml-hexagon/htp/hvx-inverse.c b/ggml/src/ggml-hexagon/htp/hvx-inverse.c index 4cf588a8781..953d3e6c167 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-inverse.c +++ b/ggml/src/ggml-hexagon/htp/hvx-inverse.c @@ -38,13 +38,13 @@ void hvx_inverse_f32(const uint8_t * restrict src, uint8_t * restrict dst, const #pragma unroll(4) for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { - *p_vec_out++ = hvx_vec_inverse_fp32(*p_vec_in++); + *p_vec_out++ = hvx_vec_inverse_fp32_guard(*p_vec_in++); } } else { #pragma unroll(4) for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { HVX_Vector in = *(HVX_UVector *) (src + i * SIZEOF_FP32); - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_inverse_fp32(in); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_inverse_fp32_guard(in); } } @@ -53,7 +53,7 @@ void hvx_inverse_f32(const uint8_t * restrict src, uint8_t * restrict dst, const float * dstf = (float *) dst + num_elems_whole; HVX_Vector in = *(HVX_UVector *) srcf; - HVX_Vector out = hvx_vec_inverse_fp32(in); + HVX_Vector out = hvx_vec_inverse_fp32_guard(in); hvx_vec_store_u((void *) dstf, left_over * SIZEOF_FP32, out); } diff --git a/ggml/src/ggml-hexagon/htp/hvx-utils.c b/ggml/src/ggml-hexagon/htp/hvx-utils.c index d3599bc9c12..e02b1d90996 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-utils.c +++ b/ggml/src/ggml-hexagon/htp/hvx-utils.c @@ -401,7 +401,9 @@ void hvx_add_scalar_f32(const uint8_t * restrict src, const float val, uint8_t * FARF(HIGH, "hvx_add_scalar_f32: unaligned loop in hvx op, possibly slower execution\n"); } - HVX_Vector val_vec = hvx_vec_splat_fp32(val); + static const float kInf = INFINITY; + const HVX_Vector inf = hvx_vec_splat_fp32(kInf); + HVX_Vector val_vec = hvx_vec_splat_fp32(val); if (0 == unaligned_loop) { HVX_Vector * restrict vec_in1 = (HVX_Vector *) src; @@ -409,17 +411,24 @@ void hvx_add_scalar_f32(const uint8_t * restrict src, const float val, uint8_t * #pragma unroll(4) for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { - HVX_Vector v = Q6_Vqf32_vadd_VsfVsf(*vec_in1++, val_vec); - *vec_out++ = Q6_Vsf_equals_Vqf32(v); + HVX_Vector in = *vec_in1++; + const HVX_VectorPred pred_inf = Q6_Q_vcmp_eq_VwVw(inf, in); + HVX_Vector v = Q6_Vqf32_vadd_VsfVsf(in, val_vec); + v = Q6_Vsf_equals_Vqf32(v); + v = Q6_V_vmux_QVV(pred_inf, inf, v); + *vec_out++ = v; } } else { #pragma unroll(4) for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { HVX_Vector in = *(HVX_UVector *) (src + i * SIZEOF_FP32); - HVX_Vector out = Q6_Vqf32_vadd_VsfVsf(in, val_vec); + const HVX_VectorPred pred_inf = Q6_Q_vcmp_eq_VwVw(inf, in); + HVX_Vector out = Q6_Vqf32_vadd_VsfVsf(in, val_vec); + out = Q6_Vsf_equals_Vqf32(out); + out = Q6_V_vmux_QVV(pred_inf, inf, out); - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = Q6_Vsf_equals_Vqf32(out); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = out; } } @@ -429,8 +438,12 @@ void hvx_add_scalar_f32(const uint8_t * restrict src, const float val, uint8_t * HVX_Vector in = *(HVX_UVector *) srcf; - HVX_Vector out = Q6_Vqf32_vadd_VsfVsf(in, val_vec); - hvx_vec_store_u((void *) dstf, left_over * SIZEOF_FP32, Q6_Vsf_equals_Vqf32(out)); + const HVX_VectorPred pred_inf = Q6_Q_vcmp_eq_VwVw(inf, in); + HVX_Vector out = Q6_Vqf32_vadd_VsfVsf(in, val_vec); + out = Q6_Vsf_equals_Vqf32(out); + out = Q6_V_vmux_QVV(pred_inf, inf, out); + + hvx_vec_store_u((void *) dstf, left_over * SIZEOF_FP32, out); } } diff --git a/ggml/src/ggml-hexagon/htp/hvx-utils.h b/ggml/src/ggml-hexagon/htp/hvx-utils.h index b2ca8e88f46..5f94645cde3 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-utils.h +++ b/ggml/src/ggml-hexagon/htp/hvx-utils.h @@ -12,6 +12,15 @@ #define VLEN_FP32 (VLEN / SIZEOF_FP32) #define VLEN_FP16 (VLEN / SIZEOF_FP16) +typedef union { + HVX_Vector v; + uint8_t b[VLEN]; + uint16_t h[VLEN_FP16]; + uint32_t w[VLEN_FP32]; + __fp16 fp16[VLEN_FP16]; + float fp32[VLEN_FP32]; +} __attribute__((aligned(VLEN), packed)) HVX_VectorAlias; + static inline HVX_Vector hvx_vec_splat_fp32(float i) { union { float f; @@ -243,19 +252,16 @@ static __attribute__((always_inline)) int32_t is_in_one_chunk(void * addr, uint3 } static void hvx_vec_dump_fp16_n(char * pref, HVX_Vector v, uint32_t n) { - union { - HVX_Vector v; - __fp16 d[64]; - } u = { .v = v }; + HVX_VectorAlias u = { .v = v }; const uint32_t n0 = n / 16; const uint32_t n1 = n % 16; int i = 0; for (; i < n0; i++) { - htp_dump_fp16_line(pref, u.d + (16 * i), 16); + htp_dump_fp16_line(pref, u.fp16 + (16 * i), 16); } if (n1) { - htp_dump_fp16_line(pref, u.d + (16 * i), n1); + htp_dump_fp16_line(pref, u.fp16 + (16 * i), n1); } } @@ -411,8 +417,8 @@ static inline HVX_Vector hvx_vec_fp32_reduce_sum_n(HVX_Vector in, unsigned int n HVX_Vector sum = in, sum_t; while (width < total) { - sum_t = Q6_V_vror_VR(sum, width); // rotate right - sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(sum, sum_t)); // elementwise sum + sum_t = Q6_V_vror_VR(sum, width); // rotate right + sum = Q6_Vsf_equals_Vqf32(Q6_Vqf32_vadd_VsfVsf(sum, sum_t)); // elementwise sum width = width << 1; } return sum; @@ -491,7 +497,7 @@ static inline HVX_Vector hvx_vec_abs_fp16(HVX_Vector v) { static inline HVX_Vector hvx_vec_neg_fp16(HVX_Vector v) { // neg by setting the fp16 sign bit HVX_Vector mask = Q6_Vh_vsplat_R(0x8000); - return Q6_V_vor_VV(v, mask); + return Q6_V_vxor_VV(v, mask); } static inline HVX_Vector hvx_vec_abs_fp32(HVX_Vector v) { @@ -506,7 +512,7 @@ static inline HVX_Vector hvx_vec_neg_fp32(HVX_Vector v) { #else // neg by setting the fp32 sign bit HVX_Vector mask = Q6_V_vsplat_R(0x80000000); - return Q6_V_vor_VV(v, mask); + return Q6_V_vxor_VV(v, mask); #endif // __HTP_ARCH__ > 75 } @@ -720,6 +726,24 @@ static inline HVX_Vector hvx_vec_inverse_fp32(HVX_Vector v_sf) { return Q6_Vsf_equals_Vqf32(r_qf); } +static inline HVX_Vector hvx_vec_inverse_fp32_guard(HVX_Vector v_sf) { + static const float kInf = INFINITY; + static const uint32_t kNanMask = 0x7fffffff; + static const uint32_t kNanMin = 0x7f800000; + + const HVX_Vector inf = hvx_vec_splat_fp32(kInf); + const HVX_VectorPred pred_inf = Q6_Q_vcmp_gt_VsfVsf(inf, v_sf); + + HVX_Vector out = hvx_vec_inverse_fp32(v_sf); + + const HVX_Vector nan_mask = Q6_V_vsplat_R(kNanMask); + const HVX_Vector nan_min = Q6_V_vsplat_R(kNanMin); + HVX_Vector masked_out = Q6_V_vand_VV(out, nan_mask); + const HVX_VectorPred pred = Q6_Q_vcmp_gtand_QVuwVuw(pred_inf, nan_min, masked_out); + + return Q6_V_vmux_QVV(pred, out, Q6_V_vzero()); +} + #define FAST_SIGMOID_LOG2F (0x3fb8aa3b) // 1.442695022 #define FAST_SIGMOID_C1 (0x3d009076) // 0.03138777 #define FAST_SIGMOID_C2 (0x3e8d74bd) // 0.276281267 @@ -934,6 +958,16 @@ static inline HVX_Vector hvx_vec_rsqrt_fp32(HVX_Vector in_vec) { return Q6_Vsf_equals_Vqf32(temp); } +static inline HVX_Vector hvx_vec_fast_sigmoid_fp32_guard(HVX_Vector v) { + static const float kMaxExp = -88.02f; // log(INF) + + const HVX_Vector max_exp = Q6_V_vsplat_R(*((uint32_t *) &kMaxExp)); + const HVX_VectorPred pred_inf = Q6_Q_vcmp_gt_VsfVsf(v, max_exp); + + HVX_Vector out = hvx_vec_fast_sigmoid_fp32(v); + return Q6_V_vmux_QVV(pred_inf, out, Q6_V_vzero()); +} + static inline void hvx_fast_sigmoid_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int num_elems) { int step_of_1 = num_elems >> 5; int remaining = num_elems - step_of_1 * VLEN_FP32; @@ -945,7 +979,7 @@ static inline void hvx_fast_sigmoid_f32(const uint8_t * restrict src, uint8_t * #pragma unroll(4) for (int i = 0; i < step_of_1; i++) { - v_dst[i] = hvx_vec_fast_sigmoid_fp32(v_src[i]); + v_dst[i] = hvx_vec_fast_sigmoid_fp32_guard(v_src[i]); } } From 2370665e560fb6e340c4a219464e0967e30e28c4 Mon Sep 17 00:00:00 2001 From: Raul Torres <138264735+rauletorresc@users.noreply.github.com> Date: Fri, 21 Nov 2025 08:23:29 +0000 Subject: [PATCH 072/197] CANN: Refactor `evaluate_and_capture_cann_graph` (#17333) * CANN: Refactor `evaluate_and_capture_cann_graph` **Description of the problem** * `matched_graph` is obtained even if graph mode is disabled. * End of graph capture and graph replay are unnecessarily placed in different `if` blocks. **Proposed solution** * Obtain `matched_graph` only if graph mode is enabled. * Place end of graph capture and graph reply inside the same `if` block. * Unify graph related comments. * Remove trailing whitespace --- ggml/src/ggml-cann/ggml-cann.cpp | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp index 9576dcb6e87..5cbf5683e1d 100644 --- a/ggml/src/ggml-cann/ggml-cann.cpp +++ b/ggml/src/ggml-cann/ggml-cann.cpp @@ -2246,8 +2246,7 @@ static void evaluate_and_capture_cann_graph(ggml_backend_cann_context * cann_ctx bool & use_cann_graph, bool & cann_graph_update_required) { #ifdef USE_ACL_GRAPH - ggml_cann_graph * matched_graph = cann_ctx->graph_lru_cache.cache_list.front(); - if (use_cann_graph && cann_graph_update_required) { + if (use_cann_graph && cann_graph_update_required) { // Begin CANN graph capture ACL_CHECK(aclmdlRICaptureBegin(cann_ctx->stream(), ACL_MODEL_RI_CAPTURE_MODE_GLOBAL)); } #endif // USE_ACL_GRAPH @@ -2271,12 +2270,14 @@ static void evaluate_and_capture_cann_graph(ggml_backend_cann_context * cann_ctx } #ifdef USE_ACL_GRAPH - if (use_cann_graph && cann_graph_update_required) { // End CANN graph capture - ACL_CHECK(aclmdlRICaptureEnd(cann_ctx->stream(), &matched_graph->graph)); - } - if (use_cann_graph) { - // Execute graph + ggml_cann_graph * matched_graph = cann_ctx->graph_lru_cache.cache_list.front(); + + if (cann_graph_update_required) { // End CANN graph capture + ACL_CHECK(aclmdlRICaptureEnd(cann_ctx->stream(), &matched_graph->graph)); + } + + // Execute CANN graph ACL_CHECK(aclmdlRIExecuteAsync(matched_graph->graph, cann_ctx->stream())); } #endif // USE_ACL_GRAPH From f1ffbba68e05aa180e350edebcdfbc0c77cebd4a Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Fri, 21 Nov 2025 02:58:17 -0600 Subject: [PATCH 073/197] vulkan: disable async for older Intel devices (#17369) * vulkan: disable async for older Intel devices * update detection logic * use name string for detection --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index f83dfdaef66..d4f27af8fc6 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -513,6 +513,7 @@ struct vk_device_struct { vk_queue compute_queue; vk_queue transfer_queue; bool single_queue; + bool support_async; uint32_t subgroup_size; uint32_t shader_core_count; bool uma; @@ -4273,6 +4274,16 @@ static vk_device ggml_vk_get_device(size_t idx) { device->vendor_id = device->properties.vendorID; device->driver_id = driver_props.driverID; + // Implementing the async backend interfaces seems broken on older Intel HW, + // see https://github.com/ggml-org/llama.cpp/issues/17302. + device->support_async = (device->vendor_id != VK_VENDOR_ID_INTEL || + std::string(device->properties.deviceName.data()).find("(DG1)") == std::string::npos) && + getenv("GGML_VK_DISABLE_ASYNC") == nullptr; + + if (!device->support_async) { + GGML_LOG_DEBUG("ggml_vulkan: WARNING: Async execution disabled on certain Intel devices.\n"); + } + const char* GGML_VK_FORCE_MAX_ALLOCATION_SIZE = getenv("GGML_VK_FORCE_MAX_ALLOCATION_SIZE"); if (GGML_VK_FORCE_MAX_ALLOCATION_SIZE != nullptr) { @@ -13187,6 +13198,10 @@ static ggml_status ggml_backend_vk_graph_compute(ggml_backend_t backend, ggml_cg ctx->device->perf_logger->print_timings(); } + if (!ctx->device->support_async) { + ggml_vk_synchronize(ctx); + } + return GGML_STATUS_SUCCESS; UNUSED(backend); @@ -13480,6 +13495,10 @@ ggml_backend_t ggml_backend_vk_init(size_t dev_num) { /* .context = */ ctx, }; + if (!ctx->device->support_async) { + vk_backend->iface.get_tensor_async = nullptr; + } + return vk_backend; } From 9cc4080441114bef1f2a13405a2a1f1d7b1ce6ca Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Adrien=20Gallou=C3=ABt?= Date: Fri, 21 Nov 2025 11:45:00 +0100 Subject: [PATCH 074/197] ci : start using OpenSSL (#17235) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Adrien Gallouët --- .github/workflows/build.yml | 55 +++++++++++++++++++++++++++--------- .github/workflows/server.yml | 10 +++++-- 2 files changed, 49 insertions(+), 16 deletions(-) diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 5215cc35722..e60fec037d5 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -217,7 +217,7 @@ jobs: sudo apt-get update sudo apt-get install -y --no-install-recommends \ python3 python3-pip python3-dev \ - libjpeg-dev build-essential libcurl4-openssl-dev \ + libjpeg-dev build-essential libssl-dev \ git-lfs - name: Python Dependencies @@ -238,6 +238,8 @@ jobs: id: cmake_build run: | cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_FATAL_WARNINGS=ON \ -DGGML_RPC=ON cmake --build build --config Release -j $(nproc) @@ -294,13 +296,15 @@ jobs: id: depends run: | sudo apt-get update - sudo apt-get install build-essential libcurl4-openssl-dev + sudo apt-get install build-essential libssl-dev - name: Build id: cmake_build if: ${{ matrix.sanitizer != 'THREAD' }} run: | cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_FATAL_WARNINGS=ON \ -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} @@ -311,6 +315,8 @@ jobs: if: ${{ matrix.sanitizer == 'THREAD' }} run: | cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_FATAL_WARNINGS=ON \ -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ @@ -335,7 +341,7 @@ jobs: id: depends run: | sudo apt-get update - sudo apt-get install build-essential libcurl4-openssl-dev + sudo apt-get install build-essential libssl-dev - name: Build id: cmake_build @@ -343,6 +349,8 @@ jobs: mkdir build cd build cmake .. \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_FATAL_WARNINGS=ON \ -DLLAMA_LLGUIDANCE=ON cmake --build . --config Release -j $(nproc) @@ -373,12 +381,14 @@ jobs: id: depends run: | sudo apt-get update - sudo apt-get install build-essential libcurl4-openssl-dev + sudo apt-get install build-essential libssl-dev - name: Build id: cmake_build run: | cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DGGML_RPC=ON cmake --build build --config Release -j $(nproc) @@ -405,12 +415,14 @@ jobs: - name: Dependencies id: depends run: | - sudo apt-get install -y glslc libvulkan-dev libcurl4-openssl-dev + sudo apt-get install -y glslc libvulkan-dev libssl-dev - name: Configure id: cmake_configure run: | cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DCMAKE_BUILD_TYPE=RelWithDebInfo \ -DGGML_BACKEND_DL=ON \ -DGGML_CPU_ALL_VARIANTS=ON \ @@ -440,7 +452,7 @@ jobs: run: | sudo add-apt-repository -y ppa:kisak/kisak-mesa sudo apt-get update -y - sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libcurl4-openssl-dev + sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev - name: Get latest Vulkan SDK version id: vulkan_sdk_version @@ -466,6 +478,8 @@ jobs: run: | source ./vulkan_sdk/setup-env.sh cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DGGML_VULKAN=ON cmake --build build --config Release -j $(nproc) @@ -497,7 +511,7 @@ jobs: run: | sudo add-apt-repository -y ppa:kisak/kisak-mesa sudo apt-get update -y - sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libcurl4-openssl-dev + sudo apt-get install -y build-essential mesa-vulkan-drivers libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev libssl-dev - name: Get latest Vulkan SDK version id: vulkan_sdk_version @@ -537,7 +551,10 @@ jobs: id: cmake_build run: | export Dawn_DIR=dawn/lib64/cmake/Dawn - cmake -B build -DGGML_WEBGPU=ON + cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ + -DGGML_WEBGPU=ON cmake --build build --config Release -j $(nproc) - name: Test @@ -560,7 +577,7 @@ jobs: id: depends run: | sudo apt-get update - sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev libcurl4-openssl-dev rocwmma-dev + sudo apt-get install -y build-essential git cmake rocblas-dev hipblas-dev libssl-dev rocwmma-dev - name: ccache uses: ggml-org/ccache-action@v1.2.16 @@ -572,6 +589,8 @@ jobs: id: cmake_build run: | cmake -B build -S . \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DCMAKE_HIP_COMPILER="$(hipconfig -l)/clang" \ -DGGML_HIP_ROCWMMA_FATTN=ON \ -DGGML_HIP=ON @@ -590,7 +609,7 @@ jobs: id: depends run: | apt-get update - apt-get install -y build-essential git cmake libcurl4-openssl-dev + apt-get install -y build-essential git cmake libssl-dev - name: ccache uses: ggml-org/ccache-action@v1.2.16 @@ -602,6 +621,8 @@ jobs: id: cmake_build run: | cmake -B build -S . \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DGGML_MUSA=ON cmake --build build --config Release -j $(nproc) @@ -626,7 +647,7 @@ jobs: shell: bash run: | sudo apt update - sudo apt install intel-oneapi-compiler-dpcpp-cpp libcurl4-openssl-dev + sudo apt install intel-oneapi-compiler-dpcpp-cpp libssl-dev - name: install oneAPI MKL library shell: bash @@ -648,6 +669,8 @@ jobs: run: | source /opt/intel/oneapi/setvars.sh cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DGGML_SYCL=ON \ -DCMAKE_C_COMPILER=icx \ -DCMAKE_CXX_COMPILER=icpx @@ -674,7 +697,7 @@ jobs: shell: bash run: | sudo apt update - sudo apt install intel-oneapi-compiler-dpcpp-cpp libcurl4-openssl-dev + sudo apt install intel-oneapi-compiler-dpcpp-cpp libssl-dev - name: install oneAPI MKL library shell: bash @@ -696,6 +719,8 @@ jobs: run: | source /opt/intel/oneapi/setvars.sh cmake -B build \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DGGML_SYCL=ON \ -DCMAKE_C_COMPILER=icx \ -DCMAKE_CXX_COMPILER=icpx \ @@ -1053,7 +1078,7 @@ jobs: DEBIAN_FRONTEND: noninteractive run: | apt update - apt install -y cmake build-essential ninja-build libgomp1 git libcurl4-openssl-dev + apt install -y cmake build-essential ninja-build libgomp1 git libssl-dev - name: ccache uses: ggml-org/ccache-action@v1.2.16 @@ -1064,10 +1089,12 @@ jobs: - name: Build with CMake run: | cmake -S . -B build -G Ninja \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ + -DLLAMA_FATAL_WARNINGS=ON \ -DCMAKE_BUILD_TYPE=Release \ -DCMAKE_CUDA_ARCHITECTURES=89-real \ -DCMAKE_EXE_LINKER_FLAGS=-Wl,--allow-shlib-undefined \ - -DLLAMA_FATAL_WARNINGS=ON \ -DGGML_NATIVE=OFF \ -DGGML_CUDA=ON cmake --build build diff --git a/.github/workflows/server.yml b/.github/workflows/server.yml index ebcd6424bc0..be4e23bc813 100644 --- a/.github/workflows/server.yml +++ b/.github/workflows/server.yml @@ -56,7 +56,7 @@ jobs: curl \ wget \ language-pack-en \ - libcurl4-openssl-dev + libssl-dev - name: Clone id: checkout @@ -242,7 +242,7 @@ jobs: curl \ wget \ language-pack-en \ - libcurl4-openssl-dev + libssl-dev - name: Clone id: checkout @@ -283,6 +283,8 @@ jobs: run: | cmake -B build \ -DGGML_NATIVE=OFF \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_BUILD_SERVER=ON \ -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON \ @@ -295,6 +297,8 @@ jobs: run: | cmake -B build \ -DGGML_NATIVE=OFF \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_BUILD_SERVER=ON \ -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} \ -DLLAMA_SANITIZE_${{ matrix.sanitizer }}=ON ; @@ -306,6 +310,8 @@ jobs: run: | cmake -B build \ -DGGML_NATIVE=OFF \ + -DLLAMA_CURL=OFF \ + -DLLAMA_OPENSSL=ON \ -DLLAMA_BUILD_SERVER=ON \ -DCMAKE_BUILD_TYPE=${{ matrix.build_type }} ; cmake --build build --config ${{ matrix.build_type }} -j $(nproc) --target llama-server From 28175f857d21f7acb9bd060d61d8b073219fe59c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Adrien=20Gallou=C3=ABt?= Date: Fri, 21 Nov 2025 11:46:45 +0100 Subject: [PATCH 075/197] cmake : add option to build and link BoringSSL (#17205) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * cmake: add option to build and link BoringSSL Signed-off-by: Adrien Gallouët * cmake : fix typo Signed-off-by: Adrien Gallouët * cmake : disable boringssl test and asm by default Signed-off-by: Adrien Gallouët * cmake : skip bssl Signed-off-by: Adrien Gallouët * cmake : disable fips Signed-off-by: Adrien Gallouët * cmake : fix cmake --install Signed-off-by: Adrien Gallouët * ci : use boringssl for windows and mac Signed-off-by: Adrien Gallouët --------- Signed-off-by: Adrien Gallouët --- .github/workflows/build.yml | 84 ++++-------------------- vendor/cpp-httplib/CMakeLists.txt | 50 +++++++++++--- vendor/cpp-httplib/patch-boringssl.cmake | 6 ++ 3 files changed, 60 insertions(+), 80 deletions(-) create mode 100644 vendor/cpp-httplib/patch-boringssl.cmake diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index e60fec037d5..eee42759fc9 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -69,13 +69,6 @@ jobs: key: macOS-latest-cmake-arm64 evict-old-files: 1d - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - brew install curl - - name: Build id: cmake_build run: | @@ -83,6 +76,8 @@ jobs: cmake -B build \ -DCMAKE_BUILD_RPATH="@loader_path" \ -DLLAMA_FATAL_WARNINGS=ON \ + -DLLAMA_CURL=OFF \ + -DLLAMA_BUILD_BORINGSSL=ON \ -DGGML_METAL_USE_BF16=ON \ -DGGML_METAL_EMBED_LIBRARY=OFF \ -DGGML_METAL_SHADER_DEBUG=ON \ @@ -110,13 +105,6 @@ jobs: key: macOS-latest-cmake-x64 evict-old-files: 1d - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - brew install curl - - name: Build id: cmake_build run: | @@ -126,6 +114,8 @@ jobs: cmake -B build \ -DCMAKE_BUILD_RPATH="@loader_path" \ -DLLAMA_FATAL_WARNINGS=ON \ + -DLLAMA_CURL=OFF \ + -DLLAMA_BUILD_BORINGSSL=ON \ -DGGML_METAL=OFF \ -DGGML_RPC=ON \ -DCMAKE_OSX_DEPLOYMENT_TARGET=13.3 @@ -151,13 +141,6 @@ jobs: key: macOS-latest-cmake-arm64-webgpu evict-old-files: 1d - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - brew install curl - - name: Dawn Dependency id: dawn-depends run: | @@ -747,12 +730,6 @@ jobs: key: macOS-latest-cmake-ios evict-old-files: 1d - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - - name: Build id: cmake_build run: | @@ -784,12 +761,6 @@ jobs: key: macOS-latest-cmake-tvos evict-old-files: 1d - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - - name: Build id: cmake_build run: | @@ -815,12 +786,6 @@ jobs: id: checkout uses: actions/checkout@v4 - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - - name: Build id: cmake_build run: | @@ -863,12 +828,6 @@ jobs: name: llama-xcframework path: build-apple/llama.xcframework/ - - name: Dependencies - id: depends - continue-on-error: true - run: | - brew update - - name: Build llama.cpp with CMake id: cmake_build run: | @@ -1020,21 +979,12 @@ jobs: -DCMAKE_INSTALL_PREFIX="$env:RUNNER_TEMP/opencl-arm64-release" cmake --build build-arm64-release --target install --config release - - name: libCURL - id: get_libcurl - uses: ./.github/actions/windows-setup-curl - with: - architecture: ${{ matrix.arch == 'x64' && 'win64' || 'win64a' }} - - name: Build id: cmake_build - env: - CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} run: | cmake -S . -B build ${{ matrix.defines }} ` - -DCURL_LIBRARY="$env:CURL_PATH/lib/libcurl.dll.a" -DCURL_INCLUDE_DIR="$env:CURL_PATH/include" + -DLLAMA_CURL=OFF -DLLAMA_BUILD_BORINGSSL=ON cmake --build build --config Release -j ${env:NUMBER_OF_PROCESSORS} - cp $env:CURL_PATH/bin/libcurl-*.dll build/bin/Release - name: Add libopenblas.dll id: add_libopenblas_dll @@ -1128,25 +1078,20 @@ jobs: run: | choco install ninja - - name: libCURL - id: get_libcurl - uses: ./.github/actions/windows-setup-curl - - name: Build id: cmake_build shell: cmd - env: - CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} run: | call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" x64 cmake -S . -B build -G "Ninja Multi-Config" ^ -DLLAMA_BUILD_SERVER=ON ^ + -DLLAMA_CURL=OFF ^ + -DLLAMA_BUILD_BORINGSSL=ON ^ -DGGML_NATIVE=OFF ^ -DGGML_BACKEND_DL=ON ^ -DGGML_CPU_ALL_VARIANTS=ON ^ -DGGML_CUDA=ON ^ - -DGGML_RPC=ON ^ - -DCURL_LIBRARY="%CURL_PATH%/lib/libcurl.dll.a" -DCURL_INCLUDE_DIR="%CURL_PATH%/include" + -DGGML_RPC=ON set /A NINJA_JOBS=%NUMBER_OF_PROCESSORS%-1 cmake --build build --config Release -j %NINJA_JOBS% -t ggml cmake --build build --config Release @@ -1178,7 +1123,7 @@ jobs: run: | scripts/install-oneapi.bat $WINDOWS_BASEKIT_URL $WINDOWS_DPCPP_MKL - # TODO: add libcurl support ; we will also need to modify win-build-sycl.bat to accept user-specified args + # TODO: add ssl support ; we will also need to modify win-build-sycl.bat to accept user-specified args - name: Build id: cmake_build @@ -1235,14 +1180,8 @@ jobs: key: ${{ github.job }} evict-old-files: 1d - - name: libCURL - id: get_libcurl - uses: ./.github/actions/windows-setup-curl - - name: Build id: cmake_build - env: - CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} run: | $env:HIP_PATH=$(Resolve-Path 'C:\Program Files\AMD\ROCm\*\bin\clang.exe' | split-path | split-path) $env:CMAKE_PREFIX_PATH="${env:HIP_PATH}" @@ -1251,11 +1190,12 @@ jobs: -DCMAKE_CXX_COMPILER="${env:HIP_PATH}\bin\clang++.exe" ` -DCMAKE_CXX_FLAGS="-I$($PWD.Path.Replace('\', '/'))/opt/rocm-${{ env.ROCM_VERSION }}/include/" ` -DCMAKE_BUILD_TYPE=Release ` + -DLLAMA_CURL=OFF ` + -DLLAMA_BUILD_BORINGSSL=ON ` -DROCM_DIR="${env:HIP_PATH}" ` -DGGML_HIP=ON ` -DGGML_HIP_ROCWMMA_FATTN=ON ` - -DGGML_RPC=ON ` - -DCURL_LIBRARY="$env:CURL_PATH/lib/libcurl.dll.a" -DCURL_INCLUDE_DIR="$env:CURL_PATH/include" + -DGGML_RPC=ON cmake --build build -j ${env:NUMBER_OF_PROCESSORS} ios-xcode-build: diff --git a/vendor/cpp-httplib/CMakeLists.txt b/vendor/cpp-httplib/CMakeLists.txt index 3b42fc8c1dc..8e0f8064f74 100644 --- a/vendor/cpp-httplib/CMakeLists.txt +++ b/vendor/cpp-httplib/CMakeLists.txt @@ -22,7 +22,38 @@ target_compile_definitions(${TARGET} PRIVATE CPPHTTPLIB_TCP_NODELAY=1 ) -if (LLAMA_OPENSSL) +if (LLAMA_BUILD_BORINGSSL) + set(OPENSSL_NO_ASM ON CACHE BOOL "Disable OpenSSL ASM code (BoringSSL)") + set(FIPS OFF CACHE BOOL "Enable FIPS (BoringSSL)") + + set(BORINGSSL_GIT "https://boringssl.googlesource.com/boringssl" CACHE STRING "BoringSSL git repository") + set(BORINGSSL_VERSION "0.20251002.0" CACHE STRING "BoringSSL version") + + message(STATUS "Fetching BoringSSL version ${BORINGSSL_VERSION}") + + include(FetchContent) + FetchContent_Declare( + boringssl + GIT_REPOSITORY ${BORINGSSL_GIT} + GIT_TAG ${BORINGSSL_VERSION} + PATCH_COMMAND ${CMAKE_COMMAND} -P "${CMAKE_CURRENT_SOURCE_DIR}/patch-boringssl.cmake" + ) + + set(SAVED_BUILD_SHARED_LIBS ${BUILD_SHARED_LIBS}) + set(SAVED_BUILD_TESTING ${BUILD_TESTING}) + + set(BUILD_SHARED_LIBS OFF) + set(BUILD_TESTING OFF) + + FetchContent_MakeAvailable(boringssl) + + set(BUILD_SHARED_LIBS ${SAVED_BUILD_SHARED_LIBS}) + set(BUILD_TESTING ${SAVED_BUILD_TESTING}) + + set(CPPHTTPLIB_OPENSSL_SUPPORT TRUE) + target_link_libraries(${TARGET} PUBLIC ssl crypto) + +elseif (LLAMA_OPENSSL) find_package(OpenSSL) if (OpenSSL_FOUND) include(CheckCSourceCompiles) @@ -44,17 +75,20 @@ if (LLAMA_OPENSSL) set(CMAKE_REQUIRED_INCLUDES ${SAVED_CMAKE_REQUIRED_INCLUDES}) if (OPENSSL_VERSION_SUPPORTED) message(STATUS "OpenSSL found: ${OPENSSL_VERSION}") - target_compile_definitions(${TARGET} PUBLIC CPPHTTPLIB_OPENSSL_SUPPORT) + set(CPPHTTPLIB_OPENSSL_SUPPORT TRUE) target_link_libraries(${TARGET} PUBLIC OpenSSL::SSL OpenSSL::Crypto) - if (APPLE AND CMAKE_SYSTEM_NAME STREQUAL "Darwin") - target_compile_definitions(${TARGET} PUBLIC CPPHTTPLIB_USE_CERTS_FROM_MACOSX_KEYCHAIN) - find_library(CORE_FOUNDATION_FRAMEWORK CoreFoundation REQUIRED) - find_library(SECURITY_FRAMEWORK Security REQUIRED) - target_link_libraries(${TARGET} PUBLIC ${CORE_FOUNDATION_FRAMEWORK} ${SECURITY_FRAMEWORK}) - endif() endif() else() message(STATUS "OpenSSL not found, SSL support disabled") endif() endif() +if (CPPHTTPLIB_OPENSSL_SUPPORT) + target_compile_definitions(${TARGET} PUBLIC CPPHTTPLIB_OPENSSL_SUPPORT) # used in server.cpp + if (APPLE AND CMAKE_SYSTEM_NAME STREQUAL "Darwin") + target_compile_definitions(${TARGET} PRIVATE CPPHTTPLIB_USE_CERTS_FROM_MACOSX_KEYCHAIN) + find_library(CORE_FOUNDATION_FRAMEWORK CoreFoundation REQUIRED) + find_library(SECURITY_FRAMEWORK Security REQUIRED) + target_link_libraries(${TARGET} PUBLIC ${CORE_FOUNDATION_FRAMEWORK} ${SECURITY_FRAMEWORK}) + endif() +endif() diff --git a/vendor/cpp-httplib/patch-boringssl.cmake b/vendor/cpp-httplib/patch-boringssl.cmake new file mode 100644 index 00000000000..2914e1dddb0 --- /dev/null +++ b/vendor/cpp-httplib/patch-boringssl.cmake @@ -0,0 +1,6 @@ +# Remove bssl +file(READ "CMakeLists.txt" content) +string(REPLACE "add_executable(bssl" "#add_executable(bssl" content "${content}") +string(REPLACE "target_link_libraries(bssl" "#target_link_libraries(bssl" content "${content}") +string(REPLACE "install(TARGETS bssl" "#install(TARGETS bssl" content "${content}") +file(WRITE "CMakeLists.txt" "${content}") From 23bc779a6e58762ea892eca1801b2ea1b9050c00 Mon Sep 17 00:00:00 2001 From: ubergarm Date: Fri, 21 Nov 2025 08:51:38 -0500 Subject: [PATCH 076/197] model : detect GigaChat3-10-A1.8B as deepseek lite (#17420) * Detect GigaChat3-10-A1.8B as deepseek lite Hardcodes checking number of layers to detect if lite version of deepseek. * Add commnent identifying deepseek lite variants deepseek lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B --- src/llama-model.cpp | 6 ++++-- src/models/deepseek2.cpp | 3 ++- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/src/llama-model.cpp b/src/llama-model.cpp index e703181a198..175549a9e30 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -1593,7 +1593,8 @@ void llama_model::load_hparams(llama_model_loader & ml) { } break; case LLM_ARCH_DEEPSEEK2: { - bool is_lite = (hparams.n_layer == 27); + // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B + bool is_lite = (hparams.n_layer == 27 || hparams.n_layer == 26); ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); if (!is_lite) { @@ -4581,7 +4582,8 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_DEEPSEEK2: { - const bool is_lite = (hparams.n_layer == 27); + // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B + const bool is_lite = (hparams.n_layer == 27 || hparams.n_layer == 26); const bool is_mla = (hparams.n_embd_head_k_mla != 0 && hparams.n_embd_head_v_mla != 0); diff --git a/src/models/deepseek2.cpp b/src/models/deepseek2.cpp index 68f72f72bb6..0b41f7ba8eb 100644 --- a/src/models/deepseek2.cpp +++ b/src/models/deepseek2.cpp @@ -4,7 +4,8 @@ llm_build_deepseek2::llm_build_deepseek2(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { - bool is_lite = (hparams.n_layer == 27); + // lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B + bool is_lite = (hparams.n_layer == 27 || hparams.n_layer == 26); const bool is_mla = (hparams.n_embd_head_k_mla != 0 && hparams.n_embd_head_v_mla != 0); From 8e9ddba610e8c86361e068117a1935cde94b8903 Mon Sep 17 00:00:00 2001 From: lhez Date: Fri, 21 Nov 2025 14:34:48 -0800 Subject: [PATCH 077/197] opencl: refine condition for kqv mm (#17392) --- ggml/src/ggml-opencl/ggml-opencl.cpp | 20 +++++++++++++++++--- 1 file changed, 17 insertions(+), 3 deletions(-) diff --git a/ggml/src/ggml-opencl/ggml-opencl.cpp b/ggml/src/ggml-opencl/ggml-opencl.cpp index 4cb6afe9271..2319f7a9e25 100644 --- a/ggml/src/ggml-opencl/ggml-opencl.cpp +++ b/ggml/src/ggml-opencl/ggml-opencl.cpp @@ -6895,9 +6895,23 @@ static void ggml_cl_mul_mat(ggml_backend_t backend, const ggml_tensor * src0, co cl_context context = backend_ctx->context; if(src0t == GGML_TYPE_F16 && src1t == GGML_TYPE_F32){ - if (ne01 >= 64 && ne1 >= 32 && ne00 >= 16 && (ne12 % ne02) == 0){ - ggml_cl_mul_mat_kq_kqv_adreno(backend, src0, src1, dst); - return; + if (ne01 >= 64 && ne1 >= 32 && ne00 >= 16 && (ne12 % ne02) == 0) { + // For KQ + if (ggml_is_permuted(src0) && ggml_is_permuted(src1) && + nb00 <= nb02 && + nb02 <= nb01 && + nb01 <= nb03 && + nb10 <= nb12 && + nb12 <= nb11 && + nb11 <= nb13) { + ggml_cl_mul_mat_kq_kqv_adreno(backend, src0, src1, dst); + return; + } + // For KQV + if (!ggml_is_contiguous(src0) && ggml_is_contiguous(src1)) { + ggml_cl_mul_mat_kq_kqv_adreno(backend, src0, src1, dst); + return; + } } } From 028f93ef9819d1a039f97d74d72380c986cd69aa Mon Sep 17 00:00:00 2001 From: yulo <77381088+zhang-hui-yulo@users.noreply.github.com> Date: Sat, 22 Nov 2025 07:03:24 +0800 Subject: [PATCH 078/197] HIP: RDNA4 tensor core support for MMF (#17077) * mmf for rdna4 * align the padding for rdna4 * forbit mul_mat_f for rdna4 * fix as comment * remove device kernels * add constexpr for early return * update based on review comment * change based on the review comment * pass compile error * keep code consistency --------- Co-authored-by: zhang hui --- ggml/src/ggml-cuda/common.cuh | 8 +++ ggml/src/ggml-cuda/convert.cuh | 9 +++ ggml/src/ggml-cuda/mma.cuh | 107 +++++++++++++++++++++++++++++++++ ggml/src/ggml-cuda/mmf.cu | 6 +- ggml/src/ggml-cuda/mmf.cuh | 73 ++++++++++++++++------ 5 files changed, 180 insertions(+), 23 deletions(-) diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh index 25e9308d756..99ec96869a7 100644 --- a/ggml/src/ggml-cuda/common.cuh +++ b/ggml/src/ggml-cuda/common.cuh @@ -224,6 +224,10 @@ static const char * cu_get_error_str(CUresult err) { #define AMD_MFMA_AVAILABLE #endif // defined(GGML_USE_HIP) && defined(CDNA) && !defined(GGML_HIP_NO_MMQ_MFMA) +#if defined(GGML_USE_HIP) && defined(RDNA4) +#define AMD_WMMA_AVAILABLE +#endif // defined(GGML_USE_HIP) && defined(RDNA4) + // The Volta instructions are in principle available on Turing or newer but they are effectively unusable: #if !defined(GGML_USE_HIP) && __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA #define VOLTA_MMA_AVAILABLE @@ -283,6 +287,10 @@ static bool amd_mfma_available(const int cc) { #endif //!defined(GGML_HIP_NO_MMQ_MFMA) } +static bool amd_wmma_available(const int cc) { + return GGML_CUDA_CC_IS_RDNA4(cc); +} + static bool volta_mma_available(const int cc) { return GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) == GGML_CUDA_CC_VOLTA; } diff --git a/ggml/src/ggml-cuda/convert.cuh b/ggml/src/ggml-cuda/convert.cuh index 8a5e08ef667..09f9a33f909 100644 --- a/ggml/src/ggml-cuda/convert.cuh +++ b/ggml/src/ggml-cuda/convert.cuh @@ -39,6 +39,15 @@ template return __float2bfloat16(float(x)); } else if constexpr(std::is_same_v) { return __bfloat162float(x); + } else if constexpr(std::is_same_v && std::is_same_v) { + return __float22half2_rn(x); + } else if constexpr(std::is_same_v && std::is_same_v) { + // bypass compile error on cuda 12.0.1 +#ifdef GGML_USE_HIP + return __float22bfloat162_rn(x); +#else + return {x.x, x.y}; +#endif // GGML_USE_HIP } else if constexpr(std::is_same_v) { return int32_t(x); } else { diff --git a/ggml/src/ggml-cuda/mma.cuh b/ggml/src/ggml-cuda/mma.cuh index a7a28fd1ae6..c3c4b779965 100644 --- a/ggml/src/ggml-cuda/mma.cuh +++ b/ggml/src/ggml-cuda/mma.cuh @@ -74,6 +74,33 @@ namespace ggml_cuda_mma { static constexpr int J = J_; #if defined(GGML_USE_HIP) +#if defined(RDNA4) + static constexpr int ne = I * J / 32; + T x[ne] = {0}; + + static constexpr __device__ bool supported() { + if (I == 16 && J == 16) return true; + return false; + } + + static __device__ __forceinline__ int get_i(const int l) { + if constexpr (I == 16 && J == 16) { + return 8 * (threadIdx.x / 16) + l; + } else { + NO_DEVICE_CODE; + return -1; + } + } + + static __device__ __forceinline__ int get_j(const int l) { + if constexpr (I == 16 && J == 16) { + return threadIdx.x % 16; + } else { + NO_DEVICE_CODE; + return -1; + } + } +#else static constexpr int ne = I * J / 64; T x[ne] = {0}; @@ -119,6 +146,7 @@ namespace ggml_cuda_mma { return -1; } } +#endif // defined(RDNA4) #elif __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA static constexpr int ne = I * J / 32; T x[ne] = {0}; @@ -236,6 +264,32 @@ namespace ggml_cuda_mma { return -1; } } +#elif defined(AMD_WMMA_AVAILABLE) + static constexpr int ne = I * J / 32; + half2 x[ne] = {{0.0f, 0.0f}}; + + static constexpr __device__ bool supported() { + if (I == 16 && J == 8) return true; + return false; + } + + static __device__ __forceinline__ int get_i(const int l) { + if constexpr (I == 16 && J == 8) { + return threadIdx.x % 16; + } else { + NO_DEVICE_CODE; + return -1; + } + } + + static __device__ __forceinline__ int get_j(const int l) { + if constexpr (I == 16 && J == 8) { + return 4 * (threadIdx.x / 16) + l; + } else { + NO_DEVICE_CODE; + return -1; + } + } #else static constexpr int ne = I * J / WARP_SIZE; half2 x[ne] = {{0.0f, 0.0f}}; @@ -285,6 +339,34 @@ namespace ggml_cuda_mma { struct tile { static constexpr int I = I_; static constexpr int J = J_; + +#if defined(AMD_WMMA_AVAILABLE) + static constexpr int ne = I * J / 32; + nv_bfloat162 x[ne] = {{0.0f, 0.0f}}; + + static constexpr __device__ bool supported() { + if (I == 16 && J == 8) return true; + return false; + } + + static __device__ __forceinline__ int get_i(const int l) { + if constexpr (I == 16 && J == 8) { + return threadIdx.x % 16; + } else { + NO_DEVICE_CODE; + return -1; + } + } + + static __device__ __forceinline__ int get_j(const int l) { + if constexpr (I == 16 && J == 8) { + return 4 * (threadIdx.x / 16) + l; + } else { + NO_DEVICE_CODE; + return -1; + } + } +#else static constexpr int ne = I * J / WARP_SIZE; nv_bfloat162 x[ne] = {{0.0f, 0.0f}}; @@ -320,6 +402,7 @@ namespace ggml_cuda_mma { return -1; } } +#endif // defined(AMD_WMMA_AVAILABLE) }; template @@ -353,6 +436,8 @@ namespace ggml_cuda_mma { const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 2 * (threadIdx.x / t.I)); xi[0] = xs[0]; } +#elif defined(AMD_WMMA_AVAILABLE) + ggml_cuda_memcpy_1(t.x, xs0 + t.get_i(0) * stride + t.get_j(0)); #else #pragma unroll for (int l = 0; l < t.ne; ++l) { @@ -639,12 +724,34 @@ namespace ggml_cuda_mma { : "+r"(Dxi[4]), "+r"(Dxi[5]), "+r"(Dxi[6]), "+r"(Dxi[7]) : "r"(Axi[2]), "r"(Axi[3]), "r"(Bxi[3])); #endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE +#elif defined(AMD_WMMA_AVAILABLE) + using halfx8_t = __attribute__((ext_vector_type(8))) _Float16; + using floatx8_t = __attribute__((ext_vector_type(8))) float; + floatx8_t& acc_frag = reinterpret_cast(D.x[0]); + const halfx8_t& a_frag = reinterpret_cast(A.x[0]); + const halfx8_t& b_frag = reinterpret_cast(B.x[0]); + acc_frag = __builtin_amdgcn_wmma_f32_16x16x16_f16_w32_gfx12(a_frag, b_frag, acc_frag); #else GGML_UNUSED_VARS(D, A, B); NO_DEVICE_CODE; #endif // TURING_MMA_AVAILABLE } + static __device__ __forceinline__ void mma( + tile<16, 16, float> & D, const tile<16, 8, nv_bfloat162> & A, const tile<16, 8, nv_bfloat162> & B) { +#if defined(AMD_WMMA_AVAILABLE) + using bf16x8_t = __attribute__((ext_vector_type(8))) __bf16; + using floatx8_t = __attribute__((ext_vector_type(8))) float; + floatx8_t& acc_frag = reinterpret_cast(D.x[0]); + const bf16x8_t& a_frag = reinterpret_cast(A.x[0]); + const bf16x8_t& b_frag = reinterpret_cast(B.x[0]); + acc_frag = __builtin_amdgcn_wmma_f32_16x16x16_bf16_w32_gfx12(a_frag, b_frag, acc_frag); +#else + GGML_UNUSED_VARS(D, A, B); + NO_DEVICE_CODE; +#endif // AMPERE_MMA_AVAILABLE + } + static __device__ __forceinline__ void mma( tile<16, 16, int> & D, const tile<16, 8, int> & A, const tile<16, 8, int> & B) { #if defined(AMD_MFMA_AVAILABLE) diff --git a/ggml/src/ggml-cuda/mmf.cu b/ggml/src/ggml-cuda/mmf.cu index 153dd5a97d5..5c51a22256a 100644 --- a/ggml/src/ggml-cuda/mmf.cu +++ b/ggml/src/ggml-cuda/mmf.cu @@ -151,7 +151,7 @@ bool ggml_cuda_should_use_mmf(enum ggml_type type, int cc, int warp_size, const return false; } } else { - if (src1_ncols > 16) { + if (src1_ncols > 16 || GGML_CUDA_CC_IS_RDNA4(cc)) { return false; } } @@ -160,9 +160,9 @@ bool ggml_cuda_should_use_mmf(enum ggml_type type, int cc, int warp_size, const case GGML_TYPE_F32: return ampere_mma_available(cc); case GGML_TYPE_F16: - return volta_mma_available(cc) || turing_mma_available(cc); + return volta_mma_available(cc) || turing_mma_available(cc) || amd_wmma_available(cc); case GGML_TYPE_BF16: - return ampere_mma_available(cc); + return ampere_mma_available(cc) || amd_wmma_available(cc); default: return false; } diff --git a/ggml/src/ggml-cuda/mmf.cuh b/ggml/src/ggml-cuda/mmf.cuh index 45724e0911e..c2a0a2e42fe 100644 --- a/ggml/src/ggml-cuda/mmf.cuh +++ b/ggml/src/ggml-cuda/mmf.cuh @@ -2,6 +2,7 @@ #include "mma.cuh" #include "common.cuh" +#include "convert.cuh" using namespace ggml_cuda_mma; @@ -27,20 +28,35 @@ static __global__ void mul_mat_f( const int stride_col_id, const int stride_row_id, const int channel_ratio, const int stride_channel_x, const int stride_channel_y, const int stride_channel_dst, const int sample_ratio, const int stride_sample_x, const int stride_sample_y, const int stride_sample_dst) { -#if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) +// TODO: handle this in a consistent and simpler way after AMD MFMA support has been added +#if (!defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA)) || defined(AMD_WMMA_AVAILABLE) +#if defined(AMD_WMMA_AVAILABLE) + // Special case for tf32, just dummy mma layout as wmma doesn't support it. + constexpr int tile_B_I = std::is_same_v ? 8 : 16; + constexpr int tile_C_J = std::is_same_v ? 8 : 16; + typedef tile<16, 8, T> tile_A; + typedef tile tile_B; + typedef tile<16, tile_C_J, float> tile_C; + + constexpr bool a_supported = tile_A::supported(); + constexpr bool b_supported = tile_B::supported(); + constexpr bool c_supported = tile_C::supported(); + constexpr bool supported = a_supported && b_supported && c_supported; +#else constexpr bool I_16_supported = tile<16, 8, T>::supported() && tile<16, 8, float>::supported(); constexpr bool I_32_supported = tile<32, 8, T>::supported() && tile<32, 8, float>::supported(); - - if (!I_16_supported && !I_32_supported) { - NO_DEVICE_CODE; - return; - } + constexpr bool supported = I_16_supported || I_32_supported; constexpr int I_preferred = I_16_supported ? 16 : 32; // For Turing MMA both work but 16 is ~1% faster. typedef tile tile_A; typedef tile<8, 8, T> tile_B; typedef tile tile_C; +#endif // defined(AMD_WMMA_AVAILABLE) + if constexpr (!supported) { + NO_DEVICE_CODE; + return; + } constexpr int warp_size = ggml_cuda_get_physical_warp_size(); constexpr int tile_k_padded = warp_size + 4; @@ -161,11 +177,11 @@ static __global__ void mul_mat_f( if constexpr (!has_ids) { const float2 tmp = j < cols_per_block ? y2[j*stride_col_y + col] : make_float2(0.0f, 0.0f); - tile_xy[j0*tile_k_padded + threadIdx.x] = {tmp.x, tmp.y}; + tile_xy[j0*tile_k_padded + threadIdx.x] = ggml_cuda_cast(tmp); } else { const bool valid = j < cols_per_block && (col_base + j) < ncols_dst_total && slot_map[j] >= 0; float2 tmp = valid ? *(const float2*) &y[slot_map[j]*stride_channel_y + 2*(j*stride_col_y + col)] : make_float2(0.0f, 0.0f); - tile_xy[j0*tile_k_padded + threadIdx.x] = {tmp.x, tmp.y}; + tile_xy[j0*tile_k_padded + threadIdx.x] = ggml_cuda_cast(tmp); } } } else { @@ -239,7 +255,7 @@ static __global__ void mul_mat_f( channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst); NO_DEVICE_CODE; -#endif // !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) +#endif // (!defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA)) || defined(AMD_WMMA_AVAILABLE) } //This kernel is for larger batch sizes of mul_mat_id @@ -253,20 +269,35 @@ static __global__ void mul_mat_f_ids( const int channel_ratio, const int stride_channel_x, const int stride_channel_y, const int stride_channel_dst, const int sample_ratio, const int stride_sample_x, const int stride_sample_y, const int stride_sample_dst, const uint3 sis1_fd, const uint3 nch_fd) { -#if !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) +// TODO: handle this in a consistent and simpler way after AMD MFMA support has been added +#if (!defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA)) || defined(AMD_WMMA_AVAILABLE) +#if defined(AMD_WMMA_AVAILABLE) + // Special case for tf32, just dummy mma layout as wmma doesn't support it. + constexpr int tile_B_I = std::is_same_v ? 8 : 16; + constexpr int tile_C_J = std::is_same_v ? 8 : 16; + typedef tile<16, 8, T> tile_A; + typedef tile tile_B; + typedef tile<16, tile_C_J, float> tile_C; + + constexpr bool a_supported = tile_A::supported(); + constexpr bool b_supported = tile_B::supported(); + constexpr bool c_supported = tile_C::supported(); + constexpr bool supported = a_supported && b_supported && c_supported; +#else constexpr bool I_16_supported = tile<16, 8, T>::supported() && tile<16, 8, float>::supported(); constexpr bool I_32_supported = tile<32, 8, T>::supported() && tile<32, 8, float>::supported(); + constexpr bool supported = I_16_supported || I_32_supported; - if (!I_16_supported && !I_32_supported) { - NO_DEVICE_CODE; - return; - } - - constexpr int I_preferred = I_16_supported ? 16 : 32; // For Turing MMA both work butr 16 is ~1% faster. + constexpr int I_preferred = I_16_supported ? 16 : 32; // For Turing MMA both work but 16 is ~1% faster. typedef tile tile_A; typedef tile<8, 8, T> tile_B; typedef tile tile_C; +#endif // defined(AMD_WMMA_AVAILABLE) + if constexpr (!supported) { + NO_DEVICE_CODE; + return; + } constexpr int warp_size = ggml_cuda_get_physical_warp_size(); constexpr int tile_k_padded = warp_size + 4; @@ -408,7 +439,7 @@ static __global__ void mul_mat_f_ids( #pragma unroll for (int j0 = 0; j0 < tile_B::I; ++j0) { const float2 tmp = vals_buf[curr_buf][j0]; - tile_xy[j0*tile_k_padded + threadIdx.x] = {tmp.x, tmp.y}; + tile_xy[j0*tile_k_padded + threadIdx.x] = ggml_cuda_cast(tmp); } if (itB + 1 < ntB) { @@ -492,7 +523,7 @@ static __global__ void mul_mat_f_ids( channel_ratio, stride_channel_x, stride_channel_y, stride_channel_dst, sample_ratio, stride_sample_x, stride_sample_y, stride_sample_dst, sis1_fd, nch_fd); NO_DEVICE_CODE; -#endif // !defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA) +#endif // (!defined(GGML_USE_HIP) && !defined(GGML_USE_MUSA)) || defined(AMD_WMMA_AVAILABLE) } template @@ -554,7 +585,8 @@ void mul_mat_f_cuda( cudaStream_t stream, const mmf_ids_data * ids_data) { typedef tile<16, 8, T> tile_A_16; typedef tile<32, 8, T> tile_A_32; - typedef tile< 8, 8, T> tile_B; + typedef tile<16, 8, T> tile_B_16; + typedef tile< 8, 8, T> tile_B_8; GGML_ASSERT(ncols_x % 2 == 0); GGML_ASSERT(stride_row % 2 == 0); @@ -581,7 +613,8 @@ void mul_mat_f_cuda( constexpr int rows_per_block = MMF_ROWS_PER_BLOCK; const int nbytes_shared_iter = nwarps_best * (volta_mma_available(cc) ? tile_A_32::I : tile_A_16::I) * (warp_size + 4) * 4; - const int nbytes_shared_combine = GGML_PAD(cols_per_block, tile_B::I) * (nwarps_best*rows_per_block + 4) * 4; + const int nbytes_cols_per_block_pad = amd_wmma_available(cc) ? tile_B_16::I : tile_B_8::I; + const int nbytes_shared_combine = GGML_PAD(cols_per_block, nbytes_cols_per_block_pad) * (nwarps_best*rows_per_block + 4) * 4; const int nbytes_shared = std::max(nbytes_shared_iter, nbytes_shared_combine); const int nbytes_slotmap = ids ? GGML_PAD(cols_per_block, 16) * sizeof(int) : 0; const int nbytes_shared_total = nbytes_shared + nbytes_slotmap; From 3f3a4fb9c3b907c68598363b204e6f58f4757c8c Mon Sep 17 00:00:00 2001 From: Masato Nakasaka Date: Sat, 22 Nov 2025 18:55:43 +0900 Subject: [PATCH 079/197] Revive MUL_MAT_ID to perf testing (#17397) --- tests/test-backend-ops.cpp | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 2bb4b122247..90bdb80e5ec 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -7819,6 +7819,7 @@ static std::vector> make_test_cases_perf() { for (int bs : {1, 4, 8, 32, 64, 128, 256, 512}) { for (ggml_type type_a : {GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0, GGML_TYPE_Q4_K, GGML_TYPE_Q6_K, GGML_TYPE_IQ2_XS}) { for (ggml_type type_b : {GGML_TYPE_F32}) { + test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, 128, 8, false, 768, bs, 2048)); test_cases.emplace_back(new test_mul_mat_id_fusion(type_a, type_b, 128, 8, false, 768, bs, 2048, 1)); } } @@ -7827,6 +7828,7 @@ static std::vector> make_test_cases_perf() { for (int bs : {1, 4, 8, 32, 64, 128, 256, 512}) { for (ggml_type type_a : {GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_Q4_0, GGML_TYPE_Q8_0, GGML_TYPE_Q4_K, GGML_TYPE_Q6_K, GGML_TYPE_IQ2_XS}) { for (ggml_type type_b : {GGML_TYPE_F32}) { + test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, 32, 4, false, 1792, bs, 2048)); test_cases.emplace_back(new test_mul_mat_id_fusion(type_a, type_b, 32, 4, false, 1792, bs, 2048, 1)); } } @@ -7837,6 +7839,7 @@ static std::vector> make_test_cases_perf() { for (int bs : {1, 4, 8, 512}) { for (ggml_type type_a : {GGML_TYPE_MXFP4}) { for (ggml_type type_b : {GGML_TYPE_F32}) { + test_cases.emplace_back(new test_mul_mat_id(type_a, type_b, 32, 4, false, 2880, bs, 2880)); test_cases.emplace_back(new test_mul_mat_id_fusion(type_a, type_b, 32, 4, false, 2880, bs, 2880, 1)); } } From 4949ac0f18dd6f4a1fb1757f2152bd682fefae54 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Adrien=20Gallou=C3=ABt?= Date: Sat, 22 Nov 2025 21:38:19 +0100 Subject: [PATCH 080/197] ci : switch to BoringSSL on Server workflow (#17441) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Adrien Gallouët --- .github/workflows/server.yml | 15 +-------------- 1 file changed, 1 insertion(+), 14 deletions(-) diff --git a/.github/workflows/server.yml b/.github/workflows/server.yml index be4e23bc813..a57d0e8b1cb 100644 --- a/.github/workflows/server.yml +++ b/.github/workflows/server.yml @@ -351,16 +351,10 @@ jobs: fetch-depth: 0 ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }} - - name: libCURL - id: get_libcurl - uses: ./.github/actions/windows-setup-curl - - name: Build id: cmake_build - env: - CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} run: | - cmake -B build -DCURL_LIBRARY="$env:CURL_PATH/lib/libcurl.dll.a" -DCURL_INCLUDE_DIR="$env:CURL_PATH/include" + cmake -B build -DLLAMA_CURL=OFF -DLLAMA_BUILD_BORINGSSL=ON cmake --build build --config Release -j ${env:NUMBER_OF_PROCESSORS} --target llama-server - name: Python setup @@ -374,13 +368,6 @@ jobs: run: | pip install -r tools/server/tests/requirements.txt - - name: Copy Libcurl - id: prepare_libcurl - env: - CURL_PATH: ${{ steps.get_libcurl.outputs.curl_path }} - run: | - cp $env:CURL_PATH/bin/libcurl-x64.dll ./build/bin/Release/libcurl-x64.dll - - name: Tests id: server_integration_tests if: ${{ !matrix.disabled_on_pr || !github.event.pull_request }} From 54d83bbe85c1f1ec7f4f61e719231a95101c1182 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 22 Nov 2025 23:29:40 -0600 Subject: [PATCH 081/197] vulkan: remove a couple unnecessary switches (#17419) --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 280 ++------------------------- 1 file changed, 17 insertions(+), 263 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index d4f27af8fc6..bc8d3cdcb59 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -11381,13 +11381,13 @@ static void ggml_vk_preallocate_buffers(ggml_backend_vk_context * ctx, vk_contex } } -static bool ggml_vk_compute_forward(ggml_backend_vk_context* ctx, ggml_cgraph * cgraph, ggml_tensor* tensor, int tensor_idx, bool almost_ready); +static void ggml_vk_compute_forward(ggml_backend_vk_context* ctx, ggml_cgraph * cgraph, ggml_tensor* tensor, int tensor_idx, bool almost_ready); // Returns true if node has enqueued work into the queue, false otherwise // If submit is true the current all operations queued so far are being submitted to Vulkan to overlap cmdlist creation and GPU execution. static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgraph, int node_idx, ggml_tensor *node_begin, int node_idx_begin, bool last_node, bool almost_ready, bool submit){ ggml_tensor * node = cgraph->nodes[node_idx]; - if (ggml_is_empty(node) || !node->buffer) { + if (ggml_is_empty(node) || ggml_op_is_empty(node->op) || !node->buffer) { return false; } @@ -11399,132 +11399,19 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr ggml_tensor * src2 = node->src[2]; ggml_tensor * src3 = node->src[3]; - switch (node->op) { - // Return on empty ops to avoid generating a compute_ctx and setting exit_tensor - case GGML_OP_RESHAPE: - case GGML_OP_VIEW: - case GGML_OP_PERMUTE: - case GGML_OP_TRANSPOSE: - case GGML_OP_NONE: - return false; - case GGML_OP_UNARY: - switch (ggml_get_unary_op(node)) { - case GGML_UNARY_OP_EXP: - case GGML_UNARY_OP_SILU: - case GGML_UNARY_OP_GELU: - case GGML_UNARY_OP_GELU_ERF: - case GGML_UNARY_OP_GELU_QUICK: - case GGML_UNARY_OP_RELU: - case GGML_UNARY_OP_NEG: - case GGML_UNARY_OP_TANH: - case GGML_UNARY_OP_SIGMOID: - case GGML_UNARY_OP_HARDSIGMOID: - case GGML_UNARY_OP_HARDSWISH: - case GGML_UNARY_OP_ABS: - case GGML_UNARY_OP_SOFTPLUS: - case GGML_UNARY_OP_STEP: - case GGML_UNARY_OP_ROUND: - case GGML_UNARY_OP_CEIL: - case GGML_UNARY_OP_FLOOR: - case GGML_UNARY_OP_TRUNC: - break; - default: - return false; - } - break; - case GGML_OP_GLU: - switch (ggml_get_glu_op(node)) { - case GGML_GLU_OP_GEGLU: - case GGML_GLU_OP_REGLU: - case GGML_GLU_OP_SWIGLU: - case GGML_GLU_OP_SWIGLU_OAI: - case GGML_GLU_OP_GEGLU_ERF: - case GGML_GLU_OP_GEGLU_QUICK: - break; - default: - return false; - } - break; - case GGML_OP_ADD: - { - int next_node_idx = node_idx + 1 + ctx->num_additional_fused_ops; - if (next_node_idx < cgraph->n_nodes && - cgraph->nodes[next_node_idx]->op == GGML_OP_RMS_NORM && - cgraph->nodes[next_node_idx]->src[0] == cgraph->nodes[next_node_idx - 1] && - ggml_nrows(cgraph->nodes[next_node_idx]) == 1 && - ctx->device->add_rms_fusion) { - uint32_t size = ggml_vk_rms_partials_size(ctx, cgraph->nodes[node_idx]); - ctx->do_add_rms_partials_offset_calculation = true; - if (ctx->prealloc_size_add_rms_partials_offset + size <= ctx->prealloc_size_add_rms_partials) { - ctx->do_add_rms_partials = true; - } + if (node->op == GGML_OP_ADD) { + int next_node_idx = node_idx + 1 + ctx->num_additional_fused_ops; + if (next_node_idx < cgraph->n_nodes && + cgraph->nodes[next_node_idx]->op == GGML_OP_RMS_NORM && + cgraph->nodes[next_node_idx]->src[0] == cgraph->nodes[next_node_idx - 1] && + ggml_nrows(cgraph->nodes[next_node_idx]) == 1 && + ctx->device->add_rms_fusion) { + uint32_t size = ggml_vk_rms_partials_size(ctx, cgraph->nodes[node_idx]); + ctx->do_add_rms_partials_offset_calculation = true; + if (ctx->prealloc_size_add_rms_partials_offset + size <= ctx->prealloc_size_add_rms_partials) { + ctx->do_add_rms_partials = true; } - } break; - case GGML_OP_REPEAT: - case GGML_OP_REPEAT_BACK: - case GGML_OP_GET_ROWS: - case GGML_OP_ADD_ID: - case GGML_OP_ACC: - case GGML_OP_SUB: - case GGML_OP_MUL: - case GGML_OP_DIV: - case GGML_OP_ADD1: - case GGML_OP_ARANGE: - case GGML_OP_FILL: - case GGML_OP_CONCAT: - case GGML_OP_UPSCALE: - case GGML_OP_SCALE: - case GGML_OP_SQR: - case GGML_OP_SQRT: - case GGML_OP_SIN: - case GGML_OP_COS: - case GGML_OP_LOG: - case GGML_OP_CLAMP: - case GGML_OP_PAD: - case GGML_OP_ROLL: - case GGML_OP_CPY: - case GGML_OP_SET_ROWS: - case GGML_OP_CONT: - case GGML_OP_DUP: - case GGML_OP_SILU_BACK: - case GGML_OP_NORM: - case GGML_OP_GROUP_NORM: - case GGML_OP_RMS_NORM: - case GGML_OP_RMS_NORM_BACK: - case GGML_OP_L2_NORM: - case GGML_OP_DIAG_MASK_INF: - case GGML_OP_SOFT_MAX: - case GGML_OP_SOFT_MAX_BACK: - case GGML_OP_ROPE: - case GGML_OP_ROPE_BACK: - case GGML_OP_MUL_MAT: - case GGML_OP_MUL_MAT_ID: - case GGML_OP_ARGSORT: - case GGML_OP_SUM: - case GGML_OP_SUM_ROWS: - case GGML_OP_MEAN: - case GGML_OP_ARGMAX: - case GGML_OP_COUNT_EQUAL: - case GGML_OP_IM2COL: - case GGML_OP_IM2COL_3D: - case GGML_OP_TIMESTEP_EMBEDDING: - case GGML_OP_CONV_TRANSPOSE_1D: - case GGML_OP_POOL_2D: - case GGML_OP_CONV_2D: - case GGML_OP_CONV_TRANSPOSE_2D: - case GGML_OP_CONV_2D_DW: - case GGML_OP_RWKV_WKV6: - case GGML_OP_RWKV_WKV7: - case GGML_OP_SSM_SCAN: - case GGML_OP_SSM_CONV: - case GGML_OP_LEAKY_RELU: - case GGML_OP_FLASH_ATTN_EXT: - case GGML_OP_OPT_STEP_ADAMW: - case GGML_OP_OPT_STEP_SGD: - break; - default: - std::cerr << "ggml_vulkan: Error: Missing op: " << ggml_op_name(node->op) << std::endl; - GGML_ABORT("fatal error"); + } } vk_context compute_ctx; @@ -11961,145 +11848,14 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr ctx->compute_ctx.reset(); - bool ok = ggml_vk_compute_forward(ctx, cgraph, node_begin, node_idx_begin, almost_ready); - if (!ok) { - if (node->op == GGML_OP_UNARY) { - std::cerr << __func__ << ": error: op not supported UNARY " << node->name << " (" << ggml_unary_op_name(static_cast(node->op_params[0])) << ")" << std::endl; - } else if (node->op == GGML_OP_GLU) { - std::cerr << __func__ << ": error: op not supported GLU " << node->name << " (" << ggml_glu_op_name(static_cast(node->op_params[0])) << ")" << std::endl; - } else { - std::cerr << __func__ << ": error: op not supported " << node->name << " (" << ggml_op_name(node->op) << ")" << std::endl; - } - } - + ggml_vk_compute_forward(ctx, cgraph, node_begin, node_idx_begin, almost_ready); } return true; } -static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * cgraph, ggml_tensor * tensor, int tensor_idx, bool almost_ready = false) { +static void ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * cgraph, ggml_tensor * tensor, int tensor_idx, bool almost_ready = false) { GGML_UNUSED(cgraph); - ggml_backend_buffer * buf = nullptr; - - switch (tensor->op) { - case GGML_OP_ADD: - case GGML_OP_ACC: - case GGML_OP_GET_ROWS: - case GGML_OP_SUB: - case GGML_OP_MUL: - case GGML_OP_DIV: - case GGML_OP_ADD1: - case GGML_OP_ARANGE: - case GGML_OP_FILL: - case GGML_OP_ADD_ID: - case GGML_OP_CONCAT: - case GGML_OP_UPSCALE: - case GGML_OP_SCALE: - case GGML_OP_SQR: - case GGML_OP_SQRT: - case GGML_OP_SIN: - case GGML_OP_COS: - case GGML_OP_LOG: - case GGML_OP_CLAMP: - case GGML_OP_PAD: - case GGML_OP_ROLL: - case GGML_OP_CPY: - case GGML_OP_SET_ROWS: - case GGML_OP_CONT: - case GGML_OP_DUP: - case GGML_OP_SILU_BACK: - case GGML_OP_NORM: - case GGML_OP_GROUP_NORM: - case GGML_OP_RMS_NORM: - case GGML_OP_RMS_NORM_BACK: - case GGML_OP_L2_NORM: - case GGML_OP_DIAG_MASK_INF: - case GGML_OP_SOFT_MAX: - case GGML_OP_SOFT_MAX_BACK: - case GGML_OP_ROPE: - case GGML_OP_ROPE_BACK: - case GGML_OP_RESHAPE: - case GGML_OP_VIEW: - case GGML_OP_PERMUTE: - case GGML_OP_TRANSPOSE: - case GGML_OP_NONE: - case GGML_OP_ARGSORT: - case GGML_OP_SUM: - case GGML_OP_SUM_ROWS: - case GGML_OP_MEAN: - case GGML_OP_ARGMAX: - case GGML_OP_COUNT_EQUAL: - case GGML_OP_IM2COL: - case GGML_OP_IM2COL_3D: - case GGML_OP_TIMESTEP_EMBEDDING: - case GGML_OP_CONV_TRANSPOSE_1D: - case GGML_OP_POOL_2D: - case GGML_OP_CONV_2D: - case GGML_OP_CONV_TRANSPOSE_2D: - case GGML_OP_CONV_2D_DW: - case GGML_OP_RWKV_WKV6: - case GGML_OP_RWKV_WKV7: - case GGML_OP_SSM_SCAN: - case GGML_OP_SSM_CONV: - case GGML_OP_LEAKY_RELU: - case GGML_OP_REPEAT: - case GGML_OP_REPEAT_BACK: - case GGML_OP_OPT_STEP_ADAMW: - case GGML_OP_OPT_STEP_SGD: - buf = tensor->buffer; - break; - case GGML_OP_UNARY: - switch (ggml_get_unary_op(tensor)) { - case GGML_UNARY_OP_EXP: - case GGML_UNARY_OP_SILU: - case GGML_UNARY_OP_GELU: - case GGML_UNARY_OP_GELU_ERF: - case GGML_UNARY_OP_GELU_QUICK: - case GGML_UNARY_OP_RELU: - case GGML_UNARY_OP_NEG: - case GGML_UNARY_OP_TANH: - case GGML_UNARY_OP_SIGMOID: - case GGML_UNARY_OP_HARDSIGMOID: - case GGML_UNARY_OP_HARDSWISH: - case GGML_UNARY_OP_ABS: - case GGML_UNARY_OP_SOFTPLUS: - case GGML_UNARY_OP_STEP: - case GGML_UNARY_OP_ROUND: - case GGML_UNARY_OP_CEIL: - case GGML_UNARY_OP_FLOOR: - case GGML_UNARY_OP_TRUNC: - buf = tensor->buffer; - break; - default: - return false; - } - break; - case GGML_OP_GLU: - switch (ggml_get_glu_op(tensor)) { - case GGML_GLU_OP_GEGLU: - case GGML_GLU_OP_REGLU: - case GGML_GLU_OP_SWIGLU: - case GGML_GLU_OP_SWIGLU_OAI: - case GGML_GLU_OP_GEGLU_ERF: - case GGML_GLU_OP_GEGLU_QUICK: - buf = tensor->buffer; - break; - default: - return false; - } - break; - case GGML_OP_MUL_MAT: - case GGML_OP_MUL_MAT_ID: - case GGML_OP_FLASH_ATTN_EXT: - buf = tensor->buffer; - - break; - default: - return false; - } - - if (buf == nullptr) { - return false; - } + GGML_UNUSED(tensor); VK_LOG_DEBUG("ggml_vk_compute_forward(" << tensor << ", name=" << tensor->name << ", op=" << ggml_op_name(tensor->op) << ", type=" << tensor->type << ", ne0=" << tensor->ne[0] << ", ne1=" << tensor->ne[1] << ", ne2=" << tensor->ne[2] << ", ne3=" << tensor->ne[3] << ", nb0=" << tensor->nb[0] << ", nb1=" << tensor->nb[1] << ", nb2=" << tensor->nb[2] << ", nb3=" << tensor->nb[3] << ", view_src=" << tensor->view_src << ", view_offs=" << tensor->view_offs << ")"); @@ -12143,8 +11899,6 @@ static bool ggml_vk_compute_forward(ggml_backend_vk_context * ctx, ggml_cgraph * subctx->out_memcpys.clear(); subctx->memsets.clear(); } - - return true; } // Clean up after graph processing is done From bc809e9c53ee34fe059d7b820072e2a22c51b9e2 Mon Sep 17 00:00:00 2001 From: Eric Curtin Date: Sun, 23 Nov 2025 09:29:36 +0000 Subject: [PATCH 082/197] vulkan: Update docker image to Ubuntu 26.04 to enable glslc features (#17439) 26.04 provides these Signed-off-by: Eric Curtin --- .devops/vulkan.Dockerfile | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/.devops/vulkan.Dockerfile b/.devops/vulkan.Dockerfile index b6b802a7c6e..ebf23ba5cff 100644 --- a/.devops/vulkan.Dockerfile +++ b/.devops/vulkan.Dockerfile @@ -1,9 +1,7 @@ -ARG UBUNTU_VERSION=25.10 +ARG UBUNTU_VERSION=26.04 FROM ubuntu:$UBUNTU_VERSION AS build -# Ref: https://vulkan.lunarg.com/doc/sdk/latest/linux/getting_started.html - # Install build tools RUN apt update && apt install -y git build-essential cmake wget xz-utils From 96ac5a2329029dfc35c9cbbb24c09fd91ae9416b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sun, 23 Nov 2025 11:13:34 +0100 Subject: [PATCH 083/197] cuda : support non-contiguous i32 to i32 copy (#17326) * support non-contiguous i32 to i32 copy * add tests * rename cpy_flt to cpy_scalar and reindent params --- ggml/src/ggml-cuda/cpy-utils.cuh | 2 +- ggml/src/ggml-cuda/cpy.cu | 132 ++++++++++++++++++++----------- ggml/src/ggml-cuda/ggml-cuda.cu | 3 + tests/test-backend-ops.cpp | 4 +- 4 files changed, 92 insertions(+), 49 deletions(-) diff --git a/ggml/src/ggml-cuda/cpy-utils.cuh b/ggml/src/ggml-cuda/cpy-utils.cuh index e621cb9811a..7697c292dd6 100644 --- a/ggml/src/ggml-cuda/cpy-utils.cuh +++ b/ggml/src/ggml-cuda/cpy-utils.cuh @@ -212,6 +212,6 @@ static __device__ void cpy_blck_f32_iq4_nl(const char * cxi, char * cdsti) { } template -static __device__ void cpy_1_flt(const char * cxi, char * cdsti) { +static __device__ void cpy_1_scalar(const char * cxi, char * cdsti) { *(dst_t *) cdsti = ggml_cuda_cast(*(const src_t *) cxi); } diff --git a/ggml/src/ggml-cuda/cpy.cu b/ggml/src/ggml-cuda/cpy.cu index c1afde9627f..82367ad3fb0 100644 --- a/ggml/src/ggml-cuda/cpy.cu +++ b/ggml/src/ggml-cuda/cpy.cu @@ -12,10 +12,10 @@ const int CUDA_CPY_BLOCK_NM = 8; // block size of 3rd dimension if available const int CUDA_CPY_BLOCK_ROWS = 8; // block dimension for marching through rows template -static __global__ void cpy_flt(const char * cx, char * cdst, const int ne, - const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02, - const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, - const int nb12, const int nb13) { +static __global__ void cpy_scalar(const char * cx, char * cdst, const int ne, + const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02, + const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, + const int nb12, const int nb13) { const int64_t i = blockDim.x*blockIdx.x + threadIdx.x; if (i >= ne) { @@ -40,7 +40,7 @@ static __global__ void cpy_flt(const char * cx, char * cdst, const int ne, } template -static __global__ void cpy_flt_transpose(const char * cx, char * cdst, const int ne, +static __global__ void cpy_scalar_transpose(const char * cx, char * cdst, const int ne, const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02, const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13) { @@ -166,7 +166,7 @@ static __global__ void cpy_q_f32(const char * cx, char * cdst, const int ne, } template -static __global__ void cpy_flt_contiguous(const char * cx, char * cdst, const int64_t ne) { +static __global__ void cpy_scalar_contiguous(const char * cx, char * cdst, const int64_t ne) { const int64_t i = blockDim.x*blockIdx.x + threadIdx.x; if (i >= ne) { @@ -180,17 +180,17 @@ static __global__ void cpy_flt_contiguous(const char * cx, char * cdst, const in } template -static void ggml_cpy_flt_contiguous_cuda( +static void ggml_cpy_scalar_contiguous_cuda( const char * cx, char * cdst, const int64_t ne, cudaStream_t stream) { const int64_t num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE; - cpy_flt_contiguous<<>> + cpy_scalar_contiguous<<>> (cx, cdst, ne); } template -static void ggml_cpy_flt_cuda( +static void ggml_cpy_scalar_cuda( const char * cx, char * cdst, const int ne, const int ne00, const int ne01, const int ne02, const int nb00, const int nb01, const int nb02, const int nb03, const int ne10, const int ne11, const int ne12, const int nb10, const int nb11, const int nb12, const int nb13, cudaStream_t stream) { @@ -212,11 +212,11 @@ static void ggml_cpy_flt_cuda( (ne00n + CUDA_CPY_TILE_DIM_2D - 1) / CUDA_CPY_TILE_DIM_2D, (ne/(ne01n*ne00n) + CUDA_CPY_BLOCK_NM - 1) / CUDA_CPY_BLOCK_NM); dim3 dimBlock(CUDA_CPY_TILE_DIM_2D, CUDA_CPY_BLOCK_ROWS, 1); - cpy_flt_transpose<<>> + cpy_scalar_transpose<<>> (cx, cdst, ne, ne00n, ne01n, ne02n, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13); } else { const int num_blocks = (ne + CUDA_CPY_BLOCK_SIZE - 1) / CUDA_CPY_BLOCK_SIZE; - cpy_flt><<>> + cpy_scalar><<>> (cx, cdst, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13); } } @@ -399,94 +399,132 @@ void ggml_cuda_cpy(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, gg } } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) { if (can_be_transposed) { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_BF16) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F16) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q8_0) { - ggml_cpy_f32_q8_0_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_f32_q8_0_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_Q8_0 && src1->type == GGML_TYPE_F32) { - ggml_cpy_q8_0_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_q8_0_f32_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_0) { - ggml_cpy_f32_q4_0_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_f32_q4_0_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_Q4_0 && src1->type == GGML_TYPE_F32) { - ggml_cpy_q4_0_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, - nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_q4_0_f32_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q4_1) { - ggml_cpy_f32_q4_1_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_f32_q4_1_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_Q4_1 && src1->type == GGML_TYPE_F32) { - ggml_cpy_q4_1_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, - nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_q4_1_f32_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_0) { - ggml_cpy_f32_q5_0_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_f32_q5_0_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_Q5_0 && src1->type == GGML_TYPE_F32) { - ggml_cpy_q5_0_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, - nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_q5_0_f32_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_IQ4_NL) { - ggml_cpy_f32_iq4_nl_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_f32_iq4_nl_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_Q5_1) { - ggml_cpy_f32_q5_1_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_f32_q5_1_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_Q5_1 && src1->type == GGML_TYPE_F32) { - ggml_cpy_q5_1_f32_cuda(src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_q5_1_f32_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F16) { if (can_be_transposed) { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_BF16) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_F16 && src1->type == GGML_TYPE_F32) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_BF16 && src1->type == GGML_TYPE_BF16) { if (can_be_transposed) { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_BF16 && src1->type == GGML_TYPE_F16) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_BF16 && src1->type == GGML_TYPE_F32) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); + } else { + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + } + } else if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_I32) { + if (can_be_transposed) { + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_I32) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else if (src0->type == GGML_TYPE_I32 && src1->type == GGML_TYPE_F32) { if (contiguous_srcs) { - ggml_cpy_flt_contiguous_cuda (src0_ddc, src1_ddc, ne, main_stream); + ggml_cpy_scalar_contiguous_cuda + (src0_ddc, src1_ddc, ne, main_stream); } else { - ggml_cpy_flt_cuda (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); + ggml_cpy_scalar_cuda + (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream); } } else { GGML_ABORT("%s: unsupported type combination (%s to %s)\n", __func__, diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index 8fe0899bb5a..0b29074f33d 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -4115,6 +4115,9 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g if (src0_type == GGML_TYPE_I32 && src1_type == GGML_TYPE_F32) { return true; } + if (src0_type == GGML_TYPE_I32 && src1_type == GGML_TYPE_I32) { + return true; + } if (src0_type == src1_type && ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1])) { return true; } diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 90bdb80e5ec..ce8c068d7aa 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -6953,9 +6953,11 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_cpy(GGML_TYPE_F16, GGML_TYPE_F16, {256, 4, 1, 1}, {0, 0, 0, 0}, {0, 0, 0, 0}, true)); test_cases.emplace_back(new test_cpy(GGML_TYPE_F32, GGML_TYPE_F32, {256, 4, 1, 1}, {0, 0, 0, 0}, {0, 0, 0, 0}, true)); test_cases.emplace_back(new test_cpy(GGML_TYPE_BF16, GGML_TYPE_BF16, {256, 4, 1, 1}, {0, 0, 0, 0}, {0, 0, 0, 0}, true)); + test_cases.emplace_back(new test_cpy(GGML_TYPE_I32, GGML_TYPE_I32, {256, 4, 1, 1}, {0, 0, 0, 0}, {0, 0, 0, 0}, true)); + test_cases.emplace_back(new test_cpy(GGML_TYPE_I32, GGML_TYPE_I32, {256, 1, 4, 1}, {1, 2, 0, 3}, {0, 0, 0, 0})); test_cases.emplace_back(new test_cpy(GGML_TYPE_F32, GGML_TYPE_F32, {256, 1, 4, 1}, {1, 2, 0, 3}, {0, 0, 0, 0})); - for (ggml_type type_dst : { GGML_TYPE_F32, GGML_TYPE_F16, GGML_TYPE_BF16 }) { + for (ggml_type type_dst : { GGML_TYPE_F32, GGML_TYPE_I32, GGML_TYPE_F16, GGML_TYPE_BF16 }) { for (bool use_view_slice : { true, false }) { for (std::array ne : std::initializer_list>{ {2, 1, 1, 1}, {2, 1, 3, 5}, {2, 3, 5, 7}, {1, 4, 4, 1}, {1, 8, 17, 1}, {10, 10, 10, 1} }) { From 0c7220db56525d40177fcce3baa0d083448ec813 Mon Sep 17 00:00:00 2001 From: Pascal Date: Sun, 23 Nov 2025 18:42:00 +0100 Subject: [PATCH 084/197] webui: minor settings reorganization and add disable autoscroll option (#17452) * webui: added a dedicated 'Display' settings section that groups visualization options * webui: added a Display setting to toggle automatic chat scrolling * chore: update webui build output --- tools/server/public/index.html.gz | Bin 1122346 -> 1122464 bytes .../app/chat/ChatScreen/ChatScreen.svelte | 37 +++++++++--- .../app/chat/ChatSettings/ChatSettings.svelte | 54 ++++++++++-------- .../src/lib/constants/settings-config.ts | 3 + 4 files changed, 61 insertions(+), 33 deletions(-) diff --git a/tools/server/public/index.html.gz b/tools/server/public/index.html.gz index 097c9440be2d9bb6cab4a13d359106427ea74ceb..484956100bc1cb40c5430db2888c53d22da907f0 100644 GIT binary patch delta 808580 zcmX7rWmFt()2*N2?mD=;I|K;s4uktJxH|+UxVyW%JHg!{I1C!x-2y}o?|1%H-_o`B zRaL!KR}V-R4oZIu{S*ol3fl@7E&vhV#FOjtl=$@^)?X}KAm+(!S}E-_;n0O}(_7IX z<{65HbeK4-y#j&UASqBT;{2eD~=W`2migBR%m` zI~^*69Yb822d~g)Nk^9%L*R)+K3}P#;_~HW5sdvo9@c$8Xf7v@IS^`=^?;09)dl7D z2JaA|J<3vvlGdAh-B9|HRSe1@oU$03GFyp?N7EAwso!WTT`7u`65YEjmJO`Tj|IFeueN~DFdvWYG`J^S{6P%nJeZ|!b=ptrjKxzYiM@`k}i7KMaMvH zf^Jcx6KU!%*EI5R#*ZqV5j8XX!7_9bh$(8{%7{Rum94@9AbskzrG`)s>Z#JJ)u6$c zOX!wl!&YPok$pcO+3>P_RZ);0+o7(FBcu#FkId{4i^CjebHjGSv48G}ik~4+s)5c` zHSh~&)_`Alus%Ezhu zIlQVP9Sk}iSO_qz?vbO%nL^XDLf8wUzg9w}KrO0NtJP)e5Z89Nc6+n4v$r9*)|lzv 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z`Mttc$mG_J-r#PJbYV+;7X2Ws3gZd&BJjr{mv-RMr1qdVq3SrDLsch^AV`ksCM5gb zvAe@n+yxW;f5mmGW6o7wsKv(OyI>%W;#Y_`e-ciy+H(ZK#*)DyiM`D33(I2i&$&+H z?q$u1a=8P)H1wtA=NG33)01HKc+o%VniaGI?e_v<@5yK%N!F6xZ~n83zl2Ne z9(~m{Nl?8ou>j)p1~GQ6w$T#eT45^u5pL_QX-vKiJ zIt*q+3BG|d7sVVDXW1qH``|NNk;iA}5Aox{XT$M3{PEzkgX!?%;U^D1ql?eOPyP=c K*Qm%ZnlS)Br_`SS diff --git a/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte b/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte index e891f7efdc5..c736178fe22 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte @@ -29,6 +29,7 @@ sendMessage, stopGeneration } from '$lib/stores/chat.svelte'; + import { config } from '$lib/stores/settings.svelte'; import { supportsVision, supportsAudio, @@ -47,6 +48,7 @@ let { showCenteredEmpty = false } = $props(); + let disableAutoScroll = $derived(Boolean(config().disableAutoScroll)); let autoScrollEnabled = $state(true); let chatScrollContainer: HTMLDivElement | undefined = $state(); let dragCounter = $state(0); @@ -149,7 +151,7 @@ } function handleScroll() { - if (!chatScrollContainer) return; + if (disableAutoScroll || !chatScrollContainer) return; const { scrollTop, scrollHeight, clientHeight } = chatScrollContainer; const distanceFromBottom = scrollHeight - scrollTop - clientHeight; @@ -194,8 +196,10 @@ const extras = result?.extras; // Enable autoscroll for user-initiated message sending - userScrolledUp = false; - autoScrollEnabled = true; + if (!disableAutoScroll) { + userScrolledUp = false; + autoScrollEnabled = true; + } await sendMessage(message, extras); scrollChatToBottom(); @@ -241,6 +245,8 @@ } function scrollChatToBottom(behavior: ScrollBehavior = 'smooth') { + if (disableAutoScroll) return; + chatScrollContainer?.scrollTo({ top: chatScrollContainer?.scrollHeight, behavior @@ -248,14 +254,27 @@ } afterNavigate(() => { - setTimeout(() => scrollChatToBottom('instant'), INITIAL_SCROLL_DELAY); + if (!disableAutoScroll) { + setTimeout(() => scrollChatToBottom('instant'), INITIAL_SCROLL_DELAY); + } }); onMount(() => { - setTimeout(() => scrollChatToBottom('instant'), INITIAL_SCROLL_DELAY); + if (!disableAutoScroll) { + setTimeout(() => scrollChatToBottom('instant'), INITIAL_SCROLL_DELAY); + } }); $effect(() => { + if (disableAutoScroll) { + autoScrollEnabled = false; + if (scrollInterval) { + clearInterval(scrollInterval); + scrollInterval = undefined; + } + return; + } + if (isCurrentConversationLoading && autoScrollEnabled) { scrollInterval = setInterval(scrollChatToBottom, AUTO_SCROLL_INTERVAL); } else if (scrollInterval) { @@ -289,9 +308,11 @@ class="mb-16 md:mb-24" messages={activeMessages()} onUserAction={() => { - userScrolledUp = false; - autoScrollEnabled = true; - scrollChatToBottom(); + if (!disableAutoScroll) { + userScrolledUp = false; + autoScrollEnabled = true; + scrollChatToBottom(); + } }} /> diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte index d00ae128538..204f0d7551e 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte @@ -3,7 +3,6 @@ Settings, Funnel, AlertTriangle, - Brain, Code, Monitor, Sun, @@ -58,6 +57,33 @@ label: 'Paste long text to file length', type: 'input' }, + { + key: 'enableContinueGeneration', + label: 'Enable "Continue" button', + type: 'checkbox', + isExperimental: true + }, + { + key: 'pdfAsImage', + label: 'Parse PDF as image', + type: 'checkbox' + }, + { + key: 'askForTitleConfirmation', + label: 'Ask for confirmation before changing conversation title', + type: 'checkbox' + } + ] + }, + { + title: 'Display', + icon: Monitor, + fields: [ + { + key: 'showThoughtInProgress', + label: 'Show thought in progress', + type: 'checkbox' + }, { key: 'showMessageStats', label: 'Show message generation statistics', @@ -79,25 +105,14 @@ type: 'checkbox' }, { - key: 'enableContinueGeneration', - label: 'Enable "Continue" button', - type: 'checkbox', - isExperimental: true - }, - { - key: 'pdfAsImage', - label: 'Parse PDF as image', + key: 'disableAutoScroll', + label: 'Disable automatic scroll', type: 'checkbox' }, { key: 'renderUserContentAsMarkdown', label: 'Render user content as Markdown', type: 'checkbox' - }, - { - key: 'askForTitleConfirmation', - label: 'Ask for confirmation before changing conversation title', - type: 'checkbox' } ] }, @@ -208,17 +223,6 @@ } ] }, - { - title: 'Reasoning', - icon: Brain, - fields: [ - { - key: 'showThoughtInProgress', - label: 'Show thought in progress', - type: 'checkbox' - } - ] - }, { title: 'Import/Export', icon: Database, diff --git a/tools/server/webui/src/lib/constants/settings-config.ts b/tools/server/webui/src/lib/constants/settings-config.ts index c25ea23f37b..6783757e6b4 100644 --- a/tools/server/webui/src/lib/constants/settings-config.ts +++ b/tools/server/webui/src/lib/constants/settings-config.ts @@ -14,6 +14,7 @@ export const SETTING_CONFIG_DEFAULT: Record = pasteLongTextToFileLen: 2500, pdfAsImage: false, showModelInfo: false, + disableAutoScroll: false, renderUserContentAsMarkdown: false, modelSelectorEnabled: false, // make sure these default values are in sync with `common.h` @@ -93,6 +94,8 @@ export const SETTING_CONFIG_INFO: Record = { 'Ask for confirmation before automatically changing conversation title when editing the first message.', pdfAsImage: 'Parse PDF as image instead of text (requires vision-capable model).', showModelInfo: 'Display the model name used to generate each message below the message content.', + disableAutoScroll: + 'Disable automatic scrolling while messages stream so you can control the viewport position manually.', renderUserContentAsMarkdown: 'Render user messages using markdown formatting in the chat.', modelSelectorEnabled: 'Enable the model selector in the chat input to choose the inference model. Sends the associated model field in API requests.', From d5bc1ad11062563faa3e57320399c0938c4803fa Mon Sep 17 00:00:00 2001 From: nullname Date: Mon, 24 Nov 2025 06:26:36 +0800 Subject: [PATCH 085/197] ggml-hexagon: add `hex_supported_buffer` for better buffer supported check (#17212) * hexagon: add buffer support checks for hexagon sessions * refactor: simplify buffer support checks in hexagon operations * hexagon: update buffer support checks to use tensor structure * refactor: streamline buffer initialization for DSP queue in hexagon operations * refactor: simplify buffer initialization in DSP queue for hexagon operations * refactor: optimize hex_supported_buffer function by fold expression * wip * refactor: simplify dspqueue_buffers_init function and its usage in hexagon operations * fix: improve nan handling at hvx_vec_fast_sigmoid_fp32_guard * refactor: optimize hvx_vec_inverse_fp32_guard for better nan handling * refactor: update hvx_vec_fast_sigmoid_fp32_guard to use adjusted exponent limits * refactor: modify hvx_vec_fast_sigmoid_fp32_guard to accept parameters for improved flexibility * refactor: update hvx_vec_exp_fp32_guard to accept max_exp and inf parameters to save some instructions * refactor: move hvx_vec_inverse_fp32_guard implementation to hvx-inverse.c for better perf --- ggml/src/ggml-hexagon/ggml-hexagon.cpp | 460 +++++------------------- ggml/src/ggml-hexagon/htp/hvx-exp.c | 27 +- ggml/src/ggml-hexagon/htp/hvx-inverse.c | 18 +- ggml/src/ggml-hexagon/htp/hvx-utils.h | 41 +-- 4 files changed, 142 insertions(+), 404 deletions(-) diff --git a/ggml/src/ggml-hexagon/ggml-hexagon.cpp b/ggml/src/ggml-hexagon/ggml-hexagon.cpp index cabd301ad35..0b4e2c3d4df 100644 --- a/ggml/src/ggml-hexagon/ggml-hexagon.cpp +++ b/ggml/src/ggml-hexagon/ggml-hexagon.cpp @@ -240,6 +240,23 @@ struct ggml_hexagon_session { uint32_t prof_pkts; }; +static inline void hex_print_op_info(const ggml_tensor * op, ggml_hexagon_session * sess, const uint32_t req_flags) { + char dims[64 * GGML_MAX_SRC]; + char strides[64 * GGML_MAX_SRC]; + char types[16 * GGML_MAX_SRC]; + char buffs[64 * GGML_MAX_SRC]; + char names[64 * GGML_MAX_SRC]; + + hex_format_op_dims(dims, op); + hex_format_op_strides(strides, op); + hex_format_op_types(types, op); + hex_format_op_buffs(buffs, op); + hex_format_op_names(names, op); + + HEX_VERBOSE("ggml-hex: %s %s: %s : %s : %s : %s : %s: flags 0x%x\n", sess->name.c_str(), ggml_op_name(op->op), + names, dims, types, strides, buffs, req_flags); +} + void ggml_hexagon_session::enqueue(struct htp_general_req &req, struct dspqueue_buffer *bufs, uint32_t n_bufs, bool sync) { // Bump pending flag (cleared in the session::flush once we get the responce) this->op_pending++; // atomic inc @@ -1912,6 +1929,15 @@ static bool hex_supported_dims(const struct ggml_tensor * x, const struct ggml_t return true; } +template +static inline bool hex_supported_buffer(const struct ggml_hexagon_session * sess, _TTensor... tensors) { + return ([&]() -> bool { + return !tensors || !tensors->buffer || + (ggml_backend_buffer_is_hexagon(tensors->buffer) && + ggml_backend_hexagon_buffer_get_sess(tensors->buffer) == sess); + }() && ...); +} + static bool ggml_hexagon_supported_mul_mat(const struct ggml_hexagon_session * sess, const struct ggml_tensor * dst) { const struct ggml_tensor * src0 = dst->src[0]; const struct ggml_tensor * src1 = dst->src[1]; @@ -1959,16 +1985,7 @@ static bool ggml_hexagon_supported_mul_mat(const struct ggml_hexagon_session * s } // src0 & src1 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, dst)) { return false; } @@ -2016,20 +2033,7 @@ static bool ggml_hexagon_supported_mul_mat_id(const struct ggml_hexagon_session // src0 (weights) must be repacked and mapped to the same session // src1 & sr2 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (src2->buffer && - (!ggml_backend_buffer_is_hexagon(src2->buffer) || ggml_backend_hexagon_buffer_get_sess(src2->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, src2, dst)) { return false; } @@ -2063,16 +2067,7 @@ static bool ggml_hexagon_supported_binary(const struct ggml_hexagon_session * se } // src0, src1 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, dst)) { return false; } @@ -2104,20 +2099,7 @@ static bool ggml_hexagon_supported_add_id(const struct ggml_hexagon_session * se } // src0, src1 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (src2->buffer && - (!ggml_backend_buffer_is_hexagon(src2->buffer) || ggml_backend_hexagon_buffer_get_sess(src2->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, src2, dst)) { return false; } @@ -2144,12 +2126,7 @@ static bool ggml_hexagon_supported_unary(const struct ggml_hexagon_session * ses } // src0 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, dst)) { return false; } @@ -2186,16 +2163,7 @@ static bool ggml_hexagon_supported_activations(const struct ggml_hexagon_session } // src0, src1 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1 && src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, dst)) { return false; } @@ -2248,16 +2216,7 @@ static bool ggml_hexagon_supported_softmax(const struct ggml_hexagon_session * s } // src0, src1 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1 && src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, dst)) { return false; } @@ -2312,20 +2271,7 @@ static bool ggml_hexagon_supported_rope(const struct ggml_hexagon_session * sess } // src0, src1, src2 & dst must be mapped to the same session - if (src0->buffer && - (!ggml_backend_buffer_is_hexagon(src0->buffer) || ggml_backend_hexagon_buffer_get_sess(src0->buffer) != sess)) { - return false; - } - if (src1->buffer && - (!ggml_backend_buffer_is_hexagon(src1->buffer) || ggml_backend_hexagon_buffer_get_sess(src1->buffer) != sess)) { - return false; - } - if (src2 && src2->buffer && - (!ggml_backend_buffer_is_hexagon(src2->buffer) || ggml_backend_hexagon_buffer_get_sess(src2->buffer) != sess)) { - return false; - } - if (dst->buffer && - (!ggml_backend_buffer_is_hexagon(dst->buffer) || ggml_backend_hexagon_buffer_get_sess(dst->buffer) != sess)) { + if (!hex_supported_buffer(sess, src0, src1, src2, dst)) { return false; } @@ -2346,6 +2292,26 @@ static void init_htp_tensor(htp_tensor * h, const ggml_tensor * t) { h->nb[3] = t->nb[3]; } +static size_t dspqueue_buffers_init(dspqueue_buffer * buf, const ggml_tensor * t, bool flush_host, bool flush_htp) { + if (!t) { + return 0; + } + + memset(buf, 0, sizeof(*buf)); + auto tensor_buf = static_cast(t->buffer->context); + buf->fd = tensor_buf->fd; + buf->ptr = t->data; + buf->offset = (uint8_t *) t->data - tensor_buf->base; + buf->size = ggml_nbytes(t); + buf->flags = (flush_host ? DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER : 0); // Flush CPU + buf->flags |= (flush_htp ? DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT : 0); // Invalidate DSP + return 1; +} + +static ggml_hexagon_session * get_session_from_tensor(const ggml_tensor * t) { + return static_cast(t->buffer->context)->sess; +} + static void hex_dump_dspbuf(const struct ggml_tensor * t, const dspqueue_buffer * d) { auto buf = static_cast(t->buffer->context); auto sess = buf->sess; @@ -2360,10 +2326,6 @@ static void ggml_hexagon_mul_mat(const struct ggml_tensor * op, uint32_t flags) const struct ggml_tensor * src1 = op->src[1]; const struct ggml_tensor * dst = op; - auto src0_buf = static_cast(src0->buffer->context); - auto src1_buf = static_cast(src1->buffer->context); - auto dst_buf = static_cast(dst->buffer->context); - uint64_t t1, t2; t1 = ggml_time_us(); @@ -2385,55 +2347,27 @@ static void ggml_hexagon_mul_mat(const struct ggml_tensor * op, uint32_t flags) } dspqueue_buffer bufs[3]; - memset(bufs, 0, sizeof(bufs)); // First buffer Weights. // The content is static, there is no need to do any cache management - bufs[0].fd = src0_buf->fd; - bufs[0].ptr = src0->data; - bufs[0].offset = (uint8_t *) src0->data - src0_buf->base; - bufs[0].size = ggml_nbytes(src0); - bufs[0].flags = 0; + dspqueue_buffers_init(bufs, src0, false, false); // Second buffer Input Activations. This is a buffer that the CPU // writes and the DSP reads, so we'll need to flush CPU caches and // invalidate DSP ones. On platforms with I/O coherency support the // framework will automatically skip cache operations where possible. - bufs[1].fd = src1_buf->fd; - bufs[1].ptr = src1->data; - bufs[1].offset = (uint8_t *) src1->data - src1_buf->base; - bufs[1].size = ggml_nbytes(src1); - bufs[1].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP + dspqueue_buffers_init(&bufs[1], src1, true, true); // Third buffer Output Activations. We'll handle DSP // cache maintenance in the response message but need to flush // CPU caches to ensure any previously written dirty lines are // written out before writes from the DSP start. - bufs[2].fd = dst_buf->fd; - bufs[2].ptr = dst->data; - bufs[2].offset = (uint8_t *) dst->data - dst_buf->base; - bufs[2].size = ggml_nbytes(dst); - bufs[2].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER); + dspqueue_buffers_init(&bufs[2], dst, true, false); - // Primary DSP session from the src0 (normally weight) tensor - auto sess = src0_buf->sess; + auto * sess = get_session_from_tensor(src0); if (opt_verbose) { - char dims[64 * GGML_MAX_SRC]; - char strides[64 * GGML_MAX_SRC]; - char types[16 * GGML_MAX_SRC]; - char buffs[64 * GGML_MAX_SRC]; - char names[64 * GGML_MAX_SRC]; - - hex_format_op_dims(dims, op); - hex_format_op_strides(strides, op); - hex_format_op_types(types, op); - hex_format_op_buffs(buffs, op); - hex_format_op_names(names, op); - - HEX_VERBOSE("ggml-hex: %s %s: %s : %s : %s : %s : %s: flags 0x%x\n", sess->name.c_str(), ggml_op_name(op->op), - names, dims, types, strides, buffs, req.flags); + hex_print_op_info(op, sess, req.flags); if (opt_verbose > 1) { hex_dump_dspbuf(src0, &bufs[0]); hex_dump_dspbuf(src1, &bufs[1]); @@ -2463,11 +2397,6 @@ static void ggml_hexagon_mul_mat_id(const struct ggml_tensor * op, uint32_t flag const struct ggml_tensor * src2 = op->src[2]; const struct ggml_tensor * dst = op; - auto src0_buf = static_cast(src0->buffer->context); - auto src1_buf = static_cast(src1->buffer->context); - auto src2_buf = static_cast(src2->buffer->context); - auto dst_buf = static_cast(dst->buffer->context); - uint64_t t1, t2; t1 = ggml_time_us(); @@ -2490,66 +2419,32 @@ static void ggml_hexagon_mul_mat_id(const struct ggml_tensor * op, uint32_t flag } dspqueue_buffer bufs[4]; - memset(bufs, 0, sizeof(bufs)); - // First buffer Weights. // The content is static, there is no need to do any cache management - bufs[0].fd = src0_buf->fd; - bufs[0].ptr = src0->data; - bufs[0].offset = (uint8_t *) src0->data - src0_buf->base; - bufs[0].size = ggml_nbytes(src0); - bufs[0].flags = 0; + dspqueue_buffers_init(bufs, src0, false, false); // Second buffer Input Activations. This is a buffer that the CPU // writes and the DSP reads, so we'll need to flush CPU caches and // invalidate DSP ones. On platforms with I/O coherency support the // framework will automatically skip cache operations where possible. - bufs[1].fd = src1_buf->fd; - bufs[1].ptr = src1->data; - bufs[1].offset = (uint8_t *) src1->data - src1_buf->base; - bufs[1].size = ggml_nbytes(src1); - bufs[1].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP + dspqueue_buffers_init(&bufs[1], src1, true, true); // Third buffer expert IDs. This is a buffer that the CPU // writes and the DSP reads, so we'll need to flush CPU caches and // invalidate DSP ones. On platforms with I/O coherency support the // framework will automatically skip cache operations where possible. - bufs[2].fd = src2_buf->fd; - bufs[2].ptr = src2->data; - bufs[2].offset = (uint8_t *) src2->data - src2_buf->base; - bufs[2].size = ggml_nbytes(src2); - bufs[2].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP + dspqueue_buffers_init(&bufs[2], src2, true, true); // Forth buffer Output Activations. We'll handle DSP // cache maintenance in the response message but need to flush // CPU caches to ensure any previously written dirty lines are // written out before writes from the DSP start. - bufs[3].fd = dst_buf->fd; - bufs[3].ptr = dst->data; - bufs[3].offset = (uint8_t *) dst->data - dst_buf->base; - bufs[3].size = ggml_nbytes(dst); - bufs[3].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER); + dspqueue_buffers_init(&bufs[3], dst, true, false); - // Primary DSP session from the src0 (normally weight) tensor - auto sess = src0_buf->sess; + auto * sess = get_session_from_tensor(src0); if (opt_verbose) { - char dims[64 * GGML_MAX_SRC]; - char strides[64 * GGML_MAX_SRC]; - char types[16 * GGML_MAX_SRC]; - char buffs[64 * GGML_MAX_SRC]; - char names[64 * GGML_MAX_SRC]; - - hex_format_op_dims(dims, op); - hex_format_op_types(types, op); - hex_format_op_buffs(buffs, op); - hex_format_op_names(names, op); - - HEX_VERBOSE("ggml-hex: %s %s: %s : %s : %s : %s : %s: flags 0x%x\n", sess->name.c_str(), ggml_op_name(op->op), - names, dims, types, strides, buffs, req.flags); - + hex_print_op_info(op, sess, req.flags); if (opt_verbose > 1) { hex_dump_dspbuf(src0, &bufs[0]); hex_dump_dspbuf(src1, &bufs[1]); @@ -2581,10 +2476,6 @@ static void ggml_hexagon_binary(const struct ggml_tensor * op, uint32_t flags) { const struct ggml_tensor * src1 = node->src[1]; const struct ggml_tensor * dst = node; - auto src0_buf = static_cast(src0->buffer->context); - auto src1_buf = static_cast(src1->buffer->context); - auto dst_buf = static_cast(dst->buffer->context); - uint64_t t1 = 0; uint64_t t2 = 0; @@ -2621,60 +2512,30 @@ static void ggml_hexagon_binary(const struct ggml_tensor * op, uint32_t flags) { init_htp_tensor(&req.dst, dst); dspqueue_buffer bufs[3]; - memset(bufs, 0, sizeof(bufs)); - // First buffer = First Operand of Binary op // This is a buffer that the CPU writes and the DSP reads, so we'll // need to flush CPU caches and invalidate DSP ones. On platforms // with I/O coherency support the framework will automatically skip // cache operations where possible. - bufs[0].fd = src0_buf->fd; - bufs[0].ptr = src0->data; - bufs[0].offset = (uint8_t *) src0->data - src0_buf->base; - bufs[0].size = ggml_nbytes(src0); - bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP; + dspqueue_buffers_init(bufs, src0, true, true); // Second buffer = Second Operand of Binary op // This is a buffer that the CPU writes and the DSP reads, so we'll // need to flush CPU caches and invalidate DSP ones. On platforms // with I/O coherency support the framework will automatically skip // cache operations where possible. - bufs[1].fd = src1_buf->fd; - bufs[1].ptr = src1->data; - bufs[1].offset = (uint8_t *) src1->data - src1_buf->base; - bufs[1].size = ggml_nbytes(src1); - bufs[1].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP + dspqueue_buffers_init(&bufs[1], src1, true, true); // Third buffer = Output Activations. We'll handle DSP // cache maintenance in the response message but need to flush // CPU caches to ensure any previously written dirty lines are // written out before writes from the DSP start. - bufs[2].fd = dst_buf->fd; - bufs[2].ptr = dst->data; - bufs[2].offset = (uint8_t *) dst->data - dst_buf->base; - bufs[2].size = ggml_nbytes(dst); - bufs[2].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER); + dspqueue_buffers_init(&bufs[2], dst, true, false); - // Primary DSP session from the src0 tensor - ggml_hexagon_session * sess = src0_buf->sess; + auto * sess = get_session_from_tensor(src0); if (opt_verbose) { - char dims[64 * GGML_MAX_SRC]; - char strides[16 * GGML_MAX_SRC]; - char types[16 * GGML_MAX_SRC]; - char buffs[64 * GGML_MAX_SRC]; - char names[64 * GGML_MAX_SRC]; - - hex_format_op_dims(dims, op); - hex_format_op_strides(strides, op); - hex_format_op_types(types, op); - hex_format_op_buffs(buffs, op); - hex_format_op_names(names, op); - - HEX_VERBOSE("ggml-hex: %s %s : %s : %s : %s : %s : %s : flags 0x%x\n", sess->name.c_str(), - ggml_op_name(node->op), names, dims, types, strides, buffs, req.flags); + hex_print_op_info(op, sess, req.flags); if (opt_verbose > 1) { hex_dump_dspbuf(src0, &bufs[0]); hex_dump_dspbuf(src1, &bufs[1]); @@ -2705,11 +2566,6 @@ static void ggml_hexagon_add_id(const struct ggml_tensor * op, uint32_t flags) { const struct ggml_tensor * src2 = node->src[2]; const struct ggml_tensor * dst = node; - auto src0_buf = static_cast(src0->buffer->context); - auto src1_buf = static_cast(src1->buffer->context); - auto src2_buf = static_cast(src2->buffer->context); - auto dst_buf = static_cast(dst->buffer->context); - uint64_t t1 = 0; uint64_t t2 = 0; @@ -2741,58 +2597,19 @@ static void ggml_hexagon_add_id(const struct ggml_tensor * op, uint32_t flags) { init_htp_tensor(&req.dst, dst); dspqueue_buffer bufs[4]; - memset(bufs, 0, sizeof(bufs)); - // First buffer = input activations - bufs[0].fd = src0_buf->fd; - bufs[0].ptr = src0->data; - bufs[0].offset = (uint8_t *) src0->data - src0_buf->base; - bufs[0].size = ggml_nbytes(src0); - bufs[0].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP; - + dspqueue_buffers_init(bufs, src0, true, true); // Second buffer = experts bias - bufs[1].fd = src1_buf->fd; - bufs[1].ptr = src1->data; - bufs[1].offset = (uint8_t *) src1->data - src1_buf->base; - bufs[1].size = ggml_nbytes(src1); - bufs[1].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP - + dspqueue_buffers_init(&bufs[1], src1, true, true); // Third buffer = activated experts - bufs[2].fd = src2_buf->fd; - bufs[2].ptr = src2->data; - bufs[2].offset = (uint8_t *) src2->data - src2_buf->base; - bufs[2].size = ggml_nbytes(src2); - bufs[2].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP - + dspqueue_buffers_init(&bufs[2], src2, true, true); // Forth buffer = output activations - bufs[3].fd = dst_buf->fd; - bufs[3].ptr = dst->data; - bufs[3].offset = (uint8_t *) dst->data - dst_buf->base; - bufs[3].size = ggml_nbytes(dst); - bufs[3].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER); + dspqueue_buffers_init(&bufs[3], dst, true, true); - // Primary DSP session from the src0 tensor - ggml_hexagon_session * sess = src0_buf->sess; + auto * sess = get_session_from_tensor(src0); if (opt_verbose) { - char dims[64 * GGML_MAX_SRC]; - char strides[16 * GGML_MAX_SRC]; - char types[16 * GGML_MAX_SRC]; - char buffs[64 * GGML_MAX_SRC]; - char names[64 * GGML_MAX_SRC]; - - hex_format_op_dims(dims, op); - hex_format_op_strides(strides, op); - hex_format_op_types(types, op); - hex_format_op_buffs(buffs, op); - hex_format_op_names(names, op); - - HEX_VERBOSE("ggml-hex: %s %s : %s : %s : %s : %s : %s : flags 0x%x\n", sess->name.c_str(), - ggml_op_name(node->op), names, dims, types, strides, buffs, req.flags); - + hex_print_op_info(op, sess, req.flags); if (opt_verbose > 1) { hex_dump_dspbuf(src0, &bufs[0]); hex_dump_dspbuf(src1, &bufs[1]); @@ -2886,71 +2703,33 @@ static void ggml_hexagon_unary(const struct ggml_tensor * op, uint32_t flags) { } dspqueue_buffer bufs[3]; - int n_bufs = 0; - - memset(bufs, 0, sizeof(bufs)); // First buffer = Only Operand of Unary op // This is a buffer that the CPU writes and the DSP reads, so we'll // need to flush CPU caches and invalidate DSP ones. On platforms // with I/O coherency support the framework will automatically skip // cache operations where possible. - auto src0_buf = static_cast(src0->buffer->context); - bufs[n_bufs].fd = src0_buf->fd; - bufs[n_bufs].ptr = src0->data; - bufs[n_bufs].offset = (uint8_t *) src0->data - src0_buf->base; - bufs[n_bufs].size = ggml_nbytes(src0); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP; - ++n_bufs; + size_t n_bufs = dspqueue_buffers_init(bufs, src0, true, true); - if (src1) { - // Second buffer = Second Operand of Binary op - // This is a buffer that the CPU writes and the DSP reads, so we'll - // need to flush CPU caches and invalidate DSP ones. On platforms - // with I/O coherency support the framework will automatically skip - // cache operations where possible. - auto src1_buf = static_cast(src1->buffer->context); - bufs[n_bufs].fd = src1_buf->fd; - bufs[n_bufs].ptr = src1->data; - bufs[n_bufs].offset = (uint8_t *) src1->data - src1_buf->base; - bufs[n_bufs].size = ggml_nbytes(src1); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP - ++n_bufs; - } + // Second buffer(nullable) = Second Operand of Binary op + // This is a buffer that the CPU writes and the DSP reads, so we'll + // need to flush CPU caches and invalidate DSP ones. On platforms + // with I/O coherency support the framework will automatically skip + // cache operations where possible. + n_bufs += dspqueue_buffers_init(&bufs[n_bufs], src1, true, true); // Second or third buffer = Output Activations. We'll handle DSP // Second buffer = Output Activations. We'll handle DSP // cache maintenance in the response message but need to flush // CPU caches to ensure any previously written dirty lines are // written out before writes from the DSP start. - auto dst_buf = static_cast(dst->buffer->context); - bufs[n_bufs].fd = dst_buf->fd; - bufs[n_bufs].ptr = dst->data; - bufs[n_bufs].offset = (uint8_t *) dst->data - dst_buf->base; - bufs[n_bufs].size = ggml_nbytes(dst); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER); - ++n_bufs; + n_bufs += dspqueue_buffers_init(&bufs[n_bufs], dst, true, false); // Primary DSP session from the src0 tensor - ggml_hexagon_session * sess = src0_buf->sess; + auto * sess = get_session_from_tensor(src0); if (opt_verbose) { - char dims[64 * GGML_MAX_SRC]; - char strides[64 * GGML_MAX_SRC]; - char types[16 * GGML_MAX_SRC]; - char buffs[64 * GGML_MAX_SRC]; - char names[64 * GGML_MAX_SRC]; - - hex_format_op_dims(dims, op); - hex_format_op_strides(strides, op); - hex_format_op_types(types, op); - hex_format_op_buffs(buffs, op); - hex_format_op_names(names, op); - - HEX_VERBOSE("ggml-hex: %s %s : %s : %s : %s : %s : %s : flags 0x%x\n", sess->name.c_str(), ggml_op_name(op->op), - names, dims, types, strides, buffs, req.flags); + hex_print_op_info(op, sess, req.flags); if (opt_verbose > 1) { hex_dump_dspbuf(src0, &bufs[0]); if (src1) { @@ -3023,85 +2802,40 @@ static void ggml_hexagon_rope(const struct ggml_tensor * op, uint32_t flags) { } dspqueue_buffer bufs[4]; - int n_bufs = 0; - - memset(bufs, 0, sizeof(bufs)); // First buffer // This is a buffer that the CPU writes and the DSP reads, so we'll // need to flush CPU caches and invalidate DSP ones. On platforms // with I/O coherency support the framework will automatically skip // cache operations where possible. - auto src0_buf = static_cast(src0->buffer->context); - bufs[n_bufs].fd = src0_buf->fd; - bufs[n_bufs].ptr = src0->data; - bufs[n_bufs].offset = (uint8_t *) src0->data - src0_buf->base; - bufs[n_bufs].size = ggml_nbytes(src0); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP; - ++n_bufs; + size_t n_bufs = dspqueue_buffers_init(bufs, src0, true, true); // Second buffer // This is a buffer that the CPU writes and the DSP reads, so we'll // need to flush CPU caches and invalidate DSP ones. On platforms // with I/O coherency support the framework will automatically skip // cache operations where possible. - auto src1_buf = static_cast(src1->buffer->context); - bufs[n_bufs].fd = src1_buf->fd; - bufs[n_bufs].ptr = src1->data; - bufs[n_bufs].offset = (uint8_t *) src1->data - src1_buf->base; - bufs[n_bufs].size = ggml_nbytes(src1); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP - ++n_bufs; + n_bufs += dspqueue_buffers_init(&bufs[n_bufs], src1, true, true); - if (src2) { - // Third buffer - // This is a buffer that the CPU writes and the DSP reads, so we'll - // need to flush CPU caches and invalidate DSP ones. On platforms - // with I/O coherency support the framework will automatically skip - // cache operations where possible. - auto src2_buf = static_cast(src2->buffer->context); - bufs[n_bufs].fd = src2_buf->fd; - bufs[n_bufs].ptr = src2->data; - bufs[n_bufs].offset = (uint8_t *) src2->data - src2_buf->base; - bufs[n_bufs].size = ggml_nbytes(src2); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER | // Flush CPU - DSPQUEUE_BUFFER_FLAG_INVALIDATE_RECIPIENT); // Invalidate DSP - ++n_bufs; - } + // Third buffer(nullable) + // This is a buffer that the CPU writes and the DSP reads, so we'll + // need to flush CPU caches and invalidate DSP ones. On platforms + // with I/O coherency support the framework will automatically skip + // cache operations where possible. + n_bufs += dspqueue_buffers_init(&bufs[n_bufs], src2, true, true); // Final buffer = Output Activations. We'll handle DSP // Second buffer = Output Activations. We'll handle DSP // cache maintenance in the response message but need to flush // CPU caches to ensure any previously written dirty lines are // written out before writes from the DSP start. - auto dst_buf = static_cast(dst->buffer->context); - bufs[n_bufs].fd = dst_buf->fd; - bufs[n_bufs].ptr = dst->data; - bufs[n_bufs].offset = (uint8_t *) dst->data - dst_buf->base; - bufs[n_bufs].size = ggml_nbytes(dst); - bufs[n_bufs].flags = (DSPQUEUE_BUFFER_FLAG_FLUSH_SENDER); - ++n_bufs; + n_bufs += dspqueue_buffers_init(&bufs[n_bufs], dst, true, false); // Primary DSP session from the src0 tensor - ggml_hexagon_session * sess = src0_buf->sess; + auto * sess = get_session_from_tensor(src0); if (opt_verbose) { - char dims[64 * GGML_MAX_SRC]; - char strides[64 * GGML_MAX_SRC]; - char types[16 * GGML_MAX_SRC]; - char buffs[64 * GGML_MAX_SRC]; - char names[64 * GGML_MAX_SRC]; - - hex_format_op_dims(dims, op); - hex_format_op_strides(strides, op); - hex_format_op_types(types, op); - hex_format_op_buffs(buffs, op); - hex_format_op_names(names, op); - - HEX_VERBOSE("ggml-hex: %s %s : %s : %s : %s : %s : %s : flags 0x%x\n", sess->name.c_str(), ggml_op_name(op->op), - names, dims, types, strides, buffs, req.flags); + hex_print_op_info(op, sess, req.flags); if (opt_verbose > 1) { hex_dump_dspbuf(src0, &bufs[0]); if (src1) { diff --git a/ggml/src/ggml-hexagon/htp/hvx-exp.c b/ggml/src/ggml-hexagon/htp/hvx-exp.c index d0735e9325e..21bf46a542f 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-exp.c +++ b/ggml/src/ggml-hexagon/htp/hvx-exp.c @@ -16,13 +16,8 @@ #include "hvx-utils.h" #include "ops-utils.h" -static inline HVX_Vector hvx_vec_exp_fp32_guard(HVX_Vector in_vec) { - static const float kInf = INFINITY; - static const float kMaxExp = 88.02f; // log(INF) - - const HVX_Vector max_exp = hvx_vec_splat_fp32(kMaxExp); - const HVX_Vector inf = hvx_vec_splat_fp32(kInf); - const HVX_VectorPred pred0 = Q6_Q_vcmp_gt_VsfVsf(in_vec, max_exp); +static inline HVX_Vector hvx_vec_exp_fp32_guard(HVX_Vector in_vec, HVX_Vector max_exp, HVX_Vector inf) { + const HVX_VectorPred pred0 = Q6_Q_vcmp_gt_VsfVsf(in_vec, max_exp); HVX_Vector out = hvx_vec_exp_fp32(in_vec); @@ -47,6 +42,12 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int HVX_Vector vec_out = Q6_V_vzero(); + static const float kInf = INFINITY; + static const float kMaxExp = 88.02f; // log(INF) + + const HVX_Vector max_exp = hvx_vec_splat_fp32(kMaxExp); + const HVX_Vector inf = hvx_vec_splat_fp32(kInf); + if (0 == unaligned_loop) { HVX_Vector * p_vec_in1 = (HVX_Vector *) src; HVX_Vector * p_vec_out = (HVX_Vector *) dst; @@ -55,9 +56,9 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { if (true == negate) { HVX_Vector neg_vec_in = hvx_vec_neg_fp32(*p_vec_in1++); - *p_vec_out++ = hvx_vec_exp_fp32_guard(neg_vec_in); + *p_vec_out++ = hvx_vec_exp_fp32_guard(neg_vec_in, max_exp, inf); } else { - *p_vec_out++ = hvx_vec_exp_fp32_guard(*p_vec_in1++); + *p_vec_out++ = hvx_vec_exp_fp32_guard(*p_vec_in1++, max_exp, inf); } } } else { @@ -67,9 +68,9 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int if (true == negate) { HVX_Vector neg_vec_in = hvx_vec_neg_fp32(in); - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32_guard(neg_vec_in); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32_guard(neg_vec_in, max_exp, inf); } else { - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32_guard(in); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_exp_fp32_guard(in, max_exp, inf); } } } @@ -83,9 +84,9 @@ void hvx_exp_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int if (true == negate) { HVX_Vector neg_vec_in = hvx_vec_neg_fp32(in); - vec_out = hvx_vec_exp_fp32_guard(neg_vec_in); + vec_out = hvx_vec_exp_fp32_guard(neg_vec_in, max_exp, inf); } else { - vec_out = hvx_vec_exp_fp32_guard(in); + vec_out = hvx_vec_exp_fp32_guard(in, max_exp, inf); } hvx_vec_store_u((void *) dstf, left_over * SIZEOF_FP32, vec_out); diff --git a/ggml/src/ggml-hexagon/htp/hvx-inverse.c b/ggml/src/ggml-hexagon/htp/hvx-inverse.c index 953d3e6c167..4d70634fcd4 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-inverse.c +++ b/ggml/src/ggml-hexagon/htp/hvx-inverse.c @@ -16,6 +16,15 @@ #include "hvx-utils.h" #include "ops-utils.h" +static inline HVX_Vector hvx_vec_inverse_fp32_guard(HVX_Vector v_sf, HVX_Vector nan_inf_mask) { + HVX_Vector out = hvx_vec_inverse_fp32(v_sf); + + HVX_Vector masked_out = Q6_V_vand_VV(out, nan_inf_mask); + const HVX_VectorPred pred = Q6_Q_vcmp_eq_VwVw(nan_inf_mask, masked_out); + + return Q6_V_vmux_QVV(pred, Q6_V_vzero(), out); +} + void hvx_inverse_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int num_elems) { int left_over = num_elems & (VLEN_FP32 - 1); int num_elems_whole = num_elems - left_over; @@ -32,19 +41,22 @@ void hvx_inverse_f32(const uint8_t * restrict src, uint8_t * restrict dst, const FARF(HIGH, "hvx_inverse_f32: unaligned loop in hvx op, possibly slower execution\n"); } + static const uint32_t kNanInfMask = 0x7f800000; + const HVX_Vector nan_inf_mask = Q6_V_vsplat_R(kNanInfMask); + if (0 == unaligned_loop) { HVX_Vector * p_vec_in = (HVX_Vector *) src; HVX_Vector * p_vec_out = (HVX_Vector *) dst; #pragma unroll(4) for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { - *p_vec_out++ = hvx_vec_inverse_fp32_guard(*p_vec_in++); + *p_vec_out++ = hvx_vec_inverse_fp32_guard(*p_vec_in++, nan_inf_mask); } } else { #pragma unroll(4) for (int i = 0; i < num_elems_whole; i += VLEN_FP32) { HVX_Vector in = *(HVX_UVector *) (src + i * SIZEOF_FP32); - *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_inverse_fp32_guard(in); + *(HVX_UVector *) (dst + i * SIZEOF_FP32) = hvx_vec_inverse_fp32_guard(in, nan_inf_mask); } } @@ -53,7 +65,7 @@ void hvx_inverse_f32(const uint8_t * restrict src, uint8_t * restrict dst, const float * dstf = (float *) dst + num_elems_whole; HVX_Vector in = *(HVX_UVector *) srcf; - HVX_Vector out = hvx_vec_inverse_fp32_guard(in); + HVX_Vector out = hvx_vec_inverse_fp32_guard(in, nan_inf_mask); hvx_vec_store_u((void *) dstf, left_over * SIZEOF_FP32, out); } diff --git a/ggml/src/ggml-hexagon/htp/hvx-utils.h b/ggml/src/ggml-hexagon/htp/hvx-utils.h index 5f94645cde3..28b0014fb5a 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-utils.h +++ b/ggml/src/ggml-hexagon/htp/hvx-utils.h @@ -726,24 +726,6 @@ static inline HVX_Vector hvx_vec_inverse_fp32(HVX_Vector v_sf) { return Q6_Vsf_equals_Vqf32(r_qf); } -static inline HVX_Vector hvx_vec_inverse_fp32_guard(HVX_Vector v_sf) { - static const float kInf = INFINITY; - static const uint32_t kNanMask = 0x7fffffff; - static const uint32_t kNanMin = 0x7f800000; - - const HVX_Vector inf = hvx_vec_splat_fp32(kInf); - const HVX_VectorPred pred_inf = Q6_Q_vcmp_gt_VsfVsf(inf, v_sf); - - HVX_Vector out = hvx_vec_inverse_fp32(v_sf); - - const HVX_Vector nan_mask = Q6_V_vsplat_R(kNanMask); - const HVX_Vector nan_min = Q6_V_vsplat_R(kNanMin); - HVX_Vector masked_out = Q6_V_vand_VV(out, nan_mask); - const HVX_VectorPred pred = Q6_Q_vcmp_gtand_QVuwVuw(pred_inf, nan_min, masked_out); - - return Q6_V_vmux_QVV(pred, out, Q6_V_vzero()); -} - #define FAST_SIGMOID_LOG2F (0x3fb8aa3b) // 1.442695022 #define FAST_SIGMOID_C1 (0x3d009076) // 0.03138777 #define FAST_SIGMOID_C2 (0x3e8d74bd) // 0.276281267 @@ -958,14 +940,16 @@ static inline HVX_Vector hvx_vec_rsqrt_fp32(HVX_Vector in_vec) { return Q6_Vsf_equals_Vqf32(temp); } -static inline HVX_Vector hvx_vec_fast_sigmoid_fp32_guard(HVX_Vector v) { - static const float kMaxExp = -88.02f; // log(INF) - - const HVX_Vector max_exp = Q6_V_vsplat_R(*((uint32_t *) &kMaxExp)); - const HVX_VectorPred pred_inf = Q6_Q_vcmp_gt_VsfVsf(v, max_exp); +static inline HVX_Vector hvx_vec_fast_sigmoid_fp32_guard(HVX_Vector v, + HVX_Vector one, + HVX_Vector max_exp, + HVX_Vector min_exp) { + const HVX_VectorPred pred_max = Q6_Q_vcmp_gt_VsfVsf(max_exp, v); + const HVX_VectorPred pred_min = Q6_Q_vcmp_gt_VsfVsf(v, min_exp); HVX_Vector out = hvx_vec_fast_sigmoid_fp32(v); - return Q6_V_vmux_QVV(pred_inf, out, Q6_V_vzero()); + out = Q6_V_vmux_QVV(pred_max, out, one); + return Q6_V_vmux_QVV(pred_min, out, Q6_V_vzero()); } static inline void hvx_fast_sigmoid_f32(const uint8_t * restrict src, uint8_t * restrict dst, const int num_elems) { @@ -977,9 +961,16 @@ static inline void hvx_fast_sigmoid_f32(const uint8_t * restrict src, uint8_t * const HVX_Vector * restrict v_src = (HVX_Vector *) src; HVX_Vector * restrict v_dst = (HVX_Vector *) dst; + static const float kMinExp = -87.f; // 0 + static const float kMaxExp = 87.f; // 1 + + const HVX_Vector one = hvx_vec_splat_fp32(1.f); + const HVX_Vector max_exp = hvx_vec_splat_fp32(kMaxExp); + const HVX_Vector min_exp = hvx_vec_splat_fp32(kMinExp); + #pragma unroll(4) for (int i = 0; i < step_of_1; i++) { - v_dst[i] = hvx_vec_fast_sigmoid_fp32_guard(v_src[i]); + v_dst[i] = hvx_vec_fast_sigmoid_fp32_guard(v_src[i], one, max_exp, min_exp); } } From fcb013847c2c983967e9d8c9a13b16829fb799e6 Mon Sep 17 00:00:00 2001 From: "M. Mediouni" Date: Mon, 24 Nov 2025 01:54:49 +0100 Subject: [PATCH 086/197] ggml-hexagon: Initial Hexagon v68/v69 support (#17394) * ggml-hexagon: fix build error with GCC Add stdexcept include to fix GCC build errors Signed-off-by: Mohamed Mediouni * ggml-hexagon: check VTCM acquire failures Signed-off-by: Mohamed Mediouni * ggml-hexagon: disable destination bypass on older than v73 v68 errors out if having bypass enabled when the VTCM is the destination. At least on v68 this made things actually work... not a proper fix though, so to look at later... Signed-off-by: Mohamed Mediouni * ggml-hexagon: add initial v68/v69 support v68 is the Hexagon revision notably used on the Snapdragon 8cx Gen 3 and the QCM6490. Also add support for v69. 8MB isn't a supported page size, so relax asked for page size constraint for HAP_compute_res_attr_set_vtcm_param_v2 to optimal. Signed-off-by: Mohamed Mediouni --------- Signed-off-by: Mohamed Mediouni --- ggml/src/ggml-hexagon/CMakeLists.txt | 10 ++++++++++ ggml/src/ggml-hexagon/ggml-hexagon.cpp | 1 + ggml/src/ggml-hexagon/htp-utils.c | 6 ++++++ ggml/src/ggml-hexagon/htp/htp-dma.h | 7 +++++++ ggml/src/ggml-hexagon/htp/hvx-utils.h | 20 ++++++++++++++++++++ ggml/src/ggml-hexagon/htp/main.c | 15 ++++++++++++--- 6 files changed, 56 insertions(+), 3 deletions(-) diff --git a/ggml/src/ggml-hexagon/CMakeLists.txt b/ggml/src/ggml-hexagon/CMakeLists.txt index 166825c2c5f..ac422027b91 100644 --- a/ggml/src/ggml-hexagon/CMakeLists.txt +++ b/ggml/src/ggml-hexagon/CMakeLists.txt @@ -43,6 +43,14 @@ set(HTP_CMAKE_ARGS -DHEXAGON_TOOLS_ROOT=$ENV{HEXAGON_TOOLS_ROOT} -DHEXAGON_HTP_DEBUG=${GGML_HEXAGON_HTP_DEBUG}) +ExternalProject_Add(htp-v68 + SOURCE_DIR ${CMAKE_CURRENT_SOURCE_DIR}/htp BUILD_ALWAYS ON + CMAKE_ARGS ${HTP_CMAKE_ARGS} -DDSP_VERSION=v68 -DPREBUILT_LIB_DIR="toolv19_v68") + +ExternalProject_Add(htp-v69 + SOURCE_DIR ${CMAKE_CURRENT_SOURCE_DIR}/htp BUILD_ALWAYS ON + CMAKE_ARGS ${HTP_CMAKE_ARGS} -DDSP_VERSION=v69 -DPREBUILT_LIB_DIR="toolv19_v69") + ExternalProject_Add(htp-v73 SOURCE_DIR ${CMAKE_CURRENT_SOURCE_DIR}/htp BUILD_ALWAYS ON CMAKE_ARGS ${HTP_CMAKE_ARGS} -DDSP_VERSION=v73 -DPREBUILT_LIB_DIR="toolv19_v73") @@ -61,6 +69,8 @@ ExternalProject_Add(htp-v81 # Install Hexagon skels required at runtime install(FILES + ${CMAKE_CURRENT_BINARY_DIR}/libggml-htp-v68.so + ${CMAKE_CURRENT_BINARY_DIR}/libggml-htp-v69.so ${CMAKE_CURRENT_BINARY_DIR}/libggml-htp-v73.so ${CMAKE_CURRENT_BINARY_DIR}/libggml-htp-v75.so ${CMAKE_CURRENT_BINARY_DIR}/libggml-htp-v79.so diff --git a/ggml/src/ggml-hexagon/ggml-hexagon.cpp b/ggml/src/ggml-hexagon/ggml-hexagon.cpp index 0b4e2c3d4df..881ed39ae3e 100644 --- a/ggml/src/ggml-hexagon/ggml-hexagon.cpp +++ b/ggml/src/ggml-hexagon/ggml-hexagon.cpp @@ -9,6 +9,7 @@ #include #include #include +#include #ifdef _WIN32 # include diff --git a/ggml/src/ggml-hexagon/htp-utils.c b/ggml/src/ggml-hexagon/htp-utils.c index e8a035af8c6..3f335bf71c0 100644 --- a/ggml/src/ggml-hexagon/htp-utils.c +++ b/ggml/src/ggml-hexagon/htp-utils.c @@ -390,6 +390,12 @@ int get_hex_arch_ver(int domain, int * arch) { } switch (arch_ver.capability & 0xff) { + case 0x68: + *arch = 68; + return 0; + case 0x69: + *arch = 69; + return 0; case 0x73: *arch = 73; return 0; diff --git a/ggml/src/ggml-hexagon/htp/htp-dma.h b/ggml/src/ggml-hexagon/htp/htp-dma.h index 4d0d54ce859..7d3fc4078cc 100644 --- a/ggml/src/ggml-hexagon/htp/htp-dma.h +++ b/ggml/src/ggml-hexagon/htp/htp-dma.h @@ -66,6 +66,13 @@ static inline bool dma_queue_push(dma_queue * q, desc->desctype = HEXAGON_UDMA_DESC_DESCTYPE_TYPE1; desc->dstbypass = 1; desc->srcbypass = 1; +#if __HVX_ARCH__ >= 73 + desc->dstbypass = 1; + desc->srcbypass = 1; +#else + desc->dstbypass = 0; + desc->srcbypass = 1; +#endif desc->order = 0; desc->dstate = HEXAGON_UDMA_DESC_DSTATE_INCOMPLETE; desc->src = (void *) src; diff --git a/ggml/src/ggml-hexagon/htp/hvx-utils.h b/ggml/src/ggml-hexagon/htp/hvx-utils.h index 28b0014fb5a..80658105c55 100644 --- a/ggml/src/ggml-hexagon/htp/hvx-utils.h +++ b/ggml/src/ggml-hexagon/htp/hvx-utils.h @@ -21,6 +21,26 @@ typedef union { float fp32[VLEN_FP32]; } __attribute__((aligned(VLEN), packed)) HVX_VectorAlias; +/* Q6_Vsf_equals_Vw is only available on v73+.*/ +#if __HVX_ARCH__ < 73 +static inline HVX_Vector int32_to_qfloat(HVX_Vector const in) +{ + HVX_Vector const vzero = Q6_V_vzero(); + HVX_VectorPred is_zero = Q6_Q_vcmp_eq_VwVw(in, vzero); + HVX_Vector lshift = Q6_Vw_vnormamt_Vw(in); + HVX_Vector normalized = Q6_Vw_vasl_VwVw(in, lshift); + HVX_Vector vexp = Q6_Vw_vsub_VwVw(Q6_V_vsplat_R(0x7f + 30), lshift); + HVX_Vector mant = Q6_V_vand_VV(Q6_V_vsplat_R(0xFFFFFF00), normalized); + HVX_Vector ret = Q6_V_vmux_QVV(is_zero, vzero, Q6_Vw_vadd_VwVw(mant, vexp)); + return ret; +} + +static inline HVX_Vector Q6_Vsf_equals_Vw(HVX_Vector const in) +{ + return Q6_Vsf_equals_Vqf32(int32_to_qfloat(in)); +} +#endif + static inline HVX_Vector hvx_vec_splat_fp32(float i) { union { float f; diff --git a/ggml/src/ggml-hexagon/htp/main.c b/ggml/src/ggml-hexagon/htp/main.c index 10e27333243..b60b352a7b4 100644 --- a/ggml/src/ggml-hexagon/htp/main.c +++ b/ggml/src/ggml-hexagon/htp/main.c @@ -143,16 +143,25 @@ AEEResult htp_iface_disable_etm(remote_handle64 handle) { } static int vtcm_acquire(struct htp_context * ctx) { + int err; if (!ctx->vtcm_valid) { // Temporarily bump thread priority to make sure it's higher than other sessions. // This way the resource manager will notify the other thread to release VTCM. // Note that we need to reaquire VTCM at normal priority for this to work next time. qurt_thread_set_priority(qurt_thread_get_id(), ctx->thread_prio - 10); - HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000); + err = HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000); + if (err != 0) { + FARF(ERROR, "Failed to acquire VTCM: 0x%08x", (unsigned)err); + abort(); + } HAP_compute_res_release_cached(ctx->vtcm_rctx); qurt_thread_set_priority(qurt_thread_get_id(), ctx->thread_prio); - HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000); + err = HAP_compute_res_acquire_cached(ctx->vtcm_rctx, 1000000); + if (err != 0) { + FARF(ERROR, "Failed to acquire VTCM: 0x%08x", (unsigned)err); + abort(); + } ctx->vtcm_valid = true; } @@ -201,7 +210,7 @@ static int vtcm_alloc(struct htp_context * ctx) { HAP_compute_res_attr_init(&attr); HAP_compute_res_attr_set_serialize(&attr, 0); HAP_compute_res_attr_set_cache_mode(&attr, 1); - HAP_compute_res_attr_set_vtcm_param_v2(&attr, vtcm_size, vtcm_size, vtcm_size); + HAP_compute_res_attr_set_vtcm_param_v2(&attr, vtcm_size, 0, vtcm_size); HAP_compute_res_attr_set_release_callback(&attr, vtcm_release_callback, (void *) ctx); HAP_compute_res_attr_set_hmx_param(&attr, 1); From 01ad35e6d65916c74fb3edfbab474c569d818294 Mon Sep 17 00:00:00 2001 From: Raul Torres <138264735+rauletorresc@users.noreply.github.com> Date: Mon, 24 Nov 2025 02:02:52 +0000 Subject: [PATCH 087/197] CANN: Define `cann_graph_update_required` before macro (#17434) **Description of the problem** `cann_graph_update_required` is redundantly defined and initialized as `false` inside two mutually exclusive macro branches. **Proposed solution** Define it right before the macro so that it could serve both branches. --- ggml/src/ggml-cann/ggml-cann.cpp | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp index 5cbf5683e1d..3c67c48ffa1 100644 --- a/ggml/src/ggml-cann/ggml-cann.cpp +++ b/ggml/src/ggml-cann/ggml-cann.cpp @@ -2303,9 +2303,9 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, // calculate rope cache for fist layer in current device. cann_ctx->rope_cache.cached = false; + bool cann_graph_update_required = false; #ifdef USE_ACL_GRAPH bool use_cann_graph = true; - bool cann_graph_update_required = false; static bool prefill_use_graph = parse_bool(get_env("GGML_CANN_PREFILL_USE_GRAPH").value_or("")); if (!prefill_use_graph) { @@ -2336,7 +2336,6 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, } #else bool use_cann_graph = false; - bool cann_graph_update_required = false; #endif // USE_ACL_GRAPH evaluate_and_capture_cann_graph(cann_ctx, cgraph, use_cann_graph, cann_graph_update_required); From 923ae3c61983e60a2324ae56b412be5b8b511a53 Mon Sep 17 00:00:00 2001 From: Max Krasnyansky Date: Sun, 23 Nov 2025 18:55:56 -0800 Subject: [PATCH 088/197] hexagon: add support for ROPE_NEOX (#17458) --- ggml/src/ggml-hexagon/ggml-hexagon.cpp | 2 +- ggml/src/ggml-hexagon/htp/rope-ops.c | 87 +++++++++++++++++++++++--- 2 files changed, 81 insertions(+), 8 deletions(-) diff --git a/ggml/src/ggml-hexagon/ggml-hexagon.cpp b/ggml/src/ggml-hexagon/ggml-hexagon.cpp index 881ed39ae3e..72a82a89116 100644 --- a/ggml/src/ggml-hexagon/ggml-hexagon.cpp +++ b/ggml/src/ggml-hexagon/ggml-hexagon.cpp @@ -2229,7 +2229,7 @@ static bool ggml_hexagon_supported_rope(const struct ggml_hexagon_session * sess int mode = op_params[2]; - if ((mode & GGML_ROPE_TYPE_NEOX) || (mode & GGML_ROPE_TYPE_MROPE) || (mode & GGML_ROPE_TYPE_VISION)) { + if ((mode & GGML_ROPE_TYPE_MROPE) || (mode & GGML_ROPE_TYPE_VISION)) { return false; } if (mode & 1) { diff --git a/ggml/src/ggml-hexagon/htp/rope-ops.c b/ggml/src/ggml-hexagon/htp/rope-ops.c index 16afa50f5b0..00419bcba6b 100644 --- a/ggml/src/ggml-hexagon/htp/rope-ops.c +++ b/ggml/src/ggml-hexagon/htp/rope-ops.c @@ -24,6 +24,10 @@ #include "hvx-utils.h" #include "ops-utils.h" +// Redefined the types GGML_ROPE_TYPE_NORMAL & GGML_ROPE_TYPE_NEOX as we cant include ggml.h +#define HTP_ROPE_TYPE_NORMAL 0 +#define HTP_ROPE_TYPE_NEOX 2 + #define htp_rope_preamble \ const uint32_t ne00 = src0->ne[0]; \ const uint32_t ne01 = src0->ne[1]; \ @@ -146,6 +150,57 @@ static void init_rope_ctx(struct rope_th_ctx * rope_ctx, struct htp_ops_context rope_ctx->ext_factor, rope_ctx->theta_scale, rope_ctx->attn_factor); } +static void hvx_calc_rope_neox_f32(const float * restrict src0, + float * restrict dst, + const int num_elems, + const float * restrict theta_cache) { + // for (int i = 0; i < num_elems; i += 2) { + //const float cos_theta = theta_cache[i + 0]; + //const float sin_theta = theta_cache[i + 1]; + + //const float x0 = src[0]; + //const float x1 = src[num_elems/2]; + + //dst[0] = x0*cos_theta - x1*sin_theta; + //dst[num_elems/2] = x0*sin_theta + x1*cos_theta; + + //src += 1; + //dst += 1; + // } + + const uint8_t * restrict src0_curr = (const uint8_t *) src0; + const uint8_t * restrict theta_curr = (const uint8_t *) theta_cache; + uint8_t * restrict dst_curr = (uint8_t *) dst; + + int step_of_1 = num_elems >> 6; // 6 because we process two vectors at once + int half_size = (sizeof(float) * (num_elems / 2)); + + for (int i = 0; i < step_of_1; i++) { + HVX_Vector v0 = *(HVX_Vector *) src0_curr; + HVX_Vector v1 = *(HVX_Vector *) (src0_curr + half_size); + + HVX_Vector v2 = *(HVX_Vector *) theta_curr; + HVX_Vector v3 = *(HVX_Vector *) (theta_curr + VLEN); + + HVX_VectorPair vcos_sin = Q6_W_vdeal_VVR(v3, v2, -4); // vcos_sin[0] = cos_theta, vcos_sin[1] = sin_theta + + HVX_Vector vx0_c = Q6_Vqf32_vmpy_VsfVsf(v0, Q6_V_lo_W(vcos_sin)); + HVX_Vector vx0_s = Q6_Vqf32_vmpy_VsfVsf(v0, Q6_V_hi_W(vcos_sin)); + HVX_Vector vx1_c = Q6_Vqf32_vmpy_VsfVsf(v1, Q6_V_lo_W(vcos_sin)); + HVX_Vector vx1_s = Q6_Vqf32_vmpy_VsfVsf(v1, Q6_V_hi_W(vcos_sin)); + + HVX_Vector v4 = Q6_Vqf32_vsub_Vqf32Vqf32(vx0_c, vx1_s); + HVX_Vector v5 = Q6_Vqf32_vadd_Vqf32Vqf32(vx0_s, vx1_c); + + *(HVX_Vector *) dst_curr = Q6_Vsf_equals_Vqf32(v4); + *(HVX_Vector *) (dst_curr + half_size) = Q6_Vsf_equals_Vqf32(v5); + + src0_curr += VLEN; + theta_curr += 2 * VLEN; + dst_curr += VLEN; + } +} + static void hvx_calc_rope_f32(const float * restrict src0, float * restrict dst, const int num_elems, @@ -212,6 +267,9 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, const struct htp_tensor * src2 = &octx->src2; struct htp_tensor * dst = &octx->dst; + const int32_t mode = rope_ctx->mode; + const bool is_neox = mode & HTP_ROPE_TYPE_NEOX; + htp_rope_preamble; const int32_t * pos = (const int32_t *) src1->data; @@ -247,20 +305,35 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, float * dst_data_loc = dst_data; if (1 == opt_path) { - hvx_calc_rope_f32(src_loc, dst_data_loc, rope_ctx->n_dims, wp0); + if (is_neox) { + hvx_calc_rope_neox_f32(src_loc, dst_data_loc, rope_ctx->n_dims, wp0); + } else { + hvx_calc_rope_f32(src_loc, dst_data_loc, rope_ctx->n_dims, wp0); + } } else { for (uint32_t i0 = 0; i0 < rope_ctx->n_dims; i0 += 2) { const float cos_theta = wp0[i0 + 0]; const float sin_theta = wp0[i0 + 1]; - const float x0 = src_loc[0]; - const float x1 = src_loc[1]; + if (is_neox) { + const float x0 = src_loc[0]; + const float x1 = src_loc[rope_ctx->n_dims/2]; + + dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; + dst_data_loc[rope_ctx->n_dims/2] = x0 * sin_theta + x1 * cos_theta; + + src_loc += 1; + dst_data_loc += 1; + } else { + const float x0 = src_loc[0]; + const float x1 = src_loc[1]; - dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; - dst_data_loc[1] = x0 * sin_theta + x1 * cos_theta; + dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; + dst_data_loc[1] = x0 * sin_theta + x1 * cos_theta; - src_loc += 2; - dst_data_loc += 2; + src_loc += 2; + dst_data_loc += 2; + } } } From 4902eebe33ed2341ef9bd7c80195bbd9d24f4d5f Mon Sep 17 00:00:00 2001 From: william pan <61359596+wp4032@users.noreply.github.com> Date: Sun, 23 Nov 2025 22:16:56 -0800 Subject: [PATCH 089/197] models : Added support for RND1 Diffusion Language Model (#17433) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Converted RND1 model to GGUF weights * RND1 llama.cpp support v1 * RND1 llama.cpp support v2 non causal bug * RND1 llama.cpp support v3 doccumentation * RND1 llama.cpp support v4 clean code * linting issues * RND1 pr fixes v1 * RND1 pr fixes v2 Co-authored-by: Sigbjørn Skjæret * Diffusion documentation edits --------- Co-authored-by: Sigbjørn Skjæret --- convert_hf_to_gguf.py | 15 +++++ examples/diffusion/README.md | 50 +++++++++++++- gguf-py/gguf/constants.py | 19 ++++++ src/CMakeLists.txt | 1 + src/llama-arch.cpp | 22 ++++++ src/llama-arch.h | 1 + src/llama-model.cpp | 22 +++++- src/models/models.h | 4 ++ src/models/rnd1.cpp | 126 +++++++++++++++++++++++++++++++++++ 9 files changed, 257 insertions(+), 3 deletions(-) create mode 100644 src/models/rnd1.cpp diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 8743202ad6c..6cbaee03dfd 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -4183,6 +4183,21 @@ def set_vocab(self): super().set_vocab() +@ModelBase.register("RND1") +class RND1Model(Qwen2MoeModel): + model_arch = gguf.MODEL_ARCH.RND1 + + def set_gguf_parameters(self): + super().set_gguf_parameters() + + # RND1 specific parameters + # RND1 uses bidirectional attention + self.gguf_writer.add_causal_attention(False) + + if (mask_token_id := self.hparams.get("mask_token_id")) is not None: + self.gguf_writer.add_mask_token_id(mask_token_id) + + @ModelBase.register("Qwen3VLForConditionalGeneration", "Qwen3VLMoeForConditionalGeneration") class Qwen3VLVisionModel(MmprojModel): def __init__(self, *args, **kwargs): diff --git a/examples/diffusion/README.md b/examples/diffusion/README.md index 26de5668aa8..f71d2413193 100644 --- a/examples/diffusion/README.md +++ b/examples/diffusion/README.md @@ -6,8 +6,54 @@ More Info: - https://github.com/ggml-org/llama.cpp/pull/14644 - https://github.com/ggml-org/llama.cpp/pull/14771 +## Parameters +The diffusion CLI supports various parameters to control the generation process: -Example of using Dream architechture: `llama-diffusion-cli -m dream7b.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-eps 0.001 --diffusion-algorithm 3 --diffusion-steps 256 --diffusion-visual` +### Core Diffusion Parameters +- `--diffusion-steps`: Number of diffusion steps (default: 256) +- `--diffusion-algorithm`: Algorithm for token selection + - `0`: ORIGIN - Token will be generated in a purely random order from https://arxiv.org/abs/2107.03006. + - `1`: ENTROPY_BASED - Entropy-based selection + - `2`: MARGIN_BASED - Margin-based selection + - `3`: RANDOM - Random selection + - `4`: CONFIDENCE_BASED - Confidence-based selection (default) + - More documentation here https://github.com/DreamLM/Dream +- `--diffusion-visual`: Enable live visualization during generation -Example of using LLaDA architechture: `llama-diffusion-cli -m llada-8b.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-block-length 32 --diffusion-steps 256 --diffusion-visual` +### Scheduling Parameters +Choose one of the following scheduling methods: +**Timestep-based scheduling:** +- `--diffusion-eps`: Epsilon value for timestep scheduling (e.g., 0.001) + +**Block-based scheduling:** +- `--diffusion-block-length`: Block size for block-based scheduling (e.g., 32) + +### Sampling Parameters +- `--temp`: Temperature for sampling (0.0 = greedy/deterministic, higher = more random) +- `--top-k`: Top-k filtering for sampling +- `--top-p`: Top-p (nucleus) filtering for sampling +- `--seed`: Random seed for reproducibility + +### Model Parameters +- `-m`: Path to the GGUF model file +- `-p`: Input prompt text +- `-ub`: Maximum sequence length (ubatch size) +- `-c`: Context size +- `-b`: Batch size + +### Examples +#### Dream architechture: +``` +llama-diffusion-cli -m dream7b.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-eps 0.001 --diffusion-algorithm 3 --diffusion-steps 256 --diffusion-visual +``` + +#### LLaDA architechture: +``` +llama-diffusion-cli -m llada-8b.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-block-length 32 --diffusion-steps 256 --diffusion-visual +``` + +#### RND1 architecture: +``` +llama-diffusion-cli -m RND1-Base-0910.gguf -p "write code to train MNIST in pytorch" -ub 512 --diffusion-algorithm 1 --diffusion-steps 256 --diffusion-visual --temp 0.5 --diffusion-eps 0.001 +``` diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 1cd0efad4a8..8bc558fe4b5 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -427,6 +427,7 @@ class MODEL_ARCH(IntEnum): APERTUS = auto() COGVLM = auto() MINIMAXM2 = auto() + RND1 = auto() PANGU_EMBED = auto() @@ -797,6 +798,7 @@ class MODEL_TENSOR(IntEnum): MODEL_ARCH.APERTUS: "apertus", MODEL_ARCH.MINIMAXM2: "minimax-m2", MODEL_ARCH.COGVLM: "cogvlm", + MODEL_ARCH.RND1: "rnd1", MODEL_ARCH.PANGU_EMBED: "pangu-embedded", } @@ -2991,6 +2993,23 @@ class MODEL_TENSOR(IntEnum): MODEL_TENSOR.VISEXP_UP, MODEL_TENSOR.VISEXP_DOWN, ], + MODEL_ARCH.RND1: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_Q_NORM, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_K_NORM, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.FFN_NORM, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + ], MODEL_ARCH.PANGU_EMBED: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT_NORM, diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt index 8ec95ee1762..f7a8c9841ec 100644 --- a/src/CMakeLists.txt +++ b/src/CMakeLists.txt @@ -115,6 +115,7 @@ add_library(llama models/qwen3vl-moe.cpp models/qwen3moe.cpp models/refact.cpp + models/rnd1.cpp models/rwkv6-base.cpp models/rwkv6.cpp models/rwkv6qwen2.cpp diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index b2eb2477f93..fc6cddc92f5 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -108,6 +108,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_APERTUS, "apertus" }, { LLM_ARCH_MINIMAX_M2, "minimax-m2" }, { LLM_ARCH_COGVLM, "cogvlm" }, + { LLM_ARCH_RND1, "rnd1" }, { LLM_ARCH_PANGU_EMBED, "pangu-embedded" }, { LLM_ARCH_UNKNOWN, "(unknown)" }, }; @@ -2446,6 +2447,26 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_VISEXP_FFN_UP, "blk.%d.vis_up" }, }, }, + { + LLM_ARCH_RND1, + { + { LLM_TENSOR_TOKEN_EMBD, "token_embd" }, + { LLM_TENSOR_OUTPUT_NORM, "output_norm" }, + { LLM_TENSOR_OUTPUT, "output" }, + { LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" }, + { LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" }, + { LLM_TENSOR_ATTN_Q_NORM, "blk.%d.attn_q_norm" }, + { LLM_TENSOR_ATTN_K, "blk.%d.attn_k" }, + { LLM_TENSOR_ATTN_K_NORM, "blk.%d.attn_k_norm" }, + { LLM_TENSOR_ATTN_V, "blk.%d.attn_v" }, + { LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" }, + { LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" }, + { LLM_TENSOR_FFN_GATE_INP, "blk.%d.ffn_gate_inp" }, + { LLM_TENSOR_FFN_GATE_EXPS, "blk.%d.ffn_gate_exps" }, + { LLM_TENSOR_FFN_DOWN_EXPS, "blk.%d.ffn_down_exps" }, + { LLM_TENSOR_FFN_UP_EXPS, "blk.%d.ffn_up_exps" }, + }, + }, { LLM_ARCH_UNKNOWN, { @@ -2722,6 +2743,7 @@ bool llm_arch_is_diffusion(const llm_arch & arch) { case LLM_ARCH_DREAM: case LLM_ARCH_LLADA: case LLM_ARCH_LLADA_MOE: + case LLM_ARCH_RND1: return true; default: return false; diff --git a/src/llama-arch.h b/src/llama-arch.h index ae7fa222aca..02a1c2dc258 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -112,6 +112,7 @@ enum llm_arch { LLM_ARCH_APERTUS, LLM_ARCH_MINIMAX_M2, LLM_ARCH_COGVLM, + LLM_ARCH_RND1, LLM_ARCH_PANGU_EMBED, LLM_ARCH_UNKNOWN, }; diff --git a/src/llama-model.cpp b/src/llama-model.cpp index 175549a9e30..35179a98e0c 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -1036,6 +1036,18 @@ void llama_model::load_hparams(llama_model_loader & ml) { default: type = LLM_TYPE_UNKNOWN; } } break; + case LLM_ARCH_RND1: + { + ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); + + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + switch (hparams.n_layer) { + case 48: type = LLM_TYPE_30B_A3B; break; + default: type = LLM_TYPE_UNKNOWN; + } + // Set non-causal attention for diffusion models + hparams.causal_attn = false; + } break; case LLM_ARCH_QWEN2MOE: { ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp, false); @@ -3402,6 +3414,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { } break; case LLM_ARCH_QWEN3MOE: case LLM_ARCH_QWEN3VLMOE: + case LLM_ARCH_RND1: { tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, 0); @@ -6720,7 +6733,7 @@ void llama_model::print_info() const { LLAMA_LOG_INFO("%s: n_ff_shexp = %d\n", __func__, hparams.n_ff_shexp); } - if (arch == LLM_ARCH_QWEN3MOE || arch == LLM_ARCH_OPENAI_MOE || arch == LLM_ARCH_QWEN3VLMOE) { + if (arch == LLM_ARCH_QWEN3MOE || arch == LLM_ARCH_OPENAI_MOE || arch == LLM_ARCH_QWEN3VLMOE || arch == LLM_ARCH_RND1) { LLAMA_LOG_INFO("%s: n_ff_exp = %d\n", __func__, hparams.n_ff_exp); } @@ -6882,6 +6895,7 @@ llama_memory_i * llama_model::create_memory(const llama_memory_params & params, case LLM_ARCH_DREAM: case LLM_ARCH_LLADA: case LLM_ARCH_LLADA_MOE: + case LLM_ARCH_RND1: { res = nullptr; } break; @@ -7075,6 +7089,11 @@ ggml_cgraph * llama_model::build_graph(const llm_graph_params & params) const { llm = std::make_unique(*this, params); } break; + case LLM_ARCH_RND1: + { + llm = std::make_unique(*this, params); + } + break; case LLM_ARCH_QWEN2VL: { llm = std::make_unique(*this, params); @@ -7595,6 +7614,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_QWEN3: case LLM_ARCH_QWEN3MOE: case LLM_ARCH_LLADA_MOE: + case LLM_ARCH_RND1: case LLM_ARCH_OLMO2: case LLM_ARCH_OLMOE: case LLM_ARCH_PHI2: diff --git a/src/models/models.h b/src/models/models.h index 4d7aeb4f42c..5f019c59be8 100644 --- a/src/models/models.h +++ b/src/models/models.h @@ -431,6 +431,10 @@ struct llm_build_refact : public llm_graph_context { llm_build_refact(const llama_model & model, const llm_graph_params & params); }; +struct llm_build_rnd1 : public llm_graph_context { + llm_build_rnd1(const llama_model & model, const llm_graph_params & params); +}; + struct llm_build_rwkv6 : public llm_build_rwkv6_base { llm_build_rwkv6(const llama_model & model, const llm_graph_params & params); }; diff --git a/src/models/rnd1.cpp b/src/models/rnd1.cpp new file mode 100644 index 00000000000..46b3dc3efca --- /dev/null +++ b/src/models/rnd1.cpp @@ -0,0 +1,126 @@ +#include "models.h" + +// RND1 is a Qwen3Moe AR model converted to diffusion model. +llm_build_rnd1::llm_build_rnd1(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { + const int64_t n_embd_head = hparams.n_embd_head_v; + + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k); + GGML_ASSERT(n_embd_head == hparams.n_rot); + + ggml_tensor * cur; + ggml_tensor * inpL; + + inpL = build_inp_embd(model.tok_embd); + + // inp_pos - contains the positions + ggml_tensor * inp_pos = build_inp_pos(); + + // Non-causal attention for diffusion + auto * inp_attn = build_attn_inp_no_cache(); + + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + for (int il = 0; il < n_layer; ++il) { + ggml_tensor * inpSA = inpL; + + // norm + cur = build_norm(inpL, + model.layers[il].attn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "attn_norm", il); + + // self_attention + { + // compute Q and K and RoPE them + ggml_tensor * Qcur = build_lora_mm(model.layers[il].wq, cur); + cb(Qcur, "Qcur", il); + + ggml_tensor * Kcur = build_lora_mm(model.layers[il].wk, cur); + cb(Kcur, "Kcur", il); + + ggml_tensor * Vcur = build_lora_mm(model.layers[il].wv, cur); + cb(Vcur, "Vcur", il); + + Qcur = ggml_reshape_3d(ctx0, Qcur, n_embd_head, n_head, n_tokens); + Kcur = ggml_reshape_3d(ctx0, Kcur, n_embd_head, n_head_kv, n_tokens); + Vcur = ggml_reshape_3d(ctx0, Vcur, n_embd_head, n_head_kv, n_tokens); + + Qcur = build_norm(Qcur, model.layers[il].attn_q_norm, NULL, LLM_NORM_RMS, il); + cb(Qcur, "Qcur_normed", il); + + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, nullptr, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + Kcur = build_norm(Kcur, model.layers[il].attn_k_norm, NULL, LLM_NORM_RMS, il); + cb(Kcur, "Kcur_normed", il); + + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, nullptr, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow + ); + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + cur = build_attn(inp_attn, + model.layers[il].wo, model.layers[il].bo, + Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, 1.0f/sqrtf(float(n_embd_head)), il); + } + if (il == n_layer - 1 && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpSA = ggml_get_rows(ctx0, inpSA, inp_out_ids); + } + ggml_tensor * ffn_inp = ggml_add(ctx0, cur, inpSA); + cb(ffn_inp, "ffn_inp", il); + + // MoE branch + cur = build_norm(ffn_inp, + model.layers[il].ffn_norm, NULL, + LLM_NORM_RMS, il); + cb(cur, "ffn_norm", il); + + ggml_tensor * moe_out = + build_moe_ffn(cur, + model.layers[il].ffn_gate_inp, + model.layers[il].ffn_up_exps, + model.layers[il].ffn_gate_exps, + model.layers[il].ffn_down_exps, + nullptr, + n_expert, n_expert_used, + LLM_FFN_SILU, true, + false, 0.0, + LLAMA_EXPERT_GATING_FUNC_TYPE_SOFTMAX, + il); + cb(moe_out, "ffn_moe_out", il); + cur = moe_out; + + cur = ggml_add(ctx0, cur, ffn_inp); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + // input for next layer + inpL = cur; + } + cur = inpL; + + cur = build_norm(cur, + model.output_norm, NULL, + LLM_NORM_RMS, -1); + + cb(cur, "result_norm", -1); + res->t_embd = cur; + + // lm_head + cur = build_lora_mm(model.output, cur); + + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); +} From 5f55c385cbff7bcee0901782dec6d01de53f4dfe Mon Sep 17 00:00:00 2001 From: ixgbe <1113177880@qq.com> Date: Mon, 24 Nov 2025 19:07:14 +0800 Subject: [PATCH 090/197] ggml: add RISC-V cpu-feats (#17461) * ggml: add RISC-V cpu-feats Signed-off-by: Wang Yang * fix comment[1] --------- Signed-off-by: Wang Yang --- ggml/src/CMakeLists.txt | 15 ++++++++ ggml/src/ggml-cpu/CMakeLists.txt | 41 ++++++++++++++-------- ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp | 35 ++++++++++++++++++ 3 files changed, 77 insertions(+), 14 deletions(-) create mode 100644 ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index 628db3fd655..a4499509ece 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -328,6 +328,14 @@ function(ggml_add_cpu_backend_variant tag_name) set(GGML_INTERNAL_${feat} OFF) endforeach() + foreach (feat ${ARGN}) + set(GGML_INTERNAL_${feat} ON) + endforeach() + elseif (GGML_SYSTEM_ARCH STREQUAL "riscv64") + foreach (feat RVV) + set(GGML_INTERNAL_${feat} OFF) + endforeach() + foreach (feat ${ARGN}) set(GGML_INTERNAL_${feat} ON) endforeach() @@ -402,6 +410,13 @@ if (GGML_CPU_ALL_VARIANTS) else() message(FATAL_ERROR "Unsupported s390x target OS: ${CMAKE_SYSTEM_NAME}") endif() + elseif (GGML_SYSTEM_ARCH STREQUAL "riscv64") + if (CMAKE_SYSTEM_NAME MATCHES "Linux") + ggml_add_cpu_backend_variant(riscv64_0) + ggml_add_cpu_backend_variant(riscv64_v RVV) + else() + message(FATAL_ERROR "Unsupported RISC-V target OS: ${CMAKE_SYSTEM_NAME}") + endif() else() message(FATAL_ERROR "GGML_CPU_ALL_VARIANTS not yet supported with ${GGML_SYSTEM_ARCH} on ${CMAKE_SYSTEM_NAME}") endif() diff --git a/ggml/src/ggml-cpu/CMakeLists.txt b/ggml/src/ggml-cpu/CMakeLists.txt index d0cab0bcb9c..feb56173861 100644 --- a/ggml/src/ggml-cpu/CMakeLists.txt +++ b/ggml/src/ggml-cpu/CMakeLists.txt @@ -452,22 +452,35 @@ function(ggml_add_cpu_backend_variant_impl tag_name) ggml-cpu/spacemit/ime_kernels.h ) endif() - set(MARCH_STR "rv64gc") - if (GGML_RV_ZFH) - string(APPEND MARCH_STR "_zfh") - endif() - if (GGML_XTHEADVECTOR) - string(APPEND MARCH_STR "_xtheadvector") - elseif (GGML_RVV) - string(APPEND MARCH_STR "_v") - if (GGML_RV_ZVFH) - string(APPEND MARCH_STR "_zvfh") + if(NOT GGML_CPU_ALL_VARIANTS) + set(MARCH_STR "rv64gc") + if (GGML_RV_ZFH) + string(APPEND MARCH_STR "_zfh") endif() + if (GGML_XTHEADVECTOR) + string(APPEND MARCH_STR "_xtheadvector") + elseif (GGML_RVV) + string(APPEND MARCH_STR "_v") + if (GGML_RV_ZVFH) + string(APPEND MARCH_STR "_zvfh") + endif() + endif() + if (GGML_RV_ZICBOP) + string(APPEND MARCH_STR "_zicbop") + endif() + list(APPEND ARCH_FLAGS "-march=${MARCH_STR}" -mabi=lp64d) + else() + # Begin with the lowest baseline + set(ARCH_DEFINITIONS "") + + if (GGML_INTERNAL_RVV) + message(STATUS "RVV enabled") + list(APPEND ARCH_DEFINITIONS GGML_USE_RVV) + list(APPEND ARCH_FLAGS -march=rv64gc_v -mabi=lp64d) + endif() + + ggml_add_cpu_backend_features(${GGML_CPU_NAME} riscv ${ARCH_DEFINITIONS}) endif() - if (GGML_RV_ZICBOP) - string(APPEND MARCH_STR "_zicbop") - endif() - list(APPEND ARCH_FLAGS "-march=${MARCH_STR}" -mabi=lp64d) elseif (GGML_SYSTEM_ARCH STREQUAL "s390x") message(STATUS "s390x detected") list(APPEND GGML_CPU_SOURCES diff --git a/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp b/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp new file mode 100644 index 00000000000..b1818988185 --- /dev/null +++ b/ggml/src/ggml-cpu/arch/riscv/cpu-feats.cpp @@ -0,0 +1,35 @@ +#include "ggml-backend-impl.h" + +#if defined(__riscv) && __riscv_xlen == 64 +#include + +//https://github.com/torvalds/linux/blob/master/arch/riscv/include/uapi/asm/hwcap.h#L24 +#ifndef COMPAT_HWCAP_ISA_V +#define COMPAT_HWCAP_ISA_V (1 << ('V' - 'A')) +#endif + +struct riscv64_features { + bool has_rvv = false; + + riscv64_features() { + uint32_t hwcap = getauxval(AT_HWCAP); + + has_rvv = !!(hwcap & COMPAT_HWCAP_ISA_V); + } +}; + +static int ggml_backend_cpu_riscv64_score() { + int score = 1; + riscv64_features rf; + +#ifdef GGML_USE_RVV + if (!rf.has_rvv) { return 0; } + score += 1 << 1; +#endif + + return score; +} + +GGML_BACKEND_DL_SCORE_IMPL(ggml_backend_cpu_riscv64_score) + +#endif // __riscv && __riscv_xlen == 64 From dbb852b549adf29609ec53b518f7922a982f14b9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Alberto=20Cabrera=20P=C3=A9rez?= <1478977+Alcpz@users.noreply.github.com> Date: Mon, 24 Nov 2025 11:08:11 +0000 Subject: [PATCH 091/197] ggml-cpu: arm64: q4_K repack gemm and gemv implementations (i8mm) (#16739) * Enabled q4_K_8x8_q8_K path on ARM * wip: I8mm qs multiplication, pending bias * cpu : arm : REPACK gemm q4_K8x8 implementation Signed-off-by: Alberto Cabrera * Guard gemm with proper features, improved superblock scale and min calc Signed-off-by: Alberto Cabrera * cpu: arm: Implemented REPACK gemv for Q4_K Signed-off-by: Alberto Cabrera * Removed completed TODO * Fixed missing guards when selecting optimal repack type for Q4_K Signed-off-by: Alberto Cabrera * Fixed macro guard for gemv * Fixed wrong comment in GEMV * Fixed warning for unused variable * vdotq_s32 -> ggml_vdotq_s32 Signed-off-by: Alberto Cabrera * Clang-format issues * Apply suggestions from code review Co-authored-by: Diego Devesa * Removed unnecessary GGML_UNUSED * Fixed guards in q4_k gemm and gemv (repack) --------- Signed-off-by: Alberto Cabrera Co-authored-by: Diego Devesa --- ggml/src/ggml-cpu/arch-fallback.h | 2 - ggml/src/ggml-cpu/arch/arm/repack.cpp | 388 ++++++++++++++++++++++++++ ggml/src/ggml-cpu/repack.cpp | 5 + 3 files changed, 393 insertions(+), 2 deletions(-) diff --git a/ggml/src/ggml-cpu/arch-fallback.h b/ggml/src/ggml-cpu/arch-fallback.h index edfd7913903..d27a9697060 100644 --- a/ggml/src/ggml-cpu/arch-fallback.h +++ b/ggml/src/ggml-cpu/arch-fallback.h @@ -51,10 +51,8 @@ #elif defined(__aarch64__) || defined(__arm__) || defined(_M_ARM) || defined(_M_ARM64) // repack.cpp #define ggml_quantize_mat_q8_K_4x8_generic ggml_quantize_mat_q8_K_4x8 -#define ggml_gemv_q4_K_8x8_q8_K_generic ggml_gemv_q4_K_8x8_q8_K #define ggml_gemv_iq4_nl_8x8_q8_0_generic ggml_gemv_iq4_nl_8x8_q8_0 #define ggml_gemv_q2_K_8x8_q8_K_generic ggml_gemv_q2_K_8x8_q8_K -#define ggml_gemm_q4_K_8x8_q8_K_generic ggml_gemm_q4_K_8x8_q8_K #define ggml_gemm_iq4_nl_8x8_q8_0_generic ggml_gemm_iq4_nl_8x8_q8_0 #define ggml_gemm_q2_K_8x8_q8_K_generic ggml_gemm_q2_K_8x8_q8_K #elif defined(__x86_64__) || defined(__i386__) || defined(_M_IX86) || defined(_M_X64) diff --git a/ggml/src/ggml-cpu/arch/arm/repack.cpp b/ggml/src/ggml-cpu/arch/arm/repack.cpp index fdd0a513b83..d2adfbea873 100644 --- a/ggml/src/ggml-cpu/arch/arm/repack.cpp +++ b/ggml/src/ggml-cpu/arch/arm/repack.cpp @@ -24,6 +24,29 @@ #define UNUSED GGML_UNUSED +static inline void decode_q4_Kx8_scales_mins(const uint8_t * scales_in, + int16x8_t * out_mins, + int8_t * out_scales) { + constexpr uint32_t kmask1 = 0x3f3f3f3f; + constexpr uint32_t kmask2 = 0x0f0f0f0f; + constexpr uint32_t kmask3 = 0x03030303; + constexpr uint8_t scales_size = 12; + + uint32_t sm[3]; + memcpy(sm, scales_in, scales_size); + + const uint32_t mins_0_3 = sm[1] & kmask1; + const uint32_t mins_4_7 = ((sm[2] >> 4) & kmask2) | (((sm[1] >> 6) & kmask3) << 4); + const uint32x2_t mins_u32 = { mins_0_3, mins_4_7 }; + + *out_mins = vreinterpretq_s16_u16(vmovl_u8(vreinterpret_u8_u32(mins_u32))); + + uint32_t scales_u32[2]; + scales_u32[0] = sm[0] & kmask1; + scales_u32[1] = (sm[2] & kmask2) | (((sm[0] >> 6) & kmask3) << 4); + memcpy(out_scales, scales_u32, 8); +} + void ggml_quantize_mat_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT vy, int64_t k) { assert(QK8_0 == 32); assert(k % QK8_0 == 0); @@ -474,6 +497,162 @@ void ggml_gemv_iq4_nl_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const ggml_gemv_iq4_nl_4x4_q8_0_generic(n, s, bs, vx, vy, nr, nc); } +void ggml_gemv_q4_K_8x8_q8_K(int n, + float * GGML_RESTRICT s, + size_t bs, + const void * GGML_RESTRICT vx, + const void * GGML_RESTRICT vy, + int nr, + int nc) { + constexpr int qk = QK_K; + const int nb = n / qk; + + constexpr int ncols_interleaved = 8; + constexpr int blocklen = 8; + + assert(n % qk == 0); + assert(nr % 4 == 0); + assert(nc % ncols_interleaved == 0); + + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__aarch64__) && defined(__ARM_NEON) + constexpr int col_pairs = ncols_interleaved / 2; + const uint8x16_t m4b = vdupq_n_u8(0x0f); + + // 1x8 tile = 2 x 4 + float32x4_t acc_f32[ncols_interleaved / 4]; + + const block_q8_K * GGML_RESTRICT q8_ptr = (const block_q8_K *) vy; + + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_Kx8 * GGML_RESTRICT q4_ptr = (const block_q4_Kx8 *) vx + (x * nb); + + for (int i = 0; i < ncols_interleaved / 4; i++) { + acc_f32[i] = vdupq_n_f32(0); + } + + for (int b = 0; b < nb; b++) { + float32x4_t q4_d_0 = vcvt_f32_f16(vld1_f16((const __fp16 *) q4_ptr[b].d)); // d0 d1 d2 d3 + float32x4_t q4_d_1 = vcvt_f32_f16(vld1_f16((const __fp16 *) q4_ptr[b].d + 4)); // d4 d5 d6 d7 + float32x4_t q8_d = vdupq_n_f32(q8_ptr[b].d); + float32x4_t sb_scale_0 = vmulq_f32(q4_d_0, q8_d); + float32x4_t sb_scale_1 = vmulq_f32(q4_d_1, q8_d); + float32x4_t q4_dmin_0 = vcvt_f32_f16(vld1_f16((const __fp16 *) q4_ptr[b].dmin)); // dmin 0..3 + float32x4_t q4_dmin_1 = vcvt_f32_f16(vld1_f16((const __fp16 *) q4_ptr[b].dmin + 4)); // dmin 4..7 + float32x4_t sb_min_0 = vmulq_f32(q4_dmin_0, q8_d); + float32x4_t sb_min_1 = vmulq_f32(q4_dmin_1, q8_d); + + // interleaved bias_acc: [0]->r0 0123, [1]->r0 4567 + int32x4_t bias_acc[2] = { vdupq_n_s32(0), vdupq_n_s32(0) }; + // 2 sb each iteration + int32x4_t acc_lo[col_pairs]; + int32x4_t acc_hi[col_pairs]; + + // Each bsum is 16 elements, pairwise add leaves us with the 8 bsums of the entire block + const int16x8_t bsums = vpaddq_s16(vld1q_s16(q8_ptr[b].bsums), vld1q_s16(q8_ptr[b].bsums + 8)); + int16_t bsums_arr[8]; + vst1q_s16(bsums_arr, bsums); + for (int sb = 0; sb < QK_K / 64; sb++) { + for (int i = 0; i < col_pairs; i++) { + acc_lo[i] = vdupq_n_s32(0); + acc_hi[i] = vdupq_n_s32(0); + } + // Need scales for the low and high nibbles + // 2 * 12 = 24 bytes per subblock, 4 sbs -> 4 * 24 = 96 bytes total + int16x8_t q4sb_mins[2]; // int16 as its needed for bias_acc later + int16x8_t q4sb_scales[2]; + for (int i = 0; i < 2; i++) { + int8_t aux_q4sb[8]; + const int offset = sb * 24 + i * 12; + decode_q4_Kx8_scales_mins(&q4_ptr[b].scales[offset], &q4sb_mins[i], aux_q4sb); + q4sb_scales[i] = vmovl_s8(vld1_s8(aux_q4sb)); + } + + const uint8_t * q4_base = q4_ptr[b].qs + sb * QK_K; + + // Load the 64 quants from q8K duplicated to use vecdots with the interelaved columns + // but still need the qs to use the low and hi bits from q4 + const int8_t * q8_base = q8_ptr[b].qs + sb * 64; + int8x16_t q8_qs[8]; + for (int i = 0; i < 8; i++) { + q8_qs[i] = (int8x16_t) vld1q_dup_s64((const int64_t *) (q8_base + i * 8)); + } + + // Q4s columns iterated in pairs (01, 23, 45, 67) + for (int cp = 0; cp < col_pairs; cp++) { + uint8x16_t q4_qs_cp_0 = vld1q_u8(q4_base + 16 * cp); + uint8x16_t q4_qs_cp_1 = vld1q_u8(q4_base + 16 * cp + 64); + uint8x16_t q4_qs_cp_2 = vld1q_u8(q4_base + 16 * cp + 128); + uint8x16_t q4_qs_cp_3 = vld1q_u8(q4_base + 16 * cp + 192); + + acc_lo[cp] = + ggml_vdotq_s32(acc_lo[cp], vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_0, m4b)), q8_qs[0]); // 0 .. 7 + acc_lo[cp] = + ggml_vdotq_s32(acc_lo[cp], vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_1, m4b)), q8_qs[1]); // 8 ..15 + acc_lo[cp] = + ggml_vdotq_s32(acc_lo[cp], vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_2, m4b)), q8_qs[2]); // 16..23 + acc_lo[cp] = + ggml_vdotq_s32(acc_lo[cp], vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_3, m4b)), q8_qs[3]); // 24..31 + + acc_hi[cp] = + ggml_vdotq_s32(acc_hi[cp], vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_0, 4)), q8_qs[4]); // 32..39 + acc_hi[cp] = + ggml_vdotq_s32(acc_hi[cp], vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_1, 4)), q8_qs[5]); // 40..47 + acc_hi[cp] = + ggml_vdotq_s32(acc_hi[cp], vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_2, 4)), q8_qs[6]); // 48..55 + acc_hi[cp] = + ggml_vdotq_s32(acc_hi[cp], vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_3, 4)), q8_qs[7]); // 56..63 + } + + // Iterates over a pair of column pairs (4 columns) to use a single 128 register + // p = 0 -> 0123 p2 -> 4567 + for (int i = 0, p = 0; p < col_pairs; i++, p += 2) { + int16x4_t group_scales_lo = p == 0 ? vget_low_s16(q4sb_scales[0]) : vget_high_s16(q4sb_scales[0]); + int16x4_t group_scales_hi = p == 0 ? vget_low_s16(q4sb_scales[1]) : vget_high_s16(q4sb_scales[1]); + float32x4_t sb_scale = p == 0 ? sb_scale_0 : sb_scale_1; + + // 0123 or 4567 + // TODO: Single superblock mul at the end of the superblock + float32x4_t sumf_0 = + vcvtq_f32_s32(vmulq_s32(vmovl_s16(group_scales_lo), vpaddq_s32(acc_lo[p], acc_lo[p + 1]))); + acc_f32[i] = vfmaq_f32(acc_f32[i], sb_scale, sumf_0); + + float32x4_t sumf_1 = + vcvtq_f32_s32(vmulq_s32(vmovl_s16(group_scales_hi), vpaddq_s32(acc_hi[p], acc_hi[p + 1]))); + acc_f32[i] = vfmaq_f32(acc_f32[i], sb_scale, sumf_1); + } + + // Multiply Acc bsum + mins + // Each pair of subblocks share the same bsums + // Load scalar bsum → broadcast to a vector (vdupq_n_s16(s)). + int16x4_t bsums_vec_lo = vdup_n_s16(bsums_arr[2 * sb + 0]); + int16x4_t bsums_vec_hi = vdup_n_s16(bsums_arr[2 * sb + 1]); + + // cols 0-3 bias + bias_acc[0] = vmlal_s16(bias_acc[0], bsums_vec_lo, vget_low_s16(q4sb_mins[0])); + bias_acc[0] = vmlal_s16(bias_acc[0], bsums_vec_hi, vget_low_s16(q4sb_mins[1])); + + // cols 4-7 bias + bias_acc[1] = vmlal_s16(bias_acc[1], bsums_vec_lo, vget_high_s16(q4sb_mins[0])); + bias_acc[1] = vmlal_s16(bias_acc[1], bsums_vec_hi, vget_high_s16(q4sb_mins[1])); + } // for sb + + acc_f32[0] = vmlsq_f32(acc_f32[0], vcvtq_f32_s32(bias_acc[0]), sb_min_0); + acc_f32[1] = vmlsq_f32(acc_f32[1], vcvtq_f32_s32(bias_acc[1]), sb_min_1); + } // for b + + int base = x * ncols_interleaved; + vst1q_f32(s + base, acc_f32[0]); + vst1q_f32(s + base + 4, acc_f32[1]); + } // for x + return; +#endif // defined(__aarch64__) && defined(__ARM_NEON) + ggml_gemv_q4_K_8x8_q8_K_generic(n, s, bs, vx, vy, nr, nc); +} + void ggml_gemm_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc) { const int qk = QK8_0; const int nb = n / qk; @@ -1889,3 +2068,212 @@ void ggml_gemm_iq4_nl_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const #endif // #if ! ((defined(_MSC_VER)) && ! defined(__clang__)) && defined(__aarch64__) && defined(__ARM_NEON) ggml_gemm_iq4_nl_4x4_q8_0_generic(n, s, bs, vx, vy, nr, nc); } + +void ggml_gemm_q4_K_8x8_q8_K(int n, + float * GGML_RESTRICT s, + size_t bs, + const void * GGML_RESTRICT vx, + const void * GGML_RESTRICT vy, + int nr, + int nc) { + constexpr int qk = QK_K; + const int nb = n / qk; + + constexpr int ncols_interleaved = 8; + constexpr int blocklen = 8; + + assert(n % qk == 0); + assert(nr % 4 == 0); + assert(nc % ncols_interleaved == 0); + + UNUSED(nb); + UNUSED(ncols_interleaved); + UNUSED(blocklen); + +#if defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + constexpr int q8_k_blocklen = 4; + const uint8x16_t m4b = vdupq_n_u8(0x0f); + + // 8 accumulators: 2 row pairs × 4 col pairs + float32x4_t acc_f32[blocklen]; + + for (int y = 0; y < nr / q8_k_blocklen; y++) { + const block_q8_Kx4 * GGML_RESTRICT q8_ptr = (const block_q8_Kx4 *) vy + (y * nb); + + for (int x = 0; x < nc / ncols_interleaved; x++) { + const block_q4_Kx8 * GGML_RESTRICT q4_ptr = (const block_q4_Kx8 *) vx + (x * nb); + + for (int i = 0; i < blocklen; i++) { + acc_f32[i] = vdupq_n_f32(0); + } + + for (int b = 0; b < nb; b++) { + // bsums pairs belongs to the same q8_k subblock + const int16x8_t bsums[4]{ + vpaddq_s16(vld1q_s16(q8_ptr[b].bsums + 16 * 0), vld1q_s16(q8_ptr[b].bsums + 16 * 0 + 8)), + vpaddq_s16(vld1q_s16(q8_ptr[b].bsums + 16 * 1), vld1q_s16(q8_ptr[b].bsums + 16 * 1 + 8)), + vpaddq_s16(vld1q_s16(q8_ptr[b].bsums + 16 * 2), vld1q_s16(q8_ptr[b].bsums + 16 * 2 + 8)), + vpaddq_s16(vld1q_s16(q8_ptr[b].bsums + 16 * 3), vld1q_s16(q8_ptr[b].bsums + 16 * 3 + 8)), + }; + int16_t bsums_arr[4][8]; + for (int q8_row = 0; q8_row < 4; q8_row++) { + vst1q_s16(bsums_arr[q8_row], bsums[q8_row]); + } + + int32x4_t sb_acc[4]; // Aux accumulators to store subblock (partial) results + int32x4_t acc[8]; // rows 01 stored in [0][1][2][3] rows 23 stored in [4][5][6][7] + int32x4_t bias_acc[8]; // interleaved bias_acc: [0]->r0 0123, [1]->r0 4567, [2]->r1 0123 ... + for (int i = 0; i < 8; i++) { + acc[i] = vdupq_n_s32(0); + bias_acc[i] = vdupq_n_s32(0); + } + + for (int sb = 0; sb < QK_K / 64; sb++) { + // Need scales for the low and high nibbles + // 2 * 12 = 24 bytes per subblock, 4 sbs -> 4 * 24 = 96 bytes total + int8_t q4sb_scales[2][8]; + int16x8_t q4sb_mins[2]; // int16 as its needed for bias_acc later + for (int i = 0; i < 2; i++) { + const int offset = sb * 24 + i * 12; + decode_q4_Kx8_scales_mins(&q4_ptr[b].scales[offset], &q4sb_mins[i], q4sb_scales[i]); + } + + // q8_ptr[b].qs has interleaved Q8 rows (01, 23) + const int8_t * q8_base = q8_ptr[b].qs + sb * 256; + + int8x16_t q8_qs_01[8]; + int8x16_t q8_qs_23[8]; + + // Load 32-byte per row pair, 1 subblock each time + for (int i = 0; i < 8; i++) { + const int offset = i * 32; // 16 for row 01, 16 for row 23 + q8_qs_01[i] = vld1q_s8(q8_base + offset); + q8_qs_23[i] = vld1q_s8(q8_base + offset + 16); + } + + const int8x16_t q8s[2][8] = { + { q8_qs_01[0], q8_qs_01[1], q8_qs_01[2], q8_qs_01[3], + q8_qs_01[4], q8_qs_01[5], q8_qs_01[6], q8_qs_01[7] }, + { q8_qs_23[0], q8_qs_23[1], q8_qs_23[2], q8_qs_23[3], + q8_qs_23[4], q8_qs_23[5], q8_qs_23[6], q8_qs_23[7] }, + }; + + // Q4s columns iterated in pairs (01, 23, 45, 67) + for (int cp = 0; cp < ncols_interleaved / 2; cp++) { + for (int i = 0; i < 4; i++) { + sb_acc[i] = vdupq_n_s32(0); + } + + uint8x16_t q4_qs_cp_0 = vld1q_u8(q4_ptr[b].qs + sb * QK_K + 16 * cp + 0); // 0 .. 7 & 32..39 + uint8x16_t q4_qs_cp_1 = vld1q_u8(q4_ptr[b].qs + sb * QK_K + 16 * cp + 64); // 8 ..15 & 40..47 + uint8x16_t q4_qs_cp_2 = vld1q_u8(q4_ptr[b].qs + sb * QK_K + 16 * cp + 128); // 16..23 & 48..55 + uint8x16_t q4_qs_cp_3 = vld1q_u8(q4_ptr[b].qs + sb * QK_K + 16 * cp + 192); // 24..31 & 56..63 + const int8x16_t q4_nibbles[2][4] = { + { + vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_0, m4b)), + vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_1, m4b)), + vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_2, m4b)), + vreinterpretq_s8_u8(vandq_u8(q4_qs_cp_3, m4b)), + }, + { + vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_0, 4)), + vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_1, 4)), + vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_2, 4)), + vreinterpretq_s8_u8(vshrq_n_u8(q4_qs_cp_3, 4)), + } + }; + + // Calculates the Qs muladd of every row pair (rp) rows 01 and 23 of q8 + // for each of the internal 32 qs subblock (blk) + for (int rp = 0; rp < 2; rp++) { + for (int blk = 0; blk < 2; blk++) { + const int8x16_t * q8 = &q8s[rp][4 * blk]; + const int8x16_t * q4 = q4_nibbles[blk]; + int32x4_t acc = sb_acc[2 * rp + blk]; + // mul add for each qs in the same subblock + for (int qs_offset = 0; qs_offset < 4; qs_offset++) { + acc = vmmlaq_s32(acc, q4[qs_offset], q8[qs_offset]); + } + sb_acc[2 * rp + blk] = acc; + } + } + + // Scales[i] corresponds to column i + const int scale_offset = cp * 2; + for (int blk = 0; blk < 2; blk++) { + const int32x4_t block_scale = { + (int32_t) q4sb_scales[blk][scale_offset], + (int32_t) q4sb_scales[blk][scale_offset], + (int32_t) q4sb_scales[blk][scale_offset + 1], + (int32_t) q4sb_scales[blk][scale_offset + 1], + }; + acc[cp] = vmlaq_s32(acc[cp], sb_acc[blk], block_scale); + acc[cp + 4] = vmlaq_s32(acc[cp + 4], sb_acc[blk + 2], block_scale); + } + } + + // Multiply Acc bsum + mins + for (int q8_row = 0; q8_row < 4; q8_row++) { + // Each pair of subblocks share the same bsums + // Load scalar bsum → broadcast to a vector (vdupq_n_s16(s)). + int16x4_t bsums_vec_lo = vdup_n_s16(bsums_arr[sb][q8_row * 2]); + int16x4_t bsums_vec_hi = vdup_n_s16(bsums_arr[sb][q8_row * 2 + 1]); + + bias_acc[2 * q8_row] = + vmlal_s16(bias_acc[2 * q8_row], bsums_vec_lo, vget_low_s16(q4sb_mins[0])); + bias_acc[2 * q8_row] = + vmlal_s16(bias_acc[2 * q8_row], bsums_vec_hi, vget_low_s16(q4sb_mins[1])); + bias_acc[2 * q8_row + 1] = + vmlal_s16(bias_acc[2 * q8_row + 1], bsums_vec_lo, vget_high_s16(q4sb_mins[0])); + bias_acc[2 * q8_row + 1] = + vmlal_s16(bias_acc[2 * q8_row + 1], bsums_vec_hi, vget_high_s16(q4sb_mins[1])); + } + } // for sb + + // Reorder of i8mm output with bias and output layout + for (int i = 0; i < 8; i++) { + int32x2x2_t aux = vzip_s32(vget_low_s32(acc[i]), vget_high_s32(acc[i])); + acc[i] = vcombine_s32(aux.val[0], aux.val[1]); + } + int32x4_t reorder_acc[8] = { + vcombine_s32(vget_low_s32(acc[0]), vget_low_s32(acc[1])), + vcombine_s32(vget_low_s32(acc[2]), vget_low_s32(acc[3])), + vcombine_s32(vget_high_s32(acc[0]), vget_high_s32(acc[1])), + vcombine_s32(vget_high_s32(acc[2]), vget_high_s32(acc[3])), + vcombine_s32(vget_low_s32(acc[4]), vget_low_s32(acc[5])), + vcombine_s32(vget_low_s32(acc[6]), vget_low_s32(acc[7])), + vcombine_s32(vget_high_s32(acc[4]), vget_high_s32(acc[5])), + vcombine_s32(vget_high_s32(acc[6]), vget_high_s32(acc[7])), + }; + + for (int i = 0; i < q8_k_blocklen; i++) { + for (int j = 0; j < 2; j++) { + float32x4_t q8_d = vdupq_n_f32(q8_ptr[b].d[i]); + float32x4_t q4_dmin = vcvt_f32_f16(vld1_f16((const __fp16 *) (q4_ptr[b].dmin + j * 4))); + const float32x4_t dmins = vmulq_f32(q4_dmin, q8_d); + + float32x4_t q4_d = vcvt_f32_f16(vld1_f16((const __fp16 *) (q4_ptr[b].d + j * 4))); + const float32x4_t scale = vmulq_f32(q4_d, q8_d); + + acc_f32[2 * i + j] = vmlsq_f32(acc_f32[2 * i + j], vcvtq_f32_s32(bias_acc[2 * i + j]), dmins); + acc_f32[2 * i + j] = + vmlaq_f32(acc_f32[2 * i + j], vcvtq_f32_s32(reorder_acc[2 * i + j]), scale); + } + } + } // for b + + // With the previous reorder, the tile is already in the correct memory layout. + for (int i = 0; i < q8_k_blocklen; i++) { + int row = y * q8_k_blocklen + i; + for (int j = 0; j < 2; j++) { + int col = x * ncols_interleaved + j * 4; + int offset = row * bs + col; + vst1q_f32(s + offset, acc_f32[2 * i + j]); + } + } + } // for x + } // for y + return; +#endif // defined(__aarch64__) && defined(__ARM_NEON) && defined(__ARM_FEATURE_MATMUL_INT8) + ggml_gemm_q4_K_8x8_q8_K_generic(n, s, bs, vx, vy, nr, nc); +} diff --git a/ggml/src/ggml-cpu/repack.cpp b/ggml/src/ggml-cpu/repack.cpp index 3db26cff74b..d1321191358 100644 --- a/ggml/src/ggml-cpu/repack.cpp +++ b/ggml/src/ggml-cpu/repack.cpp @@ -1961,6 +1961,11 @@ static const ggml::cpu::tensor_traits * ggml_repack_get_optimal_repack_type(cons return &q4_K_8x8_q8_K; } } + if (ggml_cpu_has_neon() && ggml_cpu_has_matmul_int8()) { + if (cur->ne[1] % 8 == 0) { + return &q4_K_8x8_q8_K; + } + } } else if (cur->type == GGML_TYPE_Q2_K) { if (ggml_cpu_has_avx512()) { if (cur->ne[1] % 8 == 0) { From 697edfeead9769d68387dec6884e0ecac23d2e4e Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Mon, 24 Nov 2025 12:51:50 +0100 Subject: [PATCH 092/197] ggml : remove dirty flag from version string (ggml/1391) This commit removes the "-dirty" suffix from the GGML version string. The motivation for this change is to ensure that the version string works with different ways of checking out ggml and using it in projects. By removing the dirty flag from the version string, we avoid potential artifacts like shared libraries getting a -dirty suffix in their names. Instead, if the project is built from a dirty git state, the dirty flag will be appended to the commit hash in the GGML_BUILD_COMMIT variable. This will enable users to still identify that the build was made from from a modified/dirty state even though the version might match a "real" version. For example, the commit can be produces as follows: ```c++ printf("commit: %s\n", ggml_commit()); ``` Which would print the following for a dirty build: ```console commit: 781baf2a-dirty ``` Refs: https://github.com/ggml-org/ggml/pull/1363#issuecomment-3569691546 --- ggml/CMakeLists.txt | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt index 869796f0e3b..0211255a762 100644 --- a/ggml/CMakeLists.txt +++ b/ggml/CMakeLists.txt @@ -25,16 +25,17 @@ if(GIT_EXE) ) endif() -# Build the version string with optional dirty flag set(GGML_VERSION "${GGML_VERSION_BASE}") -if(GGML_GIT_DIRTY AND NOT GGML_GIT_DIRTY EQUAL 0) - set(GGML_VERSION "${GGML_VERSION}-dirty") -endif() if(NOT GGML_BUILD_COMMIT) set(GGML_BUILD_COMMIT "unknown") endif() +# Build the commit string with optional dirty flag +if(DEFINED GGML_GIT_DIRTY AND GGML_GIT_DIRTY EQUAL 1) + set(GGML_BUILD_COMMIT "${GGML_BUILD_COMMIT}-dirty") +endif() + include(CheckIncludeFileCXX) set(CMAKE_EXPORT_COMPILE_COMMANDS ON) From 2d50b9d8cb6b6c0ef935809af61ad4958be47648 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Mon, 24 Nov 2025 14:28:37 +0200 Subject: [PATCH 093/197] sync : ggml --- scripts/sync-ggml.last | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index c9056b59c70..a879940eaee 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -781baf2a14d9e0aaee542b2e1bb918bfc4132199 +55bc9320a4aae82af18e23eefd5de319a755d7b9 From 6ab8eacddf50cda653b1e27521bd88945c41df1b Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Mon, 24 Nov 2025 14:38:45 +0100 Subject: [PATCH 094/197] examples : add -kvu to batched usage example [no ci] (#17469) This commit adds the --kv-unified flag to the usage example in the README.md file for the batched example. The motivation for this is that without this flag the example will fail with the following error: ```console Hello my name is split_equal: sequential split is not supported when there are coupled sequences in the input batch (you may need to use the -kvu flag) decode: failed to find a memory slot for batch of size 4 main: llama_decode() failed ``` --- examples/batched/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/batched/README.md b/examples/batched/README.md index 6013aab01fd..8cde35dd644 100644 --- a/examples/batched/README.md +++ b/examples/batched/README.md @@ -3,7 +3,7 @@ The example demonstrates batched generation from a given prompt ```bash -./llama-batched -m ./models/llama-7b-v2/ggml-model-f16.gguf -p "Hello my name is" -np 4 +./llama-batched -m ./models/llama-7b-v2/ggml-model-f16.gguf -p "Hello my name is" -np 4 --kv-unified ... From b8372eecd94890fd39a59a3a79ab86da1c0db480 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Mon, 24 Nov 2025 14:41:53 +0100 Subject: [PATCH 095/197] server: split server.cpp code into server/common/task/queue (#17362) * add server-task, server-common * add server-queue * rm redundant includes * move enum stop_type to server-task * server : headers cleanup --------- Co-authored-by: Georgi Gerganov --- tools/server/CMakeLists.txt | 7 +- tools/server/{utils.hpp => server-common.cpp} | 1707 +++++++-------- tools/server/server-common.h | 349 +++ tools/server/server-http.cpp | 2 +- tools/server/server-queue.cpp | 268 +++ tools/server/server-queue.h | 110 + tools/server/server-task.cpp | 1192 ++++++++++ tools/server/server-task.h | 453 ++++ tools/server/server.cpp | 1934 +---------------- 9 files changed, 3200 insertions(+), 2822 deletions(-) rename tools/server/{utils.hpp => server-common.cpp} (67%) create mode 100644 tools/server/server-common.h create mode 100644 tools/server/server-queue.cpp create mode 100644 tools/server/server-queue.h create mode 100644 tools/server/server-task.cpp create mode 100644 tools/server/server-task.h diff --git a/tools/server/CMakeLists.txt b/tools/server/CMakeLists.txt index 1fccfdd17f1..7fbca320162 100644 --- a/tools/server/CMakeLists.txt +++ b/tools/server/CMakeLists.txt @@ -13,9 +13,14 @@ endif() set(TARGET_SRCS server.cpp - utils.hpp server-http.cpp server-http.h + server-task.cpp + server-task.h + server-queue.cpp + server-queue.h + server-common.cpp + server-common.h ) set(PUBLIC_ASSETS index.html.gz diff --git a/tools/server/utils.hpp b/tools/server/server-common.cpp similarity index 67% rename from tools/server/utils.hpp rename to tools/server/server-common.cpp index bf21726051e..18328f3afbd 100644 --- a/tools/server/utils.hpp +++ b/tools/server/server-common.cpp @@ -1,502 +1,752 @@ -#pragma once - #include "common.h" #include "log.h" #include "llama.h" -#include "arg.h" // common_remote_get_content -#include "base64.hpp" #include "mtmd.h" #include "mtmd-helper.h" #include "chat.h" +#include "arg.h" // for common_remote_get_content; TODO: use download.h only +#include "base64.hpp" -#define JSON_ASSERT GGML_ASSERT -#include +#include "server-common.h" #include #include -#include -#include -#include -#include - -#define DEFAULT_OAICOMPAT_MODEL "gpt-3.5-turbo" - -using json = nlohmann::ordered_json; - -#define SLT_INF(slot, fmt, ...) LOG_INF("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) -#define SLT_WRN(slot, fmt, ...) LOG_WRN("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) -#define SLT_ERR(slot, fmt, ...) LOG_ERR("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) -#define SLT_DBG(slot, fmt, ...) LOG_DBG("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) - -#define SRV_INF(fmt, ...) LOG_INF("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) -#define SRV_WRN(fmt, ...) LOG_WRN("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) -#define SRV_ERR(fmt, ...) LOG_ERR("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) -#define SRV_DBG(fmt, ...) LOG_DBG("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) - -#define QUE_INF(fmt, ...) LOG_INF("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) -#define QUE_WRN(fmt, ...) LOG_WRN("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) -#define QUE_ERR(fmt, ...) LOG_ERR("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) -#define QUE_DBG(fmt, ...) LOG_DBG("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) - -using raw_buffer = std::vector; - -template -static T json_value(const json & body, const std::string & key, const T & default_value) { - // Fallback null to default value - if (body.contains(key) && !body.at(key).is_null()) { - try { - return body.at(key); - } catch (NLOHMANN_JSON_NAMESPACE::detail::type_error const & err) { - LOG_WRN("Wrong type supplied for parameter '%s'. Expected '%s', using default value: %s\n", key.c_str(), json(default_value).type_name(), err.what()); - return default_value; - } - } else { - return default_value; + +json format_error_response(const std::string & message, const enum error_type type) { + std::string type_str; + int code = 500; + switch (type) { + case ERROR_TYPE_INVALID_REQUEST: + type_str = "invalid_request_error"; + code = 400; + break; + case ERROR_TYPE_AUTHENTICATION: + type_str = "authentication_error"; + code = 401; + break; + case ERROR_TYPE_NOT_FOUND: + type_str = "not_found_error"; + code = 404; + break; + case ERROR_TYPE_SERVER: + type_str = "server_error"; + code = 500; + break; + case ERROR_TYPE_PERMISSION: + type_str = "permission_error"; + code = 403; + break; + case ERROR_TYPE_NOT_SUPPORTED: + type_str = "not_supported_error"; + code = 501; + break; + case ERROR_TYPE_UNAVAILABLE: + type_str = "unavailable_error"; + code = 503; + break; + case ERROR_TYPE_EXCEED_CONTEXT_SIZE: + type_str = "exceed_context_size_error"; + code = 400; + break; } + return json { + {"code", code}, + {"message", message}, + {"type", type_str}, + }; } -const static std::string build_info("b" + std::to_string(LLAMA_BUILD_NUMBER) + "-" + LLAMA_COMMIT); +// +// random string / id +// -// thin wrapper around common_grammar_trigger with (de)serialization functions -struct server_grammar_trigger { - common_grammar_trigger value; +std::string random_string() { + static const std::string str("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz"); - server_grammar_trigger() = default; - server_grammar_trigger(const common_grammar_trigger & value) : value(value) {} - server_grammar_trigger(const json & in) { - value.type = (common_grammar_trigger_type) in.at("type").get(); - value.value = in.at("value").get(); - if (value.type == COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN) { - value.token = (llama_token) in.at("token").get(); - } - } + std::random_device rd; + std::mt19937 generator(rd()); - json to_json() const { - json out { - {"type", (int) value.type}, - {"value", value.value}, - }; - if (value.type == COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN) { - out["token"] = (int) value.token; - } - return out; + std::string result(32, ' '); + + for (int i = 0; i < 32; ++i) { + result[i] = str[generator() % str.size()]; } -}; + + return result; +} + +std::string gen_chatcmplid() { + return "chatcmpl-" + random_string(); +} + +std::string gen_tool_call_id() { + return random_string(); +} // -// tokenizer and input processing utils +// lora utils // -static bool json_is_array_of_numbers(const json & data) { - if (data.is_array()) { - for (const auto & e : data) { - if (!e.is_number_integer()) { +bool lora_all_alora(const std::vector & loras) { + bool found_alora = false; + for (const auto & lora : loras) { + if (lora.scale != 0) { + if (llama_adapter_get_alora_n_invocation_tokens(lora.ptr) == 0) { return false; } + found_alora = true; } - return true; } - return false; + return found_alora; } -// is array having BOTH numbers & strings? -static bool json_is_array_of_mixed_numbers_strings(const json & data) { - bool seen_string = false; - bool seen_number = false; - if (data.is_array()) { - for (const auto & e : data) { - seen_string |= e.is_string(); - seen_number |= e.is_number_integer(); - if (seen_number && seen_string) { - return true; - } +bool lora_should_clear_cache( + const std::vector & current, + const std::vector & next) { + + // This should always be called after determining that the two sets are + // _not_ equal. This assert is therefore some slightly wasted work and + // should be safe to remove as long as this method is called correctly. + GGML_ASSERT(!are_lora_equal(current, next)); + + return ( + !(lora_get_enabled_ids(current).empty() || lora_all_alora(current)) || + !lora_all_alora(next)); +} + +std::vector parse_lora_request( + const std::vector & lora_base, + const json & data) { + std::vector lora(lora_base); + int max_idx = lora.size(); + + // clear existing value + for (auto & entry : lora) { + entry.scale = 0.0f; + } + + // set value + for (const auto & entry : data) { + int id = json_value(entry, "id", -1); + float scale = json_value(entry, "scale", 0.0f); + if (0 <= id && id < max_idx) { + lora[id].scale = scale; + } else { + throw std::runtime_error("invalid adapter id"); } } - return false; + + return lora; } -// does array have any individual integers/tokens? -static bool json_is_array_and_contains_numbers(const json & data) { - if (data.is_array()) { - for (const auto & e : data) { - if (e.is_number_integer()) { - return true; - } - } +bool are_lora_equal( + const std::vector & l1, + const std::vector & l2) { + if (l1.size() != l2.size()) { return false; } - return false; + for (size_t i = 0; i < l1.size(); ++i) { + // we don't check lora.path to reduce the time complexity + if (l1[i].scale != l2[i].scale || l1[i].ptr != l2[i].ptr) { + return false; + } + } + return true; } -// get value by path(key1 / key2) -static json json_get_nested_values(const std::vector & paths, const json & js) { - json result = json::object(); - - for (const std::string & path : paths) { - json current = js; - const auto keys = string_split(path, /*separator*/ '/'); - bool valid_path = true; - for (const std::string & k : keys) { - if (valid_path && current.is_object() && current.contains(k)) { - current = current[k]; - } else { - valid_path = false; - } - } - if (valid_path) { - result[path] = current; +std::vector lora_get_enabled_ids(const std::vector & loras) { + std::vector enabled_ids; + for (size_t i = 0; i < loras.size(); ++i) { + if (loras[i].scale > 0) { + enabled_ids.push_back(i); } } - return result; + return enabled_ids; } -/** - * this handles 2 cases: - * - only string, example: "string" - * - mixed string and tokens, example: [12, 34, "string", 56, 78] - */ -static llama_tokens tokenize_mixed(const llama_vocab * vocab, const json & json_prompt, bool add_special, bool parse_special) { - // If `add_bos` is true, we only add BOS, when json_prompt is a string, - // or the first element of the json_prompt array is a string. - llama_tokens prompt_tokens; +// +// base64 utils (TODO: use the base64::decode from base64.hpp) +// - if (json_prompt.is_array()) { - bool first = true; - for (const auto & p : json_prompt) { - if (p.is_string()) { - auto s = p.template get(); +static const std::string base64_chars = + "ABCDEFGHIJKLMNOPQRSTUVWXYZ" + "abcdefghijklmnopqrstuvwxyz" + "0123456789+/"; - llama_tokens p; - if (first) { - p = common_tokenize(vocab, s, add_special, parse_special); - first = false; - } else { - p = common_tokenize(vocab, s, false, parse_special); - } +static inline bool is_base64(uint8_t c) { + return (isalnum(c) || (c == '+') || (c == '/')); +} - prompt_tokens.insert(prompt_tokens.end(), p.begin(), p.end()); - } else { - if (first) { - first = false; - } +static inline raw_buffer base64_decode(const std::string & encoded_string) { + int i = 0; + int j = 0; + int in_ = 0; - prompt_tokens.push_back(p.template get()); + int in_len = encoded_string.size(); + + uint8_t char_array_4[4]; + uint8_t char_array_3[3]; + + raw_buffer ret; + + while (in_len-- && (encoded_string[in_] != '=') && is_base64(encoded_string[in_])) { + char_array_4[i++] = encoded_string[in_]; in_++; + if (i == 4) { + for (i = 0; i < 4; i++) { + char_array_4[i] = base64_chars.find(char_array_4[i]); + } + + char_array_3[0] = ((char_array_4[0] ) << 2) + ((char_array_4[1] & 0x30) >> 4); + char_array_3[1] = ((char_array_4[1] & 0xf) << 4) + ((char_array_4[2] & 0x3c) >> 2); + char_array_3[2] = ((char_array_4[2] & 0x3) << 6) + char_array_4[3]; + + for (i = 0; (i < 3); i++) { + ret.push_back(char_array_3[i]); } + + i = 0; } - } else { - auto s = json_prompt.template get(); - prompt_tokens = common_tokenize(vocab, s, add_special, parse_special); } - return prompt_tokens; -} + if (i) { + for (j = i; j < 4; j++) { + char_array_4[j] = 0; + } -// return the last index of character that can form a valid string -// if the last character is potentially cut in half, return the index before the cut -// if validate_utf8(text) == text.size(), then the whole text is valid utf8 -static size_t validate_utf8(const std::string& text) { - size_t len = text.size(); - if (len == 0) return 0; + for (j = 0; j < 4; j++) { + char_array_4[j] = base64_chars.find(char_array_4[j]); + } - // Check the last few bytes to see if a multi-byte character is cut off - for (size_t i = 1; i <= 4 && i <= len; ++i) { - unsigned char c = text[len - i]; - // Check for start of a multi-byte sequence from the end - if ((c & 0xE0) == 0xC0) { - // 2-byte character start: 110xxxxx - // Needs at least 2 bytes - if (i < 2) return len - i; - } else if ((c & 0xF0) == 0xE0) { - // 3-byte character start: 1110xxxx - // Needs at least 3 bytes - if (i < 3) return len - i; - } else if ((c & 0xF8) == 0xF0) { - // 4-byte character start: 11110xxx - // Needs at least 4 bytes - if (i < 4) return len - i; + char_array_3[0] = ((char_array_4[0] ) << 2) + ((char_array_4[1] & 0x30) >> 4); + char_array_3[1] = ((char_array_4[1] & 0xf) << 4) + ((char_array_4[2] & 0x3c) >> 2); + char_array_3[2] = ((char_array_4[2] & 0x3) << 6) + char_array_4[3]; + + for (j = 0; j < i - 1; j++) { + ret.push_back(char_array_3[j]); } } - // If no cut-off multi-byte character is found, return full length - return len; + return ret; } // -// template utils +// server_tokens implementation // -// format infill task -static llama_tokens format_infill( - const llama_vocab * vocab, - const json & input_prefix, - const json & input_suffix, - const json & input_extra, - const int n_batch, - const int n_predict, - const int n_ctx, - const bool spm_infill, - const llama_tokens & tokens_prompt - ) { - // TODO: optimize this block by reducing memory allocations and movement +server_tokens::server_tokens(mtmd::input_chunks & mtmd_chunks, bool has_mtmd) : has_mtmd(has_mtmd) { + for (size_t i = 0; i < mtmd_chunks.size(); ++i) { + push_back(mtmd_chunks[i]); + } +} - // use FIM repo-level pattern: - // ref: https://arxiv.org/pdf/2409.12186 - // - // [FIM_REP]myproject - // [FIM_SEP]filename0 - // extra chunk 0 - // [FIM_SEP]filename1 - // extra chunk 1 - // ... - // [FIM_SEP]filename - // [FIM_PRE]prefix[FIM_SUF]suffix[FIM_MID]prompt - // - llama_tokens extra_tokens; - extra_tokens.reserve(n_ctx); +server_tokens::server_tokens(const llama_tokens & tokens, bool has_mtmd) : has_mtmd(has_mtmd), tokens(tokens) { +} - auto tokens_prefix = tokenize_mixed(vocab, input_prefix, false, false); - auto tokens_suffix = tokenize_mixed(vocab, input_suffix, false, false); +llama_pos server_tokens::pos_next() const { + if (!has_mtmd) { + return tokens.size(); + } - if (llama_vocab_fim_rep(vocab) != LLAMA_TOKEN_NULL) { - // TODO: make project name an input - static const auto k_fim_repo = common_tokenize(vocab, "myproject\n", false, false); + llama_pos res = tokens.size(); - extra_tokens.push_back(llama_vocab_fim_rep(vocab)); - extra_tokens.insert(extra_tokens.end(), k_fim_repo.begin(), k_fim_repo.end()); + for (auto it = map_idx_to_media.begin(); it != map_idx_to_media.end(); ++it) { + const auto & chunk = it->second; + res += mtmd_input_chunk_get_n_pos(chunk.get()) - mtmd_input_chunk_get_n_tokens(chunk.get()); } - for (const auto & chunk : input_extra) { - // { "text": string, "filename": string } - const std::string text = json_value(chunk, "text", std::string()); - const std::string filename = json_value(chunk, "filename", std::string("tmp")); - if (llama_vocab_fim_sep(vocab) != LLAMA_TOKEN_NULL) { - const auto k_fim_file = common_tokenize(vocab, filename + "\n", false, false); + return res; +} - extra_tokens.insert(extra_tokens.end(), llama_vocab_fim_sep(vocab)); - extra_tokens.insert(extra_tokens.end(), k_fim_file.begin(), k_fim_file.end()); +std::string server_tokens::str() const { + std::ostringstream oss; + oss << "tokens: "; + for (size_t idx = 0; idx < tokens.size(); ++idx) { + llama_token t = tokens[idx]; + oss << "idx:" << idx << " "; + if (t == LLAMA_TOKEN_NULL) { + oss << " "; } else { - // chunk separator in binary form to avoid confusing the AI - static const char k_chunk_prefix_str[] = {0x0a, 0x0a, 0x2d, 0x2d, 0x2d, 0x20, 0x73, 0x6e, 0x69, 0x70, 0x70, 0x65, 0x74, 0x20, 0x2d, 0x2d, 0x2d, 0x0a, 0x0a, 0x00}; - static const auto k_chunk_prefix_tokens = common_tokenize(vocab, k_chunk_prefix_str, false, false); - - extra_tokens.insert(extra_tokens.end(), k_chunk_prefix_tokens.begin(), k_chunk_prefix_tokens.end()); + oss << t << " "; } - - const auto chunk_tokens = common_tokenize(vocab, text, false, false); - extra_tokens.insert(extra_tokens.end(), chunk_tokens.begin(), chunk_tokens.end()); } - - if (llama_vocab_fim_sep(vocab) != LLAMA_TOKEN_NULL) { - // TODO: current filename - static const auto k_fim_file = common_tokenize(vocab, "filename\n", false, false); - - extra_tokens.insert(extra_tokens.end(), llama_vocab_fim_sep(vocab)); - extra_tokens.insert(extra_tokens.end(), k_fim_file.begin(), k_fim_file.end()); + oss << "\n"; + oss << "image idx: "; + for (const auto & it : map_idx_to_media) { + oss << it.first << ", "; } + return oss.str(); +} - // for now pick FIM context to fit in a batch (ratio prefix:suffix = 3:1, TODO: configurable?) - const int n_prefix_take = std::min(tokens_prefix.size(), 3*(n_batch/4)); - const int n_suffix_take = std::min(tokens_suffix.size(), std::max(0, (n_batch/4) - (2 + tokens_prompt.size()))); - - SRV_DBG("n_prefix_take = %d, n_suffix_take = %d, total = %d\n", n_prefix_take, n_suffix_take, (n_prefix_take + n_suffix_take)); - - // fill the rest of the context with extra chunks - const int n_extra_take = std::min(std::max(0, n_ctx - (n_batch) - 2*n_predict), extra_tokens.size()); - - tokens_prefix.erase(tokens_prefix.begin(), tokens_prefix.begin() + tokens_prefix.size() - n_prefix_take); - tokens_suffix.resize(n_suffix_take); - - tokens_prefix.insert(tokens_prefix.begin(), llama_vocab_fim_pre(vocab)); - tokens_prefix.insert(tokens_prefix.end(), tokens_prompt.begin(), tokens_prompt.end()); - tokens_suffix.insert(tokens_suffix.begin(), llama_vocab_fim_suf(vocab)); - - auto embd_inp = spm_infill ? tokens_suffix : tokens_prefix; - auto embd_end = spm_infill ? tokens_prefix : tokens_suffix; - - if (llama_vocab_get_add_bos(vocab)) { - embd_inp.insert(embd_inp.begin(), llama_vocab_bos(vocab)); +const mtmd::input_chunk_ptr & server_tokens::find_chunk(size_t idx) const { + auto it = map_idx_to_media.find(idx); + if (it != map_idx_to_media.end()) { + return it->second; } - - SRV_DBG("extra: n_ctx = %d, n_extra_take = %d, n_extra = %d\n", n_ctx, n_extra_take, (int) extra_tokens.size()); - - // put the extra context before the FIM prefix - embd_inp.insert(embd_inp.begin(), extra_tokens.end() - n_extra_take, extra_tokens.end()); - - embd_inp.insert(embd_inp.end(), embd_end.begin(), embd_end.end()); - embd_inp.push_back(llama_vocab_fim_mid(vocab)); - - return embd_inp; + throw std::runtime_error("Chunk not found"); } -// -// base64 utils (TODO: move to common in the future) -// - -static const std::string base64_chars = - "ABCDEFGHIJKLMNOPQRSTUVWXYZ" - "abcdefghijklmnopqrstuvwxyz" - "0123456789+/"; +void server_tokens::push_back(llama_token tok) { + if (tok == LLAMA_TOKEN_NULL) { + throw std::runtime_error("Invalid token"); + } + tokens.emplace_back(tok); +} -static inline bool is_base64(uint8_t c) { - return (isalnum(c) || (c == '+') || (c == '/')); +void server_tokens::push_back(const mtmd_input_chunk * chunk) { + auto type = mtmd_input_chunk_get_type(chunk); + if (type == MTMD_INPUT_CHUNK_TYPE_IMAGE || type == MTMD_INPUT_CHUNK_TYPE_AUDIO) { + GGML_ASSERT(has_mtmd); + const size_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk); + size_t start_idx = tokens.size(); + for (size_t i = 0; i < n_tokens; ++i) { + tokens.emplace_back(LLAMA_TOKEN_NULL); + } + mtmd::input_chunk_ptr new_chunk(mtmd_input_chunk_copy(chunk)); + map_idx_to_media[start_idx] = std::move(new_chunk); + } else if (type == MTMD_INPUT_CHUNK_TYPE_TEXT) { + size_t n_tokens; + const auto * text_tokens = mtmd_input_chunk_get_tokens_text(chunk, &n_tokens); + for (size_t i = 0; i < n_tokens; ++i) { + push_back(text_tokens[i]); + } + } else { + GGML_ABORT("Invalid chunk type"); + } } -static inline raw_buffer base64_decode(const std::string & encoded_string) { - int i = 0; - int j = 0; - int in_ = 0; +void server_tokens::push_back(server_tokens & tokens) { + size_t start_idx = size(); + for (size_t i = 0; i < tokens.size(); i++) { + push_back(tokens[i]); + } + if (tokens.has_mtmd) { + // Assert if we are copying MTMD chunks to a server_tokens that does not have mtmd. + // We could also just check, but this will prevent silently dropping MTMD data. + GGML_ASSERT(has_mtmd); + for (auto it = tokens.map_idx_to_media.begin(); it != tokens.map_idx_to_media.end(); ) { + auto * chunk = tokens.map_idx_to_media[it->first].get(); + mtmd::input_chunk_ptr new_chunk(mtmd_input_chunk_copy(chunk)); + map_idx_to_media[start_idx + it->first] = std::move(new_chunk); + } + } +} - int in_len = encoded_string.size(); +void server_tokens::insert(const llama_tokens & inp_tokens) { + GGML_ASSERT(!has_mtmd); // only allow this if mtmd is disabled + tokens.insert(tokens.end(), inp_tokens.begin(), inp_tokens.end()); +} - uint8_t char_array_4[4]; - uint8_t char_array_3[3]; +const llama_tokens & server_tokens::get_text_tokens() const { + GGML_ASSERT(!has_mtmd); // only allow this if mtmd is disabled + return tokens; +} - raw_buffer ret; +void server_tokens::set_token(llama_pos pos, llama_token id) { + GGML_ASSERT(!has_mtmd); // only allow this if mtmd is disabled + tokens[pos] = id; +} - while (in_len-- && (encoded_string[in_] != '=') && is_base64(encoded_string[in_])) { - char_array_4[i++] = encoded_string[in_]; in_++; - if (i == 4) { - for (i = 0; i < 4; i++) { - char_array_4[i] = base64_chars.find(char_array_4[i]); +void server_tokens::keep_first(size_t n) { + GGML_ASSERT(n <= tokens.size()); + if (has_mtmd) { + if (n == tokens.size()) { + return; // nothing to do + } + // we throw an error if we try to remove a token in the middle of an image + // for ex. with input of 5 text tokens and 2 images: + // [0] [1] [2] [3] [4] [img0] [img0] [img0] [img1] [img1] + // n 1 2 3 4 5 6 7 8 9 10 + // allowed to resize ^ ^ + // disallowed to resize ^ ^ ^ + if (n > 0) { + // make sure we never remove tokens in the middle of an image + // note that the case where we keep a full image at the end is allowed: + // tokens[n - 1] == LLAMA_TOKEN_NULL && tokens[n] != LLAMA_TOKEN_NULL + if (tokens[n - 1] == LLAMA_TOKEN_NULL && tokens[n] == LLAMA_TOKEN_NULL) { + find_chunk(n - 1); // will throw an error if the token is not begin-of-chunk } - - char_array_3[0] = ((char_array_4[0] ) << 2) + ((char_array_4[1] & 0x30) >> 4); - char_array_3[1] = ((char_array_4[1] & 0xf) << 4) + ((char_array_4[2] & 0x3c) >> 2); - char_array_3[2] = ((char_array_4[2] & 0x3) << 6) + char_array_4[3]; - - for (i = 0; (i < 3); i++) { - ret.push_back(char_array_3[i]); + } + // remove all image chunks that are not used anymore + for (auto it = map_idx_to_media.begin(); it != map_idx_to_media.end(); ) { + size_t idx = it->first; + if (idx >= n) { + it = map_idx_to_media.erase(it); + } else { + ++it; } - - i = 0; } } + tokens.resize(n); +} - if (i) { - for (j = i; j < 4; j++) { - char_array_4[j] = 0; +std::string server_tokens::detokenize(const llama_context * ctx, bool special) const { + llama_tokens text_tokens; + text_tokens.reserve(tokens.size()); + for (const auto & t : tokens) { + if (t != LLAMA_TOKEN_NULL) { + text_tokens.push_back(t); } + } + return common_detokenize(ctx, text_tokens, special); +} - for (j = 0; j < 4; j++) { - char_array_4[j] = base64_chars.find(char_array_4[j]); - } +size_t server_tokens::get_common_prefix(const server_tokens & b) const { + const size_t max_idx = std::min(tokens.size(), b.tokens.size()); - char_array_3[0] = ((char_array_4[0] ) << 2) + ((char_array_4[1] & 0x30) >> 4); - char_array_3[1] = ((char_array_4[1] & 0xf) << 4) + ((char_array_4[2] & 0x3c) >> 2); - char_array_3[2] = ((char_array_4[2] & 0x3) << 6) + char_array_4[3]; + if (!has_mtmd) { + for (size_t i = 0; i < max_idx; ++i) { + if (tokens[i] == b.tokens[i]) { + continue; + } - for (j = 0; j < i - 1; j++) { - ret.push_back(char_array_3[j]); + return i; } + + return max_idx; } - return ret; -} + for (size_t i = 0; i < max_idx; ++i) { + const llama_token ai = tokens[i]; + const llama_token bi = b.tokens[i]; -// -// random string / id -// + if (ai == LLAMA_TOKEN_NULL && bi == LLAMA_TOKEN_NULL) { + const auto & a_chunk = find_chunk(i); + const auto & b_chunk = b.find_chunk(i); -static std::string random_string() { - static const std::string str("0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz"); + GGML_ASSERT(a_chunk && b_chunk); - std::random_device rd; - std::mt19937 generator(rd()); + const std::string id_ai = mtmd_input_chunk_get_id(a_chunk.get()); + const std::string id_bi = mtmd_input_chunk_get_id(b_chunk.get()); - std::string result(32, ' '); + const size_t n_tok_a = mtmd_input_chunk_get_n_tokens(a_chunk.get()); + const size_t n_tok_b = mtmd_input_chunk_get_n_tokens(b_chunk.get()); - for (int i = 0; i < 32; ++i) { - result[i] = str[generator() % str.size()]; + if (id_ai == id_bi && n_tok_a == n_tok_b) { + GGML_ASSERT(n_tok_a > 0 && "Invalid media chunk"); // should never happen + i += n_tok_a - 1; // will be +1 by the for loop + continue; + } + + return i; + } + + if (ai == bi) { + continue; + } + + return i; } - return result; + return max_idx; // all tokens are equal } -static std::string gen_chatcmplid() { - return "chatcmpl-" + random_string(); +bool server_tokens::validate(const struct llama_context * ctx) const { + const llama_model * model = llama_get_model(ctx); + const llama_vocab * vocab = llama_model_get_vocab(model); + const int32_t n_vocab = llama_vocab_n_tokens(vocab); + + for (size_t i = 0; i < tokens.size(); ++i) { + const auto & t = tokens[i]; + if (t == LLAMA_TOKEN_NULL) { + try { + const auto & chunk = find_chunk(i); + size_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk.get()); + i += n_tokens - 1; // will be +1 by the for loop + } catch (const std::exception & e) { + return false; + } + } else if (t < 0 || t >= n_vocab) { + return false; + } + } + return true; } -static std::string gen_tool_call_id() { - return random_string(); +int32_t server_tokens::process_chunk( + llama_context * ctx, + mtmd_context * mctx, + size_t idx, + llama_pos pos, + int32_t seq_id, + size_t & n_tokens_out) const { + const auto & chunk = find_chunk(idx); + const char * name = mtmd_input_chunk_get_type(chunk.get()) == MTMD_INPUT_CHUNK_TYPE_IMAGE + ? "image" : "audio"; + SRV_INF("processing %s...\n", name); + int32_t n_batch = llama_n_batch(ctx); + int64_t t0 = ggml_time_ms(); + llama_pos new_n_past; // unused for now + int32_t result = mtmd_helper_eval_chunk_single(mctx, ctx, + chunk.get(), + pos, + seq_id, + n_batch, + true, // logits last + &new_n_past); + SRV_INF("%s processed in %" PRId64 " ms\n", name, ggml_time_ms() - t0); + if (result != 0) { + LOG_ERR("mtmd_helper_eval failed with status %d", result); + n_tokens_out = 0; + return result; + } + n_tokens_out = mtmd_input_chunk_get_n_tokens(chunk.get()); + return 0; } // -// other common utils +// tokenizer and input processing utils // -static std::string safe_json_to_str(const json & data) { - return data.dump(-1, ' ', false, json::error_handler_t::replace); -} - -// TODO: reuse llama_detokenize -template -static std::string tokens_to_str(llama_context * ctx, Iter begin, Iter end) { - std::string ret; - for (; begin != end; ++begin) { - ret += common_token_to_piece(ctx, *begin); +bool json_is_array_of_numbers(const json & data) { + if (data.is_array()) { + for (const auto & e : data) { + if (!e.is_number_integer()) { + return false; + } + } + return true; } - - return ret; + return false; } -// format incomplete utf-8 multibyte character for output -static std::string tokens_to_output_formatted_string(const llama_context * ctx, const llama_token token) { - std::string out = token == LLAMA_TOKEN_NULL ? "" : common_token_to_piece(ctx, token); - - // if the size is 1 and first bit is 1, meaning it's a partial character - // (size > 1 meaning it's already a known token) - if (out.size() == 1 && (out[0] & 0x80) == 0x80) { - std::stringstream ss; - ss << std::hex << (out[0] & 0xff); - std::string res(ss.str()); - out = "byte: \\x" + res; +bool json_is_array_of_mixed_numbers_strings(const json & data) { + bool seen_string = false; + bool seen_number = false; + if (data.is_array()) { + for (const auto & e : data) { + seen_string |= e.is_string(); + seen_number |= e.is_number_integer(); + if (seen_number && seen_string) { + return true; + } + } } - - return out; + return false; } -// format server-sent event (SSE), return the formatted string to send -// note: if data is a json array, it will be sent as multiple events, one per item -static std::string format_sse(const json & data) { - std::ostringstream ss; - auto send_single = [&ss](const json & data) { - ss << "data: " << - safe_json_to_str(data) << - "\n\n"; // required by RFC 8895 - A message is terminated by a blank line (two line terminators in a row). - }; - +bool json_is_array_and_contains_numbers(const json & data) { if (data.is_array()) { - for (const auto & item : data) { - send_single(item); + for (const auto & e : data) { + if (e.is_number_integer()) { + return true; + } } - } else { - send_single(data); + return false; } - - return ss.str(); + return false; } -// -// OAI utils -// - -// used by /completions endpoint -static json oaicompat_completion_params_parse(const json & body) { - json llama_params; +json json_get_nested_values(const std::vector & paths, const json & js) { + json result = json::object(); - if (!body.contains("prompt")) { - throw std::runtime_error("\"prompt\" is required"); + for (const std::string & path : paths) { + json current = js; + const auto keys = string_split(path, /*separator*/ '/'); + bool valid_path = true; + for (const std::string & k : keys) { + if (valid_path && current.is_object() && current.contains(k)) { + current = current[k]; + } else { + valid_path = false; + } + } + if (valid_path) { + result[path] = current; + } } + return result; +} - // Handle "stop" field - if (body.contains("stop") && body.at("stop").is_string()) { - llama_params["stop"] = json::array({body.at("stop").get()}); - } else { - llama_params["stop"] = json_value(body, "stop", json::array()); - } +llama_tokens tokenize_mixed(const llama_vocab * vocab, const json & json_prompt, bool add_special, bool parse_special) { + // If `add_bos` is true, we only add BOS, when json_prompt is a string, + // or the first element of the json_prompt array is a string. + llama_tokens prompt_tokens; - // Handle "n" field - int n_choices = json_value(body, "n", 1); + if (json_prompt.is_array()) { + bool first = true; + for (const auto & p : json_prompt) { + if (p.is_string()) { + auto s = p.template get(); + + llama_tokens p; + if (first) { + p = common_tokenize(vocab, s, add_special, parse_special); + first = false; + } else { + p = common_tokenize(vocab, s, false, parse_special); + } + + prompt_tokens.insert(prompt_tokens.end(), p.begin(), p.end()); + } else { + if (first) { + first = false; + } + + prompt_tokens.push_back(p.template get()); + } + } + } else { + auto s = json_prompt.template get(); + prompt_tokens = common_tokenize(vocab, s, add_special, parse_special); + } + + return prompt_tokens; +} + +size_t validate_utf8(const std::string& text) { + size_t len = text.size(); + if (len == 0) return 0; + + // Check the last few bytes to see if a multi-byte character is cut off + for (size_t i = 1; i <= 4 && i <= len; ++i) { + unsigned char c = text[len - i]; + // Check for start of a multi-byte sequence from the end + if ((c & 0xE0) == 0xC0) { + // 2-byte character start: 110xxxxx + // Needs at least 2 bytes + if (i < 2) return len - i; + } else if ((c & 0xF0) == 0xE0) { + // 3-byte character start: 1110xxxx + // Needs at least 3 bytes + if (i < 3) return len - i; + } else if ((c & 0xF8) == 0xF0) { + // 4-byte character start: 11110xxx + // Needs at least 4 bytes + if (i < 4) return len - i; + } + } + + // If no cut-off multi-byte character is found, return full length + return len; +} + +// Computes FNV-1a hash of the data +static std::string fnv_hash(const uint8_t * data, size_t len) { + const uint64_t fnv_prime = 0x100000001b3ULL; + uint64_t hash = 0xcbf29ce484222325ULL; + + for (size_t i = 0; i < len; ++i) { + hash ^= data[i]; + hash *= fnv_prime; + } + return std::to_string(hash); +} + +server_tokens process_mtmd_prompt(mtmd_context * mctx, std::string prompt, std::vector files) { + mtmd::bitmaps bitmaps; + for (auto & file : files) { + mtmd::bitmap bmp(mtmd_helper_bitmap_init_from_buf(mctx, file.data(), file.size())); + if (!bmp.ptr) { + throw std::runtime_error("Failed to load image or audio file"); + } + // calculate bitmap hash (for KV caching) + std::string hash = fnv_hash(bmp.data(), bmp.n_bytes()); + bmp.set_id(hash.c_str()); + bitmaps.entries.push_back(std::move(bmp)); + } + // process prompt + std::vector inputs; + // multimodal + mtmd_input_text inp_txt = { + prompt.c_str(), + /* add_special */ true, + /* parse_special */ true, + }; + mtmd::input_chunks chunks(mtmd_input_chunks_init()); + auto bitmaps_c_ptr = bitmaps.c_ptr(); + int32_t tokenized = mtmd_tokenize(mctx, + chunks.ptr.get(), + &inp_txt, + bitmaps_c_ptr.data(), + bitmaps_c_ptr.size()); + if (tokenized != 0) { + throw std::runtime_error("Failed to tokenize prompt"); + } + auto result = server_tokens(chunks, true); + return result; +} + +/** + * break the input "prompt" object into multiple prompt if needed, then tokenize them + * use tokenize_input_prompts() if the input could be an array. + * this supports these cases: + * - "prompt": "string" + * - "prompt": [12, 34, 56] + * - "prompt": [12, 34, "string", 56, 78] + * - "prompt": { "prompt_string": "string", "multimodal_data": [ "base64" ] } + */ +static server_tokens tokenize_input_subprompt(const llama_vocab * vocab, mtmd_context * mctx, const json & json_prompt, bool add_special, bool parse_special) { + constexpr char JSON_STRING_PROMPT_KEY[] = "prompt_string"; + constexpr char JSON_MTMD_DATA_KEY[] = "multimodal_data"; + const bool has_mtmd = mctx != nullptr; + if (json_prompt.is_string() || json_is_array_of_mixed_numbers_strings(json_prompt)) { + // string or mixed + llama_tokens tmp = tokenize_mixed(vocab, json_prompt, add_special, parse_special); + return server_tokens(tmp, false); + } else if (json_is_array_of_numbers(json_prompt)) { + // array of tokens + llama_tokens tmp = json_prompt.get(); + return server_tokens(tmp, false); + } else if (json_prompt.contains(JSON_STRING_PROMPT_KEY)) { + // JSON object with prompt key. + if (json_prompt.contains(JSON_MTMD_DATA_KEY)) { + if (!has_mtmd) + throw std::runtime_error("Multimodal data provided, but model does not support multimodal requests."); + + // JSON object with prompt and multimodal key. + std::vector files; + for (const auto & entry : json_prompt.at(JSON_MTMD_DATA_KEY)) { + files.push_back(base64_decode(entry)); + } + return process_mtmd_prompt(mctx, json_prompt.at(JSON_STRING_PROMPT_KEY), files); + } else { + // Not multimodal, but contains a subobject. + llama_tokens tmp = tokenize_mixed(vocab, json_prompt.at(JSON_STRING_PROMPT_KEY), add_special, parse_special); + return server_tokens(tmp, false); + } + } else { + throw std::runtime_error("\"prompt\" elements must be a string, a list of tokens, a JSON object containing a prompt string, or a list of mixed strings & tokens."); + } +} + +std::vector tokenize_input_prompts(const llama_vocab * vocab, mtmd_context * mctx, const json & json_prompt, bool add_special, bool parse_special) { + std::vector result; + if (json_prompt.is_array() && !json_is_array_and_contains_numbers(json_prompt)) { + result.reserve(json_prompt.size()); + for (const auto & p : json_prompt) { + result.push_back(tokenize_input_subprompt(vocab, mctx, p,add_special, parse_special)); + } + } else { + result.push_back(tokenize_input_subprompt(vocab, mctx, json_prompt, add_special, parse_special)); + } + if (result.empty()) { + throw std::runtime_error("\"prompt\" must not be empty"); + } + return result; +} + + +// +// OAI utils +// + +// used by /completions endpoint +json oaicompat_completion_params_parse(const json & body) { + json llama_params; + + if (!body.contains("prompt")) { + throw std::runtime_error("\"prompt\" is required"); + } + + // Handle "stop" field + if (body.contains("stop") && body.at("stop").is_string()) { + llama_params["stop"] = json::array({body.at("stop").get()}); + } else { + llama_params["stop"] = json_value(body, "stop", json::array()); + } + + // Handle "n" field + int n_choices = json_value(body, "n", 1); if (n_choices != 1) { throw std::runtime_error("Only one completion choice is allowed"); } @@ -525,19 +775,8 @@ static json oaicompat_completion_params_parse(const json & body) { return llama_params; } -struct oaicompat_parser_options { - bool use_jinja; - bool prefill_assistant; - common_reasoning_format reasoning_format; - std::map chat_template_kwargs; - common_chat_templates * tmpls; - bool allow_image; - bool allow_audio; - bool enable_thinking = true; -}; - // used by /chat/completions endpoint -static json oaicompat_chat_params_parse( +json oaicompat_chat_params_parse( json & body, /* openai api json semantics */ const oaicompat_parser_options & opt, std::vector & out_files) @@ -809,7 +1048,7 @@ static json oaicompat_chat_params_parse( return llama_params; } -static json format_embeddings_response_oaicompat(const json & request, const json & embeddings, bool use_base64 = false) { +json format_embeddings_response_oaicompat(const json & request, const json & embeddings, bool use_base64) { json data = json::array(); int32_t n_tokens = 0; int i = 0; @@ -851,7 +1090,7 @@ static json format_embeddings_response_oaicompat(const json & request, const jso return res; } -static json format_response_rerank( +json format_response_rerank( const json & request, const json & ranks, bool is_tei_format, @@ -896,63 +1135,12 @@ static json format_response_rerank( return res; } -static bool is_valid_utf8(const std::string & str) { - const unsigned char* bytes = reinterpret_cast(str.data()); - const unsigned char* end = bytes + str.length(); - - while (bytes < end) { - if (*bytes <= 0x7F) { - // 1-byte sequence (0xxxxxxx) - bytes++; - } else if ((*bytes & 0xE0) == 0xC0) { - // 2-byte sequence (110xxxxx 10xxxxxx) - if (end - bytes < 2 || (bytes[1] & 0xC0) != 0x80) - return false; - bytes += 2; - } else if ((*bytes & 0xF0) == 0xE0) { - // 3-byte sequence (1110xxxx 10xxxxxx 10xxxxxx) - if (end - bytes < 3 || (bytes[1] & 0xC0) != 0x80 || (bytes[2] & 0xC0) != 0x80) - return false; - bytes += 3; - } else if ((*bytes & 0xF8) == 0xF0) { - // 4-byte sequence (11110xxx 10xxxxxx 10xxxxxx 10xxxxxx) - if (end - bytes < 4 || (bytes[1] & 0xC0) != 0x80 || - (bytes[2] & 0xC0) != 0x80 || (bytes[3] & 0xC0) != 0x80) - return false; - bytes += 4; - } else { - // Invalid UTF-8 lead byte - return false; - } - } - - return true; -} - -static json format_tokenizer_response(const json & tokens) { - return json { - {"tokens", tokens} - }; -} - -static json format_detokenized_response(const std::string & content) { - return json { - {"content", content} - }; -} -static json format_logit_bias(const std::vector & logit_bias) { - json data = json::array(); - for (const auto & lb : logit_bias) { - data.push_back(json{ - {"bias", lb.bias}, - {"token", lb.token}, - }); - } - return data; -} +// +// other utils +// -static std::vector get_token_probabilities(llama_context * ctx, int idx) { +std::vector get_token_probabilities(llama_context * ctx, int idx) { std::vector cur; const auto * logits = llama_get_logits_ith(ctx, idx); @@ -986,538 +1174,203 @@ static std::vector get_token_probabilities(llama_context * ctx return cur; } -static bool are_lora_equal( - const std::vector & l1, - const std::vector & l2) { - if (l1.size() != l2.size()) { - return false; - } - for (size_t i = 0; i < l1.size(); ++i) { - // we don't check lora.path to reduce the time complexity - if (l1[i].scale != l2[i].scale || l1[i].ptr != l2[i].ptr) { - return false; - } - } - return true; +std::string safe_json_to_str(const json & data) { + return data.dump(-1, ' ', false, json::error_handler_t::replace); } -// get the ids of all enabled loras -static std::vector lora_get_enabled_ids(const std::vector & loras) { - std::vector enabled_ids; - for (size_t i = 0; i < loras.size(); ++i) { - if (loras[i].scale > 0) { - enabled_ids.push_back(i); - } +// TODO: reuse llama_detokenize +template +static std::string tokens_to_str(llama_context * ctx, Iter begin, Iter end) { + std::string ret; + for (; begin != end; ++begin) { + ret += common_token_to_piece(ctx, *begin); } - return enabled_ids; + + return ret; } -// check whether the given lora set has only aloras activated (empty => false) -static bool lora_all_alora(const std::vector & loras) { - bool found_alora = false; - for (const auto & lora : loras) { - if (lora.scale != 0) { - if (llama_adapter_get_alora_n_invocation_tokens(lora.ptr) == 0) { - return false; - } - found_alora = true; - } - } - return found_alora; +std::string tokens_to_str(llama_context * ctx, const llama_tokens & tokens) { + return tokens_to_str(ctx, tokens.begin(), tokens.end()); } -// if the two sets of loras are different, they require a cache clear unless the -// change is only from aloras to aloras. -static bool lora_should_clear_cache( - const std::vector & current, - const std::vector & next) { +// format incomplete utf-8 multibyte character for output +std::string tokens_to_output_formatted_string(const llama_context * ctx, const llama_token token) { + std::string out = token == LLAMA_TOKEN_NULL ? "" : common_token_to_piece(ctx, token); - // This should always be called after determining that the two sets are - // _not_ equal. This assert is therefore some slightly wasted work and - // should be safe to remove as long as this method is called correctly. - GGML_ASSERT(!are_lora_equal(current, next)); + // if the size is 1 and first bit is 1, meaning it's a partial character + // (size > 1 meaning it's already a known token) + if (out.size() == 1 && (out[0] & 0x80) == 0x80) { + std::stringstream ss; + ss << std::hex << (out[0] & 0xff); + std::string res(ss.str()); + out = "byte: \\x" + res; + } - return ( - !(lora_get_enabled_ids(current).empty() || lora_all_alora(current)) || - !lora_all_alora(next)); + return out; } -// parse lora config from JSON request, returned a copy of lora_base with updated scale -static std::vector parse_lora_request( - const std::vector & lora_base, - const json & data) { - std::vector lora(lora_base); - int max_idx = lora.size(); - - // clear existing value - for (auto & entry : lora) { - entry.scale = 0.0f; - } +// format server-sent event (SSE), return the formatted string to send +// note: if data is a json array, it will be sent as multiple events, one per item +std::string format_sse(const json & data) { + std::ostringstream ss; + auto send_single = [&ss](const json & data) { + ss << "data: " << + safe_json_to_str(data) << + "\n\n"; // required by RFC 8895 - A message is terminated by a blank line (two line terminators in a row). + }; - // set value - for (const auto & entry : data) { - int id = json_value(entry, "id", -1); - float scale = json_value(entry, "scale", 0.0f); - if (0 <= id && id < max_idx) { - lora[id].scale = scale; - } else { - throw std::runtime_error("invalid adapter id"); + if (data.is_array()) { + for (const auto & item : data) { + send_single(item); } + } else { + send_single(data); } - return lora; + return ss.str(); } -// -// utils for interacting with libmtmd -// (may need to refactor in near future) -// +bool is_valid_utf8(const std::string & str) { + const unsigned char* bytes = reinterpret_cast(str.data()); + const unsigned char* end = bytes + str.length(); -/** - * server_tokens is a helper to manage the input tokens and image for the server. - * it is made this way to simplify the logic of KV cache management. - */ -struct server_tokens { - bool has_mtmd = false; - -private: // disallow accessing these members directly, risking out-of-sync - - // map a **start** index in tokens to the image chunk - // note: the order need to be in-sync with tokens - std::map map_idx_to_media; - - // list of tokens - // if the token is LLAMA_TOKEN_NULL, it indicates that this position is occupied by media chunk - // otherwise, it is a normal text token - // note: a non-text chunk can occupy multiple tokens (aka memory cells) in the token list - // note(2): for M-RoPE, an image can occupy different number of pos; do not assume 1-to-1 mapping tokens <-> pos - llama_tokens tokens; - - // for ex. with input of 5 text tokens and 2 images (each image occupies 3 tokens and 2 pos): - // [0] [1] [2] [3] [4] [img0] [img0] [img0] [img1] [img1] [img1] - // idx 0 1 2 3 4 5 6 7 8 9 10 - // pos 0 1 2 3 4 5 5 5 7 7 7 - // map_idx_to_media will contain: {5, img0}, {8, img1} - -public: - server_tokens() = default; - ~server_tokens() = default; - - // Prevent copying - // TODO: server_tokens should be copyable - remove this: - server_tokens(const server_tokens&) = delete; - server_tokens& operator=(const server_tokens&) = delete; - - // Allow moving (usually implicitly generated if members are movable) - server_tokens(server_tokens&&) = default; - server_tokens& operator=(server_tokens&&) = default; - - // Allow accessing elements using [] operator - llama_token operator[](size_t index) { return tokens[index]; } - const llama_token& operator[](size_t index) const { return tokens[index]; } - - server_tokens(mtmd::input_chunks & mtmd_chunks, bool has_mtmd) : has_mtmd(has_mtmd) { - for (size_t i = 0; i < mtmd_chunks.size(); ++i) { - push_back(mtmd_chunks[i]); + while (bytes < end) { + if (*bytes <= 0x7F) { + // 1-byte sequence (0xxxxxxx) + bytes++; + } else if ((*bytes & 0xE0) == 0xC0) { + // 2-byte sequence (110xxxxx 10xxxxxx) + if (end - bytes < 2 || (bytes[1] & 0xC0) != 0x80) + return false; + bytes += 2; + } else if ((*bytes & 0xF0) == 0xE0) { + // 3-byte sequence (1110xxxx 10xxxxxx 10xxxxxx) + if (end - bytes < 3 || (bytes[1] & 0xC0) != 0x80 || (bytes[2] & 0xC0) != 0x80) + return false; + bytes += 3; + } else if ((*bytes & 0xF8) == 0xF0) { + // 4-byte sequence (11110xxx 10xxxxxx 10xxxxxx 10xxxxxx) + if (end - bytes < 4 || (bytes[1] & 0xC0) != 0x80 || + (bytes[2] & 0xC0) != 0x80 || (bytes[3] & 0xC0) != 0x80) + return false; + bytes += 4; + } else { + // Invalid UTF-8 lead byte + return false; } } - server_tokens(const llama_tokens & tokens, bool has_mtmd) : has_mtmd(has_mtmd), tokens(tokens) { - } + return true; +} - llama_pos pos_next() const { - if (!has_mtmd) { - return tokens.size(); - } +llama_tokens format_prompt_infill( + const llama_vocab * vocab, + const json & input_prefix, + const json & input_suffix, + const json & input_extra, + const int n_batch, + const int n_predict, + const int n_ctx, + const bool spm_infill, + const llama_tokens & tokens_prompt + ) { + // TODO: optimize this block by reducing memory allocations and movement - llama_pos res = tokens.size(); + // use FIM repo-level pattern: + // ref: https://arxiv.org/pdf/2409.12186 + // + // [FIM_REP]myproject + // [FIM_SEP]filename0 + // extra chunk 0 + // [FIM_SEP]filename1 + // extra chunk 1 + // ... + // [FIM_SEP]filename + // [FIM_PRE]prefix[FIM_SUF]suffix[FIM_MID]prompt + // + llama_tokens extra_tokens; + extra_tokens.reserve(n_ctx); - for (auto it = map_idx_to_media.begin(); it != map_idx_to_media.end(); ++it) { - const auto & chunk = it->second; - res += mtmd_input_chunk_get_n_pos(chunk.get()) - mtmd_input_chunk_get_n_tokens(chunk.get()); - } + auto tokens_prefix = tokenize_mixed(vocab, input_prefix, false, false); + auto tokens_suffix = tokenize_mixed(vocab, input_suffix, false, false); - return res; - } + if (llama_vocab_fim_rep(vocab) != LLAMA_TOKEN_NULL) { + // TODO: make project name an input + static const auto k_fim_repo = common_tokenize(vocab, "myproject\n", false, false); - // for debugging - std::string str() const { - std::ostringstream oss; - oss << "tokens: "; - for (size_t idx = 0; idx < tokens.size(); ++idx) { - llama_token t = tokens[idx]; - oss << "idx:" << idx << " "; - if (t == LLAMA_TOKEN_NULL) { - oss << " "; - } else { - oss << t << " "; - } - } - oss << "\n"; - oss << "image idx: "; - for (const auto & it : map_idx_to_media) { - oss << it.first << ", "; - } - return oss.str(); + extra_tokens.push_back(llama_vocab_fim_rep(vocab)); + extra_tokens.insert(extra_tokens.end(), k_fim_repo.begin(), k_fim_repo.end()); } + for (const auto & chunk : input_extra) { + // { "text": string, "filename": string } + const std::string text = json_value(chunk, "text", std::string()); + const std::string filename = json_value(chunk, "filename", std::string("tmp")); - const mtmd::input_chunk_ptr & find_chunk(size_t idx) const { - auto it = map_idx_to_media.find(idx); - if (it != map_idx_to_media.end()) { - return it->second; - } - throw std::runtime_error("Chunk not found"); - } + if (llama_vocab_fim_sep(vocab) != LLAMA_TOKEN_NULL) { + const auto k_fim_file = common_tokenize(vocab, filename + "\n", false, false); - void push_back(llama_token tok) { - if (tok == LLAMA_TOKEN_NULL) { - throw std::runtime_error("Invalid token"); - } - tokens.emplace_back(tok); - } - - // will create a copy of the chunk if it contains non-text data - void push_back(const mtmd_input_chunk * chunk) { - auto type = mtmd_input_chunk_get_type(chunk); - if (type == MTMD_INPUT_CHUNK_TYPE_IMAGE || type == MTMD_INPUT_CHUNK_TYPE_AUDIO) { - GGML_ASSERT(has_mtmd); - const size_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk); - size_t start_idx = tokens.size(); - for (size_t i = 0; i < n_tokens; ++i) { - tokens.emplace_back(LLAMA_TOKEN_NULL); - } - mtmd::input_chunk_ptr new_chunk(mtmd_input_chunk_copy(chunk)); - map_idx_to_media[start_idx] = std::move(new_chunk); - } else if (type == MTMD_INPUT_CHUNK_TYPE_TEXT) { - size_t n_tokens; - const auto * text_tokens = mtmd_input_chunk_get_tokens_text(chunk, &n_tokens); - for (size_t i = 0; i < n_tokens; ++i) { - push_back(text_tokens[i]); - } + extra_tokens.insert(extra_tokens.end(), llama_vocab_fim_sep(vocab)); + extra_tokens.insert(extra_tokens.end(), k_fim_file.begin(), k_fim_file.end()); } else { - GGML_ABORT("Invalid chunk type"); - } - } + // chunk separator in binary form to avoid confusing the AI + static const char k_chunk_prefix_str[] = {0x0a, 0x0a, 0x2d, 0x2d, 0x2d, 0x20, 0x73, 0x6e, 0x69, 0x70, 0x70, 0x65, 0x74, 0x20, 0x2d, 0x2d, 0x2d, 0x0a, 0x0a, 0x00}; + static const auto k_chunk_prefix_tokens = common_tokenize(vocab, k_chunk_prefix_str, false, false); - // appends server tokens, updates the media map. copies media chunks. - void push_back(server_tokens & tokens) { - size_t start_idx = size(); - for (size_t i = 0; i < tokens.size(); i++) { - push_back(tokens[i]); - } - if (tokens.has_mtmd) { - // Assert if we are copying MTMD chunks to a server_tokens that does not have mtmd. - // We could also just check, but this will prevent silently dropping MTMD data. - GGML_ASSERT(has_mtmd); - for (auto it = tokens.map_idx_to_media.begin(); it != tokens.map_idx_to_media.end(); ) { - auto * chunk = tokens.map_idx_to_media[it->first].get(); - mtmd::input_chunk_ptr new_chunk(mtmd_input_chunk_copy(chunk)); - map_idx_to_media[start_idx + it->first] = std::move(new_chunk); - } + extra_tokens.insert(extra_tokens.end(), k_chunk_prefix_tokens.begin(), k_chunk_prefix_tokens.end()); } - } - // for compatibility with context shift and prompt truncation - void insert(const llama_tokens & inp_tokens) { - GGML_ASSERT(!has_mtmd); // only allow this if mtmd is disabled - tokens.insert(tokens.end(), inp_tokens.begin(), inp_tokens.end()); - } - - // for compatibility with speculative decoding, ctx shift, slot save/load - const llama_tokens & get_text_tokens() const { - GGML_ASSERT(!has_mtmd); // only allow this if mtmd is disabled - return tokens; - } - - // for compatibility with speculative decoding - void set_token(llama_pos pos, llama_token id) { - GGML_ASSERT(!has_mtmd); // only allow this if mtmd is disabled - tokens[pos] = id; - } - - size_t size() const { - return tokens.size(); - } - - bool empty() const { - return tokens.empty(); - } - - void clear() { - map_idx_to_media.clear(); - tokens.clear(); + const auto chunk_tokens = common_tokenize(vocab, text, false, false); + extra_tokens.insert(extra_tokens.end(), chunk_tokens.begin(), chunk_tokens.end()); } - void keep_first(size_t n) { - GGML_ASSERT(n <= tokens.size()); - if (has_mtmd) { - if (n == tokens.size()) { - return; // nothing to do - } - // we throw an error if we try to remove a token in the middle of an image - // for ex. with input of 5 text tokens and 2 images: - // [0] [1] [2] [3] [4] [img0] [img0] [img0] [img1] [img1] - // n 1 2 3 4 5 6 7 8 9 10 - // allowed to resize ^ ^ - // disallowed to resize ^ ^ ^ - if (n > 0) { - // make sure we never remove tokens in the middle of an image - // note that the case where we keep a full image at the end is allowed: - // tokens[n - 1] == LLAMA_TOKEN_NULL && tokens[n] != LLAMA_TOKEN_NULL - if (tokens[n - 1] == LLAMA_TOKEN_NULL && tokens[n] == LLAMA_TOKEN_NULL) { - find_chunk(n - 1); // will throw an error if the token is not begin-of-chunk - } - } - // remove all image chunks that are not used anymore - for (auto it = map_idx_to_media.begin(); it != map_idx_to_media.end(); ) { - size_t idx = it->first; - if (idx >= n) { - it = map_idx_to_media.erase(it); - } else { - ++it; - } - } - } - tokens.resize(n); - } + if (llama_vocab_fim_sep(vocab) != LLAMA_TOKEN_NULL) { + // TODO: current filename + static const auto k_fim_file = common_tokenize(vocab, "filename\n", false, false); - std::string detokenize(const llama_context * ctx, bool special) const { - llama_tokens text_tokens; - text_tokens.reserve(tokens.size()); - for (const auto & t : tokens) { - if (t != LLAMA_TOKEN_NULL) { - text_tokens.push_back(t); - } - } - return common_detokenize(ctx, text_tokens, special); + extra_tokens.insert(extra_tokens.end(), llama_vocab_fim_sep(vocab)); + extra_tokens.insert(extra_tokens.end(), k_fim_file.begin(), k_fim_file.end()); } - size_t get_common_prefix(const server_tokens & b) const { - const size_t max_idx = std::min(tokens.size(), b.tokens.size()); - - if (!has_mtmd) { - for (size_t i = 0; i < max_idx; ++i) { - if (tokens[i] == b.tokens[i]) { - continue; - } - - return i; - } - - return max_idx; - } - - for (size_t i = 0; i < max_idx; ++i) { - const llama_token ai = tokens[i]; - const llama_token bi = b.tokens[i]; - - if (ai == LLAMA_TOKEN_NULL && bi == LLAMA_TOKEN_NULL) { - const auto & a_chunk = find_chunk(i); - const auto & b_chunk = b.find_chunk(i); - - GGML_ASSERT(a_chunk && b_chunk); - - const std::string id_ai = mtmd_input_chunk_get_id(a_chunk.get()); - const std::string id_bi = mtmd_input_chunk_get_id(b_chunk.get()); - - const size_t n_tok_a = mtmd_input_chunk_get_n_tokens(a_chunk.get()); - const size_t n_tok_b = mtmd_input_chunk_get_n_tokens(b_chunk.get()); - - if (id_ai == id_bi && n_tok_a == n_tok_b) { - GGML_ASSERT(n_tok_a > 0 && "Invalid media chunk"); // should never happen - i += n_tok_a - 1; // will be +1 by the for loop - continue; - } - - return i; - } - - if (ai == bi) { - continue; - } - - return i; - } + // for now pick FIM context to fit in a batch (ratio prefix:suffix = 3:1, TODO: configurable?) + const int n_prefix_take = std::min(tokens_prefix.size(), 3*(n_batch/4)); + const int n_suffix_take = std::min(tokens_suffix.size(), std::max(0, (n_batch/4) - (2 + tokens_prompt.size()))); - return max_idx; // all tokens are equal - } + SRV_DBG("n_prefix_take = %d, n_suffix_take = %d, total = %d\n", n_prefix_take, n_suffix_take, (n_prefix_take + n_suffix_take)); - // make sure all text tokens are within the vocab range - bool validate(const struct llama_context * ctx) const { - const llama_model * model = llama_get_model(ctx); - const llama_vocab * vocab = llama_model_get_vocab(model); - const int32_t n_vocab = llama_vocab_n_tokens(vocab); + // fill the rest of the context with extra chunks + const int n_extra_take = std::min(std::max(0, n_ctx - (n_batch) - 2*n_predict), extra_tokens.size()); - for (size_t i = 0; i < tokens.size(); ++i) { - const auto & t = tokens[i]; - if (t == LLAMA_TOKEN_NULL) { - try { - const auto & chunk = find_chunk(i); - size_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk.get()); - i += n_tokens - 1; // will be +1 by the for loop - } catch (const std::exception & e) { - return false; - } - } else if (t < 0 || t >= n_vocab) { - return false; - } - } - return true; - } + tokens_prefix.erase(tokens_prefix.begin(), tokens_prefix.begin() + tokens_prefix.size() - n_prefix_take); + tokens_suffix.resize(n_suffix_take); - // encode and decode the image chunk - int32_t process_chunk( - llama_context * ctx, - mtmd_context * mctx, - size_t idx, - llama_pos pos, - int32_t seq_id, - size_t & n_tokens_out) const { - const auto & chunk = find_chunk(idx); - const char * name = mtmd_input_chunk_get_type(chunk.get()) == MTMD_INPUT_CHUNK_TYPE_IMAGE - ? "image" : "audio"; - SRV_INF("processing %s...\n", name); - int32_t n_batch = llama_n_batch(ctx); - int64_t t0 = ggml_time_ms(); - llama_pos new_n_past; // unused for now - int32_t result = mtmd_helper_eval_chunk_single(mctx, ctx, - chunk.get(), - pos, - seq_id, - n_batch, - true, // logits last - &new_n_past); - SRV_INF("%s processed in %" PRId64 " ms\n", name, ggml_time_ms() - t0); - if (result != 0) { - LOG_ERR("mtmd_helper_eval failed with status %d", result); - n_tokens_out = 0; - return result; - } - n_tokens_out = mtmd_input_chunk_get_n_tokens(chunk.get()); - return 0; - } -}; + tokens_prefix.insert(tokens_prefix.begin(), llama_vocab_fim_pre(vocab)); + tokens_prefix.insert(tokens_prefix.end(), tokens_prompt.begin(), tokens_prompt.end()); + tokens_suffix.insert(tokens_suffix.begin(), llama_vocab_fim_suf(vocab)); -// Computes FNV-1a hash of the data -static std::string fnv_hash(const uint8_t * data, size_t len) { - const uint64_t fnv_prime = 0x100000001b3ULL; - uint64_t hash = 0xcbf29ce484222325ULL; + auto embd_inp = spm_infill ? tokens_suffix : tokens_prefix; + auto embd_end = spm_infill ? tokens_prefix : tokens_suffix; - for (size_t i = 0; i < len; ++i) { - hash ^= data[i]; - hash *= fnv_prime; + if (llama_vocab_get_add_bos(vocab)) { + embd_inp.insert(embd_inp.begin(), llama_vocab_bos(vocab)); } - return std::to_string(hash); -} -static server_tokens process_mtmd_prompt(mtmd_context * mctx, std::string prompt, std::vector files) { - mtmd::bitmaps bitmaps; - for (auto & file : files) { - mtmd::bitmap bmp(mtmd_helper_bitmap_init_from_buf(mctx, file.data(), file.size())); - if (!bmp.ptr) { - throw std::runtime_error("Failed to load image or audio file"); - } - // calculate bitmap hash (for KV caching) - std::string hash = fnv_hash(bmp.data(), bmp.n_bytes()); - bmp.set_id(hash.c_str()); - bitmaps.entries.push_back(std::move(bmp)); - } - // process prompt - std::vector inputs; - // multimodal - mtmd_input_text inp_txt = { - prompt.c_str(), - /* add_special */ true, - /* parse_special */ true, - }; - mtmd::input_chunks chunks(mtmd_input_chunks_init()); - auto bitmaps_c_ptr = bitmaps.c_ptr(); - int32_t tokenized = mtmd_tokenize(mctx, - chunks.ptr.get(), - &inp_txt, - bitmaps_c_ptr.data(), - bitmaps_c_ptr.size()); - if (tokenized != 0) { - throw std::runtime_error("Failed to tokenize prompt"); - } - auto result = server_tokens(chunks, true); - return result; -} + SRV_DBG("extra: n_ctx = %d, n_extra_take = %d, n_extra = %d\n", n_ctx, n_extra_take, (int) extra_tokens.size()); -/** - * break the input "prompt" object into multiple prompt if needed, then tokenize them - * use tokenize_input_prompts() if the input could be an array. - * this supports these cases: - * - "prompt": "string" - * - "prompt": [12, 34, 56] - * - "prompt": [12, 34, "string", 56, 78] - * - "prompt": { "prompt_string": "string", "multimodal_data": [ "base64" ] } - */ -static server_tokens tokenize_input_subprompt(const llama_vocab * vocab, mtmd_context * mctx, const json & json_prompt, bool add_special, bool parse_special) { - constexpr char JSON_STRING_PROMPT_KEY[] = "prompt_string"; - constexpr char JSON_MTMD_DATA_KEY[] = "multimodal_data"; - const bool has_mtmd = mctx != nullptr; - if (json_prompt.is_string() || json_is_array_of_mixed_numbers_strings(json_prompt)) { - // string or mixed - llama_tokens tmp = tokenize_mixed(vocab, json_prompt, add_special, parse_special); - return server_tokens(tmp, false); - } else if (json_is_array_of_numbers(json_prompt)) { - // array of tokens - llama_tokens tmp = json_prompt.get(); - return server_tokens(tmp, false); - } else if (json_prompt.contains(JSON_STRING_PROMPT_KEY)) { - // JSON object with prompt key. - if (json_prompt.contains(JSON_MTMD_DATA_KEY)) { - if (!has_mtmd) - throw std::runtime_error("Multimodal data provided, but model does not support multimodal requests."); + // put the extra context before the FIM prefix + embd_inp.insert(embd_inp.begin(), extra_tokens.end() - n_extra_take, extra_tokens.end()); - // JSON object with prompt and multimodal key. - std::vector files; - for (const auto & entry : json_prompt.at(JSON_MTMD_DATA_KEY)) { - files.push_back(base64_decode(entry)); - } - return process_mtmd_prompt(mctx, json_prompt.at(JSON_STRING_PROMPT_KEY), files); - } else { - // Not multimodal, but contains a subobject. - llama_tokens tmp = tokenize_mixed(vocab, json_prompt.at(JSON_STRING_PROMPT_KEY), add_special, parse_special); - return server_tokens(tmp, false); - } - } else { - throw std::runtime_error("\"prompt\" elements must be a string, a list of tokens, a JSON object containing a prompt string, or a list of mixed strings & tokens."); - } -} + embd_inp.insert(embd_inp.end(), embd_end.begin(), embd_end.end()); + embd_inp.push_back(llama_vocab_fim_mid(vocab)); -/** - * break the input "prompt" object into multiple prompt if needed, then tokenize them - * this supports these cases: - * - "prompt": "string" - * - "prompt": [12, 34, 56] - * - "prompt": [12, 34, "string", 56, 78] - * - "prompt": { "prompt_string": "string", "multimodal_data": [ "base64" ] } - * and multiple prompts (multi-tasks): - * - "prompt": ["string1", "string2"] - * - "prompt": ["string1", [12, 34, 56]] - * - "prompt": [[12, 34, 56], [78, 90, 12]] - * - "prompt": [[12, 34, "string", 56, 78], [12, 34, 56], { "prompt_string": "string", "multimodal_data": [ "base64" ]}] - */ -static std::vector tokenize_input_prompts(const llama_vocab * vocab, mtmd_context * mctx, const json & json_prompt, bool add_special, bool parse_special) { - std::vector result; - if (json_prompt.is_array() && !json_is_array_and_contains_numbers(json_prompt)) { - result.reserve(json_prompt.size()); - for (const auto & p : json_prompt) { - result.push_back(tokenize_input_subprompt(vocab, mctx, p,add_special, parse_special)); - } - } else { - result.push_back(tokenize_input_subprompt(vocab, mctx, json_prompt, add_special, parse_special)); - } - if (result.empty()) { - throw std::runtime_error("\"prompt\" must not be empty"); - } - return result; + return embd_inp; } -// format rerank task: [BOS]query[EOS][SEP]doc[EOS]. -static server_tokens format_rerank(const struct llama_model * model, const struct llama_vocab * vocab, mtmd_context * mctx, const std::string & query, const std::string & doc) { +server_tokens format_prompt_rerank( + const struct llama_model * model, + const struct llama_vocab * vocab, + mtmd_context * mctx, + const std::string & query, + const std::string & doc) { server_tokens result = {}; const char * rerank_prompt = llama_model_chat_template(model, "rerank"); diff --git a/tools/server/server-common.h b/tools/server/server-common.h new file mode 100644 index 00000000000..868c5061031 --- /dev/null +++ b/tools/server/server-common.h @@ -0,0 +1,349 @@ +#pragma once + +#include "common.h" +#include "log.h" +#include "llama.h" +#include "chat.h" +#include "mtmd.h" + +#define JSON_ASSERT GGML_ASSERT +#include + +#include +#include +#include + +#define DEFAULT_OAICOMPAT_MODEL "gpt-3.5-turbo" + +const static std::string build_info("b" + std::to_string(LLAMA_BUILD_NUMBER) + "-" + LLAMA_COMMIT); + +using json = nlohmann::ordered_json; + +#define SLT_INF(slot, fmt, ...) LOG_INF("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) +#define SLT_WRN(slot, fmt, ...) LOG_WRN("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) +#define SLT_ERR(slot, fmt, ...) LOG_ERR("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) +#define SLT_DBG(slot, fmt, ...) LOG_DBG("slot %12.*s: id %2d | task %d | " fmt, 12, __func__, (slot).id, ((slot).task ? (slot).task->id : -1), __VA_ARGS__) + +#define SRV_INF(fmt, ...) LOG_INF("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define SRV_WRN(fmt, ...) LOG_WRN("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define SRV_ERR(fmt, ...) LOG_ERR("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define SRV_DBG(fmt, ...) LOG_DBG("srv %12.*s: " fmt, 12, __func__, __VA_ARGS__) + +using raw_buffer = std::vector; + +template +static T json_value(const json & body, const std::string & key, const T & default_value) { + // Fallback null to default value + if (body.contains(key) && !body.at(key).is_null()) { + try { + return body.at(key); + } catch (NLOHMANN_JSON_NAMESPACE::detail::type_error const & err) { + LOG_WRN("Wrong type supplied for parameter '%s'. Expected '%s', using default value: %s\n", key.c_str(), json(default_value).type_name(), err.what()); + return default_value; + } + } else { + return default_value; + } +} + +// https://community.openai.com/t/openai-chat-list-of-error-codes-and-types/357791/11 +enum error_type { + ERROR_TYPE_INVALID_REQUEST, + ERROR_TYPE_AUTHENTICATION, + ERROR_TYPE_SERVER, + ERROR_TYPE_NOT_FOUND, + ERROR_TYPE_PERMISSION, + ERROR_TYPE_UNAVAILABLE, // custom error + ERROR_TYPE_NOT_SUPPORTED, // custom error + ERROR_TYPE_EXCEED_CONTEXT_SIZE, // custom error +}; + +// thin wrapper around common_grammar_trigger with (de)serialization functions +struct server_grammar_trigger { + common_grammar_trigger value; + + server_grammar_trigger() = default; + server_grammar_trigger(const common_grammar_trigger & value) : value(value) {} + server_grammar_trigger(const json & in) { + value.type = (common_grammar_trigger_type) in.at("type").get(); + value.value = in.at("value").get(); + if (value.type == COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN) { + value.token = (llama_token) in.at("token").get(); + } + } + + json to_json() const { + json out { + {"type", (int) value.type}, + {"value", value.value}, + }; + if (value.type == COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN) { + out["token"] = (int) value.token; + } + return out; + } +}; + +json format_error_response(const std::string & message, const enum error_type type); + +// +// random string / id +// + +std::string random_string(); +std::string gen_chatcmplid(); +std::string gen_tool_call_id(); + +// +// lora utils +// + +// check whether the given lora set has only aloras activated (empty => false) +bool lora_all_alora(const std::vector & loras); + +// if the two sets of loras are different, they require a cache clear unless the +// change is only from aloras to aloras. +bool lora_should_clear_cache( + const std::vector & current, + const std::vector & next); + +std::vector parse_lora_request( + const std::vector & lora_base, + const json & data); + +bool are_lora_equal( + const std::vector & l1, + const std::vector & l2); + +// get the ids of all enabled loras +std::vector lora_get_enabled_ids(const std::vector & loras); + +// +// server_tokens +// + +/** + * server_tokens is a helper to manage the input tokens and image for the server. + * it is made this way to simplify the logic of KV cache management. + */ +struct server_tokens { + bool has_mtmd = false; + +private: // disallow accessing these members directly, risking out-of-sync + + // map a **start** index in tokens to the image chunk + // note: the order need to be in-sync with tokens + std::map map_idx_to_media; + + // list of tokens + // if the token is LLAMA_TOKEN_NULL, it indicates that this position is occupied by media chunk + // otherwise, it is a normal text token + // note: a non-text chunk can occupy multiple tokens (aka memory cells) in the token list + // note(2): for M-RoPE, an image can occupy different number of pos; do not assume 1-to-1 mapping tokens <-> pos + llama_tokens tokens; + + // for ex. with input of 5 text tokens and 2 images (each image occupies 3 tokens and 2 pos): + // [0] [1] [2] [3] [4] [img0] [img0] [img0] [img1] [img1] [img1] + // idx 0 1 2 3 4 5 6 7 8 9 10 + // pos 0 1 2 3 4 5 5 5 7 7 7 + // map_idx_to_media will contain: {5, img0}, {8, img1} + +public: + server_tokens() = default; + ~server_tokens() = default; + + // Prevent copying + // TODO: server_tokens should be copyable - remove this: + server_tokens(const server_tokens&) = delete; + server_tokens& operator=(const server_tokens&) = delete; + + // Allow moving (usually implicitly generated if members are movable) + server_tokens(server_tokens&&) = default; + server_tokens& operator=(server_tokens&&) = default; + + // Allow accessing elements using [] operator + llama_token operator[](size_t index) { return tokens[index]; } + const llama_token& operator[](size_t index) const { return tokens[index]; } + + server_tokens(mtmd::input_chunks & mtmd_chunks, bool has_mtmd); + server_tokens(const llama_tokens & tokens, bool has_mtmd); + + // for debugging + std::string str() const; + + llama_pos pos_next() const; + const mtmd::input_chunk_ptr & find_chunk(size_t idx) const; + + void push_back(llama_token tok); + + // will create a copy of the chunk if it contains non-text data + void push_back(const mtmd_input_chunk * chunk); + + // appends server tokens, updates the media map. copies media chunks. + void push_back(server_tokens & tokens); + + // for compatibility with context shift and prompt truncation + void insert(const llama_tokens & inp_tokens); + + // for compatibility with speculative decoding, ctx shift, slot save/load + const llama_tokens & get_text_tokens() const; + + // for compatibility with speculative decoding + void set_token(llama_pos pos, llama_token id); + + size_t size() const { return tokens.size(); } + + bool empty() const { return tokens.empty(); } + + void clear() { + map_idx_to_media.clear(); + tokens.clear(); + } + + void keep_first(size_t n); + + std::string detokenize(const llama_context * ctx, bool special) const; + + size_t get_common_prefix(const server_tokens & b) const; + + // make sure all text tokens are within the vocab range + bool validate(const struct llama_context * ctx) const; + + // encode and decode the image chunk + int32_t process_chunk( + llama_context * ctx, + mtmd_context * mctx, + size_t idx, + llama_pos pos, + int32_t seq_id, + size_t & n_tokens_out) const; +}; + + +// +// tokenizer and input processing utils +// + +bool json_is_array_of_numbers(const json & data); + +// is array having BOTH numbers & strings? +bool json_is_array_of_mixed_numbers_strings(const json & data); + +// does array have any individual integers/tokens? +bool json_is_array_and_contains_numbers(const json & data); + +// get value by path(key1 / key2) +json json_get_nested_values(const std::vector & paths, const json & js); + +/** + * this handles 2 cases: + * - only string, example: "string" + * - mixed string and tokens, example: [12, 34, "string", 56, 78] + */ +llama_tokens tokenize_mixed(const llama_vocab * vocab, const json & json_prompt, bool add_special, bool parse_special); + +// return the last index of character that can form a valid string +// if the last character is potentially cut in half, return the index before the cut +// if validate_utf8(text) == text.size(), then the whole text is valid utf8 +size_t validate_utf8(const std::string& text); + +// process mtmd prompt, return the server_tokens containing both text tokens and media chunks +server_tokens process_mtmd_prompt(mtmd_context * mctx, std::string prompt, std::vector files); + +/** + * break the input "prompt" object into multiple prompt if needed, then tokenize them + * this supports these cases: + * - "prompt": "string" + * - "prompt": [12, 34, 56] + * - "prompt": [12, 34, "string", 56, 78] + * - "prompt": { "prompt_string": "string", "multimodal_data": [ "base64" ] } + * and multiple prompts (multi-tasks): + * - "prompt": ["string1", "string2"] + * - "prompt": ["string1", [12, 34, 56]] + * - "prompt": [[12, 34, 56], [78, 90, 12]] + * - "prompt": [[12, 34, "string", 56, 78], [12, 34, 56], { "prompt_string": "string", "multimodal_data": [ "base64" ]}] + */ +std::vector tokenize_input_prompts( + const llama_vocab * vocab, + mtmd_context * mctx, + const json & json_prompt, + bool add_special, + bool parse_special); + +// +// OAI utils +// + +// used by /completions endpoint +json oaicompat_completion_params_parse(const json & body); + +struct oaicompat_parser_options { + bool use_jinja; + bool prefill_assistant; + common_reasoning_format reasoning_format; + std::map chat_template_kwargs; + common_chat_templates * tmpls; + bool allow_image; + bool allow_audio; + bool enable_thinking = true; +}; + +// used by /chat/completions endpoint +json oaicompat_chat_params_parse( + json & body, /* openai api json semantics */ + const oaicompat_parser_options & opt, + std::vector & out_files); + +// TODO: move it to server-task.cpp +json format_embeddings_response_oaicompat(const json & request, const json & embeddings, bool use_base64 = false); + +// TODO: move it to server-task.cpp +json format_response_rerank( + const json & request, + const json & ranks, + bool is_tei_format, + std::vector & texts, + int top_n); + +// +// other utils +// + +std::vector get_token_probabilities(llama_context * ctx, int idx); + +std::string safe_json_to_str(const json & data); + +std::string tokens_to_str(llama_context * ctx, const llama_tokens & tokens); + +// format incomplete utf-8 multibyte character for output +std::string tokens_to_output_formatted_string(const llama_context * ctx, const llama_token token); + +// format server-sent event (SSE), return the formatted string to send +// note: if data is a json array, it will be sent as multiple events, one per item +std::string format_sse(const json & data); + +bool is_valid_utf8(const std::string & str); + +// +// formatting output responses +// TODO: move these to server-task.cpp +// + +llama_tokens format_prompt_infill( + const llama_vocab * vocab, + const json & input_prefix, + const json & input_suffix, + const json & input_extra, + const int n_batch, + const int n_predict, + const int n_ctx, + const bool spm_infill, + const llama_tokens & tokens_prompt); + +// format rerank task: [BOS]query[EOS][SEP]doc[EOS]. +server_tokens format_prompt_rerank( + const struct llama_model * model, + const struct llama_vocab * vocab, + mtmd_context * mctx, + const std::string & query, + const std::string & doc); diff --git a/tools/server/server-http.cpp b/tools/server/server-http.cpp index bebe0b49c4f..a82aa86b19e 100644 --- a/tools/server/server-http.cpp +++ b/tools/server/server-http.cpp @@ -1,6 +1,6 @@ -#include "utils.hpp" #include "common.h" #include "server-http.h" +#include "server-common.h" #include diff --git a/tools/server/server-queue.cpp b/tools/server/server-queue.cpp new file mode 100644 index 00000000000..5a74fd76ac3 --- /dev/null +++ b/tools/server/server-queue.cpp @@ -0,0 +1,268 @@ +#include "server-task.h" +#include "server-queue.h" + +#include "log.h" + +#include + +#define QUE_INF(fmt, ...) LOG_INF("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define QUE_WRN(fmt, ...) LOG_WRN("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define QUE_ERR(fmt, ...) LOG_ERR("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define QUE_DBG(fmt, ...) LOG_DBG("que %12.*s: " fmt, 12, __func__, __VA_ARGS__) + +#define RES_INF(fmt, ...) LOG_INF("res %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define RES_WRN(fmt, ...) LOG_WRN("res %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define RES_ERR(fmt, ...) LOG_ERR("res %12.*s: " fmt, 12, __func__, __VA_ARGS__) +#define RES_DBG(fmt, ...) LOG_DBG("res %12.*s: " fmt, 12, __func__, __VA_ARGS__) + +// +// server_queue +// + +int server_queue::post(server_task && task, bool front) { + std::unique_lock lock(mutex_tasks); + GGML_ASSERT(task.id != -1); + // if this is cancel task make sure to clean up pending tasks + if (task.type == SERVER_TASK_TYPE_CANCEL) { + cleanup_pending_task(task.id_target); + } + const int task_id = task.id; + QUE_DBG("new task, id = %d, front = %d\n", task_id, front); + if (front) { + queue_tasks.push_front(std::move(task)); + } else { + queue_tasks.push_back(std::move(task)); + } + condition_tasks.notify_one(); + return task_id; +} + +int server_queue::post(std::vector && tasks, bool front) { + std::unique_lock lock(mutex_tasks); + for (auto & task : tasks) { + if (task.id == -1) { + task.id = id++; + } + // if this is cancel task make sure to clean up pending tasks + if (task.type == SERVER_TASK_TYPE_CANCEL) { + cleanup_pending_task(task.id_target); + } + QUE_DBG("new task, id = %d/%d, front = %d\n", task.id, (int) tasks.size(), front); + if (front) { + queue_tasks.push_front(std::move(task)); + } else { + queue_tasks.push_back(std::move(task)); + } + } + condition_tasks.notify_one(); + return 0; +} + +void server_queue::defer(server_task && task) { + std::unique_lock lock(mutex_tasks); + QUE_DBG("defer task, id = %d\n", task.id); + queue_tasks_deferred.push_back(std::move(task)); + condition_tasks.notify_one(); +} + +int server_queue::get_new_id() { + std::unique_lock lock(mutex_tasks); + int new_id = id++; + return new_id; +} + +void server_queue::on_new_task(std::function callback) { + callback_new_task = std::move(callback); +} + +void server_queue::on_update_slots(std::function callback) { + callback_update_slots = std::move(callback); +} + +void server_queue::pop_deferred_task() { + std::unique_lock lock(mutex_tasks); + if (!queue_tasks_deferred.empty()) { + queue_tasks.emplace_front(std::move(queue_tasks_deferred.front())); + queue_tasks_deferred.pop_front(); + } + condition_tasks.notify_one(); +} + +void server_queue::terminate() { + std::unique_lock lock(mutex_tasks); + running = false; + condition_tasks.notify_all(); +} + +void server_queue::start_loop() { + running = true; + + while (true) { + QUE_DBG("%s", "processing new tasks\n"); + + while (true) { + std::unique_lock lock(mutex_tasks); + if (!running) { + QUE_DBG("%s", "terminate\n"); + return; + } + if (queue_tasks.empty()) { + lock.unlock(); + break; + } + server_task task = std::move(queue_tasks.front()); + queue_tasks.pop_front(); + lock.unlock(); + + QUE_DBG("processing task, id = %d\n", task.id); + callback_new_task(std::move(task)); + } + + // all tasks in the current loop is processed, slots data is now ready + QUE_DBG("%s", "update slots\n"); + + callback_update_slots(); + + QUE_DBG("%s", "waiting for new tasks\n"); + { + std::unique_lock lock(mutex_tasks); + if (!running) { + QUE_DBG("%s", "terminate\n"); + return; + } + if (queue_tasks.empty()) { + condition_tasks.wait(lock, [&]{ + return (!queue_tasks.empty() || !running); + }); + } + } + } +} + +void server_queue::cleanup_pending_task(int id_target) { + // no need lock because this is called exclusively by post() + auto rm_func = [id_target](const server_task & task) { + return task.id == id_target; + }; + queue_tasks.erase( + std::remove_if(queue_tasks.begin(), queue_tasks.end(), rm_func), + queue_tasks.end()); + queue_tasks_deferred.erase( + std::remove_if(queue_tasks_deferred.begin(), queue_tasks_deferred.end(), rm_func), + queue_tasks_deferred.end()); +} + +// +// server_response +// + +void server_response::add_waiting_task_id(int id_task) { + RES_DBG("add task %d to waiting list. current waiting = %d (before add)\n", id_task, (int) waiting_task_ids.size()); + + std::unique_lock lock(mutex_results); + waiting_task_ids.insert(id_task); +} + +void server_response::add_waiting_tasks(const std::vector & tasks) { + std::unique_lock lock(mutex_results); + + for (const auto & task : tasks) { + RES_DBG("add task %d to waiting list. current waiting = %d (before add)\n", task.id, (int) waiting_task_ids.size()); + waiting_task_ids.insert(task.id); + } +} + +void server_response::remove_waiting_task_id(int id_task) { + RES_DBG("remove task %d from waiting list. current waiting = %d (before remove)\n", id_task, (int) waiting_task_ids.size()); + + std::unique_lock lock(mutex_results); + waiting_task_ids.erase(id_task); + // make sure to clean up all pending results + queue_results.erase( + std::remove_if(queue_results.begin(), queue_results.end(), [id_task](const server_task_result_ptr & res) { + return res->id == id_task; + }), + queue_results.end()); +} + +void server_response::remove_waiting_task_ids(const std::unordered_set & id_tasks) { + std::unique_lock lock(mutex_results); + + for (const auto & id_task : id_tasks) { + RES_DBG("remove task %d from waiting list. current waiting = %d (before remove)\n", id_task, (int) waiting_task_ids.size()); + waiting_task_ids.erase(id_task); + } +} + +server_task_result_ptr server_response::recv(const std::unordered_set & id_tasks) { + while (true) { + std::unique_lock lock(mutex_results); + condition_results.wait(lock, [&]{ + if (!running) { + RES_DBG("%s : queue result stop\n", __func__); + std::terminate(); // we cannot return here since the caller is HTTP code + } + return !queue_results.empty(); + }); + + for (size_t i = 0; i < queue_results.size(); i++) { + if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { + server_task_result_ptr res = std::move(queue_results[i]); + queue_results.erase(queue_results.begin() + i); + return res; + } + } + } + + // should never reach here +} + +server_task_result_ptr server_response::recv_with_timeout(const std::unordered_set & id_tasks, int timeout) { + while (true) { + std::unique_lock lock(mutex_results); + + for (int i = 0; i < (int) queue_results.size(); i++) { + if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { + server_task_result_ptr res = std::move(queue_results[i]); + queue_results.erase(queue_results.begin() + i); + return res; + } + } + + std::cv_status cr_res = condition_results.wait_for(lock, std::chrono::seconds(timeout)); + if (!running) { + RES_DBG("%s : queue result stop\n", __func__); + std::terminate(); // we cannot return here since the caller is HTTP code + } + if (cr_res == std::cv_status::timeout) { + return nullptr; + } + } + + // should never reach here +} + +server_task_result_ptr server_response::recv(int id_task) { + std::unordered_set id_tasks = {id_task}; + return recv(id_tasks); +} + +void server_response::send(server_task_result_ptr && result) { + RES_DBG("sending result for task id = %d\n", result->id); + + std::unique_lock lock(mutex_results); + for (const auto & id_task : waiting_task_ids) { + if (result->id == id_task) { + RES_DBG("task id = %d pushed to result queue\n", result->id); + + queue_results.emplace_back(std::move(result)); + condition_results.notify_all(); + return; + } + } +} + +void server_response::terminate() { + running = false; + condition_results.notify_all(); +} diff --git a/tools/server/server-queue.h b/tools/server/server-queue.h new file mode 100644 index 00000000000..47ef58425ea --- /dev/null +++ b/tools/server/server-queue.h @@ -0,0 +1,110 @@ +#pragma once + +#include "server-task.h" + +#include +#include +#include +#include + +struct server_queue { +private: + int id = 0; + bool running; + + // queues + std::deque queue_tasks; + std::deque queue_tasks_deferred; + + std::mutex mutex_tasks; + std::condition_variable condition_tasks; + + // callback functions + std::function callback_new_task; + std::function callback_update_slots; + +public: + // Add a new task to the end of the queue + int post(server_task && task, bool front = false); + + // multi-task version of post() + int post(std::vector && tasks, bool front = false); + + // Add a new task, but defer until one slot is available + void defer(server_task && task); + + // Get the next id for creating a new task + int get_new_id(); + + // Register function to process a new task + void on_new_task(std::function callback); + + // Register the function to be called when all slots data is ready to be processed + void on_update_slots(std::function callback); + + // Call when the state of one slot is changed, it will move one task from deferred to main queue + void pop_deferred_task(); + + // end the start_loop routine + void terminate(); + + /** + * Main loop consists of these steps: + * - Wait until a new task arrives + * - Process the task (i.e. maybe copy data into slot) + * - Check if multitask is finished + * - Update all slots + */ + void start_loop(); + + // for metrics + size_t queue_tasks_deferred_size() { + std::unique_lock lock(mutex_tasks); + return queue_tasks_deferred.size(); + } + +private: + void cleanup_pending_task(int id_target); +}; + +struct server_response { +private: + bool running = true; + + // for keeping track of all tasks waiting for the result + std::unordered_set waiting_task_ids; + + // the main result queue (using ptr for polymorphism) + std::vector queue_results; + + std::mutex mutex_results; + std::condition_variable condition_results; + +public: + // add the id_task to the list of tasks waiting for response + void add_waiting_task_id(int id_task); + + void add_waiting_tasks(const std::vector & tasks); + + // when the request is finished, we can remove task associated with it + void remove_waiting_task_id(int id_task); + + // remove multiple tasks from waiting list + void remove_waiting_task_ids(const std::unordered_set & id_tasks); + + // This function blocks the thread until there is a response for one of the id_tasks + server_task_result_ptr recv(const std::unordered_set & id_tasks); + + // same as recv(), but have timeout in seconds + // if timeout is reached, nullptr is returned + server_task_result_ptr recv_with_timeout(const std::unordered_set & id_tasks, int timeout); + + // single-task version of recv() + server_task_result_ptr recv(int id_task); + + // Send a new result to a waiting id_task + void send(server_task_result_ptr && result); + + // terminate the waiting loop + void terminate(); +}; diff --git a/tools/server/server-task.cpp b/tools/server/server-task.cpp new file mode 100644 index 00000000000..bc4436ba65b --- /dev/null +++ b/tools/server/server-task.cpp @@ -0,0 +1,1192 @@ +#include "server-common.h" +#include "server-task.h" + +#include "common.h" +#include "llama.h" +#include "chat.h" +#include "sampling.h" +#include "json-schema-to-grammar.h" + +using json = nlohmann::ordered_json; + +// +// task_params +// + +json task_params::format_logit_bias(const std::vector & logit_bias) const { + json data = json::array(); + for (const auto & lb : logit_bias) { + data.push_back(json{ + {"bias", lb.bias}, + {"token", lb.token}, + }); + } + return data; +} + +json task_params::to_json(bool only_metrics) const { + std::vector samplers; + samplers.reserve(sampling.samplers.size()); + for (const auto & sampler : sampling.samplers) { + samplers.emplace_back(common_sampler_type_to_str(sampler)); + } + + json lora = json::array(); + for (size_t i = 0; i < this->lora.size(); ++i) { + lora.push_back({{"id", i}, {"scale", this->lora[i].scale}}); + } + + if (only_metrics) { + return json { + {"seed", sampling.seed}, + {"temperature", sampling.temp}, + {"dynatemp_range", sampling.dynatemp_range}, + {"dynatemp_exponent", sampling.dynatemp_exponent}, + {"top_k", sampling.top_k}, + {"top_p", sampling.top_p}, + {"min_p", sampling.min_p}, + {"top_n_sigma", sampling.top_n_sigma}, + {"xtc_probability", sampling.xtc_probability}, + {"xtc_threshold", sampling.xtc_threshold}, + {"typical_p", sampling.typ_p}, + {"repeat_last_n", sampling.penalty_last_n}, + {"repeat_penalty", sampling.penalty_repeat}, + {"presence_penalty", sampling.penalty_present}, + {"frequency_penalty", sampling.penalty_freq}, + {"dry_multiplier", sampling.dry_multiplier}, + {"dry_base", sampling.dry_base}, + {"dry_allowed_length", sampling.dry_allowed_length}, + {"dry_penalty_last_n", sampling.dry_penalty_last_n}, + {"mirostat", sampling.mirostat}, + {"mirostat_tau", sampling.mirostat_tau}, + {"mirostat_eta", sampling.mirostat_eta}, + {"max_tokens", n_predict}, + {"n_predict", n_predict}, // TODO: deduplicate? + {"n_keep", n_keep}, + {"n_discard", n_discard}, + {"ignore_eos", sampling.ignore_eos}, + {"stream", stream}, + {"n_probs", sampling.n_probs}, + {"min_keep", sampling.min_keep}, + {"chat_format", common_chat_format_name(oaicompat_chat_syntax.format)}, + {"reasoning_format", common_reasoning_format_name(oaicompat_chat_syntax.reasoning_format)}, + {"reasoning_in_content", oaicompat_chat_syntax.reasoning_in_content}, + {"thinking_forced_open", oaicompat_chat_syntax.thinking_forced_open}, + {"samplers", samplers}, + {"speculative.n_max", speculative.n_max}, + {"speculative.n_min", speculative.n_min}, + {"speculative.p_min", speculative.p_min}, + {"timings_per_token", timings_per_token}, + {"post_sampling_probs", post_sampling_probs}, + {"lora", lora}, + }; + } + + auto grammar_triggers = json::array(); + for (const auto & trigger : sampling.grammar_triggers) { + server_grammar_trigger ct(trigger); + grammar_triggers.push_back(ct.to_json()); + } + + return json { + {"seed", sampling.seed}, + {"temperature", sampling.temp}, + {"dynatemp_range", sampling.dynatemp_range}, + {"dynatemp_exponent", sampling.dynatemp_exponent}, + {"top_k", sampling.top_k}, + {"top_p", sampling.top_p}, + {"min_p", sampling.min_p}, + {"top_n_sigma", sampling.top_n_sigma}, + {"xtc_probability", sampling.xtc_probability}, + {"xtc_threshold", sampling.xtc_threshold}, + {"typical_p", sampling.typ_p}, + {"repeat_last_n", sampling.penalty_last_n}, + {"repeat_penalty", sampling.penalty_repeat}, + {"presence_penalty", sampling.penalty_present}, + {"frequency_penalty", sampling.penalty_freq}, + {"dry_multiplier", sampling.dry_multiplier}, + {"dry_base", sampling.dry_base}, + {"dry_allowed_length", sampling.dry_allowed_length}, + {"dry_penalty_last_n", sampling.dry_penalty_last_n}, + {"dry_sequence_breakers", sampling.dry_sequence_breakers}, + {"mirostat", sampling.mirostat}, + {"mirostat_tau", sampling.mirostat_tau}, + {"mirostat_eta", sampling.mirostat_eta}, + {"stop", antiprompt}, + {"max_tokens", n_predict}, + {"n_predict", n_predict}, // TODO: deduplicate? + {"n_keep", n_keep}, + {"n_discard", n_discard}, + {"ignore_eos", sampling.ignore_eos}, + {"stream", stream}, + {"logit_bias", format_logit_bias(sampling.logit_bias)}, + {"n_probs", sampling.n_probs}, + {"min_keep", sampling.min_keep}, + {"grammar", sampling.grammar}, + {"grammar_lazy", sampling.grammar_lazy}, + {"grammar_triggers", grammar_triggers}, + {"preserved_tokens", sampling.preserved_tokens}, + {"chat_format", common_chat_format_name(oaicompat_chat_syntax.format)}, + {"reasoning_format", common_reasoning_format_name(oaicompat_chat_syntax.reasoning_format)}, + {"reasoning_in_content", oaicompat_chat_syntax.reasoning_in_content}, + {"thinking_forced_open", oaicompat_chat_syntax.thinking_forced_open}, + {"samplers", samplers}, + {"speculative.n_max", speculative.n_max}, + {"speculative.n_min", speculative.n_min}, + {"speculative.p_min", speculative.p_min}, + {"timings_per_token", timings_per_token}, + {"post_sampling_probs", post_sampling_probs}, + {"lora", lora}, + }; +} + +// +// server_task +// + +task_params server_task::params_from_json_cmpl( + const llama_context * ctx, + const common_params & params_base, + const json & data) { + const llama_model * model = llama_get_model(ctx); + const llama_vocab * vocab = llama_model_get_vocab(model); + + task_params params; + + // Sampling parameter defaults are loaded from the global server context (but individual requests can still them) + task_params defaults; + defaults.sampling = params_base.sampling; + defaults.speculative = params_base.speculative; + defaults.n_keep = params_base.n_keep; + defaults.n_predict = params_base.n_predict; + defaults.antiprompt = params_base.antiprompt; + + // enabling this will output extra debug information in the HTTP responses from the server + params.verbose = params_base.verbosity > 9; + params.timings_per_token = json_value(data, "timings_per_token", false); + + params.stream = json_value(data, "stream", false); + auto stream_opt = json_value(data, "stream_options", json::object()); + params.include_usage = json_value(stream_opt, "include_usage", false); + params.cache_prompt = json_value(data, "cache_prompt", true); + params.return_tokens = json_value(data, "return_tokens", false); + params.return_progress = json_value(data, "return_progress", false); + params.n_predict = json_value(data, "n_predict", json_value(data, "max_tokens", defaults.n_predict)); + params.n_indent = json_value(data, "n_indent", defaults.n_indent); + params.n_keep = json_value(data, "n_keep", defaults.n_keep); + params.n_discard = json_value(data, "n_discard", defaults.n_discard); + //params.t_max_prompt_ms = json_value(data, "t_max_prompt_ms", defaults.t_max_prompt_ms); // TODO: implement + params.t_max_predict_ms = json_value(data, "t_max_predict_ms", defaults.t_max_predict_ms); + params.response_fields = json_value(data, "response_fields", std::vector()); + + params.sampling.top_k = json_value(data, "top_k", defaults.sampling.top_k); + params.sampling.top_p = json_value(data, "top_p", defaults.sampling.top_p); + params.sampling.min_p = json_value(data, "min_p", defaults.sampling.min_p); + params.sampling.top_n_sigma = json_value(data, "top_n_sigma", defaults.sampling.top_n_sigma); + params.sampling.xtc_probability = json_value(data, "xtc_probability", defaults.sampling.xtc_probability); + params.sampling.xtc_threshold = json_value(data, "xtc_threshold", defaults.sampling.xtc_threshold); + params.sampling.typ_p = json_value(data, "typical_p", defaults.sampling.typ_p); + params.sampling.temp = json_value(data, "temperature", defaults.sampling.temp); + params.sampling.dynatemp_range = json_value(data, "dynatemp_range", defaults.sampling.dynatemp_range); + params.sampling.dynatemp_exponent = json_value(data, "dynatemp_exponent", defaults.sampling.dynatemp_exponent); + params.sampling.penalty_last_n = json_value(data, "repeat_last_n", defaults.sampling.penalty_last_n); + params.sampling.penalty_repeat = json_value(data, "repeat_penalty", defaults.sampling.penalty_repeat); + params.sampling.penalty_freq = json_value(data, "frequency_penalty", defaults.sampling.penalty_freq); + params.sampling.penalty_present = json_value(data, "presence_penalty", defaults.sampling.penalty_present); + params.sampling.dry_multiplier = json_value(data, "dry_multiplier", defaults.sampling.dry_multiplier); + params.sampling.dry_base = json_value(data, "dry_base", defaults.sampling.dry_base); + params.sampling.dry_allowed_length = json_value(data, "dry_allowed_length", defaults.sampling.dry_allowed_length); + params.sampling.dry_penalty_last_n = json_value(data, "dry_penalty_last_n", defaults.sampling.dry_penalty_last_n); + params.sampling.mirostat = json_value(data, "mirostat", defaults.sampling.mirostat); + params.sampling.mirostat_tau = json_value(data, "mirostat_tau", defaults.sampling.mirostat_tau); + params.sampling.mirostat_eta = json_value(data, "mirostat_eta", defaults.sampling.mirostat_eta); + params.sampling.seed = json_value(data, "seed", defaults.sampling.seed); + params.sampling.n_probs = json_value(data, "n_probs", defaults.sampling.n_probs); + params.sampling.min_keep = json_value(data, "min_keep", defaults.sampling.min_keep); + params.post_sampling_probs = json_value(data, "post_sampling_probs", defaults.post_sampling_probs); + + params.speculative.n_min = json_value(data, "speculative.n_min", defaults.speculative.n_min); + params.speculative.n_max = json_value(data, "speculative.n_max", defaults.speculative.n_max); + params.speculative.p_min = json_value(data, "speculative.p_min", defaults.speculative.p_min); + + params.speculative.n_min = std::min(params.speculative.n_max, params.speculative.n_min); + params.speculative.n_min = std::max(params.speculative.n_min, 0); + params.speculative.n_max = std::max(params.speculative.n_max, 0); + + // Use OpenAI API logprobs only if n_probs wasn't provided + if (data.contains("logprobs") && params.sampling.n_probs == defaults.sampling.n_probs){ + params.sampling.n_probs = json_value(data, "logprobs", defaults.sampling.n_probs); + } + + if (data.contains("lora")) { + if (data.at("lora").is_array()) { + params.lora = parse_lora_request(params_base.lora_adapters, data.at("lora")); + } else { + throw std::runtime_error("Error: 'lora' must be an array of objects with 'id' and 'scale' fields"); + } + } else { + params.lora = params_base.lora_adapters; + } + + // TODO: add more sanity checks for the input parameters + + if (params.sampling.penalty_last_n < -1) { + throw std::runtime_error("Error: repeat_last_n must be >= -1"); + } + + if (params.sampling.dry_penalty_last_n < -1) { + throw std::runtime_error("Error: dry_penalty_last_n must be >= -1"); + } + + if (params.sampling.penalty_last_n == -1) { + // note: should be the slot's context and not the full context, but it's ok + params.sampling.penalty_last_n = llama_n_ctx(ctx); + } + + if (params.sampling.dry_penalty_last_n == -1) { + params.sampling.dry_penalty_last_n = llama_n_ctx(ctx); + } + + if (params.sampling.dry_base < 1.0f) { + params.sampling.dry_base = defaults.sampling.dry_base; + } + + // sequence breakers for DRY + { + // Currently, this is not compatible with TextGen WebUI, Koboldcpp and SillyTavern format + // Ref: https://github.com/oobabooga/text-generation-webui/blob/d1af7a41ade7bd3c3a463bfa640725edb818ebaf/extensions/openai/typing.py#L39 + + if (data.contains("dry_sequence_breakers")) { + params.sampling.dry_sequence_breakers = json_value(data, "dry_sequence_breakers", std::vector()); + if (params.sampling.dry_sequence_breakers.empty()) { + throw std::runtime_error("Error: dry_sequence_breakers must be a non-empty array of strings"); + } + } + } + + // process "json_schema" and "grammar" + if (data.contains("json_schema") && !data.contains("grammar")) { + try { + auto schema = json_value(data, "json_schema", json::object()); + SRV_DBG("JSON schema: %s\n", schema.dump(2).c_str()); + params.sampling.grammar = json_schema_to_grammar(schema); + SRV_DBG("Converted grammar: %s\n", params.sampling.grammar.c_str()); + } catch (const std::exception & e) { + throw std::runtime_error(std::string("\"json_schema\": ") + e.what()); + } + } else { + params.sampling.grammar = json_value(data, "grammar", defaults.sampling.grammar); + SRV_DBG("Grammar: %s\n", params.sampling.grammar.c_str()); + params.sampling.grammar_lazy = json_value(data, "grammar_lazy", defaults.sampling.grammar_lazy); + SRV_DBG("Grammar lazy: %s\n", params.sampling.grammar_lazy ? "true" : "false"); + } + + { + auto it = data.find("chat_format"); + if (it != data.end()) { + params.oaicompat_chat_syntax.format = static_cast(it->get()); + SRV_INF("Chat format: %s\n", common_chat_format_name(params.oaicompat_chat_syntax.format)); + } else { + params.oaicompat_chat_syntax.format = defaults.oaicompat_chat_syntax.format; + } + common_reasoning_format reasoning_format = params_base.reasoning_format; + if (data.contains("reasoning_format")) { + reasoning_format = common_reasoning_format_from_name(data.at("reasoning_format").get()); + } + params.oaicompat_chat_syntax.reasoning_format = reasoning_format; + params.oaicompat_chat_syntax.reasoning_in_content = params.stream && (reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY); + params.oaicompat_chat_syntax.thinking_forced_open = json_value(data, "thinking_forced_open", false); + params.oaicompat_chat_syntax.parse_tool_calls = json_value(data, "parse_tool_calls", false); + } + + { + const auto preserved_tokens = data.find("preserved_tokens"); + if (preserved_tokens != data.end()) { + for (const auto & t : *preserved_tokens) { + auto ids = common_tokenize(vocab, t.get(), /* add_special= */ false, /* parse_special= */ true); + if (ids.size() == 1) { + SRV_DBG("Preserved token: %d\n", ids[0]); + params.sampling.preserved_tokens.insert(ids[0]); + } else { + // This may happen when using a tool call style meant for a model with special tokens to preserve on a model without said tokens. + SRV_DBG("Not preserved because more than 1 token: %s\n", t.get().c_str()); + } + } + } + const auto grammar_triggers = data.find("grammar_triggers"); + if (grammar_triggers != data.end()) { + for (const auto & t : *grammar_triggers) { + server_grammar_trigger ct(t); + if (ct.value.type == COMMON_GRAMMAR_TRIGGER_TYPE_WORD) { + const auto & word = ct.value.value; + auto ids = common_tokenize(vocab, word, /* add_special= */ false, /* parse_special= */ true); + if (ids.size() == 1) { + auto token = ids[0]; + if (std::find(params.sampling.preserved_tokens.begin(), params.sampling.preserved_tokens.end(), (llama_token) token) == params.sampling.preserved_tokens.end()) { + throw std::runtime_error("Grammar trigger word should be marked as preserved token: " + word); + } + SRV_DBG("Grammar trigger token: %d (`%s`)\n", token, word.c_str()); + common_grammar_trigger trigger; + trigger.type = COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN; + trigger.value = word; + trigger.token = token; + params.sampling.grammar_triggers.push_back(std::move(trigger)); + } else { + SRV_DBG("Grammar trigger word: `%s`\n", word.c_str()); + params.sampling.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, word}); + } + } else { + if (ct.value.type == COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN) { + SRV_DBG("Grammar trigger pattern: `%s`\n", ct.value.value.c_str()); + } else if (ct.value.type == COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL) { + SRV_DBG("Grammar trigger pattern full: `%s`\n", ct.value.value.c_str()); + } else { + throw std::runtime_error("Unknown grammar trigger type"); + } + params.sampling.grammar_triggers.emplace_back(std::move(ct.value)); + } + } + } + if (params.sampling.grammar_lazy && params.sampling.grammar_triggers.empty()) { + throw std::runtime_error("Error: no triggers set for lazy grammar!"); + } + } + + { + params.sampling.logit_bias.clear(); + + const auto & logit_bias = data.find("logit_bias"); + if (logit_bias != data.end() && logit_bias->is_array()) { + const int n_vocab = llama_vocab_n_tokens(vocab); + for (const auto & el : *logit_bias) { + // TODO: we may want to throw errors here, in case "el" is incorrect + if (el.is_array() && el.size() == 2) { + float bias; + if (el[1].is_number()) { + bias = el[1].get(); + } else if (el[1].is_boolean() && !el[1].get()) { + bias = -INFINITY; + } else { + continue; + } + + if (el[0].is_number_integer()) { + llama_token tok = el[0].get(); + if (tok >= 0 && tok < n_vocab) { + params.sampling.logit_bias.push_back({tok, bias}); + } + } else if (el[0].is_string()) { + auto toks = common_tokenize(vocab, el[0].get(), false); + for (auto tok : toks) { + params.sampling.logit_bias.push_back({tok, bias}); + } + } + } + } + } else if (logit_bias != data.end() && logit_bias->is_object()) { + const int n_vocab = llama_vocab_n_tokens(vocab); + for (const auto & el : logit_bias->items()) { + float bias; + const auto & key = el.key(); + const auto & value = el.value(); + if (value.is_number()) { + bias = value.get(); + } else if (value.is_boolean() && !value.get()) { + bias = -INFINITY; + } else { + continue; + } + + char *end; + llama_token tok = strtol(key.c_str(), &end, 10); + if (*end == 0) { + if (tok >= 0 && tok < n_vocab) { + params.sampling.logit_bias.push_back({tok, bias}); + } + } else { + auto toks = common_tokenize(vocab, key, false); + for (auto tok : toks) { + params.sampling.logit_bias.push_back({tok, bias}); + } + } + } + } + + params.sampling.ignore_eos = json_value(data, "ignore_eos", params_base.sampling.ignore_eos); + if (params.sampling.ignore_eos) { + params.sampling.logit_bias.insert( + params.sampling.logit_bias.end(), + defaults.sampling.logit_bias_eog.begin(), defaults.sampling.logit_bias_eog.end()); + } + } + + { + params.antiprompt.clear(); + + const auto & stop = data.find("stop"); + if (stop != data.end() && stop->is_array()) { + for (const auto & word : *stop) { + if (!word.empty()) { + params.antiprompt.push_back(word); + } + } + } + // set reverse prompt from cli args if not set in the request + if (params.antiprompt.empty()) { + params.antiprompt = defaults.antiprompt; + } + } + + { + const auto samplers = data.find("samplers"); + if (samplers != data.end()) { + if (samplers->is_array()) { + params.sampling.samplers = common_sampler_types_from_names(*samplers, false); + } else if (samplers->is_string()){ + params.sampling.samplers = common_sampler_types_from_chars(samplers->get()); + } + } else { + params.sampling.samplers = defaults.sampling.samplers; + } + } + + std::string model_name = params_base.model_alias.empty() ? DEFAULT_OAICOMPAT_MODEL : params_base.model_alias; + params.oaicompat_model = json_value(data, "model", model_name); + + return params; +} + +// +// result_timings +// + +json result_timings::to_json() const { + json base = { + {"cache_n", cache_n}, + + {"prompt_n", prompt_n}, + {"prompt_ms", prompt_ms}, + {"prompt_per_token_ms", prompt_per_token_ms}, + {"prompt_per_second", prompt_per_second}, + + {"predicted_n", predicted_n}, + {"predicted_ms", predicted_ms}, + {"predicted_per_token_ms", predicted_per_token_ms}, + {"predicted_per_second", predicted_per_second}, + }; + + if (draft_n > 0) { + base["draft_n"] = draft_n; + base["draft_n_accepted"] = draft_n_accepted; + } + + return base; +} + +// +// result_prompt_progress +// +json result_prompt_progress::to_json() const { + return json { + {"total", total}, + {"cache", cache}, + {"processed", processed}, + {"time_ms", time_ms}, + }; +} + +static inline std::string stop_type_to_str(stop_type type) { + switch (type) { + case STOP_TYPE_EOS: return "eos"; + case STOP_TYPE_WORD: return "word"; + case STOP_TYPE_LIMIT: return "limit"; + default: return "none"; + } +} + +// +// completion_token_output +// + +json completion_token_output::to_json(bool post_sampling_probs) const { + json probs_for_token = json::array(); + for (const auto & p : probs) { + std::string txt(p.txt); + txt.resize(validate_utf8(txt)); + probs_for_token.push_back(json { + {"id", p.tok}, + {"token", txt}, + {"bytes", str_to_bytes(p.txt)}, + { + post_sampling_probs ? "prob" : "logprob", + post_sampling_probs ? p.prob : logarithm(p.prob) + }, + }); + } + return probs_for_token; +} + +json completion_token_output::probs_vector_to_json(const std::vector & probs, bool post_sampling_probs) { + json out = json::array(); + for (const auto & p : probs) { + std::string txt(p.text_to_send); + txt.resize(validate_utf8(txt)); + out.push_back(json { + {"id", p.tok}, + {"token", txt}, + {"bytes", str_to_bytes(p.text_to_send)}, + { + post_sampling_probs ? "prob" : "logprob", + post_sampling_probs ? p.prob : logarithm(p.prob) + }, + { + post_sampling_probs ? "top_probs" : "top_logprobs", + p.to_json(post_sampling_probs) + }, + }); + } + return out; +} + +float completion_token_output::logarithm(float x) { + // nlohmann::json converts -inf to null, so we need to prevent that + return x == 0.0f ? std::numeric_limits::lowest() : std::log(x); +} + +std::vector completion_token_output::str_to_bytes(const std::string & str) { + std::vector bytes; + for (unsigned char c : str) { + bytes.push_back(c); + } + return bytes; +} + +// +// server_task_result_cmpl_final +// +json server_task_result_cmpl_final::to_json() { + switch (oaicompat) { + case OAICOMPAT_TYPE_NONE: + return to_json_non_oaicompat(); + case OAICOMPAT_TYPE_COMPLETION: + return to_json_oaicompat(); + case OAICOMPAT_TYPE_CHAT: + return stream ? to_json_oaicompat_chat_stream() : to_json_oaicompat_chat(); + default: + GGML_ASSERT(false && "Invalid oaicompat_type"); + } +} + +json server_task_result_cmpl_final::to_json_non_oaicompat() { + json res = json { + {"index", index}, + {"content", stream ? "" : content}, // in stream mode, content is already in last partial chunk + {"tokens", stream ? llama_tokens {} : tokens}, + {"id_slot", id_slot}, + {"stop", true}, + {"model", oaicompat_model}, + {"tokens_predicted", n_decoded}, + {"tokens_evaluated", n_prompt_tokens}, + {"generation_settings", generation_params.to_json()}, + {"prompt", prompt}, + {"has_new_line", has_new_line}, + {"truncated", truncated}, + {"stop_type", stop_type_to_str(stop)}, + {"stopping_word", stopping_word}, + {"tokens_cached", n_tokens_cached}, + {"timings", timings.to_json()}, + }; + if (!stream && !probs_output.empty()) { + res["completion_probabilities"] = completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs); + } + return response_fields.empty() ? res : json_get_nested_values(response_fields, res); +} + +json server_task_result_cmpl_final::to_json_oaicompat() { + std::time_t t = std::time(0); + json logprobs = json(nullptr); // OAI default to null + if (!stream && probs_output.size() > 0) { + logprobs = json{ + {"content", completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs)}, + }; + } + json finish_reason = "length"; + if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { + finish_reason = "stop"; + } + json res = json { + {"choices", json::array({ + json{ + {"text", stream ? "" : content}, // in stream mode, content is already in last partial chunk + {"index", index}, + {"logprobs", logprobs}, + {"finish_reason", finish_reason}, + } + })}, + {"created", t}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "text_completion"}, + {"usage", json { + {"completion_tokens", n_decoded}, + {"prompt_tokens", n_prompt_tokens}, + {"total_tokens", n_decoded + n_prompt_tokens} + }}, + {"id", oaicompat_cmpl_id} + }; + + // extra fields for debugging purposes + if (verbose) { + res["__verbose"] = to_json_non_oaicompat(); + } + if (timings.prompt_n >= 0) { + res.push_back({"timings", timings.to_json()}); + } + + return res; +} + +json server_task_result_cmpl_final::to_json_oaicompat_chat() { + std::string finish_reason = "length"; + common_chat_msg msg; + if (!oaicompat_msg.empty()) { + msg = oaicompat_msg; + } else { + msg.role = "assistant"; + msg.content = content; + } + if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { + finish_reason = msg.tool_calls.empty() ? "stop" : "tool_calls"; + } + + json choice { + {"finish_reason", finish_reason}, + {"index", 0}, + {"message", msg.to_json_oaicompat()}, + }; + + if (!stream && probs_output.size() > 0) { + choice["logprobs"] = json{ + {"content", completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs)}, + }; + } + + std::time_t t = std::time(0); + + json res = json { + {"choices", json::array({choice})}, + {"created", t}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "chat.completion"}, + {"usage", json { + {"completion_tokens", n_decoded}, + {"prompt_tokens", n_prompt_tokens}, + {"total_tokens", n_decoded + n_prompt_tokens} + }}, + {"id", oaicompat_cmpl_id} + }; + + // extra fields for debugging purposes + if (verbose) { + res["__verbose"] = to_json_non_oaicompat(); + } + if (timings.prompt_n >= 0) { + res.push_back({"timings", timings.to_json()}); + } + + return res; +} + +json server_task_result_cmpl_final::to_json_oaicompat_chat_stream() { + std::time_t t = std::time(0); + std::string finish_reason = "length"; + if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { + finish_reason = oaicompat_msg.tool_calls.empty() ? "stop" : "tool_calls"; + } + + json deltas = json::array(); + for (const auto & diff : oaicompat_msg_diffs) { + deltas.push_back({ + {"choices", json::array({ + json { + {"finish_reason", nullptr}, + {"index", 0}, + {"delta", common_chat_msg_diff_to_json_oaicompat(diff)}, + }, + })}, + {"created", t}, + {"id", oaicompat_cmpl_id}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "chat.completion.chunk"}, + }); + } + + deltas.push_back({ + {"choices", json::array({ + json { + {"finish_reason", finish_reason}, + {"index", 0}, + {"delta", json::object()}, + }, + })}, + {"created", t}, + {"id", oaicompat_cmpl_id}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "chat.completion.chunk"}, + }); + + if (include_usage) { + // OpenAI API spec for chat.completion.chunks specifies an empty `choices` array for the last chunk when including usage + // https://platform.openai.com/docs/api-reference/chat_streaming/streaming#chat_streaming/streaming-choices + deltas.push_back({ + {"choices", json::array()}, + {"created", t}, + {"id", oaicompat_cmpl_id}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "chat.completion.chunk"}, + {"usage", json { + {"completion_tokens", n_decoded}, + {"prompt_tokens", n_prompt_tokens}, + {"total_tokens", n_decoded + n_prompt_tokens}, + }}, + }); + } + + if (timings.prompt_n >= 0) { + deltas.back().push_back({"timings", timings.to_json()}); + } + + // extra fields for debugging purposes + if (verbose && !deltas.empty()) { + deltas.front()["__verbose"] = to_json_non_oaicompat(); + } + + return deltas; +} + +// +// server_task_result_cmpl_partial +// +json server_task_result_cmpl_partial::to_json() { + switch (oaicompat) { + case OAICOMPAT_TYPE_NONE: + return to_json_non_oaicompat(); + case OAICOMPAT_TYPE_COMPLETION: + return to_json_oaicompat(); + case OAICOMPAT_TYPE_CHAT: + return to_json_oaicompat_chat(); + default: + GGML_ASSERT(false && "Invalid oaicompat_type"); + } +} + +json server_task_result_cmpl_partial::to_json_non_oaicompat() { + // non-OAI-compat JSON + json res = json { + {"index", index}, + {"content", content}, + {"tokens", tokens}, + {"stop", false}, + {"id_slot", id_slot}, + {"tokens_predicted", n_decoded}, + {"tokens_evaluated", n_prompt_tokens}, + }; + // populate the timings object when needed (usually for the last response or with timings_per_token enabled) + if (timings.prompt_n > 0) { + res.push_back({"timings", timings.to_json()}); + } + if (is_progress) { + res.push_back({"prompt_progress", progress.to_json()}); + } + if (!prob_output.probs.empty()) { + res["completion_probabilities"] = completion_token_output::probs_vector_to_json({prob_output}, post_sampling_probs); + } + return res; +} + +json server_task_result_cmpl_partial::to_json_oaicompat() { + std::time_t t = std::time(0); + json logprobs = json(nullptr); // OAI default to null + if (prob_output.probs.size() > 0) { + logprobs = json{ + {"content", completion_token_output::probs_vector_to_json({prob_output}, post_sampling_probs)}, + }; + } + json res = json { + {"choices", json::array({ + json{ + {"text", content}, + {"index", index}, + {"logprobs", logprobs}, + {"finish_reason", nullptr}, + } + })}, + {"created", t}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "text_completion"}, + {"id", oaicompat_cmpl_id} + }; + + // extra fields for debugging purposes + if (verbose) { + res["__verbose"] = to_json_non_oaicompat(); + } + if (timings.prompt_n >= 0) { + res.push_back({"timings", timings.to_json()}); + } + if (is_progress) { + res.push_back({"prompt_progress", progress.to_json()}); + } + + return res; +} + +json server_task_result_cmpl_partial::to_json_oaicompat_chat() { + bool first = n_decoded == 1; + std::time_t t = std::time(0); + json choices; + + std::vector deltas; + auto add_delta = [&](const json & delta) { + deltas.push_back({ + {"choices", json::array({ + json { + {"finish_reason", nullptr}, + {"index", 0}, + {"delta", delta}, + }, + })}, + {"created", t}, + {"id", oaicompat_cmpl_id}, + {"model", oaicompat_model}, + {"system_fingerprint", build_info}, + {"object", "chat.completion.chunk"}, + }); + }; + // We have to send an initial update to conform to openai behavior + if (first || is_progress) { + add_delta({ + {"role", "assistant"}, + {"content", nullptr}, + }); + } + + for (const auto & diff : oaicompat_msg_diffs) { + add_delta(common_chat_msg_diff_to_json_oaicompat(diff)); + } + + if (!deltas.empty()) { + auto & last_json = deltas[deltas.size() - 1]; + GGML_ASSERT(last_json.at("choices").size() >= 1); + + if (prob_output.probs.size() > 0) { + last_json.at("choices").at(0)["logprobs"] = json { + {"content", completion_token_output::probs_vector_to_json({prob_output}, post_sampling_probs)}, + }; + } + + if (timings.prompt_n >= 0) { + last_json.push_back({"timings", timings.to_json()}); + } + if (is_progress) { + last_json.push_back({"prompt_progress", progress.to_json()}); + } + } + + return deltas; +} + +// +// server_task_result_embd +// +json server_task_result_embd::to_json() { + return oaicompat == OAICOMPAT_TYPE_EMBEDDING + ? to_json_oaicompat() + : to_json_non_oaicompat(); +} + +json server_task_result_embd::to_json_non_oaicompat() { + return json { + {"index", index}, + {"embedding", embedding}, + }; +} + +json server_task_result_embd::to_json_oaicompat() { + return json { + {"index", index}, + {"embedding", embedding[0]}, + {"tokens_evaluated", n_tokens}, + }; +} + +// +// server_task_result_rerank +// +json server_task_result_rerank::to_json() { + return json { + {"index", index}, + {"score", score}, + {"tokens_evaluated", n_tokens}, + }; +} + +// +// server_task_result_error +// +json server_task_result_error::to_json() { + json res = format_error_response(err_msg, err_type); + if (err_type == ERROR_TYPE_EXCEED_CONTEXT_SIZE) { + res["n_prompt_tokens"] = n_prompt_tokens; + res["n_ctx"] = n_ctx; + } + return res; +} + +// +// server_task_result_metrics +// +json server_task_result_metrics::to_json() { + return json { + { "idle", n_idle_slots }, + { "processing", n_processing_slots }, + { "deferred", n_tasks_deferred }, + { "t_start", t_start }, + + { "n_prompt_tokens_processed_total", n_prompt_tokens_processed_total }, + { "t_tokens_generation_total", t_tokens_generation_total }, + { "n_tokens_predicted_total", n_tokens_predicted_total }, + { "t_prompt_processing_total", t_prompt_processing_total }, + + { "n_tokens_max", n_tokens_max }, + + { "n_prompt_tokens_processed", n_prompt_tokens_processed }, + { "t_prompt_processing", t_prompt_processing }, + { "n_tokens_predicted", n_tokens_predicted }, + { "t_tokens_generation", t_tokens_generation }, + + { "n_decode_total", n_decode_total }, + { "n_busy_slots_total", n_busy_slots_total }, + + { "slots", slots_data }, + }; +} + +// +// server_task_result_slot_save_load +// +json server_task_result_slot_save_load::to_json() { + if (is_save) { + return json { + { "id_slot", id_slot }, + { "filename", filename }, + { "n_saved", n_tokens }, + { "n_written", n_bytes }, + { "timings", { + { "save_ms", t_ms } + }}, + }; + } + + return json { + { "id_slot", id_slot }, + { "filename", filename }, + { "n_restored", n_tokens }, + { "n_read", n_bytes }, + { "timings", { + { "restore_ms", t_ms } + }}, + }; +} + +// +// server_task_result_slot_erase +// +json server_task_result_slot_erase::to_json() { + return json { + { "id_slot", id_slot }, + { "n_erased", n_erased }, + }; +} + +// +// server_task_result_apply_lora +// + +json server_task_result_apply_lora::to_json() { + return json {{ "success", true }}; +} + +// +// server_prompt_cache +// +size_t server_prompt_cache::size() const { + size_t res = 0; + + for (const auto & state : states) { + res += state.size(); + } + + return res; +} + +size_t server_prompt_cache::n_tokens() const { + size_t res = 0; + + for (const auto & state : states) { + res += state.n_tokens(); + } + + return res; +} + +server_prompt * server_prompt_cache::alloc(const server_prompt & prompt, size_t state_size) { + // first check if the current state is contained fully in the cache + for (auto it = states.begin(); it != states.end(); ++it) { + const int cur_lcp_len = it->tokens.get_common_prefix(prompt.tokens); + + if (cur_lcp_len == (int) prompt.tokens.size()) { + SRV_WRN("%s", " - prompt is already in the cache, skipping\n"); + return nullptr; + } + } + + // next, remove any cached prompts that are fully contained in the current prompt + for (auto it = states.begin(); it != states.end();) { + const int len = it->tokens.get_common_prefix(prompt.tokens); + + if (len == (int) it->tokens.size()) { + SRV_WRN(" - removing obsolete cached prompt with length %d\n", len); + + it = states.erase(it); + } else { + ++it; + } + } + + std::vector state_data; + + // check if we can allocate enough memory for the new state + try { + state_data.resize(state_size); + } catch (const std::bad_alloc & e) { + SRV_ERR("failed to allocate memory for prompt cache state: %s\n", e.what()); + + limit_size = std::max(1, 0.4*size()); + + SRV_WRN(" - cache size limit reduced to %.3f MiB\n", limit_size / (1024.0 * 1024.0)); + + update(); + + return nullptr; + } + + // TODO: for some reason we can't copy server_tokens, so we have to do this workaround + auto & cur = states.emplace_back(); + cur = { + /*.tokens =*/ server_tokens(prompt.tokens.get_text_tokens(), false), + /*.data =*/ std::move(state_data), + /*.checkpoints =*/ prompt.checkpoints, + }; + + return &cur; +} + +bool server_prompt_cache::load(server_prompt & prompt, const server_tokens & tokens_new, llama_context * ctx, int32_t id_slot) { + const int lcp_best = prompt.tokens.get_common_prefix(tokens_new); + + float f_keep_best = float(lcp_best) / prompt.tokens.size(); + float sim_best = float(lcp_best) / tokens_new.size(); + + SRV_WRN(" - looking for better prompt, base f_keep = %.3f, sim = %.3f\n", f_keep_best, sim_best); + + auto it_best = states.end(); + + // find the most similar cached prompt, that would also preserve the most context + for (auto it = states.begin(); it != states.end(); ++it) { + const int lcp_cur = it->tokens.get_common_prefix(tokens_new); + + const float f_keep_cur = float(lcp_cur) / it->tokens.size(); + const float sim_cur = float(lcp_cur) / tokens_new.size(); + + // don't trash large prompts + if (f_keep_cur < 0.25f) { + continue; + } + + if (f_keep_best < f_keep_cur && sim_best < sim_cur) { + f_keep_best = f_keep_cur; + sim_best = sim_cur; + + it_best = it; + } + } + + if (it_best != states.end()) { + SRV_WRN(" - found better prompt with f_keep = %.3f, sim = %.3f\n", f_keep_best, sim_best); + + const size_t size = it_best->data.size(); + const size_t n = llama_state_seq_set_data_ext(ctx, it_best->data.data(), size, id_slot, 0); + if (n != size) { + SRV_WRN("failed to restore state with size %zu\n", size); + + return false; + } + + it_best->data.clear(); + it_best->data.shrink_to_fit(); + + prompt = std::move(*it_best); + + states.erase(it_best); + } + + return true; +} + +void server_prompt_cache::update() { + if (limit_size > 0) { + // always keep at least one state, regardless of the limits + while (states.size() > 1 && size() > limit_size) { + if (states.empty()) { + break; + } + + SRV_WRN(" - cache size limit reached, removing oldest entry (size = %.3f MiB)\n", states.front().size() / (1024.0 * 1024.0)); + + states.pop_front(); + } + } + + // average size per token + const float size_per_token = std::max(1.0f, float(size()) / (std::max(1, n_tokens()))); + + // dynamically increase the token limit if it can fit in the memory limit + const size_t limit_tokens_cur = limit_size > 0 ? std::max(limit_tokens, limit_size/size_per_token) : limit_tokens; + + if (limit_tokens > 0) { + while (states.size() > 1 && n_tokens() > limit_tokens_cur) { + if (states.empty()) { + break; + } + + SRV_WRN(" - cache token limit (%zu, est: %zu) reached, removing oldest entry (size = %.3f MiB)\n", + limit_tokens, limit_tokens_cur, states.front().size() / (1024.0 * 1024.0)); + + states.pop_front(); + } + } + + SRV_WRN(" - cache state: %zu prompts, %.3f MiB (limits: %.3f MiB, %zu tokens, %zu est)\n", + states.size(), size() / (1024.0 * 1024.0), limit_size / (1024.0 * 1024.0), limit_tokens, limit_tokens_cur); + + for (const auto & state : states) { + SRV_WRN(" - prompt %p: %7d tokens, checkpoints: %2zu, %9.3f MiB\n", + (const void *)&state, state.n_tokens(), state.checkpoints.size(), state.size() / (1024.0 * 1024.0)); + } +} diff --git a/tools/server/server-task.h b/tools/server/server-task.h new file mode 100644 index 00000000000..0271caae116 --- /dev/null +++ b/tools/server/server-task.h @@ -0,0 +1,453 @@ +#pragma once + +#include "common.h" +#include "llama.h" + +#include +#include +#include + +// TODO: prevent including the whole server-common.h as we only use server_tokens +#include "server-common.h" + +using json = nlohmann::ordered_json; + +enum server_task_type { + SERVER_TASK_TYPE_COMPLETION, + SERVER_TASK_TYPE_EMBEDDING, + SERVER_TASK_TYPE_RERANK, + SERVER_TASK_TYPE_INFILL, + SERVER_TASK_TYPE_CANCEL, + SERVER_TASK_TYPE_NEXT_RESPONSE, + SERVER_TASK_TYPE_METRICS, + SERVER_TASK_TYPE_SLOT_SAVE, + SERVER_TASK_TYPE_SLOT_RESTORE, + SERVER_TASK_TYPE_SLOT_ERASE, + SERVER_TASK_TYPE_SET_LORA, +}; + +// TODO: change this to more generic "response_format" to replace the "format_response_*" in server-common +enum oaicompat_type { + OAICOMPAT_TYPE_NONE, + OAICOMPAT_TYPE_CHAT, + OAICOMPAT_TYPE_COMPLETION, + OAICOMPAT_TYPE_EMBEDDING, +}; + +enum stop_type { + STOP_TYPE_NONE, + STOP_TYPE_EOS, + STOP_TYPE_WORD, + STOP_TYPE_LIMIT, +}; + +struct task_params { + bool stream = true; + bool include_usage = false; + bool cache_prompt = true; // remember the prompt to avoid reprocessing all prompt + bool return_tokens = false; + bool return_progress = false; + + int32_t n_keep = 0; // number of tokens to keep from initial prompt + int32_t n_discard = 0; // number of tokens after n_keep that may be discarded when shifting context, 0 defaults to half + int32_t n_predict = -1; // new tokens to predict + int32_t n_indent = 0; // minimum line indentation for the generated text in number of whitespace characters + + int64_t t_max_prompt_ms = -1; // TODO: implement + int64_t t_max_predict_ms = -1; // if positive, limit the generation phase to this time limit + + std::vector lora; + + std::vector antiprompt; + std::vector response_fields; + bool timings_per_token = false; + bool post_sampling_probs = false; + + struct common_params_sampling sampling; + struct common_params_speculative speculative; + + // OAI-compat fields + bool verbose = false; + oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; + std::string oaicompat_model; + std::string oaicompat_cmpl_id; + common_chat_syntax oaicompat_chat_syntax; + + // Embeddings + int32_t embd_normalize = 2; // (-1=none, 0=max absolute int16, 1=taxicab, 2=Euclidean/L2, >2=p-norm) + + json format_logit_bias(const std::vector & logit_bias) const; + json to_json(bool only_metrics = false) const; +}; + +struct server_task { + int id = -1; // to be filled by server_queue + int index = -1; // used when there are multiple prompts (batch request) + + // used by SERVER_TASK_TYPE_CANCEL + int id_target = -1; + int id_slot = -1; + + // used by SERVER_TASK_TYPE_INFERENCE + task_params params; + server_tokens tokens; + + server_task_type type; + + // used by SERVER_TASK_TYPE_SLOT_SAVE, SERVER_TASK_TYPE_SLOT_RESTORE, SERVER_TASK_TYPE_SLOT_ERASE + struct slot_action { + int slot_id; + std::string filename; + std::string filepath; + }; + slot_action slot_action; + + // used by SERVER_TASK_TYPE_METRICS + bool metrics_reset_bucket = false; + + // used by SERVER_TASK_TYPE_SET_LORA + std::vector set_lora; + + server_task() = default; + + server_task(server_task_type type) : type(type) {} + + int32_t n_tokens() const { + return tokens.size(); + } + + static task_params params_from_json_cmpl( + const llama_context * ctx, + const common_params & params_base, + const json & data); + + // utility function + static std::unordered_set get_list_id(const std::vector & tasks) { + std::unordered_set ids(tasks.size()); + for (size_t i = 0; i < tasks.size(); i++) { + ids.insert(tasks[i].id); + } + return ids; + } +}; + +struct result_timings { + int32_t cache_n = -1; + + int32_t prompt_n = -1; + double prompt_ms; + double prompt_per_token_ms; + double prompt_per_second; + + int32_t predicted_n = -1; + double predicted_ms; + double predicted_per_token_ms; + double predicted_per_second; + + // Optional speculative metrics - only included when > 0 + int32_t draft_n = 0; + int32_t draft_n_accepted = 0; + + json to_json() const; +}; + +struct result_prompt_progress { + int32_t total = 0; + int32_t cache = 0; + int32_t processed = 0; + int64_t time_ms = 0; + + json to_json() const; +}; + +struct server_task_result { + int id = -1; + int id_slot = -1; + virtual bool is_error() { + // only used by server_task_result_error + return false; + } + virtual bool is_stop() { + // only used by server_task_result_cmpl_* + return true; + } + virtual int get_index() { + return -1; + } + virtual json to_json() = 0; + virtual ~server_task_result() = default; +}; + +// using shared_ptr for polymorphism of server_task_result +using server_task_result_ptr = std::unique_ptr; + +struct completion_token_output { + llama_token tok; + float prob; + std::string text_to_send; + struct prob_info { + llama_token tok; + std::string txt; + float prob; + }; + std::vector probs; + + json to_json(bool post_sampling_probs) const; + + static json probs_vector_to_json(const std::vector & probs, bool post_sampling_probs); + + static float logarithm(float x); + + static std::vector str_to_bytes(const std::string & str); + +}; + +struct server_task_result_cmpl_final : server_task_result { + int index = 0; + + std::string content; + llama_tokens tokens; + + bool stream; + bool include_usage; + result_timings timings; + std::string prompt; + + bool truncated; + int32_t n_decoded; + int32_t n_prompt_tokens; + int32_t n_tokens_cached; + bool has_new_line; + std::string stopping_word; + stop_type stop = STOP_TYPE_NONE; + + bool post_sampling_probs; + std::vector probs_output; + std::vector response_fields; + + task_params generation_params; + + // OAI-compat fields + bool verbose = false; + oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; + std::string oaicompat_model; + std::string oaicompat_cmpl_id; + common_chat_msg oaicompat_msg; + + std::vector oaicompat_msg_diffs; + + virtual int get_index() override { + return index; + } + + virtual bool is_stop() override { + return true; // in stream mode, final responses are considered stop + } + + virtual json to_json() override; + + json to_json_non_oaicompat(); + + json to_json_oaicompat(); + + json to_json_oaicompat_chat(); + + json to_json_oaicompat_chat_stream(); +}; + +struct server_task_result_cmpl_partial : server_task_result { + int index = 0; + + std::string content; + llama_tokens tokens; + + int32_t n_decoded; + int32_t n_prompt_tokens; + + bool post_sampling_probs; + bool is_progress = false; + completion_token_output prob_output; + result_timings timings; + result_prompt_progress progress; + + // OAI-compat fields + bool verbose = false; + oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; + std::string oaicompat_model; + std::string oaicompat_cmpl_id; + std::vector oaicompat_msg_diffs; + + virtual int get_index() override { + return index; + } + + virtual bool is_stop() override { + return false; // in stream mode, partial responses are not considered stop + } + + virtual json to_json() override; + + json to_json_non_oaicompat(); + + json to_json_oaicompat(); + + json to_json_oaicompat_chat(); +}; + +struct server_task_result_embd : server_task_result { + int index = 0; + std::vector> embedding; + + int32_t n_tokens; + + // OAI-compat fields + oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; + + virtual int get_index() override { + return index; + } + + virtual json to_json() override; + + json to_json_non_oaicompat(); + + json to_json_oaicompat(); +}; + +struct server_task_result_rerank : server_task_result { + int index = 0; + float score = -1e6; + + int32_t n_tokens; + + virtual int get_index() override { + return index; + } + + virtual json to_json() override; +}; + +struct server_task_result_error : server_task_result { + int index = 0; + error_type err_type = ERROR_TYPE_SERVER; + std::string err_msg; + + // for ERROR_TYPE_EXCEED_CONTEXT_SIZE + int32_t n_prompt_tokens = 0; + int32_t n_ctx = 0; + + virtual bool is_error() override { + return true; + } + + virtual json to_json() override; +}; + +struct server_task_result_metrics : server_task_result { + int n_idle_slots; + int n_processing_slots; + int n_tasks_deferred; + int64_t t_start; + + // TODO: somehow reuse server_metrics in the future, instead of duplicating the fields + uint64_t n_prompt_tokens_processed_total = 0; + uint64_t t_prompt_processing_total = 0; + uint64_t n_tokens_predicted_total = 0; + uint64_t t_tokens_generation_total = 0; + + uint64_t n_tokens_max = 0; + + uint64_t n_prompt_tokens_processed = 0; + uint64_t t_prompt_processing = 0; + + uint64_t n_tokens_predicted = 0; + uint64_t t_tokens_generation = 0; + + uint64_t n_decode_total = 0; + uint64_t n_busy_slots_total = 0; + + // while we can also use std::vector this requires copying the slot object which can be quite messy + // therefore, we use json to temporarily store the slot.to_json() result + json slots_data = json::array(); + + virtual json to_json() override; +}; + +struct server_task_result_slot_save_load : server_task_result { + std::string filename; + bool is_save; // true = save, false = load + + size_t n_tokens; + size_t n_bytes; + double t_ms; + + virtual json to_json() override; +}; + +struct server_task_result_slot_erase : server_task_result { + size_t n_erased; + + virtual json to_json() override; +}; + +struct server_task_result_apply_lora : server_task_result { + virtual json to_json() override; +}; + +struct server_prompt_checkpoint { + llama_pos pos_min; + llama_pos pos_max; + + std::vector data; + + size_t size() const { + return data.size(); + } +}; + +struct server_prompt { + server_tokens tokens; + + std::vector data; + + std::list checkpoints; + + size_t size() const { + size_t res = data.size(); + + for (const auto & checkpoint : checkpoints) { + res += checkpoint.size(); + } + + return res; + } + + int n_tokens() const { + return tokens.size(); + } +}; + +struct server_prompt_cache { + server_prompt_cache(int32_t limit_size_mib, size_t limit_tokens) { + this->limit_size = 1024ull*1024ull*(limit_size_mib < 0 ? 0 : limit_size_mib); + this->limit_tokens = limit_tokens; + } + + std::list states; + + // in bytes, 0 = no limit + size_t limit_size = 0; + + // in tokens, 0 = no limit + size_t limit_tokens = 0; + + size_t size() const; + + size_t n_tokens() const; + + server_prompt * alloc(const server_prompt & prompt, size_t state_size); + + bool load(server_prompt & prompt, const server_tokens & tokens_new, llama_context * ctx, int32_t id_slot); + + void update(); +}; diff --git a/tools/server/server.cpp b/tools/server/server.cpp index 3750c8fdb60..0f39def3794 100644 --- a/tools/server/server.cpp +++ b/tools/server/server.cpp @@ -1,25 +1,21 @@ -#include "chat.h" -#include "utils.hpp" +#include "server-common.h" #include "server-http.h" +#include "server-task.h" +#include "server-queue.h" #include "arg.h" #include "common.h" -#include "json-schema-to-grammar.h" #include "llama.h" #include "log.h" #include "sampling.h" #include "speculative.h" #include "mtmd.h" +#include "mtmd-helper.h" #include -#include -#include #include #include -#include #include -#include -#include #include #include #include @@ -37,1589 +33,39 @@ using json = nlohmann::ordered_json; constexpr int HTTP_POLLING_SECONDS = 1; -enum stop_type { - STOP_TYPE_NONE, - STOP_TYPE_EOS, - STOP_TYPE_WORD, - STOP_TYPE_LIMIT, -}; - -// state diagram: https://github.com/ggml-org/llama.cpp/pull/9283 -enum slot_state { - SLOT_STATE_IDLE, - SLOT_STATE_STARTED, // TODO: this state is only used for setting up the initial prompt processing; maybe merge it with launch_slot_with_task in the future - SLOT_STATE_PROCESSING_PROMPT, - SLOT_STATE_DONE_PROMPT, - SLOT_STATE_GENERATING, -}; - -enum server_state { - SERVER_STATE_LOADING_MODEL, // Server is starting up, model not fully loaded yet - SERVER_STATE_READY, // Server is ready and model is loaded -}; - -enum server_task_type { - SERVER_TASK_TYPE_COMPLETION, - SERVER_TASK_TYPE_EMBEDDING, - SERVER_TASK_TYPE_RERANK, - SERVER_TASK_TYPE_INFILL, - SERVER_TASK_TYPE_CANCEL, - SERVER_TASK_TYPE_NEXT_RESPONSE, - SERVER_TASK_TYPE_METRICS, - SERVER_TASK_TYPE_SLOT_SAVE, - SERVER_TASK_TYPE_SLOT_RESTORE, - SERVER_TASK_TYPE_SLOT_ERASE, - SERVER_TASK_TYPE_SET_LORA, -}; - -enum oaicompat_type { - OAICOMPAT_TYPE_NONE, - OAICOMPAT_TYPE_CHAT, - OAICOMPAT_TYPE_COMPLETION, - OAICOMPAT_TYPE_EMBEDDING, -}; - -// https://community.openai.com/t/openai-chat-list-of-error-codes-and-types/357791/11 -enum error_type { - ERROR_TYPE_INVALID_REQUEST, - ERROR_TYPE_AUTHENTICATION, - ERROR_TYPE_SERVER, - ERROR_TYPE_NOT_FOUND, - ERROR_TYPE_PERMISSION, - ERROR_TYPE_UNAVAILABLE, // custom error - ERROR_TYPE_NOT_SUPPORTED, // custom error - ERROR_TYPE_EXCEED_CONTEXT_SIZE, // custom error -}; - -static bool server_task_type_need_embd(server_task_type task_type) { - switch (task_type) { - case SERVER_TASK_TYPE_EMBEDDING: - case SERVER_TASK_TYPE_RERANK: - return true; - default: - return false; - } -} - -static bool server_task_type_need_logits(server_task_type task_type) { - switch (task_type) { - case SERVER_TASK_TYPE_COMPLETION: - case SERVER_TASK_TYPE_INFILL: - return true; - default: - return false; - } -} - -struct slot_params { - bool stream = true; - bool include_usage = false; - bool cache_prompt = true; // remember the prompt to avoid reprocessing all prompt - bool return_tokens = false; - bool return_progress = false; - - int32_t n_keep = 0; // number of tokens to keep from initial prompt - int32_t n_discard = 0; // number of tokens after n_keep that may be discarded when shifting context, 0 defaults to half - int32_t n_predict = -1; // new tokens to predict - int32_t n_indent = 0; // minimum line indentation for the generated text in number of whitespace characters - - int64_t t_max_prompt_ms = -1; // TODO: implement - int64_t t_max_predict_ms = -1; // if positive, limit the generation phase to this time limit - - std::vector lora; - - std::vector antiprompt; - std::vector response_fields; - bool timings_per_token = false; - bool post_sampling_probs = false; - - struct common_params_sampling sampling; - struct common_params_speculative speculative; - - // OAI-compat fields - bool verbose = false; - oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; - std::string oaicompat_model; - std::string oaicompat_cmpl_id; - common_chat_syntax oaicompat_chat_syntax; - - // Embeddings - int32_t embd_normalize = 2; // (-1=none, 0=max absolute int16, 1=taxicab, 2=Euclidean/L2, >2=p-norm) - - json to_json(bool only_metrics = false) const { - std::vector samplers; - samplers.reserve(sampling.samplers.size()); - for (const auto & sampler : sampling.samplers) { - samplers.emplace_back(common_sampler_type_to_str(sampler)); - } - - json lora = json::array(); - for (size_t i = 0; i < this->lora.size(); ++i) { - lora.push_back({{"id", i}, {"scale", this->lora[i].scale}}); - } - - if (only_metrics) { - return json { - {"seed", sampling.seed}, - {"temperature", sampling.temp}, - {"dynatemp_range", sampling.dynatemp_range}, - {"dynatemp_exponent", sampling.dynatemp_exponent}, - {"top_k", sampling.top_k}, - {"top_p", sampling.top_p}, - {"min_p", sampling.min_p}, - {"top_n_sigma", sampling.top_n_sigma}, - {"xtc_probability", sampling.xtc_probability}, - {"xtc_threshold", sampling.xtc_threshold}, - {"typical_p", sampling.typ_p}, - {"repeat_last_n", sampling.penalty_last_n}, - {"repeat_penalty", sampling.penalty_repeat}, - {"presence_penalty", sampling.penalty_present}, - {"frequency_penalty", sampling.penalty_freq}, - {"dry_multiplier", sampling.dry_multiplier}, - {"dry_base", sampling.dry_base}, - {"dry_allowed_length", sampling.dry_allowed_length}, - {"dry_penalty_last_n", sampling.dry_penalty_last_n}, - {"mirostat", sampling.mirostat}, - {"mirostat_tau", sampling.mirostat_tau}, - {"mirostat_eta", sampling.mirostat_eta}, - {"max_tokens", n_predict}, - {"n_predict", n_predict}, // TODO: deduplicate? - {"n_keep", n_keep}, - {"n_discard", n_discard}, - {"ignore_eos", sampling.ignore_eos}, - {"stream", stream}, - {"n_probs", sampling.n_probs}, - {"min_keep", sampling.min_keep}, - {"chat_format", common_chat_format_name(oaicompat_chat_syntax.format)}, - {"reasoning_format", common_reasoning_format_name(oaicompat_chat_syntax.reasoning_format)}, - {"reasoning_in_content", oaicompat_chat_syntax.reasoning_in_content}, - {"thinking_forced_open", oaicompat_chat_syntax.thinking_forced_open}, - {"samplers", samplers}, - {"speculative.n_max", speculative.n_max}, - {"speculative.n_min", speculative.n_min}, - {"speculative.p_min", speculative.p_min}, - {"timings_per_token", timings_per_token}, - {"post_sampling_probs", post_sampling_probs}, - {"lora", lora}, - }; - } - - auto grammar_triggers = json::array(); - for (const auto & trigger : sampling.grammar_triggers) { - server_grammar_trigger ct(trigger); - grammar_triggers.push_back(ct.to_json()); - } - - return json { - {"seed", sampling.seed}, - {"temperature", sampling.temp}, - {"dynatemp_range", sampling.dynatemp_range}, - {"dynatemp_exponent", sampling.dynatemp_exponent}, - {"top_k", sampling.top_k}, - {"top_p", sampling.top_p}, - {"min_p", sampling.min_p}, - {"top_n_sigma", sampling.top_n_sigma}, - {"xtc_probability", sampling.xtc_probability}, - {"xtc_threshold", sampling.xtc_threshold}, - {"typical_p", sampling.typ_p}, - {"repeat_last_n", sampling.penalty_last_n}, - {"repeat_penalty", sampling.penalty_repeat}, - {"presence_penalty", sampling.penalty_present}, - {"frequency_penalty", sampling.penalty_freq}, - {"dry_multiplier", sampling.dry_multiplier}, - {"dry_base", sampling.dry_base}, - {"dry_allowed_length", sampling.dry_allowed_length}, - {"dry_penalty_last_n", sampling.dry_penalty_last_n}, - {"dry_sequence_breakers", sampling.dry_sequence_breakers}, - {"mirostat", sampling.mirostat}, - {"mirostat_tau", sampling.mirostat_tau}, - {"mirostat_eta", sampling.mirostat_eta}, - {"stop", antiprompt}, - {"max_tokens", n_predict}, - {"n_predict", n_predict}, // TODO: deduplicate? - {"n_keep", n_keep}, - {"n_discard", n_discard}, - {"ignore_eos", sampling.ignore_eos}, - {"stream", stream}, - {"logit_bias", format_logit_bias(sampling.logit_bias)}, - {"n_probs", sampling.n_probs}, - {"min_keep", sampling.min_keep}, - {"grammar", sampling.grammar}, - {"grammar_lazy", sampling.grammar_lazy}, - {"grammar_triggers", grammar_triggers}, - {"preserved_tokens", sampling.preserved_tokens}, - {"chat_format", common_chat_format_name(oaicompat_chat_syntax.format)}, - {"reasoning_format", common_reasoning_format_name(oaicompat_chat_syntax.reasoning_format)}, - {"reasoning_in_content", oaicompat_chat_syntax.reasoning_in_content}, - {"thinking_forced_open", oaicompat_chat_syntax.thinking_forced_open}, - {"samplers", samplers}, - {"speculative.n_max", speculative.n_max}, - {"speculative.n_min", speculative.n_min}, - {"speculative.p_min", speculative.p_min}, - {"timings_per_token", timings_per_token}, - {"post_sampling_probs", post_sampling_probs}, - {"lora", lora}, - }; - } -}; - -struct server_task { - int id = -1; // to be filled by server_queue - int index = -1; // used when there are multiple prompts (batch request) - - // used by SERVER_TASK_TYPE_CANCEL - int id_target = -1; - int id_slot = -1; - - // used by SERVER_TASK_TYPE_INFERENCE - slot_params params; - server_tokens tokens; - - server_task_type type; - - // used by SERVER_TASK_TYPE_SLOT_SAVE, SERVER_TASK_TYPE_SLOT_RESTORE, SERVER_TASK_TYPE_SLOT_ERASE - struct slot_action { - int slot_id; - std::string filename; - std::string filepath; - }; - slot_action slot_action; - - // used by SERVER_TASK_TYPE_METRICS - bool metrics_reset_bucket = false; - - // used by SERVER_TASK_TYPE_SET_LORA - std::vector set_lora; - - server_task() = default; - - server_task(server_task_type type) : type(type) {} - - int32_t n_tokens() const { - return tokens.size(); - } - - static slot_params params_from_json_cmpl( - const llama_context * ctx, - const common_params & params_base, - const json & data) { - const llama_model * model = llama_get_model(ctx); - const llama_vocab * vocab = llama_model_get_vocab(model); - - slot_params params; - - // Sampling parameter defaults are loaded from the global server context (but individual requests can still override them) - slot_params defaults; - defaults.sampling = params_base.sampling; - defaults.speculative = params_base.speculative; - defaults.n_keep = params_base.n_keep; - defaults.n_predict = params_base.n_predict; - defaults.antiprompt = params_base.antiprompt; - - // enabling this will output extra debug information in the HTTP responses from the server - params.verbose = params_base.verbosity > 9; - params.timings_per_token = json_value(data, "timings_per_token", false); - - params.stream = json_value(data, "stream", false); - auto stream_opt = json_value(data, "stream_options", json::object()); - params.include_usage = json_value(stream_opt, "include_usage", false); - params.cache_prompt = json_value(data, "cache_prompt", true); - params.return_tokens = json_value(data, "return_tokens", false); - params.return_progress = json_value(data, "return_progress", false); - params.n_predict = json_value(data, "n_predict", json_value(data, "max_tokens", defaults.n_predict)); - params.n_indent = json_value(data, "n_indent", defaults.n_indent); - params.n_keep = json_value(data, "n_keep", defaults.n_keep); - params.n_discard = json_value(data, "n_discard", defaults.n_discard); - //params.t_max_prompt_ms = json_value(data, "t_max_prompt_ms", defaults.t_max_prompt_ms); // TODO: implement - params.t_max_predict_ms = json_value(data, "t_max_predict_ms", defaults.t_max_predict_ms); - params.response_fields = json_value(data, "response_fields", std::vector()); - - params.sampling.top_k = json_value(data, "top_k", defaults.sampling.top_k); - params.sampling.top_p = json_value(data, "top_p", defaults.sampling.top_p); - params.sampling.min_p = json_value(data, "min_p", defaults.sampling.min_p); - params.sampling.top_n_sigma = json_value(data, "top_n_sigma", defaults.sampling.top_n_sigma); - params.sampling.xtc_probability = json_value(data, "xtc_probability", defaults.sampling.xtc_probability); - params.sampling.xtc_threshold = json_value(data, "xtc_threshold", defaults.sampling.xtc_threshold); - params.sampling.typ_p = json_value(data, "typical_p", defaults.sampling.typ_p); - params.sampling.temp = json_value(data, "temperature", defaults.sampling.temp); - params.sampling.dynatemp_range = json_value(data, "dynatemp_range", defaults.sampling.dynatemp_range); - params.sampling.dynatemp_exponent = json_value(data, "dynatemp_exponent", defaults.sampling.dynatemp_exponent); - params.sampling.penalty_last_n = json_value(data, "repeat_last_n", defaults.sampling.penalty_last_n); - params.sampling.penalty_repeat = json_value(data, "repeat_penalty", defaults.sampling.penalty_repeat); - params.sampling.penalty_freq = json_value(data, "frequency_penalty", defaults.sampling.penalty_freq); - params.sampling.penalty_present = json_value(data, "presence_penalty", defaults.sampling.penalty_present); - params.sampling.dry_multiplier = json_value(data, "dry_multiplier", defaults.sampling.dry_multiplier); - params.sampling.dry_base = json_value(data, "dry_base", defaults.sampling.dry_base); - params.sampling.dry_allowed_length = json_value(data, "dry_allowed_length", defaults.sampling.dry_allowed_length); - params.sampling.dry_penalty_last_n = json_value(data, "dry_penalty_last_n", defaults.sampling.dry_penalty_last_n); - params.sampling.mirostat = json_value(data, "mirostat", defaults.sampling.mirostat); - params.sampling.mirostat_tau = json_value(data, "mirostat_tau", defaults.sampling.mirostat_tau); - params.sampling.mirostat_eta = json_value(data, "mirostat_eta", defaults.sampling.mirostat_eta); - params.sampling.seed = json_value(data, "seed", defaults.sampling.seed); - params.sampling.n_probs = json_value(data, "n_probs", defaults.sampling.n_probs); - params.sampling.min_keep = json_value(data, "min_keep", defaults.sampling.min_keep); - params.post_sampling_probs = json_value(data, "post_sampling_probs", defaults.post_sampling_probs); - - params.speculative.n_min = json_value(data, "speculative.n_min", defaults.speculative.n_min); - params.speculative.n_max = json_value(data, "speculative.n_max", defaults.speculative.n_max); - params.speculative.p_min = json_value(data, "speculative.p_min", defaults.speculative.p_min); - - params.speculative.n_min = std::min(params.speculative.n_max, params.speculative.n_min); - params.speculative.n_min = std::max(params.speculative.n_min, 0); - params.speculative.n_max = std::max(params.speculative.n_max, 0); - - // Use OpenAI API logprobs only if n_probs wasn't provided - if (data.contains("logprobs") && params.sampling.n_probs == defaults.sampling.n_probs){ - params.sampling.n_probs = json_value(data, "logprobs", defaults.sampling.n_probs); - } - - if (data.contains("lora")) { - if (data.at("lora").is_array()) { - params.lora = parse_lora_request(params_base.lora_adapters, data.at("lora")); - } else { - throw std::runtime_error("Error: 'lora' must be an array of objects with 'id' and 'scale' fields"); - } - } else { - params.lora = params_base.lora_adapters; - } - - // TODO: add more sanity checks for the input parameters - - if (params.sampling.penalty_last_n < -1) { - throw std::runtime_error("Error: repeat_last_n must be >= -1"); - } - - if (params.sampling.dry_penalty_last_n < -1) { - throw std::runtime_error("Error: dry_penalty_last_n must be >= -1"); - } - - if (params.sampling.penalty_last_n == -1) { - // note: should be the slot's context and not the full context, but it's ok - params.sampling.penalty_last_n = llama_n_ctx(ctx); - } - - if (params.sampling.dry_penalty_last_n == -1) { - params.sampling.dry_penalty_last_n = llama_n_ctx(ctx); - } - - if (params.sampling.dry_base < 1.0f) { - params.sampling.dry_base = defaults.sampling.dry_base; - } - - // sequence breakers for DRY - { - // Currently, this is not compatible with TextGen WebUI, Koboldcpp and SillyTavern format - // Ref: https://github.com/oobabooga/text-generation-webui/blob/d1af7a41ade7bd3c3a463bfa640725edb818ebaf/extensions/openai/typing.py#L39 - - if (data.contains("dry_sequence_breakers")) { - params.sampling.dry_sequence_breakers = json_value(data, "dry_sequence_breakers", std::vector()); - if (params.sampling.dry_sequence_breakers.empty()) { - throw std::runtime_error("Error: dry_sequence_breakers must be a non-empty array of strings"); - } - } - } - - // process "json_schema" and "grammar" - if (data.contains("json_schema") && !data.contains("grammar")) { - try { - auto schema = json_value(data, "json_schema", json::object()); - SRV_DBG("JSON schema: %s\n", schema.dump(2).c_str()); - params.sampling.grammar = json_schema_to_grammar(schema); - SRV_DBG("Converted grammar: %s\n", params.sampling.grammar.c_str()); - } catch (const std::exception & e) { - throw std::runtime_error(std::string("\"json_schema\": ") + e.what()); - } - } else { - params.sampling.grammar = json_value(data, "grammar", defaults.sampling.grammar); - SRV_DBG("Grammar: %s\n", params.sampling.grammar.c_str()); - params.sampling.grammar_lazy = json_value(data, "grammar_lazy", defaults.sampling.grammar_lazy); - SRV_DBG("Grammar lazy: %s\n", params.sampling.grammar_lazy ? "true" : "false"); - } - - { - auto it = data.find("chat_format"); - if (it != data.end()) { - params.oaicompat_chat_syntax.format = static_cast(it->get()); - SRV_INF("Chat format: %s\n", common_chat_format_name(params.oaicompat_chat_syntax.format)); - } else { - params.oaicompat_chat_syntax.format = defaults.oaicompat_chat_syntax.format; - } - common_reasoning_format reasoning_format = params_base.reasoning_format; - if (data.contains("reasoning_format")) { - reasoning_format = common_reasoning_format_from_name(data.at("reasoning_format").get()); - } - params.oaicompat_chat_syntax.reasoning_format = reasoning_format; - params.oaicompat_chat_syntax.reasoning_in_content = params.stream && (reasoning_format == COMMON_REASONING_FORMAT_DEEPSEEK_LEGACY); - params.oaicompat_chat_syntax.thinking_forced_open = json_value(data, "thinking_forced_open", false); - params.oaicompat_chat_syntax.parse_tool_calls = json_value(data, "parse_tool_calls", false); - } - - { - const auto preserved_tokens = data.find("preserved_tokens"); - if (preserved_tokens != data.end()) { - for (const auto & t : *preserved_tokens) { - auto ids = common_tokenize(vocab, t.get(), /* add_special= */ false, /* parse_special= */ true); - if (ids.size() == 1) { - SRV_DBG("Preserved token: %d\n", ids[0]); - params.sampling.preserved_tokens.insert(ids[0]); - } else { - // This may happen when using a tool call style meant for a model with special tokens to preserve on a model without said tokens. - SRV_DBG("Not preserved because more than 1 token: %s\n", t.get().c_str()); - } - } - } - const auto grammar_triggers = data.find("grammar_triggers"); - if (grammar_triggers != data.end()) { - for (const auto & t : *grammar_triggers) { - server_grammar_trigger ct(t); - if (ct.value.type == COMMON_GRAMMAR_TRIGGER_TYPE_WORD) { - const auto & word = ct.value.value; - auto ids = common_tokenize(vocab, word, /* add_special= */ false, /* parse_special= */ true); - if (ids.size() == 1) { - auto token = ids[0]; - if (std::find(params.sampling.preserved_tokens.begin(), params.sampling.preserved_tokens.end(), (llama_token) token) == params.sampling.preserved_tokens.end()) { - throw std::runtime_error("Grammar trigger word should be marked as preserved token: " + word); - } - SRV_DBG("Grammar trigger token: %d (`%s`)\n", token, word.c_str()); - common_grammar_trigger trigger; - trigger.type = COMMON_GRAMMAR_TRIGGER_TYPE_TOKEN; - trigger.value = word; - trigger.token = token; - params.sampling.grammar_triggers.push_back(std::move(trigger)); - } else { - SRV_DBG("Grammar trigger word: `%s`\n", word.c_str()); - params.sampling.grammar_triggers.push_back({COMMON_GRAMMAR_TRIGGER_TYPE_WORD, word}); - } - } else { - if (ct.value.type == COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN) { - SRV_DBG("Grammar trigger pattern: `%s`\n", ct.value.value.c_str()); - } else if (ct.value.type == COMMON_GRAMMAR_TRIGGER_TYPE_PATTERN_FULL) { - SRV_DBG("Grammar trigger pattern full: `%s`\n", ct.value.value.c_str()); - } else { - throw std::runtime_error("Unknown grammar trigger type"); - } - params.sampling.grammar_triggers.emplace_back(std::move(ct.value)); - } - } - } - if (params.sampling.grammar_lazy && params.sampling.grammar_triggers.empty()) { - throw std::runtime_error("Error: no triggers set for lazy grammar!"); - } - } - - { - params.sampling.logit_bias.clear(); - - const auto & logit_bias = data.find("logit_bias"); - if (logit_bias != data.end() && logit_bias->is_array()) { - const int n_vocab = llama_vocab_n_tokens(vocab); - for (const auto & el : *logit_bias) { - // TODO: we may want to throw errors here, in case "el" is incorrect - if (el.is_array() && el.size() == 2) { - float bias; - if (el[1].is_number()) { - bias = el[1].get(); - } else if (el[1].is_boolean() && !el[1].get()) { - bias = -INFINITY; - } else { - continue; - } - - if (el[0].is_number_integer()) { - llama_token tok = el[0].get(); - if (tok >= 0 && tok < n_vocab) { - params.sampling.logit_bias.push_back({tok, bias}); - } - } else if (el[0].is_string()) { - auto toks = common_tokenize(vocab, el[0].get(), false); - for (auto tok : toks) { - params.sampling.logit_bias.push_back({tok, bias}); - } - } - } - } - } else if (logit_bias != data.end() && logit_bias->is_object()) { - const int n_vocab = llama_vocab_n_tokens(vocab); - for (const auto & el : logit_bias->items()) { - float bias; - const auto & key = el.key(); - const auto & value = el.value(); - if (value.is_number()) { - bias = value.get(); - } else if (value.is_boolean() && !value.get()) { - bias = -INFINITY; - } else { - continue; - } - - char *end; - llama_token tok = strtol(key.c_str(), &end, 10); - if (*end == 0) { - if (tok >= 0 && tok < n_vocab) { - params.sampling.logit_bias.push_back({tok, bias}); - } - } else { - auto toks = common_tokenize(vocab, key, false); - for (auto tok : toks) { - params.sampling.logit_bias.push_back({tok, bias}); - } - } - } - } - - params.sampling.ignore_eos = json_value(data, "ignore_eos", params_base.sampling.ignore_eos); - if (params.sampling.ignore_eos) { - params.sampling.logit_bias.insert( - params.sampling.logit_bias.end(), - defaults.sampling.logit_bias_eog.begin(), defaults.sampling.logit_bias_eog.end()); - } - } - - { - params.antiprompt.clear(); - - const auto & stop = data.find("stop"); - if (stop != data.end() && stop->is_array()) { - for (const auto & word : *stop) { - if (!word.empty()) { - params.antiprompt.push_back(word); - } - } - } - // set reverse prompt from cli args if not set in the request - if (params.antiprompt.empty()) { - params.antiprompt = defaults.antiprompt; - } - } - - { - const auto samplers = data.find("samplers"); - if (samplers != data.end()) { - if (samplers->is_array()) { - params.sampling.samplers = common_sampler_types_from_names(*samplers, false); - } else if (samplers->is_string()){ - params.sampling.samplers = common_sampler_types_from_chars(samplers->get()); - } - } else { - params.sampling.samplers = defaults.sampling.samplers; - } - } - - std::string model_name = params_base.model_alias.empty() ? DEFAULT_OAICOMPAT_MODEL : params_base.model_alias; - params.oaicompat_model = json_value(data, "model", model_name); - - return params; - } - - // utility function - static std::unordered_set get_list_id(const std::vector & tasks) { - std::unordered_set ids(tasks.size()); - for (size_t i = 0; i < tasks.size(); i++) { - ids.insert(tasks[i].id); - } - return ids; - } -}; - -struct result_timings { - int32_t cache_n = -1; - - int32_t prompt_n = -1; - double prompt_ms; - double prompt_per_token_ms; - double prompt_per_second; - - int32_t predicted_n = -1; - double predicted_ms; - double predicted_per_token_ms; - double predicted_per_second; - - // Optional speculative metrics - only included when > 0 - int32_t draft_n = 0; - int32_t draft_n_accepted = 0; - - json to_json() const { - json base = { - {"cache_n", cache_n}, - - {"prompt_n", prompt_n}, - {"prompt_ms", prompt_ms}, - {"prompt_per_token_ms", prompt_per_token_ms}, - {"prompt_per_second", prompt_per_second}, - - {"predicted_n", predicted_n}, - {"predicted_ms", predicted_ms}, - {"predicted_per_token_ms", predicted_per_token_ms}, - {"predicted_per_second", predicted_per_second}, - }; - - if (draft_n > 0) { - base["draft_n"] = draft_n; - base["draft_n_accepted"] = draft_n_accepted; - } - - return base; - } -}; - -struct result_prompt_progress { - int32_t total = 0; - int32_t cache = 0; - int32_t processed = 0; - int64_t time_ms = 0; - - json to_json() const { - return json { - {"total", total}, - {"cache", cache}, - {"processed", processed}, - {"time_ms", time_ms}, - }; - } -}; - -struct server_task_result { - int id = -1; - int id_slot = -1; - virtual bool is_error() { - // only used by server_task_result_error - return false; - } - virtual bool is_stop() { - // only used by server_task_result_cmpl_* - return true; - } - virtual int get_index() { - return -1; - } - virtual json to_json() = 0; - virtual ~server_task_result() = default; -}; - -// using shared_ptr for polymorphism of server_task_result -using server_task_result_ptr = std::unique_ptr; - -static inline std::string stop_type_to_str(stop_type type) { - switch (type) { - case STOP_TYPE_EOS: return "eos"; - case STOP_TYPE_WORD: return "word"; - case STOP_TYPE_LIMIT: return "limit"; - default: return "none"; - } -} - -struct completion_token_output { - llama_token tok; - float prob; - std::string text_to_send; - struct prob_info { - llama_token tok; - std::string txt; - float prob; - }; - std::vector probs; - - json to_json(bool post_sampling_probs) const { - json probs_for_token = json::array(); - for (const auto & p : probs) { - std::string txt(p.txt); - txt.resize(validate_utf8(txt)); - probs_for_token.push_back(json { - {"id", p.tok}, - {"token", txt}, - {"bytes", str_to_bytes(p.txt)}, - { - post_sampling_probs ? "prob" : "logprob", - post_sampling_probs ? p.prob : logarithm(p.prob) - }, - }); - } - return probs_for_token; - } - - static json probs_vector_to_json(const std::vector & probs, bool post_sampling_probs) { - json out = json::array(); - for (const auto & p : probs) { - std::string txt(p.text_to_send); - txt.resize(validate_utf8(txt)); - out.push_back(json { - {"id", p.tok}, - {"token", txt}, - {"bytes", str_to_bytes(p.text_to_send)}, - { - post_sampling_probs ? "prob" : "logprob", - post_sampling_probs ? p.prob : logarithm(p.prob) - }, - { - post_sampling_probs ? "top_probs" : "top_logprobs", - p.to_json(post_sampling_probs) - }, - }); - } - return out; - } - - static float logarithm(float x) { - // nlohmann::json converts -inf to null, so we need to prevent that - return x == 0.0f ? std::numeric_limits::lowest() : std::log(x); - } - - static std::vector str_to_bytes(const std::string & str) { - std::vector bytes; - for (unsigned char c : str) { - bytes.push_back(c); - } - return bytes; - } -}; - -struct server_task_result_cmpl_final : server_task_result { - int index = 0; - - std::string content; - llama_tokens tokens; - - bool stream; - bool include_usage; - result_timings timings; - std::string prompt; - - bool truncated; - int32_t n_decoded; - int32_t n_prompt_tokens; - int32_t n_tokens_cached; - bool has_new_line; - std::string stopping_word; - stop_type stop = STOP_TYPE_NONE; - - bool post_sampling_probs; - std::vector probs_output; - std::vector response_fields; - - slot_params generation_params; - - // OAI-compat fields - bool verbose = false; - oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; - std::string oaicompat_model; - std::string oaicompat_cmpl_id; - common_chat_msg oaicompat_msg; - - std::vector oaicompat_msg_diffs; - - virtual int get_index() override { - return index; - } - - virtual bool is_stop() override { - return true; // in stream mode, final responses are considered stop - } - - virtual json to_json() override { - switch (oaicompat) { - case OAICOMPAT_TYPE_NONE: - return to_json_non_oaicompat(); - case OAICOMPAT_TYPE_COMPLETION: - return to_json_oaicompat(); - case OAICOMPAT_TYPE_CHAT: - return stream ? to_json_oaicompat_chat_stream() : to_json_oaicompat_chat(); - default: - GGML_ASSERT(false && "Invalid oaicompat_type"); - } - } - - json to_json_non_oaicompat() { - json res = json { - {"index", index}, - {"content", stream ? "" : content}, // in stream mode, content is already in last partial chunk - {"tokens", stream ? llama_tokens {} : tokens}, - {"id_slot", id_slot}, - {"stop", true}, - {"model", oaicompat_model}, - {"tokens_predicted", n_decoded}, - {"tokens_evaluated", n_prompt_tokens}, - {"generation_settings", generation_params.to_json()}, - {"prompt", prompt}, - {"has_new_line", has_new_line}, - {"truncated", truncated}, - {"stop_type", stop_type_to_str(stop)}, - {"stopping_word", stopping_word}, - {"tokens_cached", n_tokens_cached}, - {"timings", timings.to_json()}, - }; - if (!stream && !probs_output.empty()) { - res["completion_probabilities"] = completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs); - } - return response_fields.empty() ? res : json_get_nested_values(response_fields, res); - } - - json to_json_oaicompat() { - std::time_t t = std::time(0); - json logprobs = json(nullptr); // OAI default to null - if (!stream && probs_output.size() > 0) { - logprobs = json{ - {"content", completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs)}, - }; - } - json finish_reason = "length"; - if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { - finish_reason = "stop"; - } - json res = json { - {"choices", json::array({ - json{ - {"text", stream ? "" : content}, // in stream mode, content is already in last partial chunk - {"index", index}, - {"logprobs", logprobs}, - {"finish_reason", finish_reason}, - } - })}, - {"created", t}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "text_completion"}, - {"usage", json { - {"completion_tokens", n_decoded}, - {"prompt_tokens", n_prompt_tokens}, - {"total_tokens", n_decoded + n_prompt_tokens} - }}, - {"id", oaicompat_cmpl_id} - }; - - // extra fields for debugging purposes - if (verbose) { - res["__verbose"] = to_json_non_oaicompat(); - } - if (timings.prompt_n >= 0) { - res.push_back({"timings", timings.to_json()}); - } - - return res; - } - - json to_json_oaicompat_chat() { - std::string finish_reason = "length"; - common_chat_msg msg; - if (!oaicompat_msg.empty()) { - msg = oaicompat_msg; - } else { - msg.role = "assistant"; - msg.content = content; - } - if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { - finish_reason = msg.tool_calls.empty() ? "stop" : "tool_calls"; - } - - json choice { - {"finish_reason", finish_reason}, - {"index", 0}, - {"message", msg.to_json_oaicompat()}, - }; - - if (!stream && probs_output.size() > 0) { - choice["logprobs"] = json{ - {"content", completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs)}, - }; - } - - std::time_t t = std::time(0); - - json res = json { - {"choices", json::array({choice})}, - {"created", t}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "chat.completion"}, - {"usage", json { - {"completion_tokens", n_decoded}, - {"prompt_tokens", n_prompt_tokens}, - {"total_tokens", n_decoded + n_prompt_tokens} - }}, - {"id", oaicompat_cmpl_id} - }; - - // extra fields for debugging purposes - if (verbose) { - res["__verbose"] = to_json_non_oaicompat(); - } - if (timings.prompt_n >= 0) { - res.push_back({"timings", timings.to_json()}); - } - - return res; - } - - json to_json_oaicompat_chat_stream() { - std::time_t t = std::time(0); - std::string finish_reason = "length"; - if (stop == STOP_TYPE_WORD || stop == STOP_TYPE_EOS) { - finish_reason = oaicompat_msg.tool_calls.empty() ? "stop" : "tool_calls"; - } - - json deltas = json::array(); - for (const auto & diff : oaicompat_msg_diffs) { - deltas.push_back({ - {"choices", json::array({ - json { - {"finish_reason", nullptr}, - {"index", 0}, - {"delta", common_chat_msg_diff_to_json_oaicompat(diff)}, - }, - })}, - {"created", t}, - {"id", oaicompat_cmpl_id}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "chat.completion.chunk"}, - }); - } - - deltas.push_back({ - {"choices", json::array({ - json { - {"finish_reason", finish_reason}, - {"index", 0}, - {"delta", json::object()}, - }, - })}, - {"created", t}, - {"id", oaicompat_cmpl_id}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "chat.completion.chunk"}, - }); - - if (include_usage) { - // OpenAI API spec for chat.completion.chunks specifies an empty `choices` array for the last chunk when including usage - // https://platform.openai.com/docs/api-reference/chat_streaming/streaming#chat_streaming/streaming-choices - deltas.push_back({ - {"choices", json::array()}, - {"created", t}, - {"id", oaicompat_cmpl_id}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "chat.completion.chunk"}, - {"usage", json { - {"completion_tokens", n_decoded}, - {"prompt_tokens", n_prompt_tokens}, - {"total_tokens", n_decoded + n_prompt_tokens}, - }}, - }); - } - - if (timings.prompt_n >= 0) { - deltas.back().push_back({"timings", timings.to_json()}); - } - - // extra fields for debugging purposes - if (verbose && !deltas.empty()) { - deltas.front()["__verbose"] = to_json_non_oaicompat(); - } - - return deltas; - } -}; - -struct server_task_result_cmpl_partial : server_task_result { - int index = 0; - - std::string content; - llama_tokens tokens; - - int32_t n_decoded; - int32_t n_prompt_tokens; - - bool post_sampling_probs; - bool is_progress = false; - completion_token_output prob_output; - result_timings timings; - result_prompt_progress progress; - - // OAI-compat fields - bool verbose = false; - oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; - std::string oaicompat_model; - std::string oaicompat_cmpl_id; - std::vector oaicompat_msg_diffs; - - virtual int get_index() override { - return index; - } - - virtual bool is_stop() override { - return false; // in stream mode, partial responses are not considered stop - } - - virtual json to_json() override { - switch (oaicompat) { - case OAICOMPAT_TYPE_NONE: - return to_json_non_oaicompat(); - case OAICOMPAT_TYPE_COMPLETION: - return to_json_oaicompat(); - case OAICOMPAT_TYPE_CHAT: - return to_json_oaicompat_chat(); - default: - GGML_ASSERT(false && "Invalid oaicompat_type"); - } - } - - json to_json_non_oaicompat() { - // non-OAI-compat JSON - json res = json { - {"index", index}, - {"content", content}, - {"tokens", tokens}, - {"stop", false}, - {"id_slot", id_slot}, - {"tokens_predicted", n_decoded}, - {"tokens_evaluated", n_prompt_tokens}, - }; - // populate the timings object when needed (usually for the last response or with timings_per_token enabled) - if (timings.prompt_n > 0) { - res.push_back({"timings", timings.to_json()}); - } - if (is_progress) { - res.push_back({"prompt_progress", progress.to_json()}); - } - if (!prob_output.probs.empty()) { - res["completion_probabilities"] = completion_token_output::probs_vector_to_json({prob_output}, post_sampling_probs); - } - return res; - } - - json to_json_oaicompat() { - std::time_t t = std::time(0); - json logprobs = json(nullptr); // OAI default to null - if (prob_output.probs.size() > 0) { - logprobs = json{ - {"content", completion_token_output::probs_vector_to_json({prob_output}, post_sampling_probs)}, - }; - } - json res = json { - {"choices", json::array({ - json{ - {"text", content}, - {"index", index}, - {"logprobs", logprobs}, - {"finish_reason", nullptr}, - } - })}, - {"created", t}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "text_completion"}, - {"id", oaicompat_cmpl_id} - }; - - // extra fields for debugging purposes - if (verbose) { - res["__verbose"] = to_json_non_oaicompat(); - } - if (timings.prompt_n >= 0) { - res.push_back({"timings", timings.to_json()}); - } - if (is_progress) { - res.push_back({"prompt_progress", progress.to_json()}); - } - - return res; - } - - json to_json_oaicompat_chat() { - bool first = n_decoded == 1; - std::time_t t = std::time(0); - json choices; - - std::vector deltas; - auto add_delta = [&](const json & delta) { - deltas.push_back({ - {"choices", json::array({ - json { - {"finish_reason", nullptr}, - {"index", 0}, - {"delta", delta}, - }, - })}, - {"created", t}, - {"id", oaicompat_cmpl_id}, - {"model", oaicompat_model}, - {"system_fingerprint", build_info}, - {"object", "chat.completion.chunk"}, - }); - }; - // We have to send an initial update to conform to openai behavior - if (first || is_progress) { - add_delta({ - {"role", "assistant"}, - {"content", nullptr}, - }); - } - - for (const auto & diff : oaicompat_msg_diffs) { - add_delta(common_chat_msg_diff_to_json_oaicompat(diff)); - } - - if (!deltas.empty()) { - auto & last_json = deltas[deltas.size() - 1]; - GGML_ASSERT(last_json.at("choices").size() >= 1); - - if (prob_output.probs.size() > 0) { - last_json.at("choices").at(0)["logprobs"] = json { - {"content", completion_token_output::probs_vector_to_json({prob_output}, post_sampling_probs)}, - }; - } - - if (timings.prompt_n >= 0) { - last_json.push_back({"timings", timings.to_json()}); - } - if (is_progress) { - last_json.push_back({"prompt_progress", progress.to_json()}); - } - } - - return deltas; - } -}; - -struct server_task_result_embd : server_task_result { - int index = 0; - std::vector> embedding; - - int32_t n_tokens; - - // OAI-compat fields - oaicompat_type oaicompat = OAICOMPAT_TYPE_NONE; - - virtual int get_index() override { - return index; - } - - virtual json to_json() override { - return oaicompat == OAICOMPAT_TYPE_EMBEDDING - ? to_json_oaicompat() - : to_json_non_oaicompat(); - } - - json to_json_non_oaicompat() { - return json { - {"index", index}, - {"embedding", embedding}, - }; - } - - json to_json_oaicompat() { - return json { - {"index", index}, - {"embedding", embedding[0]}, - {"tokens_evaluated", n_tokens}, - }; - } -}; - -struct server_task_result_rerank : server_task_result { - int index = 0; - float score = -1e6; - - int32_t n_tokens; - - virtual int get_index() override { - return index; - } - - virtual json to_json() override { - return json { - {"index", index}, - {"score", score}, - {"tokens_evaluated", n_tokens}, - }; - } -}; - -// this function maybe used outside of server_task_result_error -static json format_error_response(const std::string & message, const enum error_type type) { - std::string type_str; - int code = 500; - switch (type) { - case ERROR_TYPE_INVALID_REQUEST: - type_str = "invalid_request_error"; - code = 400; - break; - case ERROR_TYPE_AUTHENTICATION: - type_str = "authentication_error"; - code = 401; - break; - case ERROR_TYPE_NOT_FOUND: - type_str = "not_found_error"; - code = 404; - break; - case ERROR_TYPE_SERVER: - type_str = "server_error"; - code = 500; - break; - case ERROR_TYPE_PERMISSION: - type_str = "permission_error"; - code = 403; - break; - case ERROR_TYPE_NOT_SUPPORTED: - type_str = "not_supported_error"; - code = 501; - break; - case ERROR_TYPE_UNAVAILABLE: - type_str = "unavailable_error"; - code = 503; - break; - case ERROR_TYPE_EXCEED_CONTEXT_SIZE: - type_str = "exceed_context_size_error"; - code = 400; - break; - } - return json { - {"code", code}, - {"message", message}, - {"type", type_str}, - }; -} - -struct server_task_result_error : server_task_result { - int index = 0; - error_type err_type = ERROR_TYPE_SERVER; - std::string err_msg; - - // for ERROR_TYPE_EXCEED_CONTEXT_SIZE - int32_t n_prompt_tokens = 0; - int32_t n_ctx = 0; - - virtual bool is_error() override { - return true; - } - - virtual json to_json() override { - json res = format_error_response(err_msg, err_type); - if (err_type == ERROR_TYPE_EXCEED_CONTEXT_SIZE) { - res["n_prompt_tokens"] = n_prompt_tokens; - res["n_ctx"] = n_ctx; - } - return res; - } -}; - -struct server_task_result_metrics : server_task_result { - int n_idle_slots; - int n_processing_slots; - int n_tasks_deferred; - int64_t t_start; - - // TODO: somehow reuse server_metrics in the future, instead of duplicating the fields - uint64_t n_prompt_tokens_processed_total = 0; - uint64_t t_prompt_processing_total = 0; - uint64_t n_tokens_predicted_total = 0; - uint64_t t_tokens_generation_total = 0; - - uint64_t n_tokens_max = 0; - - uint64_t n_prompt_tokens_processed = 0; - uint64_t t_prompt_processing = 0; - - uint64_t n_tokens_predicted = 0; - uint64_t t_tokens_generation = 0; - - uint64_t n_decode_total = 0; - uint64_t n_busy_slots_total = 0; - - // while we can also use std::vector this requires copying the slot object which can be quite messy - // therefore, we use json to temporarily store the slot.to_json() result - json slots_data = json::array(); - - virtual json to_json() override { - return json { - { "idle", n_idle_slots }, - { "processing", n_processing_slots }, - { "deferred", n_tasks_deferred }, - { "t_start", t_start }, - - { "n_prompt_tokens_processed_total", n_prompt_tokens_processed_total }, - { "t_tokens_generation_total", t_tokens_generation_total }, - { "n_tokens_predicted_total", n_tokens_predicted_total }, - { "t_prompt_processing_total", t_prompt_processing_total }, - - { "n_tokens_max", n_tokens_max }, - - { "n_prompt_tokens_processed", n_prompt_tokens_processed }, - { "t_prompt_processing", t_prompt_processing }, - { "n_tokens_predicted", n_tokens_predicted }, - { "t_tokens_generation", t_tokens_generation }, - - { "n_decode_total", n_decode_total }, - { "n_busy_slots_total", n_busy_slots_total }, - - { "slots", slots_data }, - }; - } -}; - -struct server_task_result_slot_save_load : server_task_result { - std::string filename; - bool is_save; // true = save, false = load - - size_t n_tokens; - size_t n_bytes; - double t_ms; - - virtual json to_json() override { - if (is_save) { - return json { - { "id_slot", id_slot }, - { "filename", filename }, - { "n_saved", n_tokens }, - { "n_written", n_bytes }, - { "timings", { - { "save_ms", t_ms } - }}, - }; - } - - return json { - { "id_slot", id_slot }, - { "filename", filename }, - { "n_restored", n_tokens }, - { "n_read", n_bytes }, - { "timings", { - { "restore_ms", t_ms } - }}, - }; - } -}; - -struct server_task_result_slot_erase : server_task_result { - size_t n_erased; - - virtual json to_json() override { - return json { - { "id_slot", id_slot }, - { "n_erased", n_erased }, - }; - } -}; - -struct server_task_result_apply_lora : server_task_result { - virtual json to_json() override { - return json {{ "success", true }}; - } -}; - -struct server_prompt_checkpoint { - llama_pos pos_min; - llama_pos pos_max; - - std::vector data; - - size_t size() const { - return data.size(); - } +// state diagram: https://github.com/ggml-org/llama.cpp/pull/9283 +enum slot_state { + SLOT_STATE_IDLE, + SLOT_STATE_STARTED, // TODO: this state is only used for setting up the initial prompt processing; maybe merge it with launch_slot_with_task in the future + SLOT_STATE_PROCESSING_PROMPT, + SLOT_STATE_DONE_PROMPT, + SLOT_STATE_GENERATING, }; -struct server_prompt { - server_tokens tokens; - - std::vector data; - - std::list checkpoints; - - size_t size() const { - size_t res = data.size(); - - for (const auto & checkpoint : checkpoints) { - res += checkpoint.size(); - } - - return res; - } - - int n_tokens() const { - return tokens.size(); - } +enum server_state { + SERVER_STATE_LOADING_MODEL, // Server is starting up, model not fully loaded yet + SERVER_STATE_READY, // Server is ready and model is loaded }; -struct server_prompt_cache { - server_prompt_cache(int32_t limit_size_mib, size_t limit_tokens) { - this->limit_size = 1024ull*1024ull*(limit_size_mib < 0 ? 0 : limit_size_mib); - this->limit_tokens = limit_tokens; - } - - std::list states; - - // in bytes, 0 = no limit - size_t limit_size = 0; - - // in tokens, 0 = no limit - size_t limit_tokens = 0; - - size_t size() const { - size_t res = 0; - - for (const auto & state : states) { - res += state.size(); - } - - return res; - } - - size_t n_tokens() const { - size_t res = 0; - - for (const auto & state : states) { - res += state.n_tokens(); - } - - return res; - } - - server_prompt * alloc(const server_prompt & prompt, size_t state_size) { - // first check if the current state is contained fully in the cache - for (auto it = states.begin(); it != states.end(); ++it) { - const int cur_lcp_len = it->tokens.get_common_prefix(prompt.tokens); - - if (cur_lcp_len == (int) prompt.tokens.size()) { - SRV_WRN("%s", " - prompt is already in the cache, skipping\n"); - return nullptr; - } - } - - // next, remove any cached prompts that are fully contained in the current prompt - for (auto it = states.begin(); it != states.end();) { - const int len = it->tokens.get_common_prefix(prompt.tokens); - - if (len == (int) it->tokens.size()) { - SRV_WRN(" - removing obsolete cached prompt with length %d\n", len); - - it = states.erase(it); - } else { - ++it; - } - } - - std::vector state_data; - - // check if we can allocate enough memory for the new state - try { - state_data.resize(state_size); - } catch (const std::bad_alloc & e) { - SRV_ERR("failed to allocate memory for prompt cache state: %s\n", e.what()); - - limit_size = std::max(1, 0.4*size()); - - SRV_WRN(" - cache size limit reduced to %.3f MiB\n", limit_size / (1024.0 * 1024.0)); - - update(); - - return nullptr; - } - - // TODO: for some reason we can't copy server_tokens, so we have to do this workaround - auto & cur = states.emplace_back(); - cur = { - /*.tokens =*/ server_tokens(prompt.tokens.get_text_tokens(), false), - /*.data =*/ std::move(state_data), - /*.checkpoints =*/ prompt.checkpoints, - }; - - return &cur; - } - - bool load(server_prompt & prompt, const server_tokens & tokens_new, llama_context * ctx, int32_t id_slot) { - const int lcp_best = prompt.tokens.get_common_prefix(tokens_new); - - float f_keep_best = float(lcp_best) / prompt.tokens.size(); - float sim_best = float(lcp_best) / tokens_new.size(); - - SRV_WRN(" - looking for better prompt, base f_keep = %.3f, sim = %.3f\n", f_keep_best, sim_best); - - auto it_best = states.end(); - - // find the most similar cached prompt, that would also preserve the most context - for (auto it = states.begin(); it != states.end(); ++it) { - const int lcp_cur = it->tokens.get_common_prefix(tokens_new); - - const float f_keep_cur = float(lcp_cur) / it->tokens.size(); - const float sim_cur = float(lcp_cur) / tokens_new.size(); - - // don't trash large prompts - if (f_keep_cur < 0.25f) { - continue; - } - - if (f_keep_best < f_keep_cur && sim_best < sim_cur) { - f_keep_best = f_keep_cur; - sim_best = sim_cur; - - it_best = it; - } - } - - if (it_best != states.end()) { - SRV_WRN(" - found better prompt with f_keep = %.3f, sim = %.3f\n", f_keep_best, sim_best); - - const size_t size = it_best->data.size(); - const size_t n = llama_state_seq_set_data_ext(ctx, it_best->data.data(), size, id_slot, 0); - if (n != size) { - SRV_WRN("failed to restore state with size %zu\n", size); - - return false; - } - - it_best->data.clear(); - it_best->data.shrink_to_fit(); - - prompt = std::move(*it_best); - - states.erase(it_best); - } - - return true; +static bool server_task_type_need_embd(server_task_type task_type) { + switch (task_type) { + case SERVER_TASK_TYPE_EMBEDDING: + case SERVER_TASK_TYPE_RERANK: + return true; + default: + return false; } +} - void update() { - if (limit_size > 0) { - // always keep at least one state, regardless of the limits - while (states.size() > 1 && size() > limit_size) { - if (states.empty()) { - break; - } - - SRV_WRN(" - cache size limit reached, removing oldest entry (size = %.3f MiB)\n", states.front().size() / (1024.0 * 1024.0)); - - states.pop_front(); - } - } - - // average size per token - const float size_per_token = std::max(1.0f, float(size()) / (std::max(1, n_tokens()))); - - // dynamically increase the token limit if it can fit in the memory limit - const size_t limit_tokens_cur = limit_size > 0 ? std::max(limit_tokens, limit_size/size_per_token) : limit_tokens; - - if (limit_tokens > 0) { - while (states.size() > 1 && n_tokens() > limit_tokens_cur) { - if (states.empty()) { - break; - } - - SRV_WRN(" - cache token limit (%zu, est: %zu) reached, removing oldest entry (size = %.3f MiB)\n", - limit_tokens, limit_tokens_cur, states.front().size() / (1024.0 * 1024.0)); - - states.pop_front(); - } - } - - SRV_WRN(" - cache state: %zu prompts, %.3f MiB (limits: %.3f MiB, %zu tokens, %zu est)\n", - states.size(), size() / (1024.0 * 1024.0), limit_size / (1024.0 * 1024.0), limit_tokens, limit_tokens_cur); - - for (const auto & state : states) { - SRV_WRN(" - prompt %p: %7d tokens, checkpoints: %2zu, %9.3f MiB\n", - (const void *)&state, state.n_tokens(), state.checkpoints.size(), state.size() / (1024.0 * 1024.0)); - } +static bool server_task_type_need_logits(server_task_type task_type) { + switch (task_type) { + case SERVER_TASK_TYPE_COMPLETION: + case SERVER_TASK_TYPE_INFILL: + return true; + default: + return false; } -}; +} struct server_slot { int id; @@ -2022,303 +468,6 @@ struct server_metrics { } }; -struct server_queue { - int id = 0; - bool running; - - // queues - std::deque queue_tasks; - std::deque queue_tasks_deferred; - - std::mutex mutex_tasks; - std::condition_variable condition_tasks; - - // callback functions - std::function callback_new_task; - std::function callback_update_slots; - - // Add a new task to the end of the queue - int post(server_task && task, bool front = false) { - std::unique_lock lock(mutex_tasks); - GGML_ASSERT(task.id != -1); - // if this is cancel task make sure to clean up pending tasks - if (task.type == SERVER_TASK_TYPE_CANCEL) { - cleanup_pending_task(task.id_target); - } - const int task_id = task.id; - QUE_DBG("new task, id = %d, front = %d\n", task_id, front); - if (front) { - queue_tasks.push_front(std::move(task)); - } else { - queue_tasks.push_back(std::move(task)); - } - condition_tasks.notify_one(); - return task_id; - } - - // multi-task version of post() - int post(std::vector && tasks, bool front = false) { - std::unique_lock lock(mutex_tasks); - for (auto & task : tasks) { - if (task.id == -1) { - task.id = id++; - } - // if this is cancel task make sure to clean up pending tasks - if (task.type == SERVER_TASK_TYPE_CANCEL) { - cleanup_pending_task(task.id_target); - } - QUE_DBG("new task, id = %d/%d, front = %d\n", task.id, (int) tasks.size(), front); - if (front) { - queue_tasks.push_front(std::move(task)); - } else { - queue_tasks.push_back(std::move(task)); - } - } - condition_tasks.notify_one(); - return 0; - } - - // Add a new task, but defer until one slot is available - void defer(server_task && task) { - std::unique_lock lock(mutex_tasks); - QUE_DBG("defer task, id = %d\n", task.id); - queue_tasks_deferred.push_back(std::move(task)); - condition_tasks.notify_one(); - } - - // Get the next id for creating a new task - int get_new_id() { - std::unique_lock lock(mutex_tasks); - int new_id = id++; - return new_id; - } - - // Register function to process a new task - void on_new_task(std::function callback) { - callback_new_task = std::move(callback); - } - - // Register the function to be called when all slots data is ready to be processed - void on_update_slots(std::function callback) { - callback_update_slots = std::move(callback); - } - - // Call when the state of one slot is changed, it will move one task from deferred to main queue - void pop_deferred_task() { - std::unique_lock lock(mutex_tasks); - if (!queue_tasks_deferred.empty()) { - queue_tasks.emplace_front(std::move(queue_tasks_deferred.front())); - queue_tasks_deferred.pop_front(); - } - condition_tasks.notify_one(); - } - - // end the start_loop routine - void terminate() { - std::unique_lock lock(mutex_tasks); - running = false; - condition_tasks.notify_all(); - } - - /** - * Main loop consists of these steps: - * - Wait until a new task arrives - * - Process the task (i.e. maybe copy data into slot) - * - Check if multitask is finished - * - Update all slots - */ - void start_loop() { - running = true; - - while (true) { - QUE_DBG("%s", "processing new tasks\n"); - - while (true) { - std::unique_lock lock(mutex_tasks); - if (!running) { - QUE_DBG("%s", "terminate\n"); - return; - } - if (queue_tasks.empty()) { - lock.unlock(); - break; - } - server_task task = std::move(queue_tasks.front()); - queue_tasks.pop_front(); - lock.unlock(); - - QUE_DBG("processing task, id = %d\n", task.id); - callback_new_task(std::move(task)); - } - - // all tasks in the current loop is processed, slots data is now ready - QUE_DBG("%s", "update slots\n"); - - callback_update_slots(); - - QUE_DBG("%s", "waiting for new tasks\n"); - { - std::unique_lock lock(mutex_tasks); - if (!running) { - QUE_DBG("%s", "terminate\n"); - return; - } - if (queue_tasks.empty()) { - condition_tasks.wait(lock, [&]{ - return (!queue_tasks.empty() || !running); - }); - } - } - } - } - -private: - void cleanup_pending_task(int id_target) { - // no need lock because this is called exclusively by post() - auto rm_func = [id_target](const server_task & task) { - return task.id == id_target; - }; - queue_tasks.erase( - std::remove_if(queue_tasks.begin(), queue_tasks.end(), rm_func), - queue_tasks.end()); - queue_tasks_deferred.erase( - std::remove_if(queue_tasks_deferred.begin(), queue_tasks_deferred.end(), rm_func), - queue_tasks_deferred.end()); - } -}; - -struct server_response { - bool running = true; - - // for keeping track of all tasks waiting for the result - std::unordered_set waiting_task_ids; - - // the main result queue (using ptr for polymorphism) - std::vector queue_results; - - std::mutex mutex_results; - std::condition_variable condition_results; - - // add the id_task to the list of tasks waiting for response - void add_waiting_task_id(int id_task) { - SRV_DBG("add task %d to waiting list. current waiting = %d (before add)\n", id_task, (int) waiting_task_ids.size()); - - std::unique_lock lock(mutex_results); - waiting_task_ids.insert(id_task); - } - - void add_waiting_tasks(const std::vector & tasks) { - std::unique_lock lock(mutex_results); - - for (const auto & task : tasks) { - SRV_DBG("add task %d to waiting list. current waiting = %d (before add)\n", task.id, (int) waiting_task_ids.size()); - waiting_task_ids.insert(task.id); - } - } - - // when the request is finished, we can remove task associated with it - void remove_waiting_task_id(int id_task) { - SRV_DBG("remove task %d from waiting list. current waiting = %d (before remove)\n", id_task, (int) waiting_task_ids.size()); - - std::unique_lock lock(mutex_results); - waiting_task_ids.erase(id_task); - // make sure to clean up all pending results - queue_results.erase( - std::remove_if(queue_results.begin(), queue_results.end(), [id_task](const server_task_result_ptr & res) { - return res->id == id_task; - }), - queue_results.end()); - } - - void remove_waiting_task_ids(const std::unordered_set & id_tasks) { - std::unique_lock lock(mutex_results); - - for (const auto & id_task : id_tasks) { - SRV_DBG("remove task %d from waiting list. current waiting = %d (before remove)\n", id_task, (int) waiting_task_ids.size()); - waiting_task_ids.erase(id_task); - } - } - - // This function blocks the thread until there is a response for one of the id_tasks - server_task_result_ptr recv(const std::unordered_set & id_tasks) { - while (true) { - std::unique_lock lock(mutex_results); - condition_results.wait(lock, [&]{ - if (!running) { - SRV_DBG("%s : queue result stop\n", __func__); - std::terminate(); // we cannot return here since the caller is HTTP code - } - return !queue_results.empty(); - }); - - for (size_t i = 0; i < queue_results.size(); i++) { - if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { - server_task_result_ptr res = std::move(queue_results[i]); - queue_results.erase(queue_results.begin() + i); - return res; - } - } - } - - // should never reach here - } - - // same as recv(), but have timeout in seconds - // if timeout is reached, nullptr is returned - server_task_result_ptr recv_with_timeout(const std::unordered_set & id_tasks, int timeout) { - while (true) { - std::unique_lock lock(mutex_results); - - for (int i = 0; i < (int) queue_results.size(); i++) { - if (id_tasks.find(queue_results[i]->id) != id_tasks.end()) { - server_task_result_ptr res = std::move(queue_results[i]); - queue_results.erase(queue_results.begin() + i); - return res; - } - } - - std::cv_status cr_res = condition_results.wait_for(lock, std::chrono::seconds(timeout)); - if (!running) { - SRV_DBG("%s : queue result stop\n", __func__); - std::terminate(); // we cannot return here since the caller is HTTP code - } - if (cr_res == std::cv_status::timeout) { - return nullptr; - } - } - - // should never reach here - } - - // single-task version of recv() - server_task_result_ptr recv(int id_task) { - std::unordered_set id_tasks = {id_task}; - return recv(id_tasks); - } - - // Send a new result to a waiting id_task - void send(server_task_result_ptr && result) { - SRV_DBG("sending result for task id = %d\n", result->id); - - std::unique_lock lock(mutex_results); - for (const auto & id_task : waiting_task_ids) { - if (result->id == id_task) { - SRV_DBG("task id = %d pushed to result queue\n", result->id); - - queue_results.emplace_back(std::move(result)); - condition_results.notify_all(); - return; - } - } - } - - // terminate the waiting loop - void terminate() { - running = false; - condition_results.notify_all(); - } -}; - struct server_context { common_params params_base; @@ -3323,7 +1472,7 @@ struct server_context { res->slots_data = std::move(slots_data); res->n_idle_slots = n_idle_slots; res->n_processing_slots = n_processing_slots; - res->n_tasks_deferred = queue_tasks.queue_tasks_deferred.size(); + res->n_tasks_deferred = queue_tasks.queue_tasks_deferred_size(); res->t_start = metrics.t_start; res->n_prompt_tokens_processed_total = metrics.n_prompt_tokens_processed_total; @@ -4645,7 +2794,7 @@ struct server_routes { json default_generation_settings_for_props; { - slot_params params; + task_params params; params.sampling = ctx_server.params_base.sampling; @@ -4784,7 +2933,7 @@ struct server_routes { std::string prompt = json_value(data, "prompt", std::string()); std::vector tokenized_prompts = tokenize_input_prompts(ctx_server.vocab, ctx_server.mctx, prompt, false, true); SRV_DBG("creating infill tasks, n_prompts = %d\n", (int) tokenized_prompts.size()); - data["prompt"] = format_infill( + data["prompt"] = format_prompt_infill( ctx_server.vocab, data.at("input_prefix"), data.at("input_suffix"), @@ -4939,8 +3088,7 @@ struct server_routes { } } - const json data = format_tokenizer_response(tokens_response); - res->ok(data); + res->ok(json{{"tokens", std::move(tokens_response)}}); return res; }; @@ -4951,11 +3099,10 @@ struct server_routes { std::string content; if (body.count("tokens") != 0) { const llama_tokens tokens = body.at("tokens"); - content = tokens_to_str(ctx_server.ctx, tokens.cbegin(), tokens.cend()); + content = tokens_to_str(ctx_server.ctx, tokens); } - const json data = format_detokenized_response(content); - res->ok(data); + res->ok(json{{"content", std::move(content)}}); return res; }; @@ -5009,7 +3156,7 @@ struct server_routes { std::vector tasks; tasks.reserve(documents.size()); for (size_t i = 0; i < documents.size(); i++) { - auto tmp = format_rerank(ctx_server.model, ctx_server.vocab, ctx_server.mctx, query, documents[i]); + auto tmp = format_prompt_rerank(ctx_server.model, ctx_server.vocab, ctx_server.mctx, query, documents[i]); server_task task = server_task(SERVER_TASK_TYPE_RERANK); task.id = ctx_server.queue_tasks.get_new_id(); task.index = i; @@ -5460,10 +3607,10 @@ struct server_routes { } }; -std::function shutdown_handler; -std::atomic_flag is_terminating = ATOMIC_FLAG_INIT; +static std::function shutdown_handler; +static std::atomic_flag is_terminating = ATOMIC_FLAG_INIT; -inline void signal_handler(int signal) { +static inline void signal_handler(int signal) { if (is_terminating.test_and_set()) { // in case it hangs, we can force terminate the server by hitting Ctrl+C twice // this is for better developer experience, we can remove when the server is stable enough @@ -5632,6 +3779,7 @@ int main(int argc, char ** argv) { ctx_server.queue_tasks.terminate(); }; + // TODO: refactor in common/console #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) struct sigaction sigint_action; sigint_action.sa_handler = signal_handler; From b61de2b2df4ff07e6d6de96320fb311d96908b7a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Mon, 24 Nov 2025 15:50:55 +0100 Subject: [PATCH 096/197] convert : allow quantizing lora again (#17453) --- convert_hf_to_gguf.py | 2 +- convert_lora_to_gguf.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 6cbaee03dfd..d24a4682f3d 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -565,7 +565,7 @@ def prepare_tensors(self): gguf.MODEL_TENSOR.ALTUP_PREDICT_COEF, ) ) - or not new_name.endswith(".weight") + or new_name[-7:] not in (".weight", ".lora_a", ".lora_b") ): data_qtype = gguf.GGMLQuantizationType.F32 diff --git a/convert_lora_to_gguf.py b/convert_lora_to_gguf.py index 57c6cd0df1d..b0adde8a8b4 100755 --- a/convert_lora_to_gguf.py +++ b/convert_lora_to_gguf.py @@ -242,7 +242,7 @@ def parse_args() -> argparse.Namespace: help="path to write to; default: based on input. {ftype} will be replaced by the outtype.", ) parser.add_argument( - "--outtype", type=str, choices=["f32", "f16", "bf16", "q8_0", "auto"], default="f16", + "--outtype", type=str, choices=["f32", "f16", "bf16", "q8_0", "auto"], default="f32", help="output format - use f32 for float32, f16 for float16, bf16 for bfloat16, q8_0 for Q8_0, auto for the highest-fidelity 16-bit float type depending on the first loaded tensor type", ) parser.add_argument( From 0543f928a3ae576e6e16d3bbf02c0bf9fddba688 Mon Sep 17 00:00:00 2001 From: "Jiacheng (Jason) Chen" <76919340+jiachengjason@users.noreply.github.com> Date: Mon, 24 Nov 2025 14:00:10 -0500 Subject: [PATCH 097/197] HIP: WMMA-MMQ kernels for RDNA 4 (#17156) * first commit naive test to enable mmq for RDNA4 * adding appropriate WMMA instructions * git rebase on top of master: fixing the correctness of the mat mul operations, updating layout mappings for RDNA4 * clean up merge conflicts * add comments and code clean up * PR clean up, addressed comments * enable MMQ fallback on RDNA4 * addressed comments: add guards in load generic, separate wmma branch for use_mmq function * Revert build-xcframework.sh * Formating: remove trailing whitespace * revert CMake files * clean up after rebase: remove duplicated change, revert cmake files * clean up after rebase: revert changes from build-xcframework.sh * clean up: remove extra space line in mma.cuh * Revert "clean up: remove extra space line in mma.cuh" This reverts commit b39ed57c4529906466bd0bc7c2a86e08fc2f8bee. --- ggml/src/ggml-cuda/mma.cuh | 131 ++++++++--- ggml/src/ggml-cuda/mmq.cu | 8 +- ggml/src/ggml-cuda/mmq.cuh | 437 +++++++++++++++++++++++++------------ 3 files changed, 408 insertions(+), 168 deletions(-) diff --git a/ggml/src/ggml-cuda/mma.cuh b/ggml/src/ggml-cuda/mma.cuh index c3c4b779965..caa08b360b5 100644 --- a/ggml/src/ggml-cuda/mma.cuh +++ b/ggml/src/ggml-cuda/mma.cuh @@ -73,34 +73,7 @@ namespace ggml_cuda_mma { static constexpr int I = I_; static constexpr int J = J_; -#if defined(GGML_USE_HIP) -#if defined(RDNA4) - static constexpr int ne = I * J / 32; - T x[ne] = {0}; - - static constexpr __device__ bool supported() { - if (I == 16 && J == 16) return true; - return false; - } - - static __device__ __forceinline__ int get_i(const int l) { - if constexpr (I == 16 && J == 16) { - return 8 * (threadIdx.x / 16) + l; - } else { - NO_DEVICE_CODE; - return -1; - } - } - - static __device__ __forceinline__ int get_j(const int l) { - if constexpr (I == 16 && J == 16) { - return threadIdx.x % 16; - } else { - NO_DEVICE_CODE; - return -1; - } - } -#else +#if defined(AMD_MFMA_AVAILABLE) static constexpr int ne = I * J / 64; T x[ne] = {0}; @@ -146,7 +119,6 @@ namespace ggml_cuda_mma { return -1; } } -#endif // defined(RDNA4) #elif __CUDA_ARCH__ == GGML_CUDA_CC_VOLTA static constexpr int ne = I * J / 32; T x[ne] = {0}; @@ -177,6 +149,34 @@ namespace ggml_cuda_mma { return -1; } } +#elif defined(AMD_WMMA_AVAILABLE) +#if defined(RDNA4) + static constexpr int ne = I * J / 32; + T x[ne] = {0}; + + static constexpr __device__ bool supported() { + if (I == 16 && J == 16) return true; + return false; + } + + static __device__ __forceinline__ int get_i(const int l) { + if constexpr (I == 16 && J == 16) { + return 8 * (threadIdx.x / 16) + l; + } else { + NO_DEVICE_CODE; + return -1; + } + } + + static __device__ __forceinline__ int get_j(const int l) { + if constexpr (I == 16 && J == 16) { + return threadIdx.x % 16; + } else { + NO_DEVICE_CODE; + return -1; + } + } +#endif #else static constexpr int ne = I * J / 32; T x[ne] = {0}; @@ -437,7 +437,20 @@ namespace ggml_cuda_mma { xi[0] = xs[0]; } #elif defined(AMD_WMMA_AVAILABLE) - ggml_cuda_memcpy_1(t.x, xs0 + t.get_i(0) * stride + t.get_j(0)); + if constexpr (I == 16 && J == 4) { + int64_t * xi = (int64_t *) t.x; + const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 2 * (threadIdx.x / t.I)); + xi[0] = xs[0]; + }else if constexpr (I == 16 && J == 8) { + int64_t * xi = (int64_t *) t.x; + const int64_t * xs = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 4 * (threadIdx.x / t.I)); + xi[0] = xs[0]; + + const int64_t * xs1 = (int64_t *) ((const int *) xs0 + (threadIdx.x % t.I) * stride + 4 * (threadIdx.x / t.I) + 2); + xi[1] = xs1[0]; + }else{ + NO_DEVICE_CODE; + } #else #pragma unroll for (int l = 0; l < t.ne; ++l) { @@ -772,6 +785,36 @@ namespace ggml_cuda_mma { acc[0], 0, 0, 0); #endif // defined(CDNA3) + +#elif defined(AMD_WMMA_AVAILABLE) + using int32x2_t = __attribute__((__vector_size__(2 * sizeof(int)))) int; + int32x2_t * a_vec = (int32x2_t *) A.x; + int32x2_t * b_vec = (int32x2_t *) B.x; + + using int32x8_t = __attribute__((__vector_size__(8 * sizeof(int)))) int; + int32x8_t * acc = (int32x8_t *) D.x; + +#if defined(RDNA4) + + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32_gfx12( + true, + a_vec[0], + true, + b_vec[0], + acc[0], + true + ); + + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32_gfx12( + true, + a_vec[1], + true, + b_vec[1], + acc[0], + true + ); +#endif // defined(RDNA4) + #else GGML_UNUSED_VARS(D, A, B); NO_DEVICE_CODE; @@ -798,6 +841,7 @@ namespace ggml_cuda_mma { acc[0], 0, 0, 0); #endif // defined(CDNA3) + #else GGML_UNUSED_VARS(D, A, B); NO_DEVICE_CODE; @@ -842,4 +886,31 @@ namespace ggml_cuda_mma { mma(D16[1], A16[1], B); #endif // __CUDA_ARCH__ >= GGML_CUDA_CC_AMPERE } + +static __device__ __forceinline__ void mma( + tile<16, 16, int> & D, const tile<16, 4, int> & A, const tile<16, 4, int> & B) { +#if defined(AMD_WMMA_AVAILABLE) + using int32x2_t = __attribute__((__vector_size__(2 * sizeof(int)))) int; + int32x2_t * a_vec = (int32x2_t *) A.x; + int32x2_t * b_vec = (int32x2_t *) B.x; + + using int32x8_t = __attribute__((__vector_size__(8 * sizeof(int)))) int; + int32x8_t * acc = (int32x8_t *) D.x; + + acc[0] = __builtin_amdgcn_wmma_i32_16x16x16_iu8_w32_gfx12( + true, + a_vec[0], + true, + b_vec[0], + acc[0], + false + ); +#else + GGML_UNUSED(D); + GGML_UNUSED(A); + GGML_UNUSED(B); + NO_DEVICE_CODE; +#endif + } } + diff --git a/ggml/src/ggml-cuda/mmq.cu b/ggml/src/ggml-cuda/mmq.cu index a2c8760abea..03ceba874d8 100644 --- a/ggml/src/ggml-cuda/mmq.cu +++ b/ggml/src/ggml-cuda/mmq.cu @@ -306,5 +306,11 @@ bool ggml_cuda_should_use_mmq(enum ggml_type type, int cc, int64_t ne11) { return false; } - return (!GGML_CUDA_CC_IS_RDNA4(cc) && !GGML_CUDA_CC_IS_RDNA3(cc) && !GGML_CUDA_CC_IS_CDNA(cc)) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE; + if (amd_wmma_available(cc)) { + if (GGML_CUDA_CC_IS_RDNA4(cc)) { + return true; + } + } + + return (!GGML_CUDA_CC_IS_RDNA3(cc) && !GGML_CUDA_CC_IS_CDNA(cc)) || ne11 < MMQ_DP4A_MAX_BATCH_SIZE; } diff --git a/ggml/src/ggml-cuda/mmq.cuh b/ggml/src/ggml-cuda/mmq.cuh index 2e133b6bda8..99760d56c72 100644 --- a/ggml/src/ggml-cuda/mmq.cuh +++ b/ggml/src/ggml-cuda/mmq.cuh @@ -92,7 +92,7 @@ struct tile_x_sizes { }; static int get_mmq_x_max_host(const int cc) { - return (amd_mfma_available(cc) || turing_mma_available(cc)) ? 128 : + return (amd_mfma_available(cc) || turing_mma_available(cc) || amd_wmma_available(cc)) ? 128 : GGML_CUDA_CC_IS_NVIDIA(cc) && ggml_cuda_highest_compiled_arch(cc) >= GGML_CUDA_CC_VOLTA ? #ifdef GGML_CUDA_FORCE_MMQ 128 : 64; @@ -102,7 +102,7 @@ static int get_mmq_x_max_host(const int cc) { } static constexpr __device__ int get_mmq_x_max_device() { -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) return 128; #else // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) @@ -121,7 +121,7 @@ static constexpr __device__ int get_mmq_x_max_device() { #endif // __CUDA_ARCH__ >= GGML_CUDA_CC_VOLTA #endif // defined(GGML_USE_HIP) -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } static int get_mmq_y_host(const int cc) { @@ -231,7 +231,7 @@ static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) { #define MMQ_TILE_Y_K (MMQ_TILE_NE_K + MMQ_TILE_NE_K/QI8_1) static int mmq_get_granularity_host(const int mmq_x, const int cc) { - if (amd_mfma_available(cc)) { + if (amd_mfma_available(cc) || amd_wmma_available(cc)) { return mmq_x >= 128 ? 32 : 16; } else if (turing_mma_available(cc) && mmq_x >= 48) { return 16; @@ -240,7 +240,7 @@ static int mmq_get_granularity_host(const int mmq_x, const int cc) { } } -#if defined(AMD_MFMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) static constexpr __device__ int mmq_get_granularity_device(const int mmq_x) { return mmq_x >= 128 ? 32 : 16; } @@ -265,7 +265,7 @@ static int mmq_get_nwarps_host(const int /*cc*/, const int warp_size) { #endif // (GGML_USE_HIP) static constexpr __device__ int mmq_get_nwarps_device() { -#if defined(AMD_MFMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) return 8; #else return 256/ggml_cuda_get_physical_warp_size(); @@ -279,14 +279,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + 2*MMQ_TILE_NE_K); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_0, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR4_0); constexpr int nrows = warp_size / threads_per_row; @@ -305,7 +305,7 @@ template static __device__ __forceinline__ void loa const block_q4_0 * bxi = (const block_q4_0 *) x + kbx0 + i*stride + kbx; const int qs0 = get_int_b2(bxi->qs, kqsx); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI4_0) + kqsx + 0] = __vsubss4((qs0 >> 0) & 0x0F0F0F0F, 0x08080808); x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI4_0) + kqsx + QI4_0] = __vsubss4((qs0 >> 4) & 0x0F0F0F0F, 0x08080808); #else @@ -327,11 +327,11 @@ template static __device__ __forceinline__ void loa const block_q4_0 * bxi = (const block_q4_0 *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; #else x_df[i*(MMQ_TILE_NE_K/QI4_0) + i/QI4_0 + kbxd] = bxi->d; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -382,14 +382,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + 2*MMQ_TILE_NE_K); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_1, mmq_y); int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR4_1); constexpr int nrows = warp_size / threads_per_row; @@ -408,12 +408,12 @@ template static __device__ __forceinline__ void loa const block_q4_1 * bxi = (const block_q4_1 *) x + kbx0 + i*stride + kbx; const int qs0 = get_int_b4(bxi->qs, kqsx); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI4_1) + kqsx + 0] = (qs0 >> 0) & 0x0F0F0F0F; x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI4_1) + kqsx + QI4_1] = (qs0 >> 4) & 0x0F0F0F0F; #else x_qs[i*(MMQ_TILE_NE_K + 1) + txi] = qs0; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int blocks_per_tile_x_row = MMQ_TILE_NE_K / QI4_1; @@ -430,11 +430,11 @@ template static __device__ __forceinline__ void loa const block_q4_1 * bxi = (const block_q4_1 *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + kbxd] = bxi->dm; #else x_dm[i*(MMQ_TILE_NE_K/QI4_1) + i/QI4_1 + kbxd] = bxi->dm; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -485,14 +485,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_0, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR5_0); constexpr int nrows = warp_size / threads_per_row; @@ -527,13 +527,13 @@ template static __device__ __forceinline__ void loa qs1 |= (qh << 9) & 0x10000000; // 19 -> 28 qs1 = __vsubss4(qs1, 0x10101010); // subtract 16 -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + 0] = qs0; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + kbx*(2*QI5_0) + kqsx + 0] = qs0; x_qs[i*(2*MMQ_TILE_NE_K + 1) + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int blocks_per_tile_x_row = MMQ_TILE_NE_K / QI5_0; @@ -550,11 +550,11 @@ template static __device__ __forceinline__ void loa const block_q5_0 * bxi = (const block_q5_0 *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; #else x_df[i*(MMQ_TILE_NE_K/QI5_0) + i/QI5_0 + kbxd] = bxi->d; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -563,14 +563,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + 2*MMQ_TILE_NE_K); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y); int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR5_1); constexpr int nrows = warp_size / threads_per_row; @@ -603,13 +603,13 @@ template static __device__ __forceinline__ void loa qs1 |= (qh << 2) & 0x00100000; // 18 -> 20 qs1 |= (qh << 9) & 0x10000000; // 19 -> 28 -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + 0] = qs0; x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + kbx*(2*QI5_1) + kqsx + 0] = qs0; x_qs[i*(2*MMQ_TILE_NE_K + 1) + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int blocks_per_tile_x_row = MMQ_TILE_NE_K / QI5_1; @@ -626,11 +626,11 @@ template static __device__ __forceinline__ void loa const block_q5_1 * bxi = (const block_q5_1 *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + kbxd] = bxi->dm; #else x_dm[i*(MMQ_TILE_NE_K/QI5_1) + i/QI5_1 + kbxd] = bxi->dm; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -639,14 +639,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_tile + 2*MMQ_TILE_NE_K); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) // MMQ_ITER_K / (4 * QR8_0) == 64 required. but NV has only 32 threads per warp constexpr int threads_per_row = 32; @@ -665,13 +665,13 @@ template static __device__ __forceinline__ void loa const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbx; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 0 + txi] = get_int_b2(bxi[0].qs, kqsx); x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + MMQ_TILE_NE_K + txi] = get_int_b2(bxi[MMQ_TILE_NE_K/QI8_0].qs, kqsx); #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 0 + txi] = get_int_b2(bxi[0].qs, kqsx); x_qs[i*(2*MMQ_TILE_NE_K + 1) + MMQ_TILE_NE_K + txi] = get_int_b2(bxi[MMQ_TILE_NE_K/QI8_0].qs, kqsx); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int blocks_per_tile_x_row = 2*MMQ_TILE_NE_K / QI8_0; @@ -688,11 +688,11 @@ template static __device__ __forceinline__ void loa const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; #else x_df[i*(2*MMQ_TILE_NE_K/QI8_0) + i/(QI8_0/2) + kbxd] = bxi->d; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -701,14 +701,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_MXFP4, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR_MXFP4); constexpr int nrows = warp_size / threads_per_row; @@ -730,13 +730,13 @@ template static __device__ __forceinline__ void loa const int2 v = get_int_from_table_16(aux_q4, kvalues_mxfp4); const int k0 = kbx * (2 * QI_MXFP4) + kqsx; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + k0 + 0] = v.x; x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + k0 + QI_MXFP4] = v.y; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + k0 + 0] = v.x; x_qs[i*(2*MMQ_TILE_NE_K + 1) + k0 + QI_MXFP4] = v.y; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int blocks_per_tile_x_row = MMQ_TILE_NE_K / QI_MXFP4; @@ -753,11 +753,11 @@ template static __device__ __forceinline__ void loa const block_mxfp4 * bxi = (const block_mxfp4 *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_1 + kbxd] = ggml_cuda_e8m0_to_fp32(bxi->e)*0.5f; #else x_df[i*(MMQ_TILE_NE_K/QI_MXFP4) + i/QI_MXFP4 + kbxd] = ggml_cuda_e8m0_to_fp32(bxi->e)*0.5f; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -796,7 +796,7 @@ static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a( template static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) { -#if defined(AMD_MFMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) typedef tile<16, 8, int> tile_A; typedef tile<16, 8, int> tile_B; typedef tile<16, 16, int> tile_C; @@ -927,7 +927,7 @@ static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( } } } -#endif // defined(AMD_MFMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } template @@ -965,7 +965,7 @@ static __device__ __forceinline__ void vec_dot_q8_1_q8_1_dp4a( template static __device__ __forceinline__ void vec_dot_q8_1_q8_1_mma( const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int k00) { -#if defined(AMD_MFMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) typedef tile<16, 8, int> tile_A; typedef tile<16, 8, int> tile_B; typedef tile<16, 16, int> tile_C; @@ -1087,7 +1087,7 @@ static __device__ __forceinline__ void vec_dot_q8_1_q8_1_mma( } } } -#endif // defined(AMD_MFMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } // Used for Q3_K, IQ2_S, and IQ2_XS @@ -1170,6 +1170,54 @@ static __device__ __forceinline__ void vec_dot_q8_0_16_q8_1_mma( tile_C C; mma(C, A[n], B[0]); +#pragma unroll + for (int l = 0; l < tile_C::ne; ++l) { + const int i = i0 + n*tile_C::I + tile_C::get_i(l); + sum[(j0/tile_C::J + n)*tile_C::ne + l] += C.x[l] * x_df[i*MMQ_MMA_TILE_X_K_Q3_K + k0/4] * dB; + } + } + } + } +#elif defined(AMD_WMMA_AVAILABLE) //wmma instructions can handle 16x4 tiles, does not require loading 64x2 tiles + typedef tile<16, 4, int> tile_A; + typedef tile<16, 4, int> tile_B; + typedef tile<16, 16, int> tile_C; + + constexpr int granularity = mmq_get_granularity_device(mmq_x); + constexpr int rows_per_warp = granularity; + constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp. + + y += (threadIdx.y % ntx) * (tile_C::J*MMQ_TILE_Y_K); + + const int * x_qs = (const int *) x; + const float * x_df = (const float *) x_qs + MMQ_TILE_NE_K*2; + const int * y_qs = (const int *) y + 4; + const float * y_df = (const float *) y; + + const int i0 = (threadIdx.y / ntx) * rows_per_warp; + + for (int k01 = 0; k01 < MMQ_TILE_NE_K; k01 += 4) { + const int k0 = k00 + k01; + + tile_A A[ntx]; +#pragma unroll + for (int n = 0; n < ntx; ++n) { + load_generic(A[n], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q3_K + k0, MMQ_MMA_TILE_X_K_Q3_K); + } + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) { + tile_B B; + load_generic(B, y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); + + const int j = j0 + tile_C::get_j(0); + const float dB = y_df[j*MMQ_TILE_Y_K + k01/QI8_1]; + +#pragma unroll + for (int n = 0; n < ntx; ++n) { + tile_C C; + mma(C, A[n], B); + #pragma unroll for (int l = 0; l < tile_C::ne; ++l) { const int i = i0 + n*tile_C::I + tile_C::get_i(l); @@ -1257,21 +1305,21 @@ static __device__ __forceinline__ void vec_dot_q8_0_16_q8_1_mma( #else GGML_UNUSED_VARS(x, y, sum, k00); NO_DEVICE_CODE; -#endif // AMD_MFMA_AVAILABLE +#endif // AMD_MFMA_AVAILABLE || AMD_WMMA_AVAILABLE } template static __device__ __forceinline__ void load_tiles_q2_K( const char * __restrict__ x, int * __restrict__ x_tile, const int kbx0, const int i_max, const int stride) { constexpr int nwarps = mmq_get_nwarps_device(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + 2*MMQ_TILE_NE_K); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y); int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR2_K); constexpr int nrows = ggml_cuda_get_physical_warp_size() / threads_per_row; @@ -1295,11 +1343,11 @@ template static __device__ __forceinline__ void loa const int x_qs_k = (x_ql_0 >> (2*l)) & 0x03030303; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k] = x_qs_k; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + k] = x_qs_k; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const int sc_m = bxi->scales[kqsx]; @@ -1310,11 +1358,11 @@ template static __device__ __forceinline__ void loa const half2 x_dm_ik = make_half2(bxi_dmf.x*(sc_m & 0x0F), bxi_dmf.y*(sc_m >> 4)); #endif // FAST_FP16_AVAILABLE -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + kqsx] = x_dm_ik; #else x_dm[i*(MMQ_TILE_NE_K + 1) + kqsx] = x_dm_ik; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -1438,6 +1486,72 @@ static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( tile_C Cd; mma(Cd, A[n], B[0]); +#pragma unroll + for (int l = 0; l < tile_C::ne; ++l) { + const int i = i0 + n*tile_C::I + tile_C::get_i(l); + const float2 dm = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + k0/4]); + float tmp = Cd.x[l]*dm.x; + if (k01 >= MMQ_TILE_NE_K * 3/4) { + tmp -= Cm.x[l]*dm.y; + } + sum[(j0/tile_C::J + n)*tile_C::ne + l] += tmp*dB; + sum[(j0/tile_C::J + n)*tile_C::ne + l] -= dm.y*sB; + } + } + } + } +#elif defined(AMD_WMMA_AVAILABLE) //wmma instructions can handle 16x4 tiles, does not require loading 64x2 tiles + + typedef tile<16, 4, int> tile_A; + typedef tile<16, 4, int> tile_B; + typedef tile<16, 16, int> tile_C; + + constexpr int granularity = mmq_get_granularity_device(mmq_x); + constexpr int rows_per_warp = granularity; + constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp. + + y += (threadIdx.y % ntx) * (tile_C::J*MMQ_TILE_Y_K); + + const int * x_qs = (const int *) x; + const half2 * x_dm = (const half2 *) x_qs + MMQ_TILE_NE_K*2; + const int * y_qs = (const int *) y + 4; + const half2 * y_ds = (const half2 *) y; + + const int i0 = (threadIdx.y / ntx) * rows_per_warp; + + for (int k01 = 0; k01 < MMQ_TILE_NE_K; k01 += 4) { + const int k0 = k00 + k01; + + tile_A A[ntx]; +#pragma unroll + for (int n = 0; n < ntx; ++n) { + load_generic(A[n], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q2_K + k0, MMQ_MMA_TILE_X_K_Q2_K); + } + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) { + tile_B B; + load_generic(B, y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); + + const int j = j0 + tile_C::get_j(0); + const float dB = (k01 < MMQ_TILE_NE_K/2) ? __half22float2(y_ds[j*MMQ_TILE_Y_K]).x : __half22float2(y_ds[j*MMQ_TILE_Y_K]).y; + const float sB = (k01 >= MMQ_TILE_NE_K * 3/4) ? 0 + : (((k01/4)%2) ? __half22float2(y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]).y + : __half22float2(y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]).x); + + tile_C Cm; + if (k01 >= MMQ_TILE_NE_K * 3/4) { + tile_A A1; + A1.x[0] = 0x01010101; + A1.x[1] = 0x01010101; + mma(Cm, A1, B); + } + +#pragma unroll + for (int n = 0; n < ntx; ++n) { + tile_C Cd; + mma(Cd, A[n], B); + #pragma unroll for (int l = 0; l < tile_C::ne; ++l) { const int i = i0 + n*tile_C::I + tile_C::get_i(l); @@ -1574,7 +1688,7 @@ static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( #else GGML_UNUSED_VARS(x, y, sum, k00); NO_DEVICE_CODE; -#endif // AMD_MFMA_AVAILABLE +#endif // AMD_MFMA_AVAILABLE || AMD_WMMA_AVAILABLE } template static __device__ __forceinline__ void load_tiles_q3_K( @@ -1582,7 +1696,7 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else @@ -1618,11 +1732,11 @@ template static __device__ __forceinline__ void loa const int x_qs_k = __vsubss4(x_ql_k | x_qh_k, 0x04040404); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k] = x_qs_k; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + k] = x_qs_k; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -1649,7 +1763,7 @@ template static __device__ __forceinline__ void loa const int sc = __vsubss4(sc_low | sc_high, 0x20202020); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) const int8_t * sc8 = (const int8_t *) ≻ const float d = bxi->d; @@ -1659,10 +1773,10 @@ template static __device__ __forceinline__ void loa } #else x_sc[i*(MMQ_TILE_NE_K/8) + i/8 + ksc] = sc; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } -#if !(defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE)) +#if !(defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE)) #pragma unroll for (int i0 = 0; i0 < mmq_y; i0 += nwarps*warp_size) { int i = (i0 + threadIdx.y*warp_size + threadIdx.x) % mmq_y; @@ -1675,7 +1789,7 @@ template static __device__ __forceinline__ void loa x_df[i] = bxi->d; } -#endif // !(defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE)) +#endif // !(defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE)) || defined(AMD_WMMA_AVAILABLE) } template @@ -1728,7 +1842,7 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + 2*MMQ_TILE_NE_K); #else @@ -1736,7 +1850,7 @@ template static __device__ __forceinline__ void loa int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + txs.qs); int * x_sc = (int *) (x_dm + txs.dm); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR4_K); constexpr int nrows = warp_size / threads_per_row; @@ -1753,19 +1867,19 @@ template static __device__ __forceinline__ void loa const block_q4_K * bxi = (const block_q4_K *) x + kbx0 + i*stride; const int qs0 = get_int_b4(bxi->qs, txi); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 16*(txi/8) + txi % 8 + 0] = (qs0 >> 0) & 0x0F0F0F0F; x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 16*(txi/8) + txi % 8 + 8] = (qs0 >> 4) & 0x0F0F0F0F; #else x_qs[i*(MMQ_TILE_NE_K + 1) + txi] = qs0; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int rows_per_warp = warp_size / 2; #pragma unroll for (int i0 = 0; i0 < mmq_y; i0 += nwarps*rows_per_warp) { -#if defined(AMD_MFMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) // Need if on AMD instead of % because warp_size == 64 // This causes double work and throughput loss (MI300X) // H100 loses about 100 t/s with 'if' condition over '%' @@ -1774,7 +1888,7 @@ template static __device__ __forceinline__ void loa #else int i = (i0 + threadIdx.y*rows_per_warp + threadIdx.x/2) % mmq_y; { -#endif // defined(AMD_MFMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) if (need_check) { i = min(i, i_max); } @@ -1829,7 +1943,7 @@ template static __device__ __forceinline__ void loa x_sc[i*(MMQ_TILE_NE_K/8) + i/8 + ksc] = scales8; } -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } template @@ -1872,7 +1986,7 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + MMQ_TILE_NE_K*2); #else @@ -1908,16 +2022,16 @@ template static __device__ __forceinline__ void loa const int kq0 = ky - ky % (QI5_K/2) + txi % (QI5_K/4) + 0; const int kq1 = ky - ky % (QI5_K/2) + txi % (QI5_K/4) + QI5_K/4; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kq0] = ql0 | qh0; x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kq1] = ql1 | qh1; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + kq0] = ql0 | qh0; x_qs[i*(2*MMQ_TILE_NE_K + 1) + kq1] = ql1 | qh1; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int rows_per_warp = warp_size / 2; #pragma unroll for (int i0 = 0; i0 < mmq_y; i0 += nwarps*rows_per_warp) { @@ -1930,7 +2044,7 @@ template static __device__ __forceinline__ void loa #else int i = (i0 + threadIdx.y*rows_per_warp + threadIdx.x/2) % mmq_y; { -#endif // defined(AMD_MFMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) if (need_check) { i = min(i, i_max); } @@ -1986,7 +2100,7 @@ template static __device__ __forceinline__ void loa x_sc[i*(MMQ_TILE_NE_K/8) + i/8 + ksc] = scales8; } -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } template @@ -2029,7 +2143,7 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); int * x_sc = (int *) (x_df + MMQ_TILE_NE_K/QI6_K); @@ -2038,7 +2152,7 @@ template static __device__ __forceinline__ void loa int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); int * x_sc = (int *) (x_df + txs.dm); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR6_K); constexpr int nrows = warp_size / threads_per_row; @@ -2065,13 +2179,13 @@ template static __device__ __forceinline__ void loa const int kq0 = 2*txi - txi % (QI6_K/2) + 0; const int kq1 = 2*txi - txi % (QI6_K/2) + QI6_K/2; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q6_K + kq0] = __vsubss4(ql0 | qh0, 0x20202020); x_qs[i*MMQ_MMA_TILE_X_K_Q6_K + kq1] = __vsubss4(ql1 | qh1, 0x20202020); #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + kq0] = __vsubss4(ql0 | qh0, 0x20202020); x_qs[i*(2*MMQ_TILE_NE_K + 1) + kq1] = __vsubss4(ql1 | qh1, 0x20202020); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } #pragma unroll @@ -2084,11 +2198,11 @@ template static __device__ __forceinline__ void loa const block_q6_K * bxi = (const block_q6_K *) x + kbx0 + i*stride; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q6_K] = bxi->d; #else x_df[i*(MMQ_TILE_NE_K/QI6_K) + i/QI6_K] = bxi->d; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int rows_per_warp = warp_size / 4; @@ -2102,11 +2216,11 @@ template static __device__ __forceinline__ void loa const block_q6_K * bxi = (const block_q6_K *) x + kbx0 + i*stride + (threadIdx.x % (MMQ_TILE_NE_K/8)) / 4; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + threadIdx.x%4] = get_int_b2(bxi->scales, threadIdx.x % (MMQ_TILE_NE_K/8)); #else x_sc[i*(MMQ_TILE_NE_K/8) + i/8 + threadIdx.x%(MMQ_TILE_NE_K/8)] = get_int_b2(bxi->scales, threadIdx.x%(QI6_K/8)); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2190,6 +2304,56 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( tile_C C; mma(C, A[n], B[0]); +#pragma unroll + for (int l = 0; l < tile_C::ne; ++l) { + const int i = i0 + n*tile_C::I + tile_C::get_i(l); + const int8_t * sc = (const int8_t *) (x_sc + i*MMQ_MMA_TILE_X_K_Q6_K + k00/16); + sum[(j0/tile_C::J + n)*tile_C::ne + l] += C.x[l] * sc[k01/4] * x_df[i*MMQ_MMA_TILE_X_K_Q6_K] * dB; + } + } + } + } +#elif defined(AMD_WMMA_AVAILABLE) //wmma instructions can handle 16x4 tiles, does not require loading 64x2 tiles + typedef tile<16, 4, int> tile_A; + typedef tile<16, 4, int> tile_B; + typedef tile<16, 16, int> tile_C; + + constexpr int granularity = mmq_get_granularity_device(mmq_x); + constexpr int rows_per_warp = granularity; + constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp. + + y += (threadIdx.y % ntx) * (tile_C::J*MMQ_TILE_Y_K); + + const int * x_qs = (const int *) x; + const float * x_df = (const float *) x_qs + MMQ_TILE_NE_K*2; + const int * x_sc = (const int *) x_df + MMQ_TILE_NE_K/QI6_K; + const int * y_qs = (const int *) y + 4; + const float * y_df = (const float *) y; + + const int i0 = (threadIdx.y / ntx) * rows_per_warp; + + for (int k01 = 0; k01 < MMQ_TILE_NE_K; k01 += 4) { + const int k0 = k00 + k01; + + tile_A A[ntx]; +#pragma unroll + for (int n = 0; n < ntx; ++n) { + load_generic(A[n], x_qs + (i0 + n*tile_A::I)*MMQ_MMA_TILE_X_K_Q6_K + k0, MMQ_MMA_TILE_X_K_Q6_K); + } + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) { + tile_B B; + load_generic(B, y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); + + const int j = j0 + tile_C::get_j(0); + const float dB = y_df[j*MMQ_TILE_Y_K + k01/QI8_1]; + +#pragma unroll + for (int n = 0; n < ntx; ++n) { + tile_C C; + mma(C, A[n], B); + #pragma unroll for (int l = 0; l < tile_C::ne; ++l) { const int i = i0 + n*tile_C::I + tile_C::get_i(l); @@ -2303,7 +2467,7 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( #else GGML_UNUSED_VARS(x, y, sum, k00); NO_DEVICE_CODE; -#endif // AMD_MFMA_AVAILABLE +#endif // AMD_MFMA_AVAILABLE || AMD_WMMA_AVAILABLE } template static __device__ __forceinline__ void load_tiles_iq4_nl( @@ -2311,14 +2475,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ4_NL, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR4_NL); constexpr int nrows = warp_size / threads_per_row; @@ -2340,13 +2504,13 @@ template static __device__ __forceinline__ void loa const int2 v = get_int_from_table_16(aux_q4, kvalues_iq4nl); const int k0 = kbx * (2 * QI4_NL) + kqsx; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + QI4_NL] = v.y; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + k0 + 0] = v.x; x_qs[i*(2*MMQ_TILE_NE_K + 1) + k0 + QI4_NL] = v.y; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int blocks_per_tile_x_row = MMQ_TILE_NE_K / QI4_NL; @@ -2363,11 +2527,11 @@ template static __device__ __forceinline__ void loa const block_iq4_nl * bxi = (const block_iq4_nl *) x + kbx0 + i*stride + kbxd; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = __half2float(bxi->d); #else x_df[i*(MMQ_TILE_NE_K/QI4_NL) + i/QI4_NL + kbxd] = __half2float(bxi->d); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2376,14 +2540,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ2_XXS, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = (MMQ_ITER_K / (4 * QR2_XXS)) / 2; constexpr int nrows = warp_size / threads_per_row; @@ -2414,22 +2578,22 @@ template static __device__ __forceinline__ void loa const int signs1 = __vcmpne4(((signs_packed & 0x30) << 3) | ((signs_packed & 0xC0) << 17), 0x00000000); const int grid1 = __vsub4(grid_pos[1] ^ signs1, signs1); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 0)] = grid0; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 1)] = grid1; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 0)] = grid0; x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 1)] = grid1; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const int ls = aux32 >> 28; const float d = bxi->d; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = (ls*d + d/2)/4; #else x_df[i*(MMQ_TILE_NE_K/4) + i/4 + kqsx] = (ls*d + d/2)/4; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2438,14 +2602,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = MMQ_DP4A_TXS_Q8_0_16; int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = (MMQ_ITER_K / (4 * QR2_XS)) / 2; constexpr int nrows = warp_size / threads_per_row; @@ -2472,24 +2636,24 @@ template static __device__ __forceinline__ void loa const int grid_l = __vsub4(grid_pos[0] ^ signs[0], signs[0]); const int grid_h = __vsub4(grid_pos[1] ^ signs[1], signs[1]); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 0)] = grid_l; x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 1)] = grid_h; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 0)] = grid_l; x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 1)] = grid_h; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const int ls = bxi->scales[kqsx]; const float d = bxi->d; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q3_K + 2*kqsx+0] = ((ls & 0x0F)*d + d/2)/4; x_df[i*MMQ_MMA_TILE_X_K_Q3_K + 2*kqsx+1] = ((ls >> 4)*d + d/2)/4; #else x_df[i*(2*MMQ_TILE_NE_K*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+0] = ((ls & 0x0F)*d + d/2)/4; x_df[i*(2*MMQ_TILE_NE_K*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+1] = ((ls >> 4)*d + d/2)/4; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2498,15 +2662,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ2_S, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) - +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = (MMQ_ITER_K / (4 * QR2_S)) / 2; constexpr int nrows = warp_size / threads_per_row; const int kqsx = threadIdx.x % threads_per_row; @@ -2539,24 +2702,24 @@ template static __device__ __forceinline__ void loa const int grid_l = __vsub4(grid_pos[0] ^ signs0, signs0); const int grid_h = __vsub4(grid_pos[1] ^ signs1, signs1); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 0)] = grid_l; x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + 8*kqsx + (2*l + 1)] = grid_h; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 0)] = grid_l; x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 1)] = grid_h; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const int ls = bxi->scales[kqsx]; const float d = bxi->d; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q3_K + 2*kqsx+0] = ((ls & 0x0F)*d + d/2)/4; x_df[i*MMQ_MMA_TILE_X_K_Q3_K + 2*kqsx+1] = ((ls >> 4)*d + d/2)/4; #else x_df[i*(2*MMQ_TILE_NE_K*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+0] = ((ls & 0x0F)*d + d/2)/4; x_df[i*(2*MMQ_TILE_NE_K*2/QI8_0) + i/(QI8_0/4) + 2*kqsx+1] = ((ls >> 4)*d + d/2)/4; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2565,14 +2728,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ3_XXS, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = (MMQ_ITER_K / (4 * QR3_XXS)) / 2; constexpr int nrows = warp_size / threads_per_row; @@ -2601,22 +2764,22 @@ template static __device__ __forceinline__ void loa const int grid_l = __vsub4(grid_pos.x ^ signs[0], signs[0]); const int grid_h = __vsub4(grid_pos.y ^ signs[1], signs[1]); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 0)] = grid_l; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l + 1)] = grid_h; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 0)] = grid_l; x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l + 1)] = grid_h; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const int ls = aux32 >> 28; const float d = bxi->d; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = (ls*d + d/2)/2; #else x_df[i*(MMQ_TILE_NE_K/4) + i/4 + kqsx] = (ls*d + d/2)/2; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2625,14 +2788,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ3_S, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = (MMQ_ITER_K / (4 * QR3_S)) / 2; constexpr int nrows = warp_size / threads_per_row; @@ -2668,22 +2831,22 @@ template static __device__ __forceinline__ void loa const int grid_l = __vsub4(grid_pos.x ^ signs0, signs0); const int grid_h = __vsub4(grid_pos.y ^ signs1, signs1); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l+0)] = grid_l; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 8*kqsx + (2*l+1)] = grid_h; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l+0)] = grid_l; x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l+1)] = grid_h; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const int ls = 1 + 2*((bxi->scales[kqsx/2] >> (((2*kqsx) << 1) & 0x04)) & 0x0F); const float d = bxi->d; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kqsx] = ls*d; #else x_df[i*(MMQ_TILE_NE_K/4) + i/4 + kqsx] = ls*d; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2692,14 +2855,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; half2 * x_ds = (half2 *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ3_S, mmq_y); int * x_qs = (int *) x_tile; half2 * x_ds = (half2 *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR1_S); constexpr int nrows = warp_size / threads_per_row; @@ -2727,23 +2890,23 @@ template static __device__ __forceinline__ void loa const int grid0 = (grid >> 0) & 0x0F0F0F0F; const int grid1 = (grid >> 4) & 0x0F0F0F0F; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 8*kqsx + (2*l+0)] = grid0; x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + 8*kqsx + (2*l+1)] = grid1; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l+0)] = grid0; x_qs[i*(2*MMQ_TILE_NE_K + 1) + 8*kqsx + (2*l+1)] = grid1; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } const float d1q = __half2float(bxi->d) * (((qh >> 11) & 0x0E) + 1); const float delta = -1.0f + IQ1S_DELTA - (qh & 0x8000) * (2.0f*IQ1S_DELTA/0x8000); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_ds[i*MMQ_MMA_TILE_X_K_Q8_1 + kqsx] = make_half2(d1q, d1q*delta); #else x_ds[i*(MMQ_TILE_NE_K/4) + i/4 + kqsx] = make_half2(d1q, d1q*delta); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2752,14 +2915,14 @@ template static __device__ __forceinline__ void loa constexpr int nwarps = mmq_get_nwarps_device(); constexpr int warp_size = ggml_cuda_get_physical_warp_size(); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + MMQ_TILE_NE_K*2); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_IQ4_XS, mmq_y); int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + txs.qs); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int threads_per_row = MMQ_ITER_K / (4 * QR4_XS); constexpr int nrows = warp_size / threads_per_row; @@ -2779,13 +2942,13 @@ template static __device__ __forceinline__ void loa const int2 v = get_int_from_table_16(aux_q4, kvalues_iq4nl); const int k0 = 8 * (kqsx / 4) + kqsx % 4; -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x; x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y; #else x_qs[i*(2*MMQ_TILE_NE_K + 1) + k0 + 0] = v.x; x_qs[i*(2*MMQ_TILE_NE_K + 1) + k0 + 4] = v.y; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } constexpr int rows_per_warp = warp_size / 8; @@ -2804,11 +2967,11 @@ template static __device__ __forceinline__ void loa const int ls = ((bxi->scales_l[(threadIdx.x % 8)/2] >> (4*(threadIdx.x % 2))) & 0x0F) | (((bxi->scales_h >> (2*(threadIdx.x % 8))) & 0x03) << 4); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + threadIdx.x % 8] = d * (ls - 32); #else x_df[i*(MMQ_TILE_NE_K/4) + i/4 + threadIdx.x % 8] = d * (ls - 32); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) } } @@ -2848,7 +3011,7 @@ static __device__ __forceinline__ void mmq_write_back_mma( constexpr int granularity = mmq_get_granularity_device(mmq_x); constexpr int nwarps = mmq_get_nwarps_device(); -#if defined(AMD_MFMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int tileC_IJ = mmq_get_granularity_device(0); typedef tile tile_C; constexpr int rows_per_warp = granularity; @@ -2859,11 +3022,11 @@ static __device__ __forceinline__ void mmq_write_back_mma( constexpr int ntx = rows_per_warp/tile_C::I; // Number of x minitiles per warp. const int i0 = (threadIdx.y / ntx) * (ntx*tile_C::I); -#if defined(TURING_MMA_AVAILABLE) || defined(AMD_MFMA_AVAILABLE) +#if defined(TURING_MMA_AVAILABLE) || defined(AMD_MFMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) static_assert(nwarps*tile_C::I == mmq_y, "nwarps*tile_C::I != mmq_y"); #else GGML_UNUSED(nwarps); -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*tile_C::J) { @@ -3063,13 +3226,13 @@ static __device__ __forceinline__ void mul_mat_q_process_tile( int * tile_y = data_mul_mat_q + mmq_x; int * tile_x = tile_y + GGML_PAD(mmq_x*MMQ_TILE_Y_K, nwarps*warp_size); -#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#if defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr vec_dot_mmq_t vec_dot = mmq_type_traits::vec_dot_mma; constexpr mmq_write_back_t write_back = mmq_write_back_mma; #else constexpr vec_dot_mmq_t vec_dot = mmq_type_traits::vec_dot_dp4a; constexpr mmq_write_back_t write_back = mmq_write_back_dp4a; -#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) +#endif // defined(AMD_MFMA_AVAILABLE) || defined(TURING_MMA_AVAILABLE) || defined(AMD_WMMA_AVAILABLE) constexpr int blocks_per_iter = MMQ_ITER_K / qk; From 134e6940caf5c64071b7f3b7bc6c2f32f1b3a5a4 Mon Sep 17 00:00:00 2001 From: Daniel Bevenius Date: Mon, 24 Nov 2025 21:06:17 +0100 Subject: [PATCH 098/197] llama : skip output reordering for single token batches (#17466) This commit adds a check to skip the output reordering logic when n_outputs == 1. With a single output token, the data is trivially sorted and the reordering code is currently doing unnecessary work (resetting and rebuilding output_ids to the same values). The motivation for this change is improved code clarity and avoiding confusion when debugging. While the performance impact is probably negligible, this unnecessary work happens on every decode call in llama-server when processing batches with single-token outputs. --- src/llama-context.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/llama-context.cpp b/src/llama-context.cpp index 70a3ec62dfc..2aa6d52a242 100644 --- a/src/llama-context.cpp +++ b/src/llama-context.cpp @@ -1248,7 +1248,7 @@ int llama_context::decode(const llama_batch & batch_inp) { // make the outputs have the same order they had in the user-provided batch // note: this is mostly relevant for recurrent models atm - if (!sorted_output) { + if (!sorted_output && n_outputs > 1) { GGML_ASSERT((size_t) n_outputs == out_ids.size()); // TODO: is there something more efficient which also minimizes swaps? From 3d07caa99bff9213411202b4063aa2f44e919654 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Mon, 24 Nov 2025 15:25:24 -0600 Subject: [PATCH 099/197] vulkan: more FA details in vk_perf_logger (#17443) --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index bc8d3cdcb59..d78c727e53b 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -1629,6 +1629,22 @@ class vk_perf_logger { timings[name].push_back(time); return; } + if (node->op == GGML_OP_FLASH_ATTN_EXT) { + const ggml_tensor * dst = node; + const ggml_tensor * q = node->src[0]; + const ggml_tensor * k = node->src[1]; + const ggml_tensor * v = node->src[2]; + const ggml_tensor * m = node->src[3]; + std::stringstream name; + name << ggml_op_name(node->op) << + " dst(" << dst->ne[0] << "," << dst->ne[1] << "," << dst->ne[2] << "," << dst->ne[3] << "), " << + " q(" << q->ne[0] << "," << q->ne[1] << "," << q->ne[2] << "," << q->ne[3] << "), " << + " k(" << k->ne[0] << "," << k->ne[1] << "," << k->ne[2] << "," << k->ne[3] << "), " << + " v(" << v->ne[0] << "," << v->ne[1] << "," << v->ne[2] << "," << v->ne[3] << "), " << + " m(" << (m?m->ne[0]:0) << "," << (m?m->ne[1]:0) << "," << (m?m->ne[2]:0) << "," << (m?m->ne[3]:0) << ")"; + timings[name.str()].push_back(time); + return; + } timings[ggml_op_name(node->op)].push_back(time); } private: From 877566d512d02a3a288ea38c1f7b1c25ccd6c082 Mon Sep 17 00:00:00 2001 From: Aaron Teo Date: Tue, 25 Nov 2025 09:56:07 +0800 Subject: [PATCH 100/197] llama: introduce support for model-embedded sampling parameters (#17120) --- common/arg.cpp | 12 ++++++ common/common.cpp | 55 ++++++++++++++++++++++++ common/common.h | 18 ++++++++ gguf-py/gguf/constants.py | 14 ++++++ gguf-py/gguf/gguf_writer.py | 36 ++++++++++++++++ gguf-py/gguf/metadata.py | 85 +++++++++++++++++++++++++++++++++++++ include/llama.h | 18 ++++++++ src/llama-arch.cpp | 38 +++++++++++------ src/llama-arch.h | 12 ++++++ src/llama-model.cpp | 18 ++++++++ 10 files changed, 293 insertions(+), 13 deletions(-) diff --git a/common/arg.cpp b/common/arg.cpp index 430ab45dfe2..dd787290d25 100644 --- a/common/arg.cpp +++ b/common/arg.cpp @@ -1232,6 +1232,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { const auto sampler_names = string_split(value, ';'); params.sampling.samplers = common_sampler_types_from_names(sampler_names, true); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_SAMPLERS; } ).set_sparam()); add_opt(common_arg( @@ -1261,6 +1262,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.sampling.temp = std::stof(value); params.sampling.temp = std::max(params.sampling.temp, 0.0f); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TEMP; } ).set_sparam()); add_opt(common_arg( @@ -1268,6 +1270,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("top-k sampling (default: %d, 0 = disabled)", params.sampling.top_k), [](common_params & params, int value) { params.sampling.top_k = value; + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TOP_K; } ).set_sparam()); add_opt(common_arg( @@ -1275,6 +1278,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("top-p sampling (default: %.1f, 1.0 = disabled)", (double)params.sampling.top_p), [](common_params & params, const std::string & value) { params.sampling.top_p = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TOP_P; } ).set_sparam()); add_opt(common_arg( @@ -1282,6 +1286,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("min-p sampling (default: %.1f, 0.0 = disabled)", (double)params.sampling.min_p), [](common_params & params, const std::string & value) { params.sampling.min_p = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIN_P; } ).set_sparam()); add_opt(common_arg( @@ -1296,6 +1301,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("xtc probability (default: %.1f, 0.0 = disabled)", (double)params.sampling.xtc_probability), [](common_params & params, const std::string & value) { params.sampling.xtc_probability = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_XTC_PROBABILITY; } ).set_sparam()); add_opt(common_arg( @@ -1303,6 +1309,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("xtc threshold (default: %.1f, 1.0 = disabled)", (double)params.sampling.xtc_threshold), [](common_params & params, const std::string & value) { params.sampling.xtc_threshold = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_XTC_THRESHOLD; } ).set_sparam()); add_opt(common_arg( @@ -1321,6 +1328,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex } params.sampling.penalty_last_n = value; params.sampling.n_prev = std::max(params.sampling.n_prev, params.sampling.penalty_last_n); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_LAST_N; } ).set_sparam()); add_opt(common_arg( @@ -1328,6 +1336,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("penalize repeat sequence of tokens (default: %.1f, 1.0 = disabled)", (double)params.sampling.penalty_repeat), [](common_params & params, const std::string & value) { params.sampling.penalty_repeat = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_REPEAT; } ).set_sparam()); add_opt(common_arg( @@ -1425,6 +1434,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "(default: %d, 0 = disabled, 1 = Mirostat, 2 = Mirostat 2.0)", params.sampling.mirostat), [](common_params & params, int value) { params.sampling.mirostat = value; + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT; } ).set_sparam()); add_opt(common_arg( @@ -1432,6 +1442,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("Mirostat learning rate, parameter eta (default: %.1f)", (double)params.sampling.mirostat_eta), [](common_params & params, const std::string & value) { params.sampling.mirostat_eta = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_ETA; } ).set_sparam()); add_opt(common_arg( @@ -1439,6 +1450,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("Mirostat target entropy, parameter tau (default: %.1f)", (double)params.sampling.mirostat_tau), [](common_params & params, const std::string & value) { params.sampling.mirostat_tau = std::stof(value); + params.sampling.user_sampling_config |= common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_TAU; } ).set_sparam()); add_opt(common_arg( diff --git a/common/common.cpp b/common/common.cpp index f3cc55247e7..0d7fd9a9371 100644 --- a/common/common.cpp +++ b/common/common.cpp @@ -8,6 +8,7 @@ #include "common.h" #include "log.h" #include "llama.h" +#include "sampling.h" #include #include @@ -949,6 +950,58 @@ std::vector fs_list_files(const std::string & path) { // Model utils // +static inline void common_init_sampler_from_model( + const llama_model * model, + common_params_sampling & sparams) { + + const uint64_t config = sparams.user_sampling_config; + + auto get_int32 = [&](const char * key, int32_t & dst, uint64_t user_config) { + if (config & user_config) return; + + char buf[64] = {0}; + if (llama_model_meta_val_str(model, key, buf, sizeof(buf)) > 0) { + char * end = nullptr; + int32_t v = strtol(buf, &end, 10); + if (end && end != buf) dst = v; + } + }; + + auto get_float = [&](const char * key, float & dst, uint64_t user_config) { + if (config & user_config) return; + + char buf[128] = {0}; + if (llama_model_meta_val_str(model, key, buf, sizeof(buf)) > 0) { + char * end = nullptr; + float v = strtof(buf, &end); + if (end && end != buf) dst = v; + } + }; + + // Sampling sequence + if (!(config & common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_SAMPLERS)) { + char buf[512] = {0}; + if (llama_model_meta_val_str(model, llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_SEQUENCE), buf, sizeof(buf)) > 0) { + const std::vector sampler_names = string_split(std::string(buf), ';'); + if (!sampler_names.empty()) { + sparams.samplers = common_sampler_types_from_names(sampler_names, true); + } + } + } + + get_int32(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_TOP_K), sparams.top_k, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TOP_K); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_TOP_P), sparams.top_p, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TOP_P); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_MIN_P), sparams.min_p, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIN_P); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_XTC_PROBABILITY), sparams.xtc_probability, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_XTC_PROBABILITY); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_XTC_THRESHOLD), sparams.xtc_threshold, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_XTC_THRESHOLD); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_TEMP), sparams.temp, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_TEMP); + get_int32(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_PENALTY_LAST_N), sparams.penalty_last_n, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_LAST_N); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_PENALTY_REPEAT), sparams.penalty_repeat, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_REPEAT); + get_int32(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT), sparams.mirostat, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_TAU), sparams.mirostat_tau, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_TAU); + get_float(llama_model_meta_key_str(LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_ETA), sparams.mirostat_eta, common_params_sampling_config::COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_ETA); +} + struct common_init_result common_init_from_params(common_params & params) { common_init_result iparams; auto mparams = common_model_params_to_llama(params); @@ -960,6 +1013,8 @@ struct common_init_result common_init_from_params(common_params & params) { return iparams; } + common_init_sampler_from_model(model, params.sampling); + const llama_vocab * vocab = llama_model_get_vocab(model); auto cparams = common_context_params_to_llama(params); diff --git a/common/common.h b/common/common.h index de5b404dd88..2f23d0baa83 100644 --- a/common/common.h +++ b/common/common.h @@ -140,6 +140,22 @@ struct common_grammar_trigger { llama_token token = LLAMA_TOKEN_NULL; }; +enum common_params_sampling_config : uint64_t { + COMMON_PARAMS_SAMPLING_CONFIG_SAMPLERS = 1 << 0, + COMMON_PARAMS_SAMPLING_CONFIG_TOP_K = 1 << 1, + COMMON_PARAMS_SAMPLING_CONFIG_TOP_P = 1 << 2, + COMMON_PARAMS_SAMPLING_CONFIG_MIN_P = 1 << 3, + COMMON_PARAMS_SAMPLING_CONFIG_XTC_PROBABILITY = 1 << 4, + COMMON_PARAMS_SAMPLING_CONFIG_XTC_THRESHOLD = 1 << 5, + COMMON_PARAMS_SAMPLING_CONFIG_TEMP = 1 << 6, + COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_LAST_N = 1 << 7, + COMMON_PARAMS_SAMPLING_CONFIG_PENALTY_REPEAT = 1 << 8, + COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT = 1 << 9, + COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_TAU = 1 << 10, + COMMON_PARAMS_SAMPLING_CONFIG_MIROSTAT_ETA = 1 << 11, +}; + + // sampling parameters struct common_params_sampling { uint32_t seed = LLAMA_DEFAULT_SEED; // the seed used to initialize llama_sampler @@ -172,6 +188,8 @@ struct common_params_sampling { bool no_perf = false; // disable performance metrics bool timing_per_token = false; + uint64_t user_sampling_config = 0; // bitfield to track user-specified samplers + std::vector dry_sequence_breakers = {"\n", ":", "\"", "*"}; // default sequence breakers for DRY diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 8bc558fe4b5..6f5a742e04a 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -25,6 +25,20 @@ class General: ALIGNMENT = "general.alignment" FILE_TYPE = "general.file_type" + # Recommended Sampler Parameters + SAMPLING_SEQUENCE = "general.sampling.sequence" + SAMPLING_TOP_K = "general.sampling.top_k" + SAMPLING_TOP_P = "general.sampling.top_p" + SAMPLING_MIN_P = "general.sampling.min_p" + SAMPLING_XTC_PROBABILITY = "general.sampling.xtc_probability" + SAMPLING_XTC_THRESHOLD = "general.sampling.xtc_threshold" + SAMPLING_TEMP = "general.sampling.temp" + SAMPLING_PENALTY_LAST_N = "general.sampling.penalty_last_n" + SAMPLING_PENALTY_REPEAT = "general.sampling.penalty_repeat" + SAMPLING_MIROSTAT = "general.sampling.mirostat" + SAMPLING_MIROSTAT_TAU = "general.sampling.mirostat_tau" + SAMPLING_MIROSTAT_ETA = "general.sampling.mirostat_eta" + # Authorship Metadata NAME = "general.name" AUTHOR = "general.author" diff --git a/gguf-py/gguf/gguf_writer.py b/gguf-py/gguf/gguf_writer.py index a051daeeb13..642ae2ae596 100644 --- a/gguf-py/gguf/gguf_writer.py +++ b/gguf-py/gguf/gguf_writer.py @@ -496,6 +496,42 @@ def add_custom_alignment(self, alignment: int) -> None: def add_file_type(self, ftype: int) -> None: self.add_uint32(Keys.General.FILE_TYPE, ftype) + def add_sampling_sequence(self, sequence: str) -> None: + self.add_string(Keys.General.SAMPLING_SEQUENCE, sequence) + + def add_sampling_top_k(self, top_k: int) -> None: + self.add_int32(Keys.General.SAMPLING_TOP_K, top_k) + + def add_sampling_top_p(self, top_p: float) -> None: + self.add_float32(Keys.General.SAMPLING_TOP_P, top_p) + + def add_sampling_min_p(self, min_p: float) -> None: + self.add_float32(Keys.General.SAMPLING_MIN_P, min_p) + + def add_sampling_xtc_probability(self, xtc_probability: float) -> None: + self.add_float32(Keys.General.SAMPLING_XTC_PROBABILITY, xtc_probability) + + def add_sampling_xtc_threshold(self, xtc_threshold: float) -> None: + self.add_float32(Keys.General.SAMPLING_XTC_THRESHOLD, xtc_threshold) + + def add_sampling_temp(self, temp: float) -> None: + self.add_float32(Keys.General.SAMPLING_TEMP, temp) + + def add_sampling_penalty_last_n(self, penalty_last_n: int) -> None: + self.add_int32(Keys.General.SAMPLING_PENALTY_LAST_N, penalty_last_n) + + def add_sampling_penalty_repeat(self, penalty_repeat: float) -> None: + self.add_float32(Keys.General.SAMPLING_PENALTY_REPEAT, penalty_repeat) + + def add_sampling_mirostat(self, mirostat: int) -> None: + self.add_int32(Keys.General.SAMPLING_MIROSTAT, mirostat) + + def add_sampling_mirostat_tau(self, mirostat_tau: float) -> None: + self.add_float32(Keys.General.SAMPLING_MIROSTAT_TAU, mirostat_tau) + + def add_sampling_mirostat_eta(self, mirostat_eta: float) -> None: + self.add_float32(Keys.General.SAMPLING_MIROSTAT_ETA, mirostat_eta) + def add_name(self, name: str) -> None: self.add_string(Keys.General.NAME, name) diff --git a/gguf-py/gguf/metadata.py b/gguf-py/gguf/metadata.py index 67efedbdbc5..e0d478ce95d 100644 --- a/gguf-py/gguf/metadata.py +++ b/gguf-py/gguf/metadata.py @@ -17,6 +17,20 @@ @dataclass class Metadata: + # Recommended Sampler Parameters to be written to GGUF KV Store + sampling_sequence: Optional[str] = None + sampling_top_k: Optional[int] = None + sampling_top_p: Optional[float] = None + sampling_min_p: Optional[float] = None + sampling_xtc_probability: Optional[float] = None + sampling_xtc_threshold: Optional[float] = None + sampling_temp: Optional[float] = None + sampling_penalty_last_n: Optional[int] = None + sampling_penalty_repeat: Optional[float] = None + sampling_mirostat: Optional[int] = None + sampling_mirostat_tau: Optional[float] = None + sampling_mirostat_eta: Optional[float] = None + # Authorship Metadata to be written to GGUF KV Store name: Optional[str] = None author: Optional[str] = None @@ -54,15 +68,43 @@ def load(metadata_override_path: Optional[Path] = None, model_path: Optional[Pat model_card = Metadata.load_model_card(model_path) hf_params = Metadata.load_hf_parameters(model_path) + gen_config = Metadata.load_generation_config(model_path) # TODO: load adapter_config.json when possible, it usually contains the base model of the LoRA adapter # heuristics metadata = Metadata.apply_metadata_heuristic(metadata, model_card, hf_params, model_path, total_params) + if gen_config: + metadata.sampling_sequence = gen_config.get("sequence", metadata.sampling_sequence) + metadata.sampling_top_k = gen_config.get("top_k", metadata.sampling_top_k) + metadata.sampling_top_p = gen_config.get("top_p", metadata.sampling_top_p) + metadata.sampling_min_p = gen_config.get("min_p", metadata.sampling_min_p) + metadata.sampling_xtc_probability = gen_config.get("xtc_probability", metadata.sampling_xtc_probability) + metadata.sampling_xtc_threshold = gen_config.get("xtc_threshold", metadata.sampling_xtc_threshold) + metadata.sampling_temp = gen_config.get("temperature", metadata.sampling_temp) + metadata.sampling_penalty_last_n = gen_config.get("penalty_last_n", metadata.sampling_penalty_last_n) + metadata.sampling_penalty_repeat = gen_config.get("penalty_repeat", metadata.sampling_penalty_repeat) + metadata.sampling_mirostat = gen_config.get("mirostat", metadata.sampling_mirostat) + metadata.sampling_mirostat_tau = gen_config.get("mirostat_tau", metadata.sampling_mirostat_tau) + metadata.sampling_mirostat_eta = gen_config.get("mirostat_eta", metadata.sampling_mirostat_eta) + # Metadata Override File Provided # This is based on LLM_KV_NAMES mapping in llama.cpp metadata_override = Metadata.load_metadata_override(metadata_override_path) + metadata.sampling_sequence = metadata_override.get(Keys.General.SAMPLING_SEQUENCE, metadata.sampling_sequence) + metadata.sampling_top_k = metadata_override.get(Keys.General.SAMPLING_TOP_K, metadata.sampling_top_k) + metadata.sampling_top_p = metadata_override.get(Keys.General.SAMPLING_TOP_P, metadata.sampling_top_p) + metadata.sampling_min_p = metadata_override.get(Keys.General.SAMPLING_MIN_P, metadata.sampling_min_p) + metadata.sampling_xtc_probability = metadata_override.get(Keys.General.SAMPLING_XTC_PROBABILITY, metadata.sampling_xtc_probability) + metadata.sampling_xtc_threshold = metadata_override.get(Keys.General.SAMPLING_XTC_THRESHOLD, metadata.sampling_xtc_threshold) + metadata.sampling_temp = metadata_override.get(Keys.General.SAMPLING_TEMP, metadata.sampling_temp) + metadata.sampling_penalty_last_n = metadata_override.get(Keys.General.SAMPLING_PENALTY_LAST_N, metadata.sampling_penalty_last_n) + metadata.sampling_penalty_repeat = metadata_override.get(Keys.General.SAMPLING_PENALTY_REPEAT, metadata.sampling_penalty_repeat) + metadata.sampling_mirostat = metadata_override.get(Keys.General.SAMPLING_MIROSTAT, metadata.sampling_mirostat) + metadata.sampling_mirostat_tau = metadata_override.get(Keys.General.SAMPLING_MIROSTAT_TAU, metadata.sampling_mirostat_tau) + metadata.sampling_mirostat_eta = metadata_override.get(Keys.General.SAMPLING_MIROSTAT_ETA, metadata.sampling_mirostat_eta) + metadata.name = metadata_override.get(Keys.General.NAME, metadata.name) metadata.author = metadata_override.get(Keys.General.AUTHOR, metadata.author) metadata.version = metadata_override.get(Keys.General.VERSION, metadata.version) @@ -172,6 +214,23 @@ def load_hf_parameters(model_path: Optional[Path] = None) -> dict[str, Any]: with open(config_path, "r", encoding="utf-8") as f: return json.load(f) + @staticmethod + def load_generation_config(model_path: Optional[Path] = None) -> dict[str, Any]: + if model_path is None or not model_path.is_dir(): + return {} + + generation_config_path = model_path / "generation_config.json" + + if not generation_config_path.is_file(): + return {} + + try: + with open(generation_config_path, "r", encoding="utf-8") as f: + return json.load(f) + except (json.JSONDecodeError, IOError): + # not all models have valid generation_config.json + return {} + @staticmethod def id_to_title(string): # Convert capitalization into title form unless acronym or version number @@ -546,6 +605,32 @@ def use_array_model_card_metadata(metadata_key: str, model_card_key: str): def set_gguf_meta_model(self, gguf_writer: gguf.GGUFWriter): assert self.name is not None + + if self.sampling_sequence is not None: + gguf_writer.add_sampling_sequence(self.sampling_sequence) + if self.sampling_top_k is not None: + gguf_writer.add_sampling_top_k(self.sampling_top_k) + if self.sampling_top_p is not None: + gguf_writer.add_sampling_top_p(self.sampling_top_p) + if self.sampling_min_p is not None: + gguf_writer.add_sampling_min_p(self.sampling_min_p) + if self.sampling_xtc_probability is not None: + gguf_writer.add_sampling_xtc_probability(self.sampling_xtc_probability) + if self.sampling_xtc_threshold is not None: + gguf_writer.add_sampling_xtc_threshold(self.sampling_xtc_threshold) + if self.sampling_temp is not None: + gguf_writer.add_sampling_temp(self.sampling_temp) + if self.sampling_penalty_last_n is not None: + gguf_writer.add_sampling_penalty_last_n(self.sampling_penalty_last_n) + if self.sampling_penalty_repeat is not None: + gguf_writer.add_sampling_penalty_repeat(self.sampling_penalty_repeat) + if self.sampling_mirostat is not None: + gguf_writer.add_sampling_mirostat(self.sampling_mirostat) + if self.sampling_mirostat_tau is not None: + gguf_writer.add_sampling_mirostat_tau(self.sampling_mirostat_tau) + if self.sampling_mirostat_eta is not None: + gguf_writer.add_sampling_mirostat_eta(self.sampling_mirostat_eta) + gguf_writer.add_name(self.name) if self.author is not None: diff --git a/include/llama.h b/include/llama.h index 8547226ff21..b52eaacfa7e 100644 --- a/include/llama.h +++ b/include/llama.h @@ -246,6 +246,21 @@ extern "C" { LLAMA_KV_OVERRIDE_TYPE_STR, }; + enum llama_model_meta_key { + LLAMA_MODEL_META_KEY_SAMPLING_SEQUENCE, + LLAMA_MODEL_META_KEY_SAMPLING_TOP_K, + LLAMA_MODEL_META_KEY_SAMPLING_TOP_P, + LLAMA_MODEL_META_KEY_SAMPLING_MIN_P, + LLAMA_MODEL_META_KEY_SAMPLING_XTC_PROBABILITY, + LLAMA_MODEL_META_KEY_SAMPLING_XTC_THRESHOLD, + LLAMA_MODEL_META_KEY_SAMPLING_TEMP, + LLAMA_MODEL_META_KEY_SAMPLING_PENALTY_LAST_N, + LLAMA_MODEL_META_KEY_SAMPLING_PENALTY_REPEAT, + LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT, + LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_TAU, + LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_ETA, + }; + struct llama_model_kv_override { enum llama_model_kv_override_type tag; @@ -518,6 +533,9 @@ extern "C" { // Get the number of metadata key/value pairs LLAMA_API int32_t llama_model_meta_count(const struct llama_model * model); + // Get sampling metadata key name. Returns nullptr if the key is invalid + LLAMA_API const char * llama_model_meta_key_str(enum llama_model_meta_key key); + // Get metadata key name by index LLAMA_API int32_t llama_model_meta_key_by_index(const struct llama_model * model, int32_t i, char * buf, size_t buf_size); diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index fc6cddc92f5..7ef87acf1b3 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -114,19 +114,31 @@ static const std::map LLM_ARCH_NAMES = { }; static const std::map LLM_KV_NAMES = { - { LLM_KV_GENERAL_TYPE, "general.type" }, - { LLM_KV_GENERAL_ARCHITECTURE, "general.architecture" }, - { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version" }, - { LLM_KV_GENERAL_ALIGNMENT, "general.alignment" }, - { LLM_KV_GENERAL_FILE_TYPE, "general.file_type" }, - { LLM_KV_GENERAL_NAME, "general.name" }, - { LLM_KV_GENERAL_AUTHOR, "general.author" }, - { LLM_KV_GENERAL_VERSION, "general.version" }, - { LLM_KV_GENERAL_URL, "general.url" }, - { LLM_KV_GENERAL_DESCRIPTION, "general.description" }, - { LLM_KV_GENERAL_LICENSE, "general.license" }, - { LLM_KV_GENERAL_SOURCE_URL, "general.source.url" }, - { LLM_KV_GENERAL_SOURCE_HF_REPO, "general.source.huggingface.repository" }, + { LLM_KV_GENERAL_TYPE, "general.type" }, + { LLM_KV_GENERAL_ARCHITECTURE, "general.architecture" }, + { LLM_KV_GENERAL_QUANTIZATION_VERSION, "general.quantization_version" }, + { LLM_KV_GENERAL_ALIGNMENT, "general.alignment" }, + { LLM_KV_GENERAL_FILE_TYPE, "general.file_type" }, + { LLM_KV_GENERAL_SAMPLING_SEQUENCE, "general.sampling.sequence" }, + { LLM_KV_GENERAL_SAMPLING_TOP_K, "general.sampling.top_k" }, + { LLM_KV_GENERAL_SAMPLING_TOP_P, "general.sampling.top_p" }, + { LLM_KV_GENERAL_SAMPLING_MIN_P, "general.sampling.min_p" }, + { LLM_KV_GENERAL_SAMPLING_XTC_PROBABILITY, "general.sampling.xtc_probability" }, + { LLM_KV_GENERAL_SAMPLING_XTC_THRESHOLD, "general.sampling.xtc_threshold" }, + { LLM_KV_GENERAL_SAMPLING_TEMP, "general.sampling.temp" }, + { LLM_KV_GENERAL_SAMPLING_PENALTY_LAST_N, "general.sampling.penalty_last_n" }, + { LLM_KV_GENERAL_SAMPLING_PENALTY_REPEAT, "general.sampling.penalty_repeat" }, + { LLM_KV_GENERAL_SAMPLING_MIROSTAT, "general.sampling.mirostat" }, + { LLM_KV_GENERAL_SAMPLING_MIROSTAT_TAU, "general.sampling.mirostat_tau" }, + { LLM_KV_GENERAL_SAMPLING_MIROSTAT_ETA, "general.sampling.mirostat_eta" }, + { LLM_KV_GENERAL_NAME, "general.name" }, + { LLM_KV_GENERAL_AUTHOR, "general.author" }, + { LLM_KV_GENERAL_VERSION, "general.version" }, + { LLM_KV_GENERAL_URL, "general.url" }, + { LLM_KV_GENERAL_DESCRIPTION, "general.description" }, + { LLM_KV_GENERAL_LICENSE, "general.license" }, + { LLM_KV_GENERAL_SOURCE_URL, "general.source.url" }, + { LLM_KV_GENERAL_SOURCE_HF_REPO, "general.source.huggingface.repository" }, { LLM_KV_VOCAB_SIZE, "%s.vocab_size" }, { LLM_KV_CONTEXT_LENGTH, "%s.context_length" }, diff --git a/src/llama-arch.h b/src/llama-arch.h index 02a1c2dc258..9ad3157bf67 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -123,6 +123,18 @@ enum llm_kv { LLM_KV_GENERAL_QUANTIZATION_VERSION, LLM_KV_GENERAL_ALIGNMENT, LLM_KV_GENERAL_FILE_TYPE, + LLM_KV_GENERAL_SAMPLING_SEQUENCE, + LLM_KV_GENERAL_SAMPLING_TOP_K, + LLM_KV_GENERAL_SAMPLING_TOP_P, + LLM_KV_GENERAL_SAMPLING_MIN_P, + LLM_KV_GENERAL_SAMPLING_XTC_PROBABILITY, + LLM_KV_GENERAL_SAMPLING_XTC_THRESHOLD, + LLM_KV_GENERAL_SAMPLING_TEMP, + LLM_KV_GENERAL_SAMPLING_PENALTY_LAST_N, + LLM_KV_GENERAL_SAMPLING_PENALTY_REPEAT, + LLM_KV_GENERAL_SAMPLING_MIROSTAT, + LLM_KV_GENERAL_SAMPLING_MIROSTAT_TAU, + LLM_KV_GENERAL_SAMPLING_MIROSTAT_ETA, LLM_KV_GENERAL_NAME, LLM_KV_GENERAL_AUTHOR, LLM_KV_GENERAL_VERSION, diff --git a/src/llama-model.cpp b/src/llama-model.cpp index 35179a98e0c..a042ea9632c 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -7687,6 +7687,24 @@ int32_t llama_model_meta_count(const llama_model * model) { return (int)model->gguf_kv.size(); } +const char * llama_model_meta_key_str(llama_model_meta_key key) { + switch (key) { + case LLAMA_MODEL_META_KEY_SAMPLING_SEQUENCE: return "general.sampling.sequence"; + case LLAMA_MODEL_META_KEY_SAMPLING_TOP_K: return "general.sampling.top_k"; + case LLAMA_MODEL_META_KEY_SAMPLING_TOP_P: return "general.sampling.top_p"; + case LLAMA_MODEL_META_KEY_SAMPLING_MIN_P: return "general.sampling.min_p"; + case LLAMA_MODEL_META_KEY_SAMPLING_XTC_PROBABILITY: return "general.sampling.xtc_probability"; + case LLAMA_MODEL_META_KEY_SAMPLING_XTC_THRESHOLD: return "general.sampling.xtc_threshold"; + case LLAMA_MODEL_META_KEY_SAMPLING_TEMP: return "general.sampling.temp"; + case LLAMA_MODEL_META_KEY_SAMPLING_PENALTY_LAST_N: return "general.sampling.penalty_last_n"; + case LLAMA_MODEL_META_KEY_SAMPLING_PENALTY_REPEAT: return "general.sampling.penalty_repeat"; + case LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT: return "general.sampling.mirostat"; + case LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_TAU: return "general.sampling.mirostat_tau"; + case LLAMA_MODEL_META_KEY_SAMPLING_MIROSTAT_ETA: return "general.sampling.mirostat_eta"; + default: return nullptr; + } +} + int32_t llama_model_meta_key_by_index(const llama_model * model, int i, char * buf, size_t buf_size) { if (i < 0 || i >= (int)model->gguf_kv.size()) { if (buf_size > 0) { From d414db02d3ab3744402bc57a7b3fce7de66e3d5a Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Tue, 25 Nov 2025 00:11:27 -0600 Subject: [PATCH 101/197] vulkan: Use fewer rows for scalar FA when HS is not a multiple of 16 (#17455) --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 12 +++++++----- tests/test-backend-ops.cpp | 3 +++ 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index d78c727e53b..6cf15b43bb3 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -2501,9 +2501,11 @@ static void ggml_vk_wait_events(vk_context& ctx, std::vector&& events static constexpr uint32_t flash_attention_num_small_rows = 32; static constexpr uint32_t scalar_flash_attention_num_small_rows = 1; -static uint32_t get_fa_scalar_num_large_rows(uint32_t hsv) { +static uint32_t get_fa_scalar_num_large_rows(uint32_t hsk, uint32_t hsv) { if (hsv >= 192) { return 2; + } else if ((hsv | hsk) & 8) { + return 4; } else { return 8; } @@ -2535,9 +2537,9 @@ static std::array fa_rows_cols(FaCodePath path, uint32_t hsk, uint3 if ((hsv | hsk) & 8) { // HSV/HSK not being a multiple of 16 makes D_split smaller, which makes cols_per_iter // larger, and Bc needs to be >= cols_per_thread. 64 is large enough, 32 is not. - return {get_fa_scalar_num_large_rows(hsv), 64}; + return {get_fa_scalar_num_large_rows(hsk, hsv), 64}; } else { - return {get_fa_scalar_num_large_rows(hsv), 32}; + return {get_fa_scalar_num_large_rows(hsk, hsv), 32}; } } } @@ -7740,7 +7742,7 @@ static bool ggml_vk_flash_attn_scalar_shmem_support(const vk_device& device, con // Needs to be kept up to date on shader changes GGML_UNUSED(hsv); const uint32_t wg_size = scalar_flash_attention_workgroup_size; - const uint32_t Br = get_fa_scalar_num_large_rows(hsv); + const uint32_t Br = get_fa_scalar_num_large_rows(hsk, hsv); const uint32_t Bc = scalar_flash_attention_Bc; const uint32_t tmpsh = wg_size * sizeof(float); @@ -7871,7 +7873,7 @@ static void ggml_vk_flash_attn(ggml_backend_vk_context * ctx, vk_context& subctx case FA_SCALAR: case FA_COOPMAT1: // We may switch from coopmat1 to scalar, so use the scalar limit for both - max_gqa = get_fa_scalar_num_large_rows(HSV); + max_gqa = get_fa_scalar_num_large_rows(HSK, HSV); break; case FA_COOPMAT2: max_gqa = get_fa_num_small_rows(FA_COOPMAT2); diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index ce8c068d7aa..fd48d254752 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -7859,6 +7859,9 @@ static std::vector> make_test_cases_perf() { } } + // Qwen3-VL-8B https://github.com/ggml-org/llama.cpp/issues/17012 + test_cases.emplace_back(new test_flash_attn_ext(72, 72, 16, {1, 1}, 5776, 5776, false, false, 0, 0, GGML_PREC_F32, GGML_TYPE_F16)); + for (int kv : { 4096, 8192, 16384, }) { for (int hs : { 64, 128, }) { for (int nr : { 1, 4, }) { From b1846f1c8ecd97ee08593e9498ef3244d43c1ad6 Mon Sep 17 00:00:00 2001 From: Pascal Date: Tue, 25 Nov 2025 08:01:02 +0100 Subject: [PATCH 102/197] webui: add rehype plugin to restore HTML in Markdown table cells (#17477) * webui: add rehype plugin to restore HTML in Markdown table cells The remark/rehype pipeline neutralizes inline HTML as literal text (remarkLiteralHtml) so that XML/HTML snippets in LLM responses display as-is instead of being rendered. This causes
      and

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      {/if} @@ -261,9 +225,9 @@ attachment={previewItem.attachment} preview={previewItem.preview} name={previewItem.name} - type={previewItem.type} size={previewItem.size} textContent={previewItem.textContent} + {activeModelId} /> {/if} @@ -275,4 +239,5 @@ {onFileRemove} imageHeight="h-64" {imageClass} + {activeModelId} /> diff --git a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte index ae82f7b7438..279b2e22273 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatAttachments/ChatAttachmentsViewAll.svelte @@ -4,9 +4,7 @@ ChatAttachmentThumbnailFile, DialogChatAttachmentPreview } from '$lib/components/app'; - import { FileTypeCategory } from '$lib/enums/files'; - import { getFileTypeCategory } from '$lib/utils/file-type'; - import type { ChatAttachmentDisplayItem, ChatAttachmentPreviewItem } from '$lib/types/chat'; + import { getAttachmentDisplayItems } from '$lib/utils'; interface Props { uploadedFiles?: ChatUploadedFile[]; @@ -16,6 +14,7 @@ imageHeight?: string; imageWidth?: string; imageClass?: string; + activeModelId?: string; } let { @@ -25,89 +24,17 @@ onFileRemove, imageHeight = 'h-24', imageWidth = 'w-auto', - imageClass = '' + imageClass = '', + activeModelId }: Props = $props(); let previewDialogOpen = $state(false); let previewItem = $state(null); - let displayItems = $derived(getDisplayItems()); + let displayItems = $derived(getAttachmentDisplayItems({ uploadedFiles, attachments })); let imageItems = $derived(displayItems.filter((item) => item.isImage)); let fileItems = $derived(displayItems.filter((item) => !item.isImage)); - function getDisplayItems(): ChatAttachmentDisplayItem[] { - const items: ChatAttachmentDisplayItem[] = []; - - for (const file of uploadedFiles) { - items.push({ - id: file.id, - name: file.name, - size: file.size, - preview: file.preview, - type: file.type, - isImage: getFileTypeCategory(file.type) === FileTypeCategory.IMAGE, - uploadedFile: file, - textContent: file.textContent - }); - } - - for (const [index, attachment] of attachments.entries()) { - if (attachment.type === 'imageFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - preview: attachment.base64Url, - type: 'image', - isImage: true, - attachment, - attachmentIndex: index - }); - } else if (attachment.type === 'textFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: 'text', - isImage: false, - attachment, - attachmentIndex: index, - textContent: attachment.content - }); - } else if (attachment.type === 'context') { - // Legacy format from old webui - treat as text file - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: 'text', - isImage: false, - attachment, - attachmentIndex: index, - textContent: attachment.content - }); - } else if (attachment.type === 'audioFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: attachment.mimeType || 'audio', - isImage: false, - attachment, - attachmentIndex: index - }); - } else if (attachment.type === 'pdfFile') { - items.push({ - id: `attachment-${index}`, - name: attachment.name, - type: 'application/pdf', - isImage: false, - attachment, - attachmentIndex: index, - textContent: attachment.content - }); - } - } - - return items.reverse(); - } - function openPreview(item: (typeof displayItems)[0], event?: Event) { if (event) { event.preventDefault(); @@ -119,7 +46,6 @@ attachment: item.attachment, preview: item.preview, name: item.name, - type: item.type, size: item.size, textContent: item.textContent }; @@ -138,12 +64,13 @@ class="cursor-pointer" id={item.id} name={item.name} - type={item.type} size={item.size} {readonly} onRemove={onFileRemove} textContent={item.textContent} - onClick={(event) => openPreview(item, event)} + attachment={item.attachment} + uploadedFile={item.uploadedFile} + onClick={(event?: MouseEvent) => openPreview(item, event)} /> {/each}
      @@ -183,8 +110,8 @@ attachment={previewItem.attachment} preview={previewItem.preview} name={previewItem.name} - type={previewItem.type} size={previewItem.size} textContent={previewItem.textContent} + {activeModelId} /> {/if} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte index 6c9a11849c3..97dccd8be8f 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatForm.svelte @@ -9,15 +9,13 @@ } from '$lib/components/app'; import { INPUT_CLASSES } from '$lib/constants/input-classes'; import { config } from '$lib/stores/settings.svelte'; - import { FileTypeCategory, MimeTypeApplication } from '$lib/enums/files'; - import { - AudioRecorder, - convertToWav, - createAudioFile, - isAudioRecordingSupported - } from '$lib/utils/audio-recording'; - import { onMount } from 'svelte'; + import { modelsStore, modelOptions, selectedModelId } from '$lib/stores/models.svelte'; + import { isRouterMode } from '$lib/stores/server.svelte'; + import { chatStore } from '$lib/stores/chat.svelte'; + import { activeMessages } from '$lib/stores/conversations.svelte'; import { + FileTypeCategory, + MimeTypeApplication, FileExtensionAudio, FileExtensionImage, FileExtensionPdf, @@ -25,8 +23,15 @@ MimeTypeAudio, MimeTypeImage, MimeTypeText - } from '$lib/enums/files'; - import { isIMEComposing } from '$lib/utils/is-ime-composing'; + } from '$lib/enums'; + import { isIMEComposing } from '$lib/utils'; + import { + AudioRecorder, + convertToWav, + createAudioFile, + isAudioRecordingSupported + } from '$lib/utils/browser-only'; + import { onMount } from 'svelte'; interface Props { class?: string; @@ -53,6 +58,7 @@ }: Props = $props(); let audioRecorder: AudioRecorder | undefined; + let chatFormActionsRef: ChatFormActions | undefined = $state(undefined); let currentConfig = $derived(config()); let fileAcceptString = $state(undefined); let fileInputRef: ChatFormFileInputInvisible | undefined = $state(undefined); @@ -63,18 +69,97 @@ let recordingSupported = $state(false); let textareaRef: ChatFormTextarea | undefined = $state(undefined); + // Check if model is selected (in ROUTER mode) + let conversationModel = $derived( + chatStore.getConversationModel(activeMessages() as DatabaseMessage[]) + ); + let isRouter = $derived(isRouterMode()); + let hasModelSelected = $derived(!isRouter || !!conversationModel || !!selectedModelId()); + + // Get active model ID for capability detection + let activeModelId = $derived.by(() => { + const options = modelOptions(); + + if (!isRouter) { + return options.length > 0 ? options[0].model : null; + } + + // First try user-selected model + const selectedId = selectedModelId(); + if (selectedId) { + const model = options.find((m) => m.id === selectedId); + if (model) return model.model; + } + + // Fallback to conversation model + if (conversationModel) { + const model = options.find((m) => m.model === conversationModel); + if (model) return model.model; + } + + return null; + }); + + // State for model props reactivity + let modelPropsVersion = $state(0); + + // Fetch model props when active model changes (works for both MODEL and ROUTER mode) + $effect(() => { + if (activeModelId) { + const cached = modelsStore.getModelProps(activeModelId); + if (!cached) { + modelsStore.fetchModelProps(activeModelId).then(() => { + modelPropsVersion++; + }); + } + } + }); + + // Derive modalities from active model (works for both MODEL and ROUTER mode) + let hasAudioModality = $derived.by(() => { + if (activeModelId) { + void modelPropsVersion; // Trigger reactivity on props fetch + return modelsStore.modelSupportsAudio(activeModelId); + } + + return false; + }); + + let hasVisionModality = $derived.by(() => { + if (activeModelId) { + void modelPropsVersion; // Trigger reactivity on props fetch + return modelsStore.modelSupportsVision(activeModelId); + } + + return false; + }); + + function checkModelSelected(): boolean { + if (!hasModelSelected) { + // Open the model selector + chatFormActionsRef?.openModelSelector(); + return false; + } + + return true; + } + function getAcceptStringForFileType(fileType: FileTypeCategory): string { switch (fileType) { case FileTypeCategory.IMAGE: return [...Object.values(FileExtensionImage), ...Object.values(MimeTypeImage)].join(','); + case FileTypeCategory.AUDIO: return [...Object.values(FileExtensionAudio), ...Object.values(MimeTypeAudio)].join(','); + case FileTypeCategory.PDF: return [...Object.values(FileExtensionPdf), ...Object.values(MimeTypeApplication)].join( ',' ); + case FileTypeCategory.TEXT: return [...Object.values(FileExtensionText), MimeTypeText.PLAIN].join(','); + default: return ''; } @@ -103,6 +188,9 @@ if ((!message.trim() && uploadedFiles.length === 0) || disabled || isLoading) return; + // Check if model is selected first + if (!checkModelSelected()) return; + const messageToSend = message.trim(); const filesToSend = [...uploadedFiles]; @@ -131,6 +219,7 @@ if (files.length > 0) { event.preventDefault(); onFileUpload?.(files); + return; } @@ -154,6 +243,7 @@ async function handleMicClick() { if (!audioRecorder || !recordingSupported) { console.warn('Audio recording not supported'); + return; } @@ -187,6 +277,9 @@ event.preventDefault(); if ((!message.trim() && uploadedFiles.length === 0) || disabled || isLoading) return; + // Check if model is selected first + if (!checkModelSelected()) return; + const messageToSend = message.trim(); const filesToSend = [...uploadedFiles]; @@ -225,12 +318,16 @@
      0 || uploadedFiles.length > 0} + hasText={message.trim().length > 0} {disabled} {isLoading} {isRecording} + {uploadedFiles} onFileUpload={handleFileUpload} onMicClick={handleMicClick} onStop={handleStop} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte index 71cb88e80dc..f4aa8a3a3f0 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte @@ -1,22 +1,29 @@
      - + - {#if !supportsAudio()} + {#if !hasAudioModality}

      Current model does not support audio

       diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte new file mode 100644 index 00000000000..861cd182e82 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte @@ -0,0 +1,55 @@ + + +{#snippet submitButton(props = {})} + +{/snippet} + +{#if tooltipLabel} + + + {@render submitButton()} + + + +

      {tooltipLabel}

      +       +       +{:else} + {@render submitButton()} +{/if} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte index aa500423e51..8607e00c025 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions/ChatFormActions.svelte @@ -1,13 +1,20 @@ -
      - +
      + - {#if currentConfig.modelSelectorEnabled} - - {/if} + {#if isLoading} + {:else if shouldShowRecordButton} + {:else} - - - + {/if}
      diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte index aa27763034f..52f3913b93b 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormFileInputInvisible.svelte @@ -1,9 +1,11 @@ - - - - - -
      - {#if loading && options.length === 0 && !isMounted} -
      - - Loading models… -
      - {:else if options.length === 0} -

      No models available.

      - {:else} - {@const selectedOption = getDisplayOption()} - -
      - - - {#if isOpen} -
      -
      0 - ? `${menuPosition.maxHeight}px` - : undefined} - > - {#each options as option (option.id)} - - {/each} -
      -
      - {/if} -
      - {/if} - - {#if error} -

      {error}

      - {/if} -
      diff --git a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte index 7c0679bdcc1..19b763f55ef 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormTextarea.svelte @@ -1,5 +1,5 @@ + + + + + + diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte index c8b615e1613..8556cbef5b9 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageUser.svelte @@ -5,7 +5,7 @@ import { ChatAttachmentsList, MarkdownContent } from '$lib/components/app'; import { INPUT_CLASSES } from '$lib/constants/input-classes'; import { config } from '$lib/stores/settings.svelte'; - import autoResizeTextarea from '$lib/utils/autoresize-textarea'; + import { autoResizeTextarea } from '$lib/utils'; import ChatMessageActions from './ChatMessageActions.svelte'; interface Props { diff --git a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte index ee147858fbf..6024f66c8bd 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessages.svelte @@ -1,17 +1,9 @@ -
      +
      {#each processingDetails as detail (detail)} {detail} diff --git a/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreenWarning.svelte b/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreenWarning.svelte deleted file mode 100644 index 8b8d916889f..00000000000 --- a/tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreenWarning.svelte +++ /dev/null @@ -1,38 +0,0 @@ - - -
      -
      -
      -
      - -

      - Server `/props` endpoint not available - using cached data -

      -
      - -
      -
      -
      diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte index 204f0d7551e..67df20439c6 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettings.svelte @@ -17,7 +17,7 @@ ChatSettingsFields } from '$lib/components/app'; import { ScrollArea } from '$lib/components/ui/scroll-area'; - import { config, updateMultipleConfig } from '$lib/stores/settings.svelte'; + import { config, settingsStore } from '$lib/stores/settings.svelte'; import { setMode } from 'mode-watcher'; import type { Component } from 'svelte'; @@ -79,19 +79,14 @@ title: 'Display', icon: Monitor, fields: [ - { - key: 'showThoughtInProgress', - label: 'Show thought in progress', - type: 'checkbox' - }, { key: 'showMessageStats', label: 'Show message generation statistics', type: 'checkbox' }, { - key: 'showTokensPerSecond', - label: 'Show tokens per second', + key: 'showThoughtInProgress', + label: 'Show thought in progress', type: 'checkbox' }, { @@ -100,18 +95,19 @@ type: 'checkbox' }, { - key: 'showModelInfo', - label: 'Show model information', - type: 'checkbox' + key: 'autoMicOnEmpty', + label: 'Show microphone on empty input', + type: 'checkbox', + isExperimental: true }, { - key: 'disableAutoScroll', - label: 'Disable automatic scroll', + key: 'renderUserContentAsMarkdown', + label: 'Render user content as Markdown', type: 'checkbox' }, { - key: 'renderUserContentAsMarkdown', - label: 'Render user content as Markdown', + key: 'disableAutoScroll', + label: 'Disable automatic scroll', type: 'checkbox' } ] @@ -232,11 +228,6 @@ title: 'Developer', icon: Code, fields: [ - { - key: 'modelSelectorEnabled', - label: 'Enable model selector', - type: 'checkbox' - }, { key: 'showToolCalls', label: 'Show tool call labels', @@ -342,7 +333,7 @@ } } - updateMultipleConfig(processedConfig); + settingsStore.updateMultipleConfig(processedConfig); onSave?.(); } diff --git a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte index 8834e3e3e1c..305687decbd 100644 --- a/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte +++ b/tools/server/webui/src/lib/components/app/chat/ChatSettings/ChatSettingsFields.svelte @@ -6,8 +6,7 @@ import * as Select from '$lib/components/ui/select'; import { Textarea } from '$lib/components/ui/textarea'; import { SETTING_CONFIG_DEFAULT, SETTING_CONFIG_INFO } from '$lib/constants/settings-config'; - import { supportsVision } from '$lib/stores/server.svelte'; - import { getParameterInfo, resetParameterToServerDefault } from '$lib/stores/settings.svelte'; + import { settingsStore } from '$lib/stores/settings.svelte'; import { ParameterSyncService } from '$lib/services/parameter-sync'; import { ChatSettingsParameterSourceIndicator } from '$lib/components/app'; import type { Component } from 'svelte'; @@ -27,7 +26,7 @@ return null; } - return getParameterInfo(key); + return settingsStore.getParameterInfo(key); } @@ -82,7 +81,7 @@       + {/each} +
      +
      + {/if} +
      + + + handleOpenChange(false)}>Cancel + + + diff --git a/tools/server/webui/src/lib/components/app/index.ts b/tools/server/webui/src/lib/components/app/index.ts index 54bd8d5aa35..cf4d7495e2f 100644 --- a/tools/server/webui/src/lib/components/app/index.ts +++ b/tools/server/webui/src/lib/components/app/index.ts @@ -10,20 +10,21 @@ export { default as ChatForm } from './chat/ChatForm/ChatForm.svelte'; export { default as ChatFormActionFileAttachments } from './chat/ChatForm/ChatFormActions/ChatFormActionFileAttachments.svelte'; export { default as ChatFormActionRecord } from './chat/ChatForm/ChatFormActions/ChatFormActionRecord.svelte'; export { default as ChatFormActions } from './chat/ChatForm/ChatFormActions/ChatFormActions.svelte'; +export { default as ChatFormActionSubmit } from './chat/ChatForm/ChatFormActions/ChatFormActionSubmit.svelte'; export { default as ChatFormFileInputInvisible } from './chat/ChatForm/ChatFormFileInputInvisible.svelte'; export { default as ChatFormHelperText } from './chat/ChatForm/ChatFormHelperText.svelte'; -export { default as ChatFormModelSelector } from './chat/ChatForm/ChatFormModelSelector.svelte'; export { default as ChatFormTextarea } from './chat/ChatForm/ChatFormTextarea.svelte'; export { default as ChatMessage } from './chat/ChatMessages/ChatMessage.svelte'; -export { default as ChatMessages } from './chat/ChatMessages/ChatMessages.svelte'; +export { default as ChatMessageActions } from './chat/ChatMessages/ChatMessageActions.svelte'; export { default as ChatMessageBranchingControls } from './chat/ChatMessages/ChatMessageBranchingControls.svelte'; +export { default as ChatMessageStatistics } from './chat/ChatMessages/ChatMessageStatistics.svelte'; export { default as ChatMessageThinkingBlock } from './chat/ChatMessages/ChatMessageThinkingBlock.svelte'; +export { default as ChatMessages } from './chat/ChatMessages/ChatMessages.svelte'; export { default as ChatScreen } from './chat/ChatScreen/ChatScreen.svelte'; export { default as ChatScreenHeader } from './chat/ChatScreen/ChatScreenHeader.svelte'; export { default as ChatScreenProcessingInfo } from './chat/ChatScreen/ChatScreenProcessingInfo.svelte'; -export { default as ChatScreenWarning } from './chat/ChatScreen/ChatScreenWarning.svelte'; export { default as ChatSettings } from './chat/ChatSettings/ChatSettings.svelte'; export { default as ChatSettingsFooter } from './chat/ChatSettings/ChatSettingsFooter.svelte'; @@ -45,19 +46,27 @@ export { default as DialogConfirmation } from './dialogs/DialogConfirmation.svel export { default as DialogConversationSelection } from './dialogs/DialogConversationSelection.svelte'; export { default as DialogConversationTitleUpdate } from './dialogs/DialogConversationTitleUpdate.svelte'; export { default as DialogEmptyFileAlert } from './dialogs/DialogEmptyFileAlert.svelte'; +export { default as DialogModelInformation } from './dialogs/DialogModelInformation.svelte'; +export { default as DialogModelNotAvailable } from './dialogs/DialogModelNotAvailable.svelte'; // Miscellanous export { default as ActionButton } from './misc/ActionButton.svelte'; export { default as ActionDropdown } from './misc/ActionDropdown.svelte'; +export { default as BadgeChatStatistic } from './misc/BadgeChatStatistic.svelte'; +export { default as BadgeInfo } from './misc/BadgeInfo.svelte'; +export { default as ModelBadge } from './models/ModelBadge.svelte'; +export { default as BadgeModality } from './misc/BadgeModality.svelte'; export { default as ConversationSelection } from './misc/ConversationSelection.svelte'; +export { default as CopyToClipboardIcon } from './misc/CopyToClipboardIcon.svelte'; export { default as KeyboardShortcutInfo } from './misc/KeyboardShortcutInfo.svelte'; export { default as MarkdownContent } from './misc/MarkdownContent.svelte'; export { default as RemoveButton } from './misc/RemoveButton.svelte'; +export { default as SyntaxHighlightedCode } from './misc/SyntaxHighlightedCode.svelte'; +export { default as ModelsSelector } from './models/ModelsSelector.svelte'; // Server export { default as ServerStatus } from './server/ServerStatus.svelte'; export { default as ServerErrorSplash } from './server/ServerErrorSplash.svelte'; export { default as ServerLoadingSplash } from './server/ServerLoadingSplash.svelte'; -export { default as ServerInfo } from './server/ServerInfo.svelte'; diff --git a/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte b/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte index 11c4679a6eb..411a8b6094c 100644 --- a/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte +++ b/tools/server/webui/src/lib/components/app/misc/ActionButton.svelte @@ -1,7 +1,6 @@ - + diff --git a/tools/server/webui/src/lib/components/app/misc/BadgeModality.svelte b/tools/server/webui/src/lib/components/app/misc/BadgeModality.svelte new file mode 100644 index 00000000000..a0d5e863c2a --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/BadgeModality.svelte @@ -0,0 +1,39 @@ + + +{#each displayableModalities as modality, index (index)} + {@const IconComponent = MODALITY_ICONS[modality]} + {@const label = MODALITY_LABELS[modality]} + + + {#if IconComponent} + + {/if} + + {label} + +{/each} diff --git a/tools/server/webui/src/lib/components/app/misc/CopyToClipboardIcon.svelte b/tools/server/webui/src/lib/components/app/misc/CopyToClipboardIcon.svelte new file mode 100644 index 00000000000..bf6cd4fb28c --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/CopyToClipboardIcon.svelte @@ -0,0 +1,18 @@ + + + canCopy && copyToClipboard(text)} +/> diff --git a/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte b/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte index 176a98b212f..99d6e21e131 100644 --- a/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte +++ b/tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte @@ -7,9 +7,8 @@ import remarkRehype from 'remark-rehype'; import rehypeKatex from 'rehype-katex'; import rehypeStringify from 'rehype-stringify'; - import { copyCodeToClipboard } from '$lib/utils/copy'; + import { copyCodeToClipboard, preprocessLaTeX } from '$lib/utils'; import { rehypeRestoreTableHtml } from '$lib/markdown/table-html-restorer'; - import { preprocessLaTeX } from '$lib/utils/latex-protection'; import { browser } from '$app/environment'; import '$styles/katex-custom.scss'; diff --git a/tools/server/webui/src/lib/components/app/misc/SyntaxHighlightedCode.svelte b/tools/server/webui/src/lib/components/app/misc/SyntaxHighlightedCode.svelte new file mode 100644 index 00000000000..f36a9a20b9a --- /dev/null +++ b/tools/server/webui/src/lib/components/app/misc/SyntaxHighlightedCode.svelte @@ -0,0 +1,96 @@ + + +
      + 
      {@html highlightedHtml}
      +
      + + diff --git a/tools/server/webui/src/lib/components/app/models/ModelBadge.svelte b/tools/server/webui/src/lib/components/app/models/ModelBadge.svelte new file mode 100644 index 00000000000..bea1bf6e3f9 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/models/ModelBadge.svelte @@ -0,0 +1,56 @@ + + +{#snippet badgeContent()} + + {#snippet icon()} + + {/snippet} + + {model} + + {#if showCopyIcon} + + {/if} + +{/snippet} + +{#if model && isModelMode} + {#if showTooltip} + + + {@render badgeContent()} + + + + {onclick ? 'Click for model details' : model} + + + {:else} + {@render badgeContent()} + {/if} +{/if} diff --git a/tools/server/webui/src/lib/components/app/models/ModelsSelector.svelte b/tools/server/webui/src/lib/components/app/models/ModelsSelector.svelte new file mode 100644 index 00000000000..c4331e92f13 --- /dev/null +++ b/tools/server/webui/src/lib/components/app/models/ModelsSelector.svelte @@ -0,0 +1,596 @@ + + + + + +
      + {#if loading && options.length === 0 && isRouter} +
      + + Loading models… +
      + {:else if options.length === 0 && isRouter} +

      No models available.

      + {:else} + {@const selectedOption = getDisplayOption()} + +
      + + + {#if isOpen && isRouter} +
      +
      0 + ? `${menuPosition.maxHeight}px` + : undefined} + > + {#if !isCurrentModelInCache() && currentModel} + + +
      + {/if} + {#each options as option (option.id)} + {@const status = getModelStatus(option.model)} + {@const isLoaded = status === ServerModelStatus.LOADED} + {@const isLoading = status === ServerModelStatus.LOADING} + {@const isSelected = currentModel === option.model || activeId === option.id} + {@const isCompatible = isModelCompatible(option)} + {@const missingModalities = getMissingModalities(option)} +
      isCompatible && handleSelect(option.id)} + onkeydown={(e) => { + if (isCompatible && (e.key === 'Enter' || e.key === ' ')) { + e.preventDefault(); + handleSelect(option.id); + } + }} + > + {option.model} + + {#if missingModalities} + + {#if missingModalities.vision} + + + + + +

      No vision support

      +       +       + {/if} + {#if missingModalities.audio} + + + + + +

      No audio support

      +       +       + {/if} +       + {/if} + + {#if isLoading} + + + + + +

      Loading model...

      +       +       + {:else if isLoaded} + + + + + +

      Unload model

      +       +       + {:else} + + {/if} +
      + {/each} +
      +
      + {/if} +
      + {/if} +
      + +{#if showModelDialog && !isRouter} + +{/if} diff --git a/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte b/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte index af142e32aa1..39613f200cb 100644 --- a/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte +++ b/tools/server/webui/src/lib/components/app/server/ServerErrorSplash.svelte @@ -5,7 +5,7 @@ import { Input } from '$lib/components/ui/input'; import Label from '$lib/components/ui/label/label.svelte'; import { serverStore, serverLoading } from '$lib/stores/server.svelte'; - import { config, updateConfig } from '$lib/stores/settings.svelte'; + import { config, settingsStore } from '$lib/stores/settings.svelte'; import { fade, fly, scale } from 'svelte/transition'; interface Props { @@ -42,7 +42,7 @@ if (onRetry) { onRetry(); } else { - serverStore.fetchServerProps(); + serverStore.fetch(); } } @@ -61,7 +61,7 @@ try { // Update the API key in settings first - updateConfig('apiKey', apiKeyInput.trim()); + settingsStore.updateConfig('apiKey', apiKeyInput.trim()); // Test the API key by making a real request to the server const response = await fetch('./props', { diff --git a/tools/server/webui/src/lib/components/app/server/ServerInfo.svelte b/tools/server/webui/src/lib/components/app/server/ServerInfo.svelte deleted file mode 100644 index 9a43e333c49..00000000000 --- a/tools/server/webui/src/lib/components/app/server/ServerInfo.svelte +++ /dev/null @@ -1,43 +0,0 @@ - - -{#if props} -
      - {#if model} - - - - {model} - - {/if} - -
      - {#if props.default_generation_settings.n_ctx} - - ctx: {props.default_generation_settings.n_ctx.toLocaleString()} - - {/if} - - {#if modalities.length > 0} - {#each modalities as modality (modality)} - - {#if modality === 'vision'} - - {:else if modality === 'audio'} - - {/if} - - {modality} - - {/each} - {/if} -
      -
      -{/if} diff --git a/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte b/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte index f04c954d704..d9f6d4a32a4 100644 --- a/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte +++ b/tools/server/webui/src/lib/components/app/server/ServerStatus.svelte @@ -2,7 +2,8 @@ import { AlertTriangle, Server } from '@lucide/svelte'; import { Badge } from '$lib/components/ui/badge'; import { Button } from '$lib/components/ui/button'; - import { serverProps, serverLoading, serverError, modelName } from '$lib/stores/server.svelte'; + import { serverProps, serverLoading, serverError } from '$lib/stores/server.svelte'; + import { singleModelName } from '$lib/stores/models.svelte'; interface Props { class?: string; @@ -13,7 +14,7 @@ let error = $derived(serverError()); let loading = $derived(serverLoading()); - let model = $derived(modelName()); + let model = $derived(singleModelName()); let serverData = $derived(serverProps()); function getStatusColor() { diff --git a/tools/server/webui/src/lib/components/ui/alert/alert-description.svelte b/tools/server/webui/src/lib/components/ui/alert/alert-description.svelte new file mode 100644 index 00000000000..440d0069d3b --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/alert-description.svelte @@ -0,0 +1,23 @@ + + +
      + {@render children?.()} +
      diff --git a/tools/server/webui/src/lib/components/ui/alert/alert-title.svelte b/tools/server/webui/src/lib/components/ui/alert/alert-title.svelte new file mode 100644 index 00000000000..0721aebf12a --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/alert-title.svelte @@ -0,0 +1,20 @@ + + +
      + {@render children?.()} +
      diff --git a/tools/server/webui/src/lib/components/ui/alert/alert.svelte b/tools/server/webui/src/lib/components/ui/alert/alert.svelte new file mode 100644 index 00000000000..7d79e4bc0ed --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/alert.svelte @@ -0,0 +1,44 @@ + + + + + diff --git a/tools/server/webui/src/lib/components/ui/alert/index.ts b/tools/server/webui/src/lib/components/ui/alert/index.ts new file mode 100644 index 00000000000..5e0f854da6f --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/alert/index.ts @@ -0,0 +1,14 @@ +import Root from './alert.svelte'; +import Description from './alert-description.svelte'; +import Title from './alert-title.svelte'; +export { alertVariants, type AlertVariant } from './alert.svelte'; + +export { + Root, + Description, + Title, + // + Root as Alert, + Description as AlertDescription, + Title as AlertTitle +}; diff --git a/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte b/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte index ed90ea84ebf..364235a4994 100644 --- a/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte +++ b/tools/server/webui/src/lib/components/ui/sidebar/sidebar-provider.svelte @@ -1,5 +1,4 @@ + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-caption.svelte b/tools/server/webui/src/lib/components/ui/table/table-caption.svelte new file mode 100644 index 00000000000..0fdcc6439c1 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-caption.svelte @@ -0,0 +1,20 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-cell.svelte b/tools/server/webui/src/lib/components/ui/table/table-cell.svelte new file mode 100644 index 00000000000..4506fdfc5bc --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-cell.svelte @@ -0,0 +1,23 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-footer.svelte b/tools/server/webui/src/lib/components/ui/table/table-footer.svelte new file mode 100644 index 00000000000..77e4a64c08b --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-footer.svelte @@ -0,0 +1,20 @@ + + +tr]:last:border-b-0', className)} + {...restProps} +> + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-head.svelte b/tools/server/webui/src/lib/components/ui/table/table-head.svelte new file mode 100644 index 00000000000..c1c57ad4434 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-head.svelte @@ -0,0 +1,23 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-header.svelte b/tools/server/webui/src/lib/components/ui/table/table-header.svelte new file mode 100644 index 00000000000..eb366739b39 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-header.svelte @@ -0,0 +1,20 @@ + + + + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table-row.svelte b/tools/server/webui/src/lib/components/ui/table/table-row.svelte new file mode 100644 index 00000000000..4131d3660a4 --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table-row.svelte @@ -0,0 +1,23 @@ + + +svelte-css-wrapper]:[&>th,td]:bg-muted/50', + className + )} + {...restProps} +> + {@render children?.()} + diff --git a/tools/server/webui/src/lib/components/ui/table/table.svelte b/tools/server/webui/src/lib/components/ui/table/table.svelte new file mode 100644 index 00000000000..c11a6a6c4ba --- /dev/null +++ b/tools/server/webui/src/lib/components/ui/table/table.svelte @@ -0,0 +1,22 @@ + + +
      + + {@render children?.()} +
      +
      diff --git a/tools/server/webui/src/lib/constants/debounce.ts b/tools/server/webui/src/lib/constants/debounce.ts deleted file mode 100644 index 7394669f3ac..00000000000 --- a/tools/server/webui/src/lib/constants/debounce.ts +++ /dev/null @@ -1 +0,0 @@ -export const SLOTS_DEBOUNCE_INTERVAL = 100; diff --git a/tools/server/webui/src/lib/constants/default-context.ts b/tools/server/webui/src/lib/constants/default-context.ts new file mode 100644 index 00000000000..78f31116e36 --- /dev/null +++ b/tools/server/webui/src/lib/constants/default-context.ts @@ -0,0 +1 @@ +export const DEFAULT_CONTEXT = 4096; diff --git a/tools/server/webui/src/lib/constants/floating-ui-constraints.ts b/tools/server/webui/src/lib/constants/floating-ui-constraints.ts new file mode 100644 index 00000000000..c95d3f18417 --- /dev/null +++ b/tools/server/webui/src/lib/constants/floating-ui-constraints.ts @@ -0,0 +1,3 @@ +export const VIEWPORT_GUTTER = 8; +export const MENU_OFFSET = 6; +export const MENU_MAX_WIDTH = 320; diff --git a/tools/server/webui/src/lib/constants/icons.ts b/tools/server/webui/src/lib/constants/icons.ts new file mode 100644 index 00000000000..1e88ab5b3a1 --- /dev/null +++ b/tools/server/webui/src/lib/constants/icons.ts @@ -0,0 +1,32 @@ +/** + * Icon mappings for file types and model modalities + * Centralized configuration to ensure consistent icon usage across the app + */ + +import { + File as FileIcon, + FileText as FileTextIcon, + Image as ImageIcon, + Eye as VisionIcon, + Mic as AudioIcon +} from '@lucide/svelte'; +import { FileTypeCategory, ModelModality } from '$lib/enums'; + +export const FILE_TYPE_ICONS = { + [FileTypeCategory.IMAGE]: ImageIcon, + [FileTypeCategory.AUDIO]: AudioIcon, + [FileTypeCategory.TEXT]: FileTextIcon, + [FileTypeCategory.PDF]: FileIcon +} as const; + +export const DEFAULT_FILE_ICON = FileIcon; + +export const MODALITY_ICONS = { + [ModelModality.VISION]: VisionIcon, + [ModelModality.AUDIO]: AudioIcon +} as const; + +export const MODALITY_LABELS = { + [ModelModality.VISION]: 'Vision', + [ModelModality.AUDIO]: 'Audio' +} as const; diff --git a/tools/server/webui/src/lib/constants/localstorage-keys.ts b/tools/server/webui/src/lib/constants/localstorage-keys.ts index 8bdc5f33c38..919b6ea06d3 100644 --- a/tools/server/webui/src/lib/constants/localstorage-keys.ts +++ b/tools/server/webui/src/lib/constants/localstorage-keys.ts @@ -1,2 +1,2 @@ -export const SERVER_PROPS_LOCALSTORAGE_KEY = 'LlamaCppWebui.serverProps'; -export const SELECTED_MODEL_LOCALSTORAGE_KEY = 'LlamaCppWebui.selectedModel'; +export const CONFIG_LOCALSTORAGE_KEY = 'LlamaCppWebui.config'; +export const USER_OVERRIDES_LOCALSTORAGE_KEY = 'LlamaCppWebui.userOverrides'; diff --git a/tools/server/webui/src/lib/constants/settings-config.ts b/tools/server/webui/src/lib/constants/settings-config.ts index 6783757e6b4..1fc35b48c41 100644 --- a/tools/server/webui/src/lib/constants/settings-config.ts +++ b/tools/server/webui/src/lib/constants/settings-config.ts @@ -4,7 +4,6 @@ export const SETTING_CONFIG_DEFAULT: Record = apiKey: '', systemMessage: '', theme: 'system', - showTokensPerSecond: false, showThoughtInProgress: false, showToolCalls: false, disableReasoningFormat: false, @@ -13,10 +12,9 @@ export const SETTING_CONFIG_DEFAULT: Record = askForTitleConfirmation: false, pasteLongTextToFileLen: 2500, pdfAsImage: false, - showModelInfo: false, disableAutoScroll: false, renderUserContentAsMarkdown: false, - modelSelectorEnabled: false, + autoMicOnEmpty: false, // make sure these default values are in sync with `common.h` samplers: 'top_k;typ_p;top_p;min_p;temperature', temperature: 0.8, @@ -81,7 +79,6 @@ export const SETTING_CONFIG_INFO: Record = { 'DRY sampling reduces repetition in generated text even across long contexts. This parameter sets DRY penalty for the last n tokens.', max_tokens: 'The maximum number of token per output. Use -1 for infinite (no limit).', custom: 'Custom JSON parameters to send to the API. Must be valid JSON format.', - showTokensPerSecond: 'Display generation speed in tokens per second during streaming.', showThoughtInProgress: 'Expand thought process by default when generating messages.', showToolCalls: 'Display tool call labels and payloads from Harmony-compatible delta.tool_calls data below assistant messages.', @@ -92,13 +89,13 @@ export const SETTING_CONFIG_INFO: Record = { 'Display generation statistics (tokens/second, token count, duration) below each assistant message.', askForTitleConfirmation: 'Ask for confirmation before automatically changing conversation title when editing the first message.', - pdfAsImage: 'Parse PDF as image instead of text (requires vision-capable model).', - showModelInfo: 'Display the model name used to generate each message below the message content.', + pdfAsImage: + 'Parse PDF as image instead of text. Automatically falls back to text processing for non-vision models.', disableAutoScroll: 'Disable automatic scrolling while messages stream so you can control the viewport position manually.', renderUserContentAsMarkdown: 'Render user messages using markdown formatting in the chat.', - modelSelectorEnabled: - 'Enable the model selector in the chat input to choose the inference model. Sends the associated model field in API requests.', + autoMicOnEmpty: + 'Automatically show microphone button instead of send button when textarea is empty for models with audio modality support.', pyInterpreterEnabled: 'Enable Python interpreter using Pyodide. Allows running Python code in markdown code blocks.', enableContinueGeneration: diff --git a/tools/server/webui/src/lib/constants/supported-file-types.ts b/tools/server/webui/src/lib/constants/supported-file-types.ts index 1258c3a059c..93bbab5d399 100644 --- a/tools/server/webui/src/lib/constants/supported-file-types.ts +++ b/tools/server/webui/src/lib/constants/supported-file-types.ts @@ -16,7 +16,7 @@ import { MimeTypeImage, MimeTypeApplication, MimeTypeText -} from '$lib/enums/files'; +} from '$lib/enums'; // File type configuration using enums export const AUDIO_FILE_TYPES = { diff --git a/tools/server/webui/src/lib/enums/attachment.ts b/tools/server/webui/src/lib/enums/attachment.ts new file mode 100644 index 00000000000..7c7d0da9946 --- /dev/null +++ b/tools/server/webui/src/lib/enums/attachment.ts @@ -0,0 +1,10 @@ +/** + * Attachment type enum for database message extras + */ +export enum AttachmentType { + AUDIO = 'AUDIO', + IMAGE = 'IMAGE', + PDF = 'PDF', + TEXT = 'TEXT', + LEGACY_CONTEXT = 'context' // Legacy attachment type for backward compatibility +} diff --git a/tools/server/webui/src/lib/enums/files.ts b/tools/server/webui/src/lib/enums/files.ts index 3f725da2273..45b0feea169 100644 --- a/tools/server/webui/src/lib/enums/files.ts +++ b/tools/server/webui/src/lib/enums/files.ts @@ -32,10 +32,10 @@ export enum FileTypePdf { export enum FileTypeText { PLAIN_TEXT = 'plainText', - MARKDOWN = 'markdown', + MARKDOWN = 'md', ASCIIDOC = 'asciidoc', - JAVASCRIPT = 'javascript', - TYPESCRIPT = 'typescript', + JAVASCRIPT = 'js', + TYPESCRIPT = 'ts', JSX = 'jsx', TSX = 'tsx', CSS = 'css', diff --git a/tools/server/webui/src/lib/enums/index.ts b/tools/server/webui/src/lib/enums/index.ts new file mode 100644 index 00000000000..d9e90014705 --- /dev/null +++ b/tools/server/webui/src/lib/enums/index.ts @@ -0,0 +1,21 @@ +export { AttachmentType } from './attachment'; + +export { + FileTypeCategory, + FileTypeImage, + FileTypeAudio, + FileTypePdf, + FileTypeText, + FileExtensionImage, + FileExtensionAudio, + FileExtensionPdf, + FileExtensionText, + MimeTypeApplication, + MimeTypeAudio, + MimeTypeImage, + MimeTypeText +} from './files'; + +export { ModelModality } from './model'; + +export { ServerRole, ServerModelStatus } from './server'; diff --git a/tools/server/webui/src/lib/enums/model.ts b/tools/server/webui/src/lib/enums/model.ts new file mode 100644 index 00000000000..7729ecfeabb --- /dev/null +++ b/tools/server/webui/src/lib/enums/model.ts @@ -0,0 +1,5 @@ +export enum ModelModality { + TEXT = 'TEXT', + AUDIO = 'AUDIO', + VISION = 'VISION' +} diff --git a/tools/server/webui/src/lib/enums/server.ts b/tools/server/webui/src/lib/enums/server.ts new file mode 100644 index 00000000000..7f30eab2cf6 --- /dev/null +++ b/tools/server/webui/src/lib/enums/server.ts @@ -0,0 +1,20 @@ +/** + * Server role enum - used for single/multi-model mode + */ +export enum ServerRole { + /** Single model mode - server running with a specific model loaded */ + MODEL = 'model', + /** Router mode - server managing multiple model instances */ + ROUTER = 'router' +} + +/** + * Model status enum - matches tools/server/server-models.h from C++ server + * Used as the `value` field in the status object from /models endpoint + */ +export enum ServerModelStatus { + UNLOADED = 'unloaded', + LOADING = 'loading', + LOADED = 'loaded', + FAILED = 'failed' +} diff --git a/tools/server/webui/src/lib/hooks/use-model-change-validation.svelte.ts b/tools/server/webui/src/lib/hooks/use-model-change-validation.svelte.ts new file mode 100644 index 00000000000..bb666159c98 --- /dev/null +++ b/tools/server/webui/src/lib/hooks/use-model-change-validation.svelte.ts @@ -0,0 +1,118 @@ +import { modelsStore } from '$lib/stores/models.svelte'; +import { isRouterMode } from '$lib/stores/server.svelte'; +import { toast } from 'svelte-sonner'; + +interface UseModelChangeValidationOptions { + /** + * Function to get required modalities for validation. + * For ChatForm: () => usedModalities() - all messages + * For ChatMessageAssistant: () => getModalitiesUpToMessage(messageId) - messages before + */ + getRequiredModalities: () => ModelModalities; + + /** + * Optional callback to execute after successful validation. + * For ChatForm: undefined - just select model + * For ChatMessageAssistant: (modelName) => onRegenerate(modelName) + */ + onSuccess?: (modelName: string) => void; + + /** + * Optional callback for rollback on validation failure. + * For ChatForm: (previousId) => selectModelById(previousId) + * For ChatMessageAssistant: undefined - no rollback needed + */ + onValidationFailure?: (previousModelId: string | null) => Promise; +} + +export function useModelChangeValidation(options: UseModelChangeValidationOptions) { + const { getRequiredModalities, onSuccess, onValidationFailure } = options; + + let previousSelectedModelId: string | null = null; + const isRouter = $derived(isRouterMode()); + + async function handleModelChange(modelId: string, modelName: string): Promise { + try { + // Store previous selection for potential rollback + if (onValidationFailure) { + previousSelectedModelId = modelsStore.selectedModelId; + } + + // Load model if not already loaded (router mode only) + let hasLoadedModel = false; + const isModelLoadedBefore = modelsStore.isModelLoaded(modelName); + + if (isRouter && !isModelLoadedBefore) { + try { + await modelsStore.loadModel(modelName); + hasLoadedModel = true; + } catch { + toast.error(`Failed to load model "${modelName}"`); + return false; + } + } + + // Fetch model props to validate modalities + const props = await modelsStore.fetchModelProps(modelName); + + if (props?.modalities) { + const requiredModalities = getRequiredModalities(); + + // Check if model supports required modalities + const missingModalities: string[] = []; + if (requiredModalities.vision && !props.modalities.vision) { + missingModalities.push('vision'); + } + if (requiredModalities.audio && !props.modalities.audio) { + missingModalities.push('audio'); + } + + if (missingModalities.length > 0) { + toast.error( + `Model "${modelName}" doesn't support required modalities: ${missingModalities.join(', ')}. Please select a different model.` + ); + + // Unload the model if we just loaded it + if (isRouter && hasLoadedModel) { + try { + await modelsStore.unloadModel(modelName); + } catch (error) { + console.error('Failed to unload incompatible model:', error); + } + } + + // Execute rollback callback if provided + if (onValidationFailure && previousSelectedModelId) { + await onValidationFailure(previousSelectedModelId); + } + + return false; + } + } + + // Select the model (validation passed) + await modelsStore.selectModelById(modelId); + + // Execute success callback if provided + if (onSuccess) { + onSuccess(modelName); + } + + return true; + } catch (error) { + console.error('Failed to change model:', error); + toast.error('Failed to validate model capabilities'); + + // Execute rollback callback on error if provided + if (onValidationFailure && previousSelectedModelId) { + await onValidationFailure(previousSelectedModelId); + } + + return false; + } + } + + return { + handleModelChange + }; +} diff --git a/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts b/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts index e8c3aa1ae8a..a861f23b480 100644 --- a/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts +++ b/tools/server/webui/src/lib/hooks/use-processing-state.svelte.ts @@ -1,4 +1,4 @@ -import { slotsService } from '$lib/services'; +import { activeProcessingState } from '$lib/stores/chat.svelte'; import { config } from '$lib/stores/settings.svelte'; export interface UseProcessingStateReturn { @@ -6,7 +6,7 @@ export interface UseProcessingStateReturn { getProcessingDetails(): string[]; getProcessingMessage(): string; shouldShowDetails(): boolean; - startMonitoring(): Promise; + startMonitoring(): void; stopMonitoring(): void; } @@ -14,92 +14,71 @@ export interface UseProcessingStateReturn { * useProcessingState - Reactive processing state hook * * This hook provides reactive access to the processing state of the server. - * It subscribes to timing data updates from the slots service and provides + * It directly reads from chatStore's reactive state and provides * formatted processing details for UI display. * * **Features:** - * - Real-time processing state monitoring + * - Real-time processing state via direct reactive state binding * - Context and output token tracking * - Tokens per second calculation - * - Graceful degradation when slots endpoint unavailable - * - Automatic cleanup on component unmount + * - Automatic updates when streaming data arrives + * - Supports multiple concurrent conversations * * @returns Hook interface with processing state and control methods */ export function useProcessingState(): UseProcessingStateReturn { let isMonitoring = $state(false); - let processingState = $state(null); let lastKnownState = $state(null); - let unsubscribe: (() => void) | null = null; - async function startMonitoring(): Promise { - if (isMonitoring) return; + // Derive processing state reactively from chatStore's direct state + const processingState = $derived.by(() => { + if (!isMonitoring) { + return lastKnownState; + } + // Read directly from the reactive state export + return activeProcessingState(); + }); + + // Track last known state for keepStatsVisible functionality + $effect(() => { + if (processingState && isMonitoring) { + lastKnownState = processingState; + } + }); + function startMonitoring(): void { + if (isMonitoring) return; isMonitoring = true; - - unsubscribe = slotsService.subscribe((state) => { - processingState = state; - if (state) { - lastKnownState = state; - } else { - lastKnownState = null; - } - }); - - try { - const currentState = await slotsService.getCurrentState(); - - if (currentState) { - processingState = currentState; - lastKnownState = currentState; - } - - if (slotsService.isStreaming()) { - slotsService.startStreaming(); - } - } catch (error) { - console.warn('Failed to start slots monitoring:', error); - // Continue without slots monitoring - graceful degradation - } } function stopMonitoring(): void { if (!isMonitoring) return; - isMonitoring = false; - // Only clear processing state if keepStatsVisible is disabled - // This preserves the last known state for display when stats should remain visible + // Only clear last known state if keepStatsVisible is disabled const currentConfig = config(); if (!currentConfig.keepStatsVisible) { - processingState = null; - } else if (lastKnownState) { - // Keep the last known state visible when keepStatsVisible is enabled - processingState = lastKnownState; - } - - if (unsubscribe) { - unsubscribe(); - unsubscribe = null; + lastKnownState = null; } } function getProcessingMessage(): string { - if (!processingState) { + const state = processingState; + if (!state) { return 'Processing...'; } - switch (processingState.status) { + switch (state.status) { case 'initializing': return 'Initializing...'; case 'preparing': - if (processingState.progressPercent !== undefined) { - return `Processing (${processingState.progressPercent}%)`; + if (state.progressPercent !== undefined) { + return `Processing (${state.progressPercent}%)`; } return 'Preparing response...'; case 'generating': - if (processingState.tokensDecoded > 0) { - return `Generating... (${processingState.tokensDecoded} tokens)`; + if (state.tokensDecoded > 0) { + return `Generating... (${state.tokensDecoded} tokens)`; } return 'Generating...'; default: @@ -115,7 +94,6 @@ export function useProcessingState(): UseProcessingStateReturn { } const details: string[] = []; - const currentConfig = config(); // Get fresh config each time // Always show context info when we have valid data if (stateToUse.contextUsed >= 0 && stateToUse.contextTotal > 0) { @@ -141,11 +119,7 @@ export function useProcessingState(): UseProcessingStateReturn { } } - if ( - currentConfig.showTokensPerSecond && - stateToUse.tokensPerSecond && - stateToUse.tokensPerSecond > 0 - ) { + if (stateToUse.tokensPerSecond && stateToUse.tokensPerSecond > 0) { details.push(`${stateToUse.tokensPerSecond.toFixed(1)} tokens/sec`); } @@ -157,7 +131,8 @@ export function useProcessingState(): UseProcessingStateReturn { } function shouldShowDetails(): boolean { - return processingState !== null && processingState.status !== 'idle'; + const state = processingState; + return state !== null && state.status !== 'idle'; } return { diff --git a/tools/server/webui/src/lib/services/chat.ts b/tools/server/webui/src/lib/services/chat.ts index aa83910b27f..a14832ebd4b 100644 --- a/tools/server/webui/src/lib/services/chat.ts +++ b/tools/server/webui/src/lib/services/chat.ts @@ -1,55 +1,42 @@ -import { config } from '$lib/stores/settings.svelte'; -import { selectedModelName } from '$lib/stores/models.svelte'; -import { slotsService } from './slots'; -import type { - ApiChatCompletionRequest, - ApiChatCompletionResponse, - ApiChatCompletionStreamChunk, - ApiChatCompletionToolCall, - ApiChatCompletionToolCallDelta, - ApiChatMessageData -} from '$lib/types/api'; -import type { - DatabaseMessage, - DatabaseMessageExtra, - DatabaseMessageExtraAudioFile, - DatabaseMessageExtraImageFile, - DatabaseMessageExtraLegacyContext, - DatabaseMessageExtraPdfFile, - DatabaseMessageExtraTextFile -} from '$lib/types/database'; -import type { ChatMessagePromptProgress, ChatMessageTimings } from '$lib/types/chat'; -import type { SettingsChatServiceOptions } from '$lib/types/settings'; +import { getJsonHeaders } from '$lib/utils'; +import { AttachmentType } from '$lib/enums'; + /** - * ChatService - Low-level API communication layer for llama.cpp server interactions + * ChatService - Low-level API communication layer for Chat Completions + * + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API. This service + * handles the real-time communication with the AI backend - sending messages, receiving + * streaming responses, and managing request lifecycles. "Chat" is ephemeral and runtime-focused. + * - **Conversation**: The persistent database entity storing all messages and metadata. + * Managed by ConversationsService/Store, conversations persist across sessions. * - * This service handles direct communication with the llama.cpp server's chat completion API. + * This service handles direct communication with the llama-server's Chat Completions API. * It provides the network layer abstraction for AI model interactions while remaining * stateless and focused purely on API communication. * - * **Architecture & Relationship with ChatStore:** + * **Architecture & Relationships:** * - **ChatService** (this class): Stateless API communication layer - * - Handles HTTP requests/responses with llama.cpp server + * - Handles HTTP requests/responses with the llama-server * - Manages streaming and non-streaming response parsing - * - Provides request abortion capabilities + * - Provides per-conversation request abortion capabilities * - Converts database messages to API format * - Handles error translation for server responses * - * - **ChatStore**: Stateful orchestration and UI state management - * - Uses ChatService for all AI model communication - * - Manages conversation state, message history, and UI reactivity - * - Coordinates with DatabaseStore for persistence - * - Handles complex workflows like branching and regeneration + * - **chatStore**: Uses ChatService for all AI model communication + * - **conversationsStore**: Provides message context for API requests * * **Key Responsibilities:** * - Message format conversion (DatabaseMessage → API format) * - Streaming response handling with real-time callbacks * - Reasoning content extraction and processing * - File attachment processing (images, PDFs, audio, text) - * - Request lifecycle management (abort, cleanup) + * - Request lifecycle management (abort via AbortSignal) */ export class ChatService { - private abortControllers: Map = new Map(); + // ───────────────────────────────────────────────────────────────────────────── + // Messaging + // ───────────────────────────────────────────────────────────────────────────── /** * Sends a chat completion request to the llama.cpp server. @@ -61,10 +48,11 @@ export class ChatService { * @returns {Promise} that resolves to the complete response string (non-streaming) or void (streaming) * @throws {Error} if the request fails or is aborted */ - async sendMessage( + static async sendMessage( messages: ApiChatMessageData[] | (DatabaseMessage & { extra?: DatabaseMessageExtra[] })[], options: SettingsChatServiceOptions = {}, - conversationId?: string + conversationId?: string, + signal?: AbortSignal ): Promise { const { stream, @@ -74,7 +62,7 @@ export class ChatService { onReasoningChunk, onToolCallChunk, onModel, - onFirstValidChunk, + onTimings, // Generation parameters temperature, max_tokens, @@ -99,25 +87,17 @@ export class ChatService { // Other parameters samplers, custom, - timings_per_token + timings_per_token, + // Config options + systemMessage, + disableReasoningFormat } = options; - const currentConfig = config(); - - const requestId = conversationId || 'default'; - - if (this.abortControllers.has(requestId)) { - this.abortControllers.get(requestId)?.abort(); - } - - const abortController = new AbortController(); - this.abortControllers.set(requestId, abortController); - const normalizedMessages: ApiChatMessageData[] = messages .map((msg) => { if ('id' in msg && 'convId' in msg && 'timestamp' in msg) { const dbMsg = msg as DatabaseMessage & { extra?: DatabaseMessageExtra[] }; - return ChatService.convertMessageToChatServiceData(dbMsg); + return ChatService.convertDbMessageToApiChatMessageData(dbMsg); } else { return msg as ApiChatMessageData; } @@ -132,7 +112,7 @@ export class ChatService { return true; }); - const processedMessages = this.injectSystemMessage(normalizedMessages); + const processedMessages = ChatService.injectSystemMessage(normalizedMessages, systemMessage); const requestBody: ApiChatCompletionRequest = { messages: processedMessages.map((msg: ApiChatMessageData) => ({ @@ -142,14 +122,12 @@ export class ChatService { stream }; - const modelSelectorEnabled = Boolean(currentConfig.modelSelectorEnabled); - const activeModel = modelSelectorEnabled ? selectedModelName() : null; - - if (modelSelectorEnabled && activeModel) { - requestBody.model = activeModel; + // Include model in request if provided (required in ROUTER mode) + if (options.model) { + requestBody.model = options.model; } - requestBody.reasoning_format = currentConfig.disableReasoningFormat ? 'none' : 'auto'; + requestBody.reasoning_format = disableReasoningFormat ? 'none' : 'auto'; if (temperature !== undefined) requestBody.temperature = temperature; if (max_tokens !== undefined) { @@ -194,20 +172,15 @@ export class ChatService { } try { - const apiKey = currentConfig.apiKey?.toString().trim(); - const response = await fetch(`./v1/chat/completions`, { method: 'POST', - headers: { - 'Content-Type': 'application/json', - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - }, + headers: getJsonHeaders(), body: JSON.stringify(requestBody), - signal: abortController.signal + signal }); if (!response.ok) { - const error = await this.parseErrorResponse(response); + const error = await ChatService.parseErrorResponse(response); if (onError) { onError(error); } @@ -215,7 +188,7 @@ export class ChatService { } if (stream) { - await this.handleStreamResponse( + await ChatService.handleStreamResponse( response, onChunk, onComplete, @@ -223,13 +196,13 @@ export class ChatService { onReasoningChunk, onToolCallChunk, onModel, - onFirstValidChunk, + onTimings, conversationId, - abortController.signal + signal ); return; } else { - return this.handleNonStreamResponse( + return ChatService.handleNonStreamResponse( response, onComplete, onError, @@ -269,11 +242,13 @@ export class ChatService { onError(userFriendlyError); } throw userFriendlyError; - } finally { - this.abortControllers.delete(requestId); } } + // ───────────────────────────────────────────────────────────────────────────── + // Streaming + // ───────────────────────────────────────────────────────────────────────────── + /** * Handles streaming response from the chat completion API * @param response - The Response object from the fetch request @@ -285,7 +260,7 @@ export class ChatService { * @returns {Promise} Promise that resolves when streaming is complete * @throws {Error} if the stream cannot be read or parsed */ - private async handleStreamResponse( + private static async handleStreamResponse( response: Response, onChunk?: (chunk: string) => void, onComplete?: ( @@ -298,7 +273,7 @@ export class ChatService { onReasoningChunk?: (chunk: string) => void, onToolCallChunk?: (chunk: string) => void, onModel?: (model: string) => void, - onFirstValidChunk?: () => void, + onTimings?: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => void, conversationId?: string, abortSignal?: AbortSignal ): Promise { @@ -315,7 +290,6 @@ export class ChatService { let lastTimings: ChatMessageTimings | undefined; let streamFinished = false; let modelEmitted = false; - let firstValidChunkEmitted = false; let toolCallIndexOffset = 0; let hasOpenToolCallBatch = false; @@ -333,7 +307,7 @@ export class ChatService { return; } - aggregatedToolCalls = this.mergeToolCallDeltas( + aggregatedToolCalls = ChatService.mergeToolCallDeltas( aggregatedToolCalls, toolCalls, toolCallIndexOffset @@ -382,29 +356,20 @@ export class ChatService { try { const parsed: ApiChatCompletionStreamChunk = JSON.parse(data); - - if (!firstValidChunkEmitted && parsed.object === 'chat.completion.chunk') { - firstValidChunkEmitted = true; - - if (!abortSignal?.aborted) { - onFirstValidChunk?.(); - } - } - const content = parsed.choices[0]?.delta?.content; const reasoningContent = parsed.choices[0]?.delta?.reasoning_content; const toolCalls = parsed.choices[0]?.delta?.tool_calls; const timings = parsed.timings; const promptProgress = parsed.prompt_progress; - const chunkModel = this.extractModelName(parsed); + const chunkModel = ChatService.extractModelName(parsed); if (chunkModel && !modelEmitted) { modelEmitted = true; onModel?.(chunkModel); } if (timings || promptProgress) { - this.updateProcessingState(timings, promptProgress, conversationId); + ChatService.notifyTimings(timings, promptProgress, onTimings); if (timings) { lastTimings = timings; } @@ -462,54 +427,6 @@ export class ChatService { } } - private mergeToolCallDeltas( - existing: ApiChatCompletionToolCall[], - deltas: ApiChatCompletionToolCallDelta[], - indexOffset = 0 - ): ApiChatCompletionToolCall[] { - const result = existing.map((call) => ({ - ...call, - function: call.function ? { ...call.function } : undefined - })); - - for (const delta of deltas) { - const index = - typeof delta.index === 'number' && delta.index >= 0 - ? delta.index + indexOffset - : result.length; - - while (result.length <= index) { - result.push({ function: undefined }); - } - - const target = result[index]!; - - if (delta.id) { - target.id = delta.id; - } - - if (delta.type) { - target.type = delta.type; - } - - if (delta.function) { - const fn = target.function ? { ...target.function } : {}; - - if (delta.function.name) { - fn.name = delta.function.name; - } - - if (delta.function.arguments) { - fn.arguments = (fn.arguments ?? '') + delta.function.arguments; - } - - target.function = fn; - } - } - - return result; - } - /** * Handles non-streaming response from the chat completion API. * Parses the JSON response and extracts the generated content. @@ -520,7 +437,7 @@ export class ChatService { * @returns {Promise} Promise that resolves to the generated content string * @throws {Error} if the response cannot be parsed or is malformed */ - private async handleNonStreamResponse( + private static async handleNonStreamResponse( response: Response, onComplete?: ( response: string, @@ -542,7 +459,7 @@ export class ChatService { const data: ApiChatCompletionResponse = JSON.parse(responseText); - const responseModel = this.extractModelName(data); + const responseModel = ChatService.extractModelName(data); if (responseModel) { onModel?.(responseModel); } @@ -558,7 +475,7 @@ export class ChatService { let serializedToolCalls: string | undefined; if (toolCalls && toolCalls.length > 0) { - const mergedToolCalls = this.mergeToolCallDeltas([], toolCalls); + const mergedToolCalls = ChatService.mergeToolCallDeltas([], toolCalls); if (mergedToolCalls.length > 0) { serializedToolCalls = JSON.stringify(mergedToolCalls); @@ -585,6 +502,67 @@ export class ChatService { } } + /** + * Merges tool call deltas into an existing array of tool calls. + * Handles both existing and new tool calls, updating existing ones and adding new ones. + * + * @param existing - The existing array of tool calls to merge into + * @param deltas - The array of tool call deltas to merge + * @param indexOffset - Optional offset to apply to the index of new tool calls + * @returns {ApiChatCompletionToolCall[]} The merged array of tool calls + */ + private static mergeToolCallDeltas( + existing: ApiChatCompletionToolCall[], + deltas: ApiChatCompletionToolCallDelta[], + indexOffset = 0 + ): ApiChatCompletionToolCall[] { + const result = existing.map((call) => ({ + ...call, + function: call.function ? { ...call.function } : undefined + })); + + for (const delta of deltas) { + const index = + typeof delta.index === 'number' && delta.index >= 0 + ? delta.index + indexOffset + : result.length; + + while (result.length <= index) { + result.push({ function: undefined }); + } + + const target = result[index]!; + + if (delta.id) { + target.id = delta.id; + } + + if (delta.type) { + target.type = delta.type; + } + + if (delta.function) { + const fn = target.function ? { ...target.function } : {}; + + if (delta.function.name) { + fn.name = delta.function.name; + } + + if (delta.function.arguments) { + fn.arguments = (fn.arguments ?? '') + delta.function.arguments; + } + + target.function = fn; + } + } + + return result; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Conversion + // ───────────────────────────────────────────────────────────────────────────── + /** * Converts a database message with attachments to API chat message format. * Processes various attachment types (images, text files, PDFs) and formats them @@ -597,7 +575,7 @@ export class ChatService { * @returns {ApiChatMessageData} object formatted for the chat completion API * @static */ - static convertMessageToChatServiceData( + static convertDbMessageToApiChatMessageData( message: DatabaseMessage & { extra?: DatabaseMessageExtra[] } ): ApiChatMessageData { if (!message.extra || message.extra.length === 0) { @@ -618,7 +596,7 @@ export class ChatService { const imageFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraImageFile => - extra.type === 'imageFile' + extra.type === AttachmentType.IMAGE ); for (const image of imageFiles) { @@ -630,7 +608,7 @@ export class ChatService { const textFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraTextFile => - extra.type === 'textFile' + extra.type === AttachmentType.TEXT ); for (const textFile of textFiles) { @@ -643,7 +621,7 @@ export class ChatService { // Handle legacy 'context' type from old webui (pasted content) const legacyContextFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraLegacyContext => - extra.type === 'context' + extra.type === AttachmentType.LEGACY_CONTEXT ); for (const legacyContextFile of legacyContextFiles) { @@ -655,7 +633,7 @@ export class ChatService { const audioFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraAudioFile => - extra.type === 'audioFile' + extra.type === AttachmentType.AUDIO ); for (const audio of audioFiles) { @@ -670,7 +648,7 @@ export class ChatService { const pdfFiles = message.extra.filter( (extra: DatabaseMessageExtra): extra is DatabaseMessageExtraPdfFile => - extra.type === 'pdfFile' + extra.type === AttachmentType.PDF ); for (const pdfFile of pdfFiles) { @@ -695,19 +673,17 @@ export class ChatService { }; } + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + /** - * Get server properties - static method for API compatibility + * Get server properties - static method for API compatibility (to be refactored) */ static async getServerProps(): Promise { try { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); - const response = await fetch(`./props`, { - headers: { - 'Content-Type': 'application/json', - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } + headers: getJsonHeaders() }); if (!response.ok) { @@ -723,49 +699,51 @@ export class ChatService { } /** - * Aborts any ongoing chat completion request. - * Cancels the current request and cleans up the abort controller. - * - * @public + * Get model information from /models endpoint (to be refactored) */ - public abort(conversationId?: string): void { - if (conversationId) { - const abortController = this.abortControllers.get(conversationId); - if (abortController) { - abortController.abort(); - this.abortControllers.delete(conversationId); - } - } else { - for (const controller of this.abortControllers.values()) { - controller.abort(); + static async getModels(): Promise { + try { + const response = await fetch(`./models`, { + headers: getJsonHeaders() + }); + + if (!response.ok) { + throw new Error(`Failed to fetch models: ${response.status} ${response.statusText}`); } - this.abortControllers.clear(); + + const data = await response.json(); + return data; + } catch (error) { + console.error('Error fetching models:', error); + throw error; } } /** - * Injects a system message at the beginning of the conversation if configured in settings. - * Checks for existing system messages to avoid duplication and retrieves the system message - * from the current configuration settings. + * Injects a system message at the beginning of the conversation if provided. + * Checks for existing system messages to avoid duplication. * * @param messages - Array of chat messages to process - * @returns Array of messages with system message injected at the beginning if configured + * @param systemMessage - Optional system message to inject + * @returns Array of messages with system message injected at the beginning if provided * @private */ - private injectSystemMessage(messages: ApiChatMessageData[]): ApiChatMessageData[] { - const currentConfig = config(); - const systemMessage = currentConfig.systemMessage?.toString().trim(); + private static injectSystemMessage( + messages: ApiChatMessageData[], + systemMessage?: string + ): ApiChatMessageData[] { + const trimmedSystemMessage = systemMessage?.trim(); - if (!systemMessage) { + if (!trimmedSystemMessage) { return messages; } if (messages.length > 0 && messages[0].role === 'system') { - if (messages[0].content !== systemMessage) { + if (messages[0].content !== trimmedSystemMessage) { const updatedMessages = [...messages]; updatedMessages[0] = { role: 'system', - content: systemMessage + content: trimmedSystemMessage }; return updatedMessages; } @@ -775,7 +753,7 @@ export class ChatService { const systemMsg: ApiChatMessageData = { role: 'system', - content: systemMessage + content: trimmedSystemMessage }; return [systemMsg, ...messages]; @@ -786,7 +764,7 @@ export class ChatService { * @param response - HTTP response object * @returns Promise - Parsed error with context info if available */ - private async parseErrorResponse(response: Response): Promise { + private static async parseErrorResponse(response: Response): Promise { try { const errorText = await response.text(); const errorData: ApiErrorResponse = JSON.parse(errorText); @@ -803,7 +781,18 @@ export class ChatService { } } - private extractModelName(data: unknown): string | undefined { + /** + * Extracts model name from Chat Completions API response data. + * Handles various response formats including streaming chunks and final responses. + * + * WORKAROUND: In single model mode, llama-server returns a default/incorrect model name + * in the response. We override it with the actual model name from serverStore. + * + * @param data - Raw response data from the Chat Completions API + * @returns Model name string if found, undefined otherwise + * @private + */ + private static extractModelName(data: unknown): string | undefined { const asRecord = (value: unknown): Record | undefined => { return typeof value === 'object' && value !== null ? (value as Record) @@ -836,31 +825,22 @@ export class ChatService { return undefined; } - private updateProcessingState( - timings?: ChatMessageTimings, - promptProgress?: ChatMessagePromptProgress, - conversationId?: string + /** + * Calls the onTimings callback with timing data from streaming response. + * + * @param timings - Timing information from the Chat Completions API response + * @param promptProgress - Prompt processing progress data + * @param onTimingsCallback - Callback function to invoke with timing data + * @private + */ + private static notifyTimings( + timings: ChatMessageTimings | undefined, + promptProgress: ChatMessagePromptProgress | undefined, + onTimingsCallback: + | ((timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => void) + | undefined ): void { - const tokensPerSecond = - timings?.predicted_ms && timings?.predicted_n - ? (timings.predicted_n / timings.predicted_ms) * 1000 - : 0; - - slotsService - .updateFromTimingData( - { - prompt_n: timings?.prompt_n || 0, - predicted_n: timings?.predicted_n || 0, - predicted_per_second: tokensPerSecond, - cache_n: timings?.cache_n || 0, - prompt_progress: promptProgress - }, - conversationId - ) - .catch((error) => { - console.warn('Failed to update processing state:', error); - }); + if (!timings || !onTimingsCallback) return; + onTimingsCallback(timings, promptProgress); } } - -export const chatService = new ChatService(); diff --git a/tools/server/webui/src/lib/stores/database.ts b/tools/server/webui/src/lib/services/database.ts similarity index 68% rename from tools/server/webui/src/lib/stores/database.ts rename to tools/server/webui/src/lib/services/database.ts index 82edcc3227c..185a598c3bb 100644 --- a/tools/server/webui/src/lib/stores/database.ts +++ b/tools/server/webui/src/lib/services/database.ts @@ -1,5 +1,5 @@ import Dexie, { type EntityTable } from 'dexie'; -import { filterByLeafNodeId, findDescendantMessages } from '$lib/utils/branching'; +import { findDescendantMessages } from '$lib/utils'; class LlamacppDatabase extends Dexie { conversations!: EntityTable; @@ -16,60 +16,59 @@ class LlamacppDatabase extends Dexie { } const db = new LlamacppDatabase(); +import { v4 as uuid } from 'uuid'; /** - * DatabaseStore - Persistent data layer for conversation and message management + * DatabaseService - Stateless IndexedDB communication layer + * + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API (ephemeral, runtime). + * - **Conversation**: The persistent database entity storing all messages and metadata. + * This service handles raw database operations for conversations - the lowest layer + * in the persistence stack. * - * This service provides a comprehensive data access layer built on IndexedDB using Dexie. - * It handles all persistent storage operations for conversations, messages, and application settings - * with support for complex conversation branching and message threading. + * This service provides a stateless data access layer built on IndexedDB using Dexie ORM. + * It handles all low-level storage operations for conversations and messages with support + * for complex branching and message threading. All methods are static - no instance state. * - * **Architecture & Relationships:** - * - **DatabaseStore** (this class): Stateless data persistence layer - * - Manages IndexedDB operations through Dexie ORM - * - Handles conversation and message CRUD operations - * - Supports complex branching with parent-child relationships + * **Architecture & Relationships (bottom to top):** + * - **DatabaseService** (this class): Stateless IndexedDB operations + * - Lowest layer - direct Dexie/IndexedDB communication + * - Pure CRUD operations without business logic + * - Handles branching tree structure (parent-child relationships) * - Provides transaction safety for multi-table operations * - * - **ChatStore**: Primary consumer for conversation state management - * - Uses DatabaseStore for all persistence operations - * - Coordinates UI state with database state - * - Handles conversation lifecycle and message branching + * - **ConversationsService**: Stateless business logic layer + * - Uses DatabaseService for all persistence operations + * - Adds import/export, navigation, and higher-level operations + * + * - **conversationsStore**: Reactive state management for conversations + * - Uses ConversationsService for database operations + * - Manages conversation list, active conversation, and messages in memory + * + * - **chatStore**: Active AI interaction management + * - Uses conversationsStore for conversation context + * - Directly uses DatabaseService for message CRUD during streaming * * **Key Features:** - * - **Conversation Management**: Create, read, update, delete conversations - * - **Message Branching**: Support for tree-like conversation structures + * - **Conversation CRUD**: Create, read, update, delete conversations + * - **Message CRUD**: Add, update, delete messages with branching support + * - **Branch Operations**: Create branches, find descendants, cascade deletions * - **Transaction Safety**: Atomic operations for data consistency - * - **Path Resolution**: Navigate conversation branches and find leaf nodes - * - **Cascading Deletion**: Remove entire conversation branches * * **Database Schema:** - * - `conversations`: Conversation metadata with current node tracking - * - `messages`: Individual messages with parent-child relationships + * - `conversations`: id, lastModified, currNode, name + * - `messages`: id, convId, type, role, timestamp, parent, children * * **Branching Model:** * Messages form a tree structure where each message can have multiple children, * enabling conversation branching and alternative response paths. The conversation's * `currNode` tracks the currently active branch endpoint. */ -import { v4 as uuid } from 'uuid'; - -export class DatabaseStore { - /** - * Adds a new message to the database. - * - * @param message - Message to add (without id) - * @returns The created message - */ - static async addMessage(message: Omit): Promise { - const newMessage: DatabaseMessage = { - ...message, - id: uuid() - }; - - await db.messages.add(newMessage); - return newMessage; - } +export class DatabaseService { + // ───────────────────────────────────────────────────────────────────────────── + // Conversations + // ───────────────────────────────────────────────────────────────────────────── /** * Creates a new conversation. @@ -89,6 +88,10 @@ export class DatabaseStore { return conversation; } + // ───────────────────────────────────────────────────────────────────────────── + // Messages + // ───────────────────────────────────────────────────────────────────────────── + /** * Creates a new message branch by adding a message and updating parent/child relationships. * Also updates the conversation's currNode to point to the new message. @@ -255,18 +258,6 @@ export class DatabaseStore { return await db.conversations.get(id); } - /** - * Gets all leaf nodes (messages with no children) in a conversation. - * Useful for finding all possible conversation endpoints. - * - * @param convId - Conversation ID - * @returns Array of leaf node message IDs - */ - static async getConversationLeafNodes(convId: string): Promise { - const allMessages = await this.getConversationMessages(convId); - return allMessages.filter((msg) => msg.children.length === 0).map((msg) => msg.id); - } - /** * Gets all messages in a conversation, sorted by timestamp (oldest first). * @@ -277,34 +268,6 @@ export class DatabaseStore { return await db.messages.where('convId').equals(convId).sortBy('timestamp'); } - /** - * Gets the conversation path from root to the current leaf node. - * Uses the conversation's currNode to determine the active branch. - * - * @param convId - Conversation ID - * @returns Array of messages in the current conversation path - */ - static async getConversationPath(convId: string): Promise { - const conversation = await this.getConversation(convId); - - if (!conversation) { - return []; - } - - const allMessages = await this.getConversationMessages(convId); - - if (allMessages.length === 0) { - return []; - } - - // If no currNode is set, use the latest message as leaf - const leafNodeId = - conversation.currNode || - allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id; - - return filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[]; - } - /** * Updates a conversation. * @@ -322,6 +285,10 @@ export class DatabaseStore { }); } + // ───────────────────────────────────────────────────────────────────────────── + // Navigation + // ───────────────────────────────────────────────────────────────────────────── + /** * Updates the conversation's current node (active branch). * This determines which conversation path is currently being viewed. @@ -349,6 +316,10 @@ export class DatabaseStore { await db.messages.update(id, updates); } + // ───────────────────────────────────────────────────────────────────────────── + // Import + // ───────────────────────────────────────────────────────────────────────────── + /** * Imports multiple conversations and their messages. * Skips conversations that already exist. diff --git a/tools/server/webui/src/lib/services/index.ts b/tools/server/webui/src/lib/services/index.ts index 9a9774bd56c..c36c64a6fa9 100644 --- a/tools/server/webui/src/lib/services/index.ts +++ b/tools/server/webui/src/lib/services/index.ts @@ -1,2 +1,5 @@ -export { chatService } from './chat'; -export { slotsService } from './slots'; +export { ChatService } from './chat'; +export { DatabaseService } from './database'; +export { ModelsService } from './models'; +export { PropsService } from './props'; +export { ParameterSyncService } from './parameter-sync'; diff --git a/tools/server/webui/src/lib/services/models.ts b/tools/server/webui/src/lib/services/models.ts index 1c7fa3b4563..f031bd74975 100644 --- a/tools/server/webui/src/lib/services/models.ts +++ b/tools/server/webui/src/lib/services/models.ts @@ -1,16 +1,34 @@ import { base } from '$app/paths'; -import { config } from '$lib/stores/settings.svelte'; -import type { ApiModelListResponse } from '$lib/types/api'; +import { ServerModelStatus } from '$lib/enums'; +import { getJsonHeaders } from '$lib/utils'; +/** + * ModelsService - Stateless service for model management API communication + * + * This service handles communication with model-related endpoints: + * - `/v1/models` - OpenAI-compatible model list (MODEL + ROUTER mode) + * - `/models` - Router-specific model management (ROUTER mode only) + * + * **Responsibilities:** + * - List available models + * - Load/unload models (ROUTER mode) + * - Check model status (ROUTER mode) + * + * **Used by:** + * - modelsStore: Primary consumer for model state management + */ export class ModelsService { - static async list(): Promise { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); + // ───────────────────────────────────────────────────────────────────────────── + // Listing + // ───────────────────────────────────────────────────────────────────────────── + /** + * Fetch list of models from OpenAI-compatible endpoint + * Works in both MODEL and ROUTER modes + */ + static async list(): Promise { const response = await fetch(`${base}/v1/models`, { - headers: { - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } + headers: getJsonHeaders() }); if (!response.ok) { @@ -19,4 +37,88 @@ export class ModelsService { return response.json() as Promise; } + + /** + * Fetch list of all models with detailed metadata (ROUTER mode) + * Returns models with load status, paths, and other metadata + */ + static async listRouter(): Promise { + const response = await fetch(`${base}/models`, { + headers: getJsonHeaders() + }); + + if (!response.ok) { + throw new Error(`Failed to fetch router models list (status ${response.status})`); + } + + return response.json() as Promise; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Load/Unload + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Load a model (ROUTER mode) + * POST /models/load + * @param modelId - Model identifier to load + * @param extraArgs - Optional additional arguments to pass to the model instance + */ + static async load(modelId: string, extraArgs?: string[]): Promise { + const payload: { model: string; extra_args?: string[] } = { model: modelId }; + if (extraArgs && extraArgs.length > 0) { + payload.extra_args = extraArgs; + } + + const response = await fetch(`${base}/models/load`, { + method: 'POST', + headers: getJsonHeaders(), + body: JSON.stringify(payload) + }); + + if (!response.ok) { + const errorData = await response.json().catch(() => ({})); + throw new Error(errorData.error || `Failed to load model (status ${response.status})`); + } + + return response.json() as Promise; + } + + /** + * Unload a model (ROUTER mode) + * POST /models/unload + * @param modelId - Model identifier to unload + */ + static async unload(modelId: string): Promise { + const response = await fetch(`${base}/models/unload`, { + method: 'POST', + headers: getJsonHeaders(), + body: JSON.stringify({ model: modelId }) + }); + + if (!response.ok) { + const errorData = await response.json().catch(() => ({})); + throw new Error(errorData.error || `Failed to unload model (status ${response.status})`); + } + + return response.json() as Promise; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Status + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Check if a model is loaded based on its metadata + */ + static isModelLoaded(model: ApiModelDataEntry): boolean { + return model.status.value === ServerModelStatus.LOADED; + } + + /** + * Check if a model is currently loading + */ + static isModelLoading(model: ApiModelDataEntry): boolean { + return model.status.value === ServerModelStatus.LOADING; + } } diff --git a/tools/server/webui/src/lib/services/parameter-sync.spec.ts b/tools/server/webui/src/lib/services/parameter-sync.spec.ts index 9ced55faa04..17b12f757c8 100644 --- a/tools/server/webui/src/lib/services/parameter-sync.spec.ts +++ b/tools/server/webui/src/lib/services/parameter-sync.spec.ts @@ -1,6 +1,5 @@ import { describe, it, expect } from 'vitest'; import { ParameterSyncService } from './parameter-sync'; -import type { ApiLlamaCppServerProps } from '$lib/types/api'; describe('ParameterSyncService', () => { describe('roundFloatingPoint', () => { diff --git a/tools/server/webui/src/lib/services/parameter-sync.ts b/tools/server/webui/src/lib/services/parameter-sync.ts index ee147ae1941..d32d669264b 100644 --- a/tools/server/webui/src/lib/services/parameter-sync.ts +++ b/tools/server/webui/src/lib/services/parameter-sync.ts @@ -12,8 +12,7 @@ * - Provide sync utilities for settings store integration */ -import type { ApiLlamaCppServerProps } from '$lib/types/api'; -import { normalizeFloatingPoint } from '$lib/utils/precision'; +import { normalizeFloatingPoint } from '$lib/utils'; export type ParameterSource = 'default' | 'custom'; export type ParameterValue = string | number | boolean; @@ -60,6 +59,10 @@ export const SYNCABLE_PARAMETERS: SyncableParameter[] = [ ]; export class ParameterSyncService { + // ───────────────────────────────────────────────────────────────────────────── + // Extraction + // ───────────────────────────────────────────────────────────────────────────── + /** * Round floating-point numbers to avoid JavaScript precision issues */ @@ -95,6 +98,10 @@ export class ParameterSyncService { return extracted; } + // ───────────────────────────────────────────────────────────────────────────── + // Merging + // ───────────────────────────────────────────────────────────────────────────── + /** * Merge server defaults with current user settings * Returns updated settings that respect user overrides while using server defaults @@ -116,6 +123,10 @@ export class ParameterSyncService { return merged; } + // ───────────────────────────────────────────────────────────────────────────── + // Info + // ───────────────────────────────────────────────────────────────────────────── + /** * Get parameter information including source and values */ @@ -172,6 +183,10 @@ export class ParameterSyncService { } } + // ───────────────────────────────────────────────────────────────────────────── + // Diff + // ───────────────────────────────────────────────────────────────────────────── + /** * Create a diff between current settings and server defaults */ diff --git a/tools/server/webui/src/lib/services/props.ts b/tools/server/webui/src/lib/services/props.ts new file mode 100644 index 00000000000..01fead9fa3e --- /dev/null +++ b/tools/server/webui/src/lib/services/props.ts @@ -0,0 +1,77 @@ +import { getAuthHeaders } from '$lib/utils'; + +/** + * PropsService - Server properties management + * + * This service handles communication with the /props endpoint to retrieve + * server configuration, model information, and capabilities. + * + * **Responsibilities:** + * - Fetch server properties from /props endpoint + * - Handle API authentication + * - Parse and validate server response + * + * **Used by:** + * - serverStore: Primary consumer for server state management + */ +export class PropsService { + // ───────────────────────────────────────────────────────────────────────────── + // Fetching + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Fetches server properties from the /props endpoint + * + * @param autoload - If false, prevents automatic model loading (default: false) + * @returns {Promise} Server properties + * @throws {Error} If the request fails or returns invalid data + */ + static async fetch(autoload = false): Promise { + const url = new URL('./props', window.location.href); + if (!autoload) { + url.searchParams.set('autoload', 'false'); + } + + const response = await fetch(url.toString(), { + headers: getAuthHeaders() + }); + + if (!response.ok) { + throw new Error( + `Failed to fetch server properties: ${response.status} ${response.statusText}` + ); + } + + const data = await response.json(); + return data as ApiLlamaCppServerProps; + } + + /** + * Fetches server properties for a specific model (ROUTER mode) + * + * @param modelId - The model ID to fetch properties for + * @param autoload - If false, prevents automatic model loading (default: false) + * @returns {Promise} Server properties for the model + * @throws {Error} If the request fails or returns invalid data + */ + static async fetchForModel(modelId: string, autoload = false): Promise { + const url = new URL('./props', window.location.href); + url.searchParams.set('model', modelId); + if (!autoload) { + url.searchParams.set('autoload', 'false'); + } + + const response = await fetch(url.toString(), { + headers: getAuthHeaders() + }); + + if (!response.ok) { + throw new Error( + `Failed to fetch model properties: ${response.status} ${response.statusText}` + ); + } + + const data = await response.json(); + return data as ApiLlamaCppServerProps; + } +} diff --git a/tools/server/webui/src/lib/services/slots.ts b/tools/server/webui/src/lib/services/slots.ts deleted file mode 100644 index e99297d6a05..00000000000 --- a/tools/server/webui/src/lib/services/slots.ts +++ /dev/null @@ -1,322 +0,0 @@ -import { config } from '$lib/stores/settings.svelte'; - -/** - * SlotsService - Real-time processing state monitoring and token rate calculation - * - * This service provides real-time information about generation progress, token rates, - * and context usage based on timing data from ChatService streaming responses. - * It manages streaming session tracking and provides accurate processing state updates. - * - * **Architecture & Relationships:** - * - **SlotsService** (this class): Processing state monitoring - * - Receives timing data from ChatService streaming responses - * - Calculates token generation rates and context usage - * - Manages streaming session lifecycle - * - Provides real-time updates to UI components - * - * - **ChatService**: Provides timing data from `/chat/completions` streaming - * - **UI Components**: Subscribe to processing state for progress indicators - * - * **Key Features:** - * - **Real-time Monitoring**: Live processing state during generation - * - **Token Rate Calculation**: Accurate tokens/second from timing data - * - **Context Tracking**: Current context usage and remaining capacity - * - **Streaming Lifecycle**: Start/stop tracking for streaming sessions - * - **Timing Data Processing**: Converts streaming timing data to structured state - * - **Error Handling**: Graceful handling when timing data is unavailable - * - * **Processing States:** - * - `idle`: No active processing - * - `generating`: Actively generating tokens - * - * **Token Rate Calculation:** - * Uses timing data from `/chat/completions` streaming response for accurate - * real-time token generation rate measurement. - */ -export class SlotsService { - private callbacks: Set<(state: ApiProcessingState | null) => void> = new Set(); - private isStreamingActive: boolean = false; - private lastKnownState: ApiProcessingState | null = null; - private conversationStates: Map = new Map(); - private activeConversationId: string | null = null; - - /** - * Start streaming session tracking - */ - startStreaming(): void { - this.isStreamingActive = true; - } - - /** - * Stop streaming session tracking - */ - stopStreaming(): void { - this.isStreamingActive = false; - } - - /** - * Clear the current processing state - * Used when switching to a conversation without timing data - */ - clearState(): void { - this.lastKnownState = null; - - for (const callback of this.callbacks) { - try { - callback(null); - } catch (error) { - console.error('Error in clearState callback:', error); - } - } - } - - /** - * Check if currently in a streaming session - */ - isStreaming(): boolean { - return this.isStreamingActive; - } - - /** - * Set the active conversation for statistics display - */ - setActiveConversation(conversationId: string | null): void { - this.activeConversationId = conversationId; - this.notifyCallbacks(); - } - - /** - * Update processing state for a specific conversation - */ - updateConversationState(conversationId: string, state: ApiProcessingState | null): void { - this.conversationStates.set(conversationId, state); - - if (conversationId === this.activeConversationId) { - this.lastKnownState = state; - this.notifyCallbacks(); - } - } - - /** - * Get processing state for a specific conversation - */ - getConversationState(conversationId: string): ApiProcessingState | null { - return this.conversationStates.get(conversationId) || null; - } - - /** - * Clear state for a specific conversation - */ - clearConversationState(conversationId: string): void { - this.conversationStates.delete(conversationId); - - if (conversationId === this.activeConversationId) { - this.lastKnownState = null; - this.notifyCallbacks(); - } - } - - /** - * Notify all callbacks with current state - */ - private notifyCallbacks(): void { - const currentState = this.activeConversationId - ? this.conversationStates.get(this.activeConversationId) || null - : this.lastKnownState; - - for (const callback of this.callbacks) { - try { - callback(currentState); - } catch (error) { - console.error('Error in slots service callback:', error); - } - } - } - - /** - * @deprecated Polling is no longer used - timing data comes from ChatService streaming response - * This method logs a warning if called to help identify outdated usage - */ - fetchAndNotify(): void { - console.warn( - 'SlotsService.fetchAndNotify() is deprecated - use timing data from ChatService instead' - ); - } - - subscribe(callback: (state: ApiProcessingState | null) => void): () => void { - this.callbacks.add(callback); - - if (this.lastKnownState) { - callback(this.lastKnownState); - } - - return () => { - this.callbacks.delete(callback); - }; - } - - /** - * Updates processing state with timing data from ChatService streaming response - */ - async updateFromTimingData( - timingData: { - prompt_n: number; - predicted_n: number; - predicted_per_second: number; - cache_n: number; - prompt_progress?: ChatMessagePromptProgress; - }, - conversationId?: string - ): Promise { - const processingState = await this.parseCompletionTimingData(timingData); - - if (processingState === null) { - console.warn('Failed to parse timing data - skipping update'); - - return; - } - - if (conversationId) { - this.updateConversationState(conversationId, processingState); - } else { - this.lastKnownState = processingState; - this.notifyCallbacks(); - } - } - - /** - * Gets context total from last known slots data or fetches from server - */ - private async getContextTotal(): Promise { - if (this.lastKnownState && this.lastKnownState.contextTotal > 0) { - return this.lastKnownState.contextTotal; - } - - try { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); - - const response = await fetch(`./slots`, { - headers: { - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } - }); - - if (response.ok) { - const slotsData = await response.json(); - if (Array.isArray(slotsData) && slotsData.length > 0) { - const slot = slotsData[0]; - if (slot.n_ctx && slot.n_ctx > 0) { - return slot.n_ctx; - } - } - } - } catch (error) { - console.warn('Failed to fetch context total from /slots:', error); - } - - return 4096; - } - - private async parseCompletionTimingData( - timingData: Record - ): Promise { - const promptTokens = (timingData.prompt_n as number) || 0; - const predictedTokens = (timingData.predicted_n as number) || 0; - const tokensPerSecond = (timingData.predicted_per_second as number) || 0; - const cacheTokens = (timingData.cache_n as number) || 0; - const promptProgress = timingData.prompt_progress as - | { - total: number; - cache: number; - processed: number; - time_ms: number; - } - | undefined; - - const contextTotal = await this.getContextTotal(); - - if (contextTotal === null) { - console.warn('No context total available - cannot calculate processing state'); - - return null; - } - - const currentConfig = config(); - const outputTokensMax = currentConfig.max_tokens || -1; - - const contextUsed = promptTokens + cacheTokens + predictedTokens; - const outputTokensUsed = predictedTokens; - - const progressPercent = promptProgress - ? Math.round((promptProgress.processed / promptProgress.total) * 100) - : undefined; - - return { - status: predictedTokens > 0 ? 'generating' : promptProgress ? 'preparing' : 'idle', - tokensDecoded: predictedTokens, - tokensRemaining: outputTokensMax - predictedTokens, - contextUsed, - contextTotal, - outputTokensUsed, - outputTokensMax, - hasNextToken: predictedTokens > 0, - tokensPerSecond, - temperature: currentConfig.temperature ?? 0.8, - topP: currentConfig.top_p ?? 0.95, - speculative: false, - progressPercent, - promptTokens, - cacheTokens - }; - } - - /** - * Get current processing state - * Returns the last known state from timing data, or null if no data available - * If activeConversationId is set, returns state for that conversation - */ - async getCurrentState(): Promise { - if (this.activeConversationId) { - const conversationState = this.conversationStates.get(this.activeConversationId); - - if (conversationState) { - return conversationState; - } - } - - if (this.lastKnownState) { - return this.lastKnownState; - } - try { - const { chatStore } = await import('$lib/stores/chat.svelte'); - const messages = chatStore.activeMessages; - - for (let i = messages.length - 1; i >= 0; i--) { - const message = messages[i]; - if (message.role === 'assistant' && message.timings) { - const restoredState = await this.parseCompletionTimingData({ - prompt_n: message.timings.prompt_n || 0, - predicted_n: message.timings.predicted_n || 0, - predicted_per_second: - message.timings.predicted_n && message.timings.predicted_ms - ? (message.timings.predicted_n / message.timings.predicted_ms) * 1000 - : 0, - cache_n: message.timings.cache_n || 0 - }); - - if (restoredState) { - this.lastKnownState = restoredState; - return restoredState; - } - } - } - } catch (error) { - console.warn('Failed to restore timing data from messages:', error); - } - - return null; - } -} - -export const slotsService = new SlotsService(); diff --git a/tools/server/webui/src/lib/stores/chat.svelte.ts b/tools/server/webui/src/lib/stores/chat.svelte.ts index c70b9580cb7..0c17b06bc1b 100644 --- a/tools/server/webui/src/lib/stores/chat.svelte.ts +++ b/tools/server/webui/src/lib/stores/chat.svelte.ts @@ -1,167 +1,352 @@ -import { DatabaseStore } from '$lib/stores/database'; -import { chatService, slotsService } from '$lib/services'; +import { DatabaseService, ChatService } from '$lib/services'; +import { conversationsStore } from '$lib/stores/conversations.svelte'; import { config } from '$lib/stores/settings.svelte'; -import { serverStore } from '$lib/stores/server.svelte'; -import { normalizeModelName } from '$lib/utils/model-names'; -import { filterByLeafNodeId, findLeafNode, findDescendantMessages } from '$lib/utils/branching'; -import { browser } from '$app/environment'; -import { goto } from '$app/navigation'; -import { toast } from 'svelte-sonner'; +import { contextSize, isRouterMode } from '$lib/stores/server.svelte'; +import { selectedModelName, modelsStore } from '$lib/stores/models.svelte'; +import { + normalizeModelName, + filterByLeafNodeId, + findDescendantMessages, + findLeafNode +} from '$lib/utils'; import { SvelteMap } from 'svelte/reactivity'; -import type { ExportedConversations } from '$lib/types/database'; +import { DEFAULT_CONTEXT } from '$lib/constants/default-context'; /** - * ChatStore - Central state management for chat conversations and AI interactions + * chatStore - Active AI interaction and streaming state management * - * This store manages the complete chat experience including: - * - Conversation lifecycle (create, load, delete, update) - * - Message management with branching support for conversation trees - * - Real-time AI response streaming with reasoning content support - * - File attachment handling and processing - * - Context error management and recovery - * - Database persistence through DatabaseStore integration + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API. Represents the + * real-time streaming session, loading states, and UI visualization of AI communication. + * A "chat" is ephemeral - it exists only while the user is actively interacting with the AI. + * - **Conversation**: The persistent database entity storing all messages and metadata. + * Managed by conversationsStore, conversations persist across sessions and page reloads. * - * **Architecture & Relationships:** - * - **ChatService**: Handles low-level API communication with AI models - * - ChatStore orchestrates ChatService for streaming responses - * - ChatService provides abort capabilities and error handling - * - ChatStore manages the UI state while ChatService handles network layer + * This store manages all active AI interactions including real-time streaming, response + * generation, and per-chat loading states. It handles the runtime layer between UI and + * AI backend, supporting concurrent streaming across multiple conversations. * - * - **DatabaseStore**: Provides persistent storage for conversations and messages - * - ChatStore uses DatabaseStore for all CRUD operations - * - Maintains referential integrity for conversation trees - * - Handles message branching and parent-child relationships + * **Architecture & Relationships:** + * - **chatStore** (this class): Active AI session and streaming management + * - Manages real-time AI response streaming via ChatService + * - Tracks per-chat loading and streaming states for concurrent sessions + * - Handles message operations (send, edit, regenerate, branch) + * - Coordinates with conversationsStore for persistence * - * - **SlotsService**: Monitors server resource usage during AI generation - * - ChatStore coordinates slots polling during streaming - * - Provides real-time feedback on server capacity + * - **conversationsStore**: Provides conversation data and message arrays for chat context + * - **ChatService**: Low-level API communication with llama.cpp server + * - **DatabaseService**: Message persistence and retrieval * * **Key Features:** - * - Reactive state management using Svelte 5 runes ($state) - * - Conversation branching for exploring different response paths - * - Streaming AI responses with real-time content updates - * - File attachment support (images, PDFs, text files, audio) - * - Partial response saving when generation is interrupted - * - Message editing with automatic response regeneration + * - **AI Streaming**: Real-time token streaming with abort support + * - **Concurrent Chats**: Independent loading/streaming states per conversation + * - **Message Branching**: Edit, regenerate, and branch conversation trees + * - **Error Handling**: Timeout and server error recovery with user feedback + * - **Graceful Stop**: Save partial responses when stopping generation + * + * **State Management:** + * - Global `isLoading` and `currentResponse` for active chat UI + * - `chatLoadingStates` Map for per-conversation streaming tracking + * - `chatStreamingStates` Map for per-conversation streaming content + * - `processingStates` Map for per-conversation processing state (timing/context info) + * - Automatic state sync when switching between conversations */ class ChatStore { - activeConversation = $state(null); - activeMessages = $state([]); - conversations = $state([]); + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── + + activeProcessingState = $state(null); currentResponse = $state(''); errorDialogState = $state<{ type: 'timeout' | 'server'; message: string } | null>(null); - isInitialized = $state(false); isLoading = $state(false); - conversationLoadingStates = new SvelteMap(); - conversationStreamingStates = new SvelteMap(); - titleUpdateConfirmationCallback?: (currentTitle: string, newTitle: string) => Promise; - - constructor() { - if (browser) { - this.initialize(); + chatLoadingStates = new SvelteMap(); + chatStreamingStates = new SvelteMap(); + private abortControllers = new SvelteMap(); + private processingStates = new SvelteMap(); + private activeConversationId = $state(null); + private isStreamingActive = $state(false); + + // ───────────────────────────────────────────────────────────────────────────── + // Loading State + // ───────────────────────────────────────────────────────────────────────────── + + private setChatLoading(convId: string, loading: boolean): void { + if (loading) { + this.chatLoadingStates.set(convId, true); + if (conversationsStore.activeConversation?.id === convId) this.isLoading = true; + } else { + this.chatLoadingStates.delete(convId); + if (conversationsStore.activeConversation?.id === convId) this.isLoading = false; } } + private isChatLoading(convId: string): boolean { + return this.chatLoadingStates.get(convId) || false; + } + + private setChatStreaming(convId: string, response: string, messageId: string): void { + this.chatStreamingStates.set(convId, { response, messageId }); + if (conversationsStore.activeConversation?.id === convId) this.currentResponse = response; + } + + private clearChatStreaming(convId: string): void { + this.chatStreamingStates.delete(convId); + if (conversationsStore.activeConversation?.id === convId) this.currentResponse = ''; + } + + private getChatStreaming(convId: string): { response: string; messageId: string } | undefined { + return this.chatStreamingStates.get(convId); + } + + syncLoadingStateForChat(convId: string): void { + this.isLoading = this.isChatLoading(convId); + const streamingState = this.getChatStreaming(convId); + this.currentResponse = streamingState?.response || ''; + } + /** - * Initializes the chat store by loading conversations from the database - * Sets up the initial state and loads existing conversations + * Clears global UI state without affecting background streaming. + * Used when navigating to empty/new chat while other chats stream in background. */ - async initialize(): Promise { - try { - await this.loadConversations(); + clearUIState(): void { + this.isLoading = false; + this.currentResponse = ''; + } - this.isInitialized = true; - } catch (error) { - console.error('Failed to initialize chat store:', error); + // ───────────────────────────────────────────────────────────────────────────── + // Processing State + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Set the active conversation for statistics display + */ + setActiveProcessingConversation(conversationId: string | null): void { + this.activeConversationId = conversationId; + + if (conversationId) { + this.activeProcessingState = this.processingStates.get(conversationId) || null; + } else { + this.activeProcessingState = null; } } /** - * Loads all conversations from the database - * Refreshes the conversations list from persistent storage + * Get processing state for a specific conversation */ - async loadConversations(): Promise { - this.conversations = await DatabaseStore.getAllConversations(); + getProcessingState(conversationId: string): ApiProcessingState | null { + return this.processingStates.get(conversationId) || null; } /** - * Creates a new conversation and navigates to it - * @param name - Optional name for the conversation, defaults to timestamped name - * @returns The ID of the created conversation + * Clear processing state for a specific conversation */ - async createConversation(name?: string): Promise { - const conversationName = name || `Chat ${new Date().toLocaleString()}`; - const conversation = await DatabaseStore.createConversation(conversationName); + clearProcessingState(conversationId: string): void { + this.processingStates.delete(conversationId); - this.conversations.unshift(conversation); + if (conversationId === this.activeConversationId) { + this.activeProcessingState = null; + } + } - this.activeConversation = conversation; - this.activeMessages = []; + /** + * Get the current processing state for the active conversation (reactive) + * Returns the direct reactive state for UI binding + */ + getActiveProcessingState(): ApiProcessingState | null { + return this.activeProcessingState; + } - slotsService.setActiveConversation(conversation.id); + /** + * Updates processing state with timing data from streaming response + */ + updateProcessingStateFromTimings( + timingData: { + prompt_n: number; + predicted_n: number; + predicted_per_second: number; + cache_n: number; + prompt_progress?: ChatMessagePromptProgress; + }, + conversationId?: string + ): void { + const processingState = this.parseTimingData(timingData); - const isConvLoading = this.isConversationLoading(conversation.id); - this.isLoading = isConvLoading; + if (processingState === null) { + console.warn('Failed to parse timing data - skipping update'); + return; + } - this.currentResponse = ''; + const targetId = conversationId || this.activeConversationId; + if (targetId) { + this.processingStates.set(targetId, processingState); - await goto(`#/chat/${conversation.id}`); + if (targetId === this.activeConversationId) { + this.activeProcessingState = processingState; + } + } + } - return conversation.id; + /** + * Get current processing state (sync version for reactive access) + */ + getCurrentProcessingStateSync(): ApiProcessingState | null { + return this.activeProcessingState; } /** - * Loads a specific conversation and its messages - * @param convId - The conversation ID to load - * @returns True if conversation was loaded successfully, false otherwise + * Restore processing state from last assistant message timings + * Call this when keepStatsVisible is enabled and we need to show last known stats */ - async loadConversation(convId: string): Promise { - try { - const conversation = await DatabaseStore.getConversation(convId); + restoreProcessingStateFromMessages(messages: DatabaseMessage[], conversationId: string): void { + for (let i = messages.length - 1; i >= 0; i--) { + const message = messages[i]; + if (message.role === 'assistant' && message.timings) { + const restoredState = this.parseTimingData({ + prompt_n: message.timings.prompt_n || 0, + predicted_n: message.timings.predicted_n || 0, + predicted_per_second: + message.timings.predicted_n && message.timings.predicted_ms + ? (message.timings.predicted_n / message.timings.predicted_ms) * 1000 + : 0, + cache_n: message.timings.cache_n || 0 + }); + + if (restoredState) { + this.processingStates.set(conversationId, restoredState); + + if (conversationId === this.activeConversationId) { + this.activeProcessingState = restoredState; + } - if (!conversation) { - return false; + return; + } } + } + } - this.activeConversation = conversation; + // ───────────────────────────────────────────────────────────────────────────── + // Streaming + // ───────────────────────────────────────────────────────────────────────────── - slotsService.setActiveConversation(convId); + /** + * Start streaming session tracking + */ + startStreaming(): void { + this.isStreamingActive = true; + } - const isConvLoading = this.isConversationLoading(convId); - this.isLoading = isConvLoading; + /** + * Stop streaming session tracking + */ + stopStreaming(): void { + this.isStreamingActive = false; + } - const streamingState = this.getConversationStreaming(convId); - this.currentResponse = streamingState?.response || ''; + /** + * Check if currently in a streaming session + */ + isStreaming(): boolean { + return this.isStreamingActive; + } - if (conversation.currNode) { - const allMessages = await DatabaseStore.getConversationMessages(convId); - this.activeMessages = filterByLeafNodeId( - allMessages, - conversation.currNode, - false - ) as DatabaseMessage[]; - } else { - // Load all messages for conversations without currNode (backward compatibility) - this.activeMessages = await DatabaseStore.getConversationMessages(convId); - } + private getContextTotal(): number { + const activeState = this.getActiveProcessingState(); - return true; - } catch (error) { - console.error('Failed to load conversation:', error); + if (activeState && activeState.contextTotal > 0) { + return activeState.contextTotal; + } - return false; + const propsContextSize = contextSize(); + if (propsContextSize && propsContextSize > 0) { + return propsContextSize; } + + return DEFAULT_CONTEXT; + } + + private parseTimingData(timingData: Record): ApiProcessingState | null { + const promptTokens = (timingData.prompt_n as number) || 0; + const predictedTokens = (timingData.predicted_n as number) || 0; + const tokensPerSecond = (timingData.predicted_per_second as number) || 0; + const cacheTokens = (timingData.cache_n as number) || 0; + const promptProgress = timingData.prompt_progress as + | { + total: number; + cache: number; + processed: number; + time_ms: number; + } + | undefined; + + const contextTotal = this.getContextTotal(); + const currentConfig = config(); + const outputTokensMax = currentConfig.max_tokens || -1; + + const contextUsed = promptTokens + cacheTokens + predictedTokens; + const outputTokensUsed = predictedTokens; + + const progressPercent = promptProgress + ? Math.round((promptProgress.processed / promptProgress.total) * 100) + : undefined; + + return { + status: predictedTokens > 0 ? 'generating' : promptProgress ? 'preparing' : 'idle', + tokensDecoded: predictedTokens, + tokensRemaining: outputTokensMax - predictedTokens, + contextUsed, + contextTotal, + outputTokensUsed, + outputTokensMax, + hasNextToken: predictedTokens > 0, + tokensPerSecond, + temperature: currentConfig.temperature ?? 0.8, + topP: currentConfig.top_p ?? 0.95, + speculative: false, + progressPercent, + promptTokens, + cacheTokens + }; } /** - * Adds a new message to the active conversation - * @param role - The role of the message sender (user/assistant) - * @param content - The message content - * @param type - The message type, defaults to 'text' - * @param parent - Parent message ID, defaults to '-1' for auto-detection - * @param extras - Optional extra data (files, attachments, etc.) - * @returns The created message or null if failed + * Gets the model used in a conversation based on the latest assistant message. + * Returns the model from the most recent assistant message that has a model field set. + * + * @param messages - Array of messages to search through + * @returns The model name or null if no model found */ + getConversationModel(messages: DatabaseMessage[]): string | null { + // Search backwards through messages to find most recent assistant message with model + for (let i = messages.length - 1; i >= 0; i--) { + const message = messages[i]; + if (message.role === 'assistant' && message.model) { + return message.model; + } + } + return null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Error Handling + // ───────────────────────────────────────────────────────────────────────────── + + private isAbortError(error: unknown): boolean { + return error instanceof Error && (error.name === 'AbortError' || error instanceof DOMException); + } + + private showErrorDialog(type: 'timeout' | 'server', message: string): void { + this.errorDialogState = { type, message }; + } + + dismissErrorDialog(): void { + this.errorDialogState = null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Message Operations + // ───────────────────────────────────────────────────────────────────────────── + async addMessage( role: ChatRole, content: string, @@ -169,7 +354,8 @@ class ChatStore { parent: string = '-1', extras?: DatabaseMessageExtra[] ): Promise { - if (!this.activeConversation) { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) { console.error('No active conversation when trying to add message'); return null; } @@ -178,17 +364,14 @@ class ChatStore { let parentId: string | null = null; if (parent === '-1') { - if (this.activeMessages.length > 0) { - parentId = this.activeMessages[this.activeMessages.length - 1].id; + const activeMessages = conversationsStore.activeMessages; + if (activeMessages.length > 0) { + parentId = activeMessages[activeMessages.length - 1].id; } else { - const allMessages = await DatabaseStore.getConversationMessages( - this.activeConversation.id - ); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.parent === null && m.type === 'root'); - if (!rootMessage) { - const rootId = await DatabaseStore.createRootMessage(this.activeConversation.id); - parentId = rootId; + parentId = await DatabaseService.createRootMessage(activeConv.id); } else { parentId = rootMessage.id; } @@ -197,9 +380,9 @@ class ChatStore { parentId = parent; } - const message = await DatabaseStore.createMessageBranch( + const message = await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, role, content, type, @@ -212,12 +395,9 @@ class ChatStore { parentId ); - this.activeMessages.push(message); - - await DatabaseStore.updateCurrentNode(this.activeConversation.id, message.id); - this.activeConversation.currNode = message.id; - - this.updateConversationTimestamp(); + conversationsStore.addMessageToActive(message); + await conversationsStore.updateCurrentNode(message.id); + conversationsStore.updateConversationTimestamp(); return message; } catch (error) { @@ -226,598 +406,273 @@ class ChatStore { } } - /** - * Gets API options from current configuration settings - * Converts settings store values to API-compatible format - * @returns API options object for chat completion requests - */ - private getApiOptions(): Record { - const currentConfig = config(); - const hasValue = (value: unknown): boolean => - value !== undefined && value !== null && value !== ''; - - const apiOptions: Record = { - stream: true, - timings_per_token: true - }; - - if (hasValue(currentConfig.temperature)) { - apiOptions.temperature = Number(currentConfig.temperature); - } - if (hasValue(currentConfig.max_tokens)) { - apiOptions.max_tokens = Number(currentConfig.max_tokens); - } - if (hasValue(currentConfig.dynatemp_range)) { - apiOptions.dynatemp_range = Number(currentConfig.dynatemp_range); - } - if (hasValue(currentConfig.dynatemp_exponent)) { - apiOptions.dynatemp_exponent = Number(currentConfig.dynatemp_exponent); - } - if (hasValue(currentConfig.top_k)) { - apiOptions.top_k = Number(currentConfig.top_k); - } - if (hasValue(currentConfig.top_p)) { - apiOptions.top_p = Number(currentConfig.top_p); - } - if (hasValue(currentConfig.min_p)) { - apiOptions.min_p = Number(currentConfig.min_p); - } - if (hasValue(currentConfig.xtc_probability)) { - apiOptions.xtc_probability = Number(currentConfig.xtc_probability); - } - if (hasValue(currentConfig.xtc_threshold)) { - apiOptions.xtc_threshold = Number(currentConfig.xtc_threshold); - } - if (hasValue(currentConfig.typ_p)) { - apiOptions.typ_p = Number(currentConfig.typ_p); - } - if (hasValue(currentConfig.repeat_last_n)) { - apiOptions.repeat_last_n = Number(currentConfig.repeat_last_n); - } - if (hasValue(currentConfig.repeat_penalty)) { - apiOptions.repeat_penalty = Number(currentConfig.repeat_penalty); - } - if (hasValue(currentConfig.presence_penalty)) { - apiOptions.presence_penalty = Number(currentConfig.presence_penalty); - } - if (hasValue(currentConfig.frequency_penalty)) { - apiOptions.frequency_penalty = Number(currentConfig.frequency_penalty); - } - if (hasValue(currentConfig.dry_multiplier)) { - apiOptions.dry_multiplier = Number(currentConfig.dry_multiplier); - } - if (hasValue(currentConfig.dry_base)) { - apiOptions.dry_base = Number(currentConfig.dry_base); - } - if (hasValue(currentConfig.dry_allowed_length)) { - apiOptions.dry_allowed_length = Number(currentConfig.dry_allowed_length); - } - if (hasValue(currentConfig.dry_penalty_last_n)) { - apiOptions.dry_penalty_last_n = Number(currentConfig.dry_penalty_last_n); - } - if (currentConfig.samplers) { - apiOptions.samplers = currentConfig.samplers; - } - if (currentConfig.custom) { - apiOptions.custom = currentConfig.custom; - } - - return apiOptions; - } - - /** - * Helper methods for per-conversation loading state management - */ - private setConversationLoading(convId: string, loading: boolean): void { - if (loading) { - this.conversationLoadingStates.set(convId, true); - if (this.activeConversation?.id === convId) { - this.isLoading = true; - } - } else { - this.conversationLoadingStates.delete(convId); - if (this.activeConversation?.id === convId) { - this.isLoading = false; - } - } - } - - private isConversationLoading(convId: string): boolean { - return this.conversationLoadingStates.get(convId) || false; - } - - private setConversationStreaming(convId: string, response: string, messageId: string): void { - this.conversationStreamingStates.set(convId, { response, messageId }); - if (this.activeConversation?.id === convId) { - this.currentResponse = response; - } - } - - private clearConversationStreaming(convId: string): void { - this.conversationStreamingStates.delete(convId); - if (this.activeConversation?.id === convId) { - this.currentResponse = ''; - } - } + private async createAssistantMessage(parentId?: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return null; - private getConversationStreaming( - convId: string - ): { response: string; messageId: string } | undefined { - return this.conversationStreamingStates.get(convId); + return await DatabaseService.createMessageBranch( + { + convId: activeConv.id, + type: 'text', + role: 'assistant', + content: '', + timestamp: Date.now(), + thinking: '', + toolCalls: '', + children: [], + model: null + }, + parentId || null + ); } - /** - * Handles streaming chat completion with the AI model - * @param allMessages - All messages in the conversation - * @param assistantMessage - The assistant message to stream content into - * @param onComplete - Optional callback when streaming completes - * @param onError - Optional callback when an error occurs - */ private async streamChatCompletion( allMessages: DatabaseMessage[], assistantMessage: DatabaseMessage, onComplete?: (content: string) => Promise, - onError?: (error: Error) => void + onError?: (error: Error) => void, + modelOverride?: string | null ): Promise { let streamedContent = ''; let streamedReasoningContent = ''; let streamedToolCallContent = ''; - let resolvedModel: string | null = null; let modelPersisted = false; - const currentConfig = config(); - const preferServerPropsModel = !currentConfig.modelSelectorEnabled; - let serverPropsRefreshed = false; - let updateModelFromServerProps: ((persistImmediately?: boolean) => void) | null = null; - - const refreshServerPropsOnce = () => { - if (serverPropsRefreshed) { - return; - } - - serverPropsRefreshed = true; - - const hasExistingProps = serverStore.serverProps !== null; - - serverStore - .fetchServerProps({ silent: hasExistingProps }) - .then(() => { - updateModelFromServerProps?.(true); - }) - .catch((error) => { - console.warn('Failed to refresh server props after streaming started:', error); - }); - }; const recordModel = (modelName: string | null | undefined, persistImmediately = true): void => { - const serverModelName = serverStore.modelName; - const preferredModelSource = preferServerPropsModel - ? (serverModelName ?? modelName ?? null) - : (modelName ?? serverModelName ?? null); - - if (!preferredModelSource) { - return; - } - - const normalizedModel = normalizeModelName(preferredModelSource); - - if (!normalizedModel || normalizedModel === resolvedModel) { - return; - } - + if (!modelName) return; + const normalizedModel = normalizeModelName(modelName); + if (!normalizedModel || normalizedModel === resolvedModel) return; resolvedModel = normalizedModel; - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - this.updateMessageAtIndex(messageIndex, { model: normalizedModel }); - + const messageIndex = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(messageIndex, { model: normalizedModel }); if (persistImmediately && !modelPersisted) { modelPersisted = true; - DatabaseStore.updateMessage(assistantMessage.id, { model: normalizedModel }).catch( - (error) => { - console.error('Failed to persist model name:', error); - modelPersisted = false; - resolvedModel = null; - } - ); + DatabaseService.updateMessage(assistantMessage.id, { model: normalizedModel }).catch(() => { + modelPersisted = false; + resolvedModel = null; + }); } }; - if (preferServerPropsModel) { - updateModelFromServerProps = (persistImmediately = true) => { - const currentServerModel = serverStore.modelName; + this.startStreaming(); + this.setActiveProcessingConversation(assistantMessage.convId); - if (!currentServerModel) { - return; - } - - recordModel(currentServerModel, persistImmediately); - }; - - updateModelFromServerProps(false); - } + const abortController = this.getOrCreateAbortController(assistantMessage.convId); - slotsService.startStreaming(); - slotsService.setActiveConversation(assistantMessage.convId); - - await chatService.sendMessage( + await ChatService.sendMessage( allMessages, { ...this.getApiOptions(), - - onFirstValidChunk: () => { - refreshServerPropsOnce(); - }, + ...(modelOverride ? { model: modelOverride } : {}), onChunk: (chunk: string) => { streamedContent += chunk; - this.setConversationStreaming( - assistantMessage.convId, - streamedContent, - assistantMessage.id - ); - - const messageIndex = this.findMessageIndex(assistantMessage.id); - this.updateMessageAtIndex(messageIndex, { - content: streamedContent - }); + this.setChatStreaming(assistantMessage.convId, streamedContent, assistantMessage.id); + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(idx, { content: streamedContent }); }, - onReasoningChunk: (reasoningChunk: string) => { streamedReasoningContent += reasoningChunk; - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - this.updateMessageAtIndex(messageIndex, { thinking: streamedReasoningContent }); + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(idx, { thinking: streamedReasoningContent }); }, - onToolCallChunk: (toolCallChunk: string) => { const chunk = toolCallChunk.trim(); - - if (!chunk) { - return; - } - + if (!chunk) return; streamedToolCallContent = chunk; - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - this.updateMessageAtIndex(messageIndex, { toolCalls: streamedToolCallContent }); + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + conversationsStore.updateMessageAtIndex(idx, { toolCalls: streamedToolCallContent }); }, - - onModel: (modelName: string) => { - recordModel(modelName); + onModel: (modelName: string) => recordModel(modelName), + onTimings: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => { + const tokensPerSecond = + timings?.predicted_ms && timings?.predicted_n + ? (timings.predicted_n / timings.predicted_ms) * 1000 + : 0; + this.updateProcessingStateFromTimings( + { + prompt_n: timings?.prompt_n || 0, + predicted_n: timings?.predicted_n || 0, + predicted_per_second: tokensPerSecond, + cache_n: timings?.cache_n || 0, + prompt_progress: promptProgress + }, + assistantMessage.convId + ); }, - onComplete: async ( finalContent?: string, reasoningContent?: string, timings?: ChatMessageTimings, toolCallContent?: string ) => { - slotsService.stopStreaming(); - - const updateData: { - content: string; - thinking: string; - toolCalls: string; - timings?: ChatMessageTimings; - model?: string; - } = { + this.stopStreaming(); + + // Build update data - only include model if not already persisted + const updateData: Record = { content: finalContent || streamedContent, thinking: reasoningContent || streamedReasoningContent, toolCalls: toolCallContent || streamedToolCallContent, - timings: timings + timings }; - if (resolvedModel && !modelPersisted) { updateData.model = resolvedModel; - modelPersisted = true; } + await DatabaseService.updateMessage(assistantMessage.id, updateData); - await DatabaseStore.updateMessage(assistantMessage.id, updateData); - - const messageIndex = this.findMessageIndex(assistantMessage.id); - - const localUpdateData: { - timings?: ChatMessageTimings; - model?: string; - toolCalls?: string; - } = { - timings: timings + // Update UI state - always include model and timings if available + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + const uiUpdate: Partial = { + content: updateData.content as string, + toolCalls: updateData.toolCalls as string }; + if (timings) uiUpdate.timings = timings; + if (resolvedModel) uiUpdate.model = resolvedModel; - if (updateData.model) { - localUpdateData.model = updateData.model; - } + conversationsStore.updateMessageAtIndex(idx, uiUpdate); + await conversationsStore.updateCurrentNode(assistantMessage.id); - if (updateData.toolCalls !== undefined) { - localUpdateData.toolCalls = updateData.toolCalls; - } - - this.updateMessageAtIndex(messageIndex, localUpdateData); - - await DatabaseStore.updateCurrentNode(assistantMessage.convId, assistantMessage.id); - - if (this.activeConversation?.id === assistantMessage.convId) { - this.activeConversation.currNode = assistantMessage.id; - await this.refreshActiveMessages(); - } + if (onComplete) await onComplete(streamedContent); + this.setChatLoading(assistantMessage.convId, false); + this.clearChatStreaming(assistantMessage.convId); + this.clearProcessingState(assistantMessage.convId); - if (onComplete) { - await onComplete(streamedContent); + if (isRouterMode()) { + modelsStore.fetchRouterModels().catch(console.error); } - - this.setConversationLoading(assistantMessage.convId, false); - this.clearConversationStreaming(assistantMessage.convId); - slotsService.clearConversationState(assistantMessage.convId); }, - onError: (error: Error) => { - slotsService.stopStreaming(); - + this.stopStreaming(); if (this.isAbortError(error)) { - this.setConversationLoading(assistantMessage.convId, false); - this.clearConversationStreaming(assistantMessage.convId); - slotsService.clearConversationState(assistantMessage.convId); + this.setChatLoading(assistantMessage.convId, false); + this.clearChatStreaming(assistantMessage.convId); + this.clearProcessingState(assistantMessage.convId); return; } - console.error('Streaming error:', error); - this.setConversationLoading(assistantMessage.convId, false); - this.clearConversationStreaming(assistantMessage.convId); - slotsService.clearConversationState(assistantMessage.convId); - - const messageIndex = this.activeMessages.findIndex( - (m: DatabaseMessage) => m.id === assistantMessage.id - ); - - if (messageIndex !== -1) { - const [failedMessage] = this.activeMessages.splice(messageIndex, 1); - - if (failedMessage) { - DatabaseStore.deleteMessage(failedMessage.id).catch((cleanupError) => { - console.error('Failed to remove assistant message after error:', cleanupError); - }); - } - } - - const dialogType = error.name === 'TimeoutError' ? 'timeout' : 'server'; - - this.showErrorDialog(dialogType, error.message); - - if (onError) { - onError(error); + this.setChatLoading(assistantMessage.convId, false); + this.clearChatStreaming(assistantMessage.convId); + this.clearProcessingState(assistantMessage.convId); + const idx = conversationsStore.findMessageIndex(assistantMessage.id); + if (idx !== -1) { + const failedMessage = conversationsStore.removeMessageAtIndex(idx); + if (failedMessage) DatabaseService.deleteMessage(failedMessage.id).catch(console.error); } + this.showErrorDialog(error.name === 'TimeoutError' ? 'timeout' : 'server', error.message); + if (onError) onError(error); } }, - assistantMessage.convId - ); - } - - /** - * Checks if an error is an abort error (user cancelled operation) - * @param error - The error to check - * @returns True if the error is an abort error - */ - private isAbortError(error: unknown): boolean { - return error instanceof Error && (error.name === 'AbortError' || error instanceof DOMException); - } - - private showErrorDialog(type: 'timeout' | 'server', message: string): void { - this.errorDialogState = { type, message }; - } - - dismissErrorDialog(): void { - this.errorDialogState = null; - } - - /** - * Finds the index of a message in the active messages array - * @param messageId - The message ID to find - * @returns The index of the message, or -1 if not found - */ - private findMessageIndex(messageId: string): number { - return this.activeMessages.findIndex((m) => m.id === messageId); - } - - /** - * Updates a message at a specific index with partial data - * @param index - The index of the message to update - * @param updates - Partial message data to update - */ - private updateMessageAtIndex(index: number, updates: Partial): void { - if (index !== -1) { - Object.assign(this.activeMessages[index], updates); - } - } - - /** - * Creates a new assistant message in the database - * @param parentId - Optional parent message ID, defaults to '-1' - * @returns The created assistant message or null if failed - */ - private async createAssistantMessage(parentId?: string): Promise { - if (!this.activeConversation) return null; - - return await DatabaseStore.createMessageBranch( - { - convId: this.activeConversation.id, - type: 'text', - role: 'assistant', - content: '', - timestamp: Date.now(), - thinking: '', - toolCalls: '', - children: [], - model: null - }, - parentId || null + assistantMessage.convId, + abortController.signal ); } - /** - * Updates conversation lastModified timestamp and moves it to top of list - * Ensures recently active conversations appear first in the sidebar - */ - private updateConversationTimestamp(): void { - if (!this.activeConversation) return; - - const chatIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id); - - if (chatIndex !== -1) { - this.conversations[chatIndex].lastModified = Date.now(); - const updatedConv = this.conversations.splice(chatIndex, 1)[0]; - this.conversations.unshift(updatedConv); - } - } - - /** - * Sends a new message and generates AI response - * @param content - The message content to send - * @param extras - Optional extra data (files, attachments, etc.) - */ async sendMessage(content: string, extras?: DatabaseMessageExtra[]): Promise { if (!content.trim() && (!extras || extras.length === 0)) return; - - if (this.activeConversation && this.isConversationLoading(this.activeConversation.id)) { - console.log('Cannot send message: current conversation is already processing a message'); - return; - } + const activeConv = conversationsStore.activeConversation; + if (activeConv && this.isChatLoading(activeConv.id)) return; let isNewConversation = false; - - if (!this.activeConversation) { - await this.createConversation(); + if (!activeConv) { + await conversationsStore.createConversation(); isNewConversation = true; } - - if (!this.activeConversation) { - console.error('No active conversation available for sending message'); - return; - } + const currentConv = conversationsStore.activeConversation; + if (!currentConv) return; this.errorDialogState = null; - - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); - - let userMessage: DatabaseMessage | null = null; + this.setChatLoading(currentConv.id, true); + this.clearChatStreaming(currentConv.id); try { - userMessage = await this.addMessage('user', content, 'text', '-1', extras); - - if (!userMessage) { - throw new Error('Failed to add user message'); - } - - if (isNewConversation && content) { - const title = content.trim(); - await this.updateConversationName(this.activeConversation.id, title); - } + const userMessage = await this.addMessage('user', content, 'text', '-1', extras); + if (!userMessage) throw new Error('Failed to add user message'); + if (isNewConversation && content) + await conversationsStore.updateConversationName(currentConv.id, content.trim()); const assistantMessage = await this.createAssistantMessage(userMessage.id); - - if (!assistantMessage) { - throw new Error('Failed to create assistant message'); - } - - this.activeMessages.push(assistantMessage); - - const conversationContext = this.activeMessages.slice(0, -1); - - await this.streamChatCompletion(conversationContext, assistantMessage); + if (!assistantMessage) throw new Error('Failed to create assistant message'); + conversationsStore.addMessageToActive(assistantMessage); + await this.streamChatCompletion( + conversationsStore.activeMessages.slice(0, -1), + assistantMessage + ); } catch (error) { if (this.isAbortError(error)) { - this.setConversationLoading(this.activeConversation!.id, false); + this.setChatLoading(currentConv.id, false); return; } - console.error('Failed to send message:', error); - this.setConversationLoading(this.activeConversation!.id, false); + this.setChatLoading(currentConv.id, false); if (!this.errorDialogState) { - if (error instanceof Error) { - const dialogType = error.name === 'TimeoutError' ? 'timeout' : 'server'; - this.showErrorDialog(dialogType, error.message); - } else { - this.showErrorDialog('server', 'Unknown error occurred while sending message'); - } + const dialogType = + error instanceof Error && error.name === 'TimeoutError' ? 'timeout' : 'server'; + this.showErrorDialog(dialogType, error instanceof Error ? error.message : 'Unknown error'); } } } - /** - * Stops the current message generation - * Aborts ongoing requests and saves partial response if available - */ async stopGeneration(): Promise { - if (!this.activeConversation) return; - - const convId = this.activeConversation.id; - - await this.savePartialResponseIfNeeded(convId); - - slotsService.stopStreaming(); - chatService.abort(convId); - - this.setConversationLoading(convId, false); - this.clearConversationStreaming(convId); - slotsService.clearConversationState(convId); + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; + await this.savePartialResponseIfNeeded(activeConv.id); + this.stopStreaming(); + this.abortRequest(activeConv.id); + this.setChatLoading(activeConv.id, false); + this.clearChatStreaming(activeConv.id); + this.clearProcessingState(activeConv.id); } /** - * Gracefully stops generation and saves partial response + * Gets or creates an AbortController for a conversation */ - async gracefulStop(): Promise { - if (!this.isLoading) return; - - slotsService.stopStreaming(); - chatService.abort(); - await this.savePartialResponseIfNeeded(); - - this.conversationLoadingStates.clear(); - this.conversationStreamingStates.clear(); - this.isLoading = false; - this.currentResponse = ''; + private getOrCreateAbortController(convId: string): AbortController { + let controller = this.abortControllers.get(convId); + if (!controller || controller.signal.aborted) { + controller = new AbortController(); + this.abortControllers.set(convId, controller); + } + return controller; } /** - * Saves partial response if generation was interrupted - * Preserves user's partial content and timing data when generation is stopped early + * Aborts any ongoing request for a conversation */ + private abortRequest(convId?: string): void { + if (convId) { + const controller = this.abortControllers.get(convId); + if (controller) { + controller.abort(); + this.abortControllers.delete(convId); + } + } else { + for (const controller of this.abortControllers.values()) { + controller.abort(); + } + this.abortControllers.clear(); + } + } + private async savePartialResponseIfNeeded(convId?: string): Promise { - const conversationId = convId || this.activeConversation?.id; + const conversationId = convId || conversationsStore.activeConversation?.id; if (!conversationId) return; - - const streamingState = this.conversationStreamingStates.get(conversationId); - if (!streamingState || !streamingState.response.trim()) { - return; - } + const streamingState = this.chatStreamingStates.get(conversationId); + if (!streamingState || !streamingState.response.trim()) return; const messages = - conversationId === this.activeConversation?.id - ? this.activeMessages - : await DatabaseStore.getConversationMessages(conversationId); - + conversationId === conversationsStore.activeConversation?.id + ? conversationsStore.activeMessages + : await conversationsStore.getConversationMessages(conversationId); if (!messages.length) return; const lastMessage = messages[messages.length - 1]; - - if (lastMessage && lastMessage.role === 'assistant') { + if (lastMessage?.role === 'assistant') { try { - const updateData: { - content: string; - thinking?: string; - timings?: ChatMessageTimings; - } = { + const updateData: { content: string; thinking?: string; timings?: ChatMessageTimings } = { content: streamingState.response }; - - if (lastMessage.thinking?.trim()) { - updateData.thinking = lastMessage.thinking; - } - - const lastKnownState = await slotsService.getCurrentState(); - + if (lastMessage.thinking?.trim()) updateData.thinking = lastMessage.thinking; + const lastKnownState = this.getCurrentProcessingStateSync(); if (lastKnownState) { updateData.timings = { prompt_n: lastKnownState.promptTokens || 0, @@ -829,446 +684,127 @@ class ChatStore { : undefined }; } - - await DatabaseStore.updateMessage(lastMessage.id, updateData); - + await DatabaseService.updateMessage(lastMessage.id, updateData); lastMessage.content = this.currentResponse; - if (updateData.thinking !== undefined) { - lastMessage.thinking = updateData.thinking; - } - if (updateData.timings) { - lastMessage.timings = updateData.timings; - } + if (updateData.thinking) lastMessage.thinking = updateData.thinking; + if (updateData.timings) lastMessage.timings = updateData.timings; } catch (error) { - lastMessage.content = this.currentResponse; - console.error('Failed to save partial response:', error); - } - } else { - console.error('Last message is not an assistant message'); - } - } - - /** - * Updates a user message and regenerates the assistant response - * @param messageId - The ID of the message to update - * @param newContent - The new content for the message - */ - async updateMessage(messageId: string, newContent: string): Promise { - if (!this.activeConversation) return; - - if (this.isLoading) { - this.stopGeneration(); - } - - try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for update'); - return; - } - - const messageToUpdate = this.activeMessages[messageIndex]; - const originalContent = messageToUpdate.content; - - if (messageToUpdate.role !== 'user') { - console.error('Only user messages can be edited'); - return; - } - - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); - const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const isFirstUserMessage = - rootMessage && messageToUpdate.parent === rootMessage.id && messageToUpdate.role === 'user'; - - this.updateMessageAtIndex(messageIndex, { content: newContent }); - await DatabaseStore.updateMessage(messageId, { content: newContent }); - - if (isFirstUserMessage && newContent.trim()) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, - newContent.trim(), - this.titleUpdateConfirmationCallback - ); - } - - const messagesToRemove = this.activeMessages.slice(messageIndex + 1); - for (const message of messagesToRemove) { - await DatabaseStore.deleteMessage(message.id); - } - - this.activeMessages = this.activeMessages.slice(0, messageIndex + 1); - this.updateConversationTimestamp(); - - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); - - try { - const assistantMessage = await this.createAssistantMessage(); - if (!assistantMessage) { - throw new Error('Failed to create assistant message'); - } - - this.activeMessages.push(assistantMessage); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, assistantMessage.id); - this.activeConversation.currNode = assistantMessage.id; - - await this.streamChatCompletion( - this.activeMessages.slice(0, -1), - assistantMessage, - undefined, - () => { - const editedMessageIndex = this.findMessageIndex(messageId); - this.updateMessageAtIndex(editedMessageIndex, { content: originalContent }); - } - ); - } catch (regenerateError) { - console.error('Failed to regenerate response:', regenerateError); - this.setConversationLoading(this.activeConversation!.id, false); - - const messageIndex = this.findMessageIndex(messageId); - this.updateMessageAtIndex(messageIndex, { content: originalContent }); - } - } catch (error) { - if (this.isAbortError(error)) { - return; - } - - console.error('Failed to update message:', error); - } - } - - /** - * Regenerates an assistant message with a new response - * @param messageId - The ID of the assistant message to regenerate - */ - async regenerateMessage(messageId: string): Promise { - if (!this.activeConversation || this.isLoading) return; - - try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for regeneration'); - return; - } - - const messageToRegenerate = this.activeMessages[messageIndex]; - if (messageToRegenerate.role !== 'assistant') { - console.error('Only assistant messages can be regenerated'); - return; - } - - const messagesToRemove = this.activeMessages.slice(messageIndex); - for (const message of messagesToRemove) { - await DatabaseStore.deleteMessage(message.id); - } - - this.activeMessages = this.activeMessages.slice(0, messageIndex); - this.updateConversationTimestamp(); - - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); - - try { - const parentMessageId = - this.activeMessages.length > 0 - ? this.activeMessages[this.activeMessages.length - 1].id - : null; - - const assistantMessage = await this.createAssistantMessage(parentMessageId); - - if (!assistantMessage) { - throw new Error('Failed to create assistant message'); - } - - this.activeMessages.push(assistantMessage); - - const conversationContext = this.activeMessages.slice(0, -1); - - await this.streamChatCompletion(conversationContext, assistantMessage); - } catch (regenerateError) { - console.error('Failed to regenerate response:', regenerateError); - this.setConversationLoading(this.activeConversation!.id, false); - } - } catch (error) { - if (this.isAbortError(error)) return; - console.error('Failed to regenerate message:', error); - } - } - - /** - * Updates the name of a conversation - * @param convId - The conversation ID to update - * @param name - The new name for the conversation - */ - async updateConversationName(convId: string, name: string): Promise { - try { - await DatabaseStore.updateConversation(convId, { name }); - - const convIndex = this.conversations.findIndex((c) => c.id === convId); - - if (convIndex !== -1) { - this.conversations[convIndex].name = name; - } - - if (this.activeConversation?.id === convId) { - this.activeConversation.name = name; - } - } catch (error) { - console.error('Failed to update conversation name:', error); - } - } - - /** - * Sets the callback function for title update confirmations - * @param callback - Function to call when confirmation is needed - */ - setTitleUpdateConfirmationCallback( - callback: (currentTitle: string, newTitle: string) => Promise - ): void { - this.titleUpdateConfirmationCallback = callback; - } - - /** - * Updates conversation title with optional confirmation dialog based on settings - * @param convId - The conversation ID to update - * @param newTitle - The new title content - * @param onConfirmationNeeded - Callback when user confirmation is needed - * @returns Promise - True if title was updated, false if cancelled - */ - async updateConversationTitleWithConfirmation( - convId: string, - newTitle: string, - onConfirmationNeeded?: (currentTitle: string, newTitle: string) => Promise - ): Promise { - try { - const currentConfig = config(); - - if (currentConfig.askForTitleConfirmation && onConfirmationNeeded) { - const conversation = await DatabaseStore.getConversation(convId); - if (!conversation) return false; - - const shouldUpdate = await onConfirmationNeeded(conversation.name, newTitle); - if (!shouldUpdate) return false; - } - - await this.updateConversationName(convId, newTitle); - return true; - } catch (error) { - console.error('Failed to update conversation title with confirmation:', error); - return false; - } - } - - /** - * Downloads a conversation as JSON file - * @param convId - The conversation ID to download - */ - async downloadConversation(convId: string): Promise { - if (!this.activeConversation || this.activeConversation.id !== convId) { - // Load the conversation if not currently active - const conversation = await DatabaseStore.getConversation(convId); - if (!conversation) return; - - const messages = await DatabaseStore.getConversationMessages(convId); - const conversationData = { - conv: conversation, - messages - }; - - this.triggerDownload(conversationData); - } else { - // Use current active conversation data - const conversationData: ExportedConversations = { - conv: this.activeConversation!, - messages: this.activeMessages - }; - - this.triggerDownload(conversationData); + lastMessage.content = this.currentResponse; + console.error('Failed to save partial response:', error); + } } } - /** - * Triggers file download in browser - * @param data - Data to download (expected: { conv: DatabaseConversation, messages: DatabaseMessage[] }) - * @param filename - Optional filename - */ - private triggerDownload(data: ExportedConversations, filename?: string): void { - const conversation = - 'conv' in data ? data.conv : Array.isArray(data) ? data[0]?.conv : undefined; - if (!conversation) { - console.error('Invalid data: missing conversation'); - return; - } - const conversationName = conversation.name ? conversation.name.trim() : ''; - const convId = conversation.id || 'unknown'; - const truncatedSuffix = conversationName - .toLowerCase() - .replace(/[^a-z0-9]/gi, '_') - .replace(/_+/g, '_') - .substring(0, 20); - const downloadFilename = filename || `conversation_${convId}_${truncatedSuffix}.json`; - - const conversationJson = JSON.stringify(data, null, 2); - const blob = new Blob([conversationJson], { - type: 'application/json' - }); - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - a.href = url; - a.download = downloadFilename; - document.body.appendChild(a); - a.click(); - document.body.removeChild(a); - URL.revokeObjectURL(url); - } + async updateMessage(messageId: string, newContent: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; + if (this.isLoading) this.stopGeneration(); - /** - * Exports all conversations with their messages as a JSON file - * Returns the list of exported conversations - */ - async exportAllConversations(): Promise { try { - const allConversations = await DatabaseStore.getAllConversations(); - if (allConversations.length === 0) { - throw new Error('No conversations to export'); - } - - const allData: ExportedConversations = await Promise.all( - allConversations.map(async (conv) => { - const messages = await DatabaseStore.getConversationMessages(conv.id); - return { conv, messages }; - }) - ); - - const blob = new Blob([JSON.stringify(allData, null, 2)], { - type: 'application/json' - }); - const url = URL.createObjectURL(blob); - const a = document.createElement('a'); - a.href = url; - a.download = `all_conversations_${new Date().toISOString().split('T')[0]}.json`; - document.body.appendChild(a); - a.click(); - document.body.removeChild(a); - URL.revokeObjectURL(url); - - toast.success(`All conversations (${allConversations.length}) prepared for download`); - return allConversations; - } catch (err) { - console.error('Failed to export conversations:', err); - throw err; - } - } - - /** - * Imports conversations from a JSON file. - * Supports both single conversation (object) and multiple conversations (array). - * Uses DatabaseStore for safe, encapsulated data access - * Returns the list of imported conversations - */ - async importConversations(): Promise { - return new Promise((resolve, reject) => { - const input = document.createElement('input'); - input.type = 'file'; - input.accept = '.json'; - - input.onchange = async (e) => { - const file = (e.target as HTMLInputElement)?.files?.[0]; - if (!file) { - reject(new Error('No file selected')); - return; - } + const messageIndex = conversationsStore.findMessageIndex(messageId); + if (messageIndex === -1) return; - try { - const text = await file.text(); - const parsedData = JSON.parse(text); - let importedData: ExportedConversations; - - if (Array.isArray(parsedData)) { - importedData = parsedData; - } else if ( - parsedData && - typeof parsedData === 'object' && - 'conv' in parsedData && - 'messages' in parsedData - ) { - // Single conversation object - importedData = [parsedData]; - } else { - throw new Error( - 'Invalid file format: expected array of conversations or single conversation object' - ); - } + const messageToUpdate = conversationsStore.activeMessages[messageIndex]; + const originalContent = messageToUpdate.content; + if (messageToUpdate.role !== 'user') return; - const result = await DatabaseStore.importConversations(importedData); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); + const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); + const isFirstUserMessage = rootMessage && messageToUpdate.parent === rootMessage.id; - // Refresh UI - await this.loadConversations(); + conversationsStore.updateMessageAtIndex(messageIndex, { content: newContent }); + await DatabaseService.updateMessage(messageId, { content: newContent }); - toast.success(`Imported ${result.imported} conversation(s), skipped ${result.skipped}`); + if (isFirstUserMessage && newContent.trim()) { + await conversationsStore.updateConversationTitleWithConfirmation( + activeConv.id, + newContent.trim(), + conversationsStore.titleUpdateConfirmationCallback + ); + } - // Extract the conversation objects from imported data - const importedConversations = importedData.map((item) => item.conv); - resolve(importedConversations); - } catch (err: unknown) { - const message = err instanceof Error ? err.message : 'Unknown error'; - console.error('Failed to import conversations:', err); - toast.error('Import failed', { - description: message + const messagesToRemove = conversationsStore.activeMessages.slice(messageIndex + 1); + for (const message of messagesToRemove) await DatabaseService.deleteMessage(message.id); + conversationsStore.sliceActiveMessages(messageIndex + 1); + conversationsStore.updateConversationTimestamp(); + + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); + + const assistantMessage = await this.createAssistantMessage(); + if (!assistantMessage) throw new Error('Failed to create assistant message'); + conversationsStore.addMessageToActive(assistantMessage); + await conversationsStore.updateCurrentNode(assistantMessage.id); + await this.streamChatCompletion( + conversationsStore.activeMessages.slice(0, -1), + assistantMessage, + undefined, + () => { + conversationsStore.updateMessageAtIndex(conversationsStore.findMessageIndex(messageId), { + content: originalContent }); - reject(new Error(`Import failed: ${message}`)); } - }; - - input.click(); - }); + ); + } catch (error) { + if (!this.isAbortError(error)) console.error('Failed to update message:', error); + } } - /** - * Deletes a conversation and all its messages - * @param convId - The conversation ID to delete - */ - async deleteConversation(convId: string): Promise { - try { - await DatabaseStore.deleteConversation(convId); + // ───────────────────────────────────────────────────────────────────────────── + // Regeneration + // ───────────────────────────────────────────────────────────────────────────── - this.conversations = this.conversations.filter((c) => c.id !== convId); + async regenerateMessage(messageId: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; - if (this.activeConversation?.id === convId) { - this.activeConversation = null; - this.activeMessages = []; - await goto(`?new_chat=true#/`); - } + try { + const messageIndex = conversationsStore.findMessageIndex(messageId); + if (messageIndex === -1) return; + const messageToRegenerate = conversationsStore.activeMessages[messageIndex]; + if (messageToRegenerate.role !== 'assistant') return; + + const messagesToRemove = conversationsStore.activeMessages.slice(messageIndex); + for (const message of messagesToRemove) await DatabaseService.deleteMessage(message.id); + conversationsStore.sliceActiveMessages(messageIndex); + conversationsStore.updateConversationTimestamp(); + + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); + + const parentMessageId = + conversationsStore.activeMessages.length > 0 + ? conversationsStore.activeMessages[conversationsStore.activeMessages.length - 1].id + : undefined; + const assistantMessage = await this.createAssistantMessage(parentMessageId); + if (!assistantMessage) throw new Error('Failed to create assistant message'); + conversationsStore.addMessageToActive(assistantMessage); + await this.streamChatCompletion( + conversationsStore.activeMessages.slice(0, -1), + assistantMessage + ); } catch (error) { - console.error('Failed to delete conversation:', error); + if (!this.isAbortError(error)) console.error('Failed to regenerate message:', error); + this.setChatLoading(activeConv?.id || '', false); } } - /** - * Gets information about what messages will be deleted when deleting a specific message - * @param messageId - The ID of the message to be deleted - * @returns Object with deletion info including count and types of messages - */ async getDeletionInfo(messageId: string): Promise<{ totalCount: number; userMessages: number; assistantMessages: number; messageTypes: string[]; }> { - if (!this.activeConversation) { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return { totalCount: 0, userMessages: 0, assistantMessages: 0, messageTypes: [] }; - } - - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const descendants = findDescendantMessages(allMessages, messageId); const allToDelete = [messageId, ...descendants]; - const messagesToDelete = allMessages.filter((m) => allToDelete.includes(m.id)); - - let userMessages = 0; - let assistantMessages = 0; + let userMessages = 0, + assistantMessages = 0; const messageTypes: string[] = []; - for (const msg of messagesToDelete) { if (msg.role === 'user') { userMessages++; @@ -1278,409 +814,187 @@ class ChatStore { if (!messageTypes.includes('assistant response')) messageTypes.push('assistant response'); } } - - return { - totalCount: allToDelete.length, - userMessages, - assistantMessages, - messageTypes - }; + return { totalCount: allToDelete.length, userMessages, assistantMessages, messageTypes }; } - /** - * Deletes a message and all its descendants, updating conversation path if needed - * @param messageId - The ID of the message to delete - */ async deleteMessage(messageId: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; try { - if (!this.activeConversation) return; - - // Get all messages to find siblings before deletion - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const messageToDelete = allMessages.find((m) => m.id === messageId); + if (!messageToDelete) return; - if (!messageToDelete) { - console.error('Message to delete not found'); - return; - } - - // Check if the deleted message is in the current conversation path - const currentPath = filterByLeafNodeId( - allMessages, - this.activeConversation.currNode || '', - false - ); + const currentPath = filterByLeafNodeId(allMessages, activeConv.currNode || '', false); const isInCurrentPath = currentPath.some((m) => m.id === messageId); - // If the deleted message is in the current path, we need to update currNode if (isInCurrentPath && messageToDelete.parent) { - // Find all siblings (messages with same parent) const siblings = allMessages.filter( (m) => m.parent === messageToDelete.parent && m.id !== messageId ); - if (siblings.length > 0) { - // Find the latest sibling (highest timestamp) const latestSibling = siblings.reduce((latest, sibling) => sibling.timestamp > latest.timestamp ? sibling : latest ); - - // Find the leaf node for this sibling branch to get the complete conversation path - const leafNodeId = findLeafNode(allMessages, latestSibling.id); - - // Update conversation to use the leaf node of the latest remaining sibling - await DatabaseStore.updateCurrentNode(this.activeConversation.id, leafNodeId); - this.activeConversation.currNode = leafNodeId; - } else { - // No siblings left, navigate to parent if it exists - if (messageToDelete.parent) { - const parentLeafId = findLeafNode(allMessages, messageToDelete.parent); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, parentLeafId); - this.activeConversation.currNode = parentLeafId; - } + await conversationsStore.updateCurrentNode(findLeafNode(allMessages, latestSibling.id)); + } else if (messageToDelete.parent) { + await conversationsStore.updateCurrentNode( + findLeafNode(allMessages, messageToDelete.parent) + ); } } - - // Use cascading deletion to remove the message and all its descendants - await DatabaseStore.deleteMessageCascading(this.activeConversation.id, messageId); - - // Refresh active messages to show the updated branch - await this.refreshActiveMessages(); - - // Update conversation timestamp - this.updateConversationTimestamp(); + await DatabaseService.deleteMessageCascading(activeConv.id, messageId); + await conversationsStore.refreshActiveMessages(); + conversationsStore.updateConversationTimestamp(); } catch (error) { console.error('Failed to delete message:', error); } } - /** - * Clears the active conversation and messages - * Used when navigating away from chat or starting fresh - * Note: Does not stop ongoing streaming to allow background completion - */ - clearActiveConversation(): void { - this.activeConversation = null; - this.activeMessages = []; - this.isLoading = false; - this.currentResponse = ''; - slotsService.setActiveConversation(null); - } - - /** Refreshes active messages based on currNode after branch navigation */ - async refreshActiveMessages(): Promise { - if (!this.activeConversation) return; - - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); - if (allMessages.length === 0) { - this.activeMessages = []; - return; - } - - const leafNodeId = - this.activeConversation.currNode || - allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id; - - const currentPath = filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[]; - - this.activeMessages.length = 0; - this.activeMessages.push(...currentPath); - } - - /** - * Navigates to a specific sibling branch by updating currNode and refreshing messages - * @param siblingId - The sibling message ID to navigate to - */ - async navigateToSibling(siblingId: string): Promise { - if (!this.activeConversation) return; - - // Get the current first user message before navigation - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); - const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const currentFirstUserMessage = this.activeMessages.find( - (m) => m.role === 'user' && m.parent === rootMessage?.id - ); - - const currentLeafNodeId = findLeafNode(allMessages, siblingId); - - await DatabaseStore.updateCurrentNode(this.activeConversation.id, currentLeafNodeId); - this.activeConversation.currNode = currentLeafNodeId; - await this.refreshActiveMessages(); - - // Only show title dialog if we're navigating between different first user message siblings - if (rootMessage && this.activeMessages.length > 0) { - // Find the first user message in the new active path - const newFirstUserMessage = this.activeMessages.find( - (m) => m.role === 'user' && m.parent === rootMessage.id - ); - - // Only show dialog if: - // 1. We have a new first user message - // 2. It's different from the previous one (different ID or content) - // 3. The new message has content - if ( - newFirstUserMessage && - newFirstUserMessage.content.trim() && - (!currentFirstUserMessage || - newFirstUserMessage.id !== currentFirstUserMessage.id || - newFirstUserMessage.content.trim() !== currentFirstUserMessage.content.trim()) - ) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, - newFirstUserMessage.content.trim(), - this.titleUpdateConfirmationCallback - ); - } - } - } + // ───────────────────────────────────────────────────────────────────────────── + // Editing + // ───────────────────────────────────────────────────────────────────────────── - /** - * Edits an assistant message with optional branching - * @param messageId - The ID of the assistant message to edit - * @param newContent - The new content for the message - * @param shouldBranch - Whether to create a branch or replace in-place - */ async editAssistantMessage( messageId: string, newContent: string, shouldBranch: boolean ): Promise { - if (!this.activeConversation || this.isLoading) return; - + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; try { - const messageIndex = this.findMessageIndex(messageId); - - if (messageIndex === -1) { - console.error('Message not found for editing'); - return; - } - - const messageToEdit = this.activeMessages[messageIndex]; - - if (messageToEdit.role !== 'assistant') { - console.error('Only assistant messages can be edited with this method'); - return; - } + const idx = conversationsStore.findMessageIndex(messageId); + if (idx === -1) return; + const msg = conversationsStore.activeMessages[idx]; + if (msg.role !== 'assistant') return; if (shouldBranch) { - const newMessage = await DatabaseStore.createMessageBranch( + const newMessage = await DatabaseService.createMessageBranch( { - convId: messageToEdit.convId, - type: messageToEdit.type, + convId: msg.convId, + type: msg.type, timestamp: Date.now(), - role: messageToEdit.role, + role: msg.role, content: newContent, - thinking: messageToEdit.thinking || '', - toolCalls: messageToEdit.toolCalls || '', + thinking: msg.thinking || '', + toolCalls: msg.toolCalls || '', children: [], - model: messageToEdit.model // Preserve original model info when branching + model: msg.model }, - messageToEdit.parent! + msg.parent! ); - - await DatabaseStore.updateCurrentNode(this.activeConversation.id, newMessage.id); - this.activeConversation.currNode = newMessage.id; + await conversationsStore.updateCurrentNode(newMessage.id); } else { - await DatabaseStore.updateMessage(messageToEdit.id, { - content: newContent, - timestamp: Date.now() - }); - - // Ensure currNode points to the edited message to maintain correct path - await DatabaseStore.updateCurrentNode(this.activeConversation.id, messageToEdit.id); - this.activeConversation.currNode = messageToEdit.id; - - this.updateMessageAtIndex(messageIndex, { + await DatabaseService.updateMessage(msg.id, { content: newContent, timestamp: Date.now() }); + await conversationsStore.updateCurrentNode(msg.id); + conversationsStore.updateMessageAtIndex(idx, { content: newContent, timestamp: Date.now() }); } - - this.updateConversationTimestamp(); - await this.refreshActiveMessages(); + conversationsStore.updateConversationTimestamp(); + await conversationsStore.refreshActiveMessages(); } catch (error) { console.error('Failed to edit assistant message:', error); } } - /** - * Edits a user message and preserves all responses below - * Updates the message content in-place without deleting or regenerating responses - * - * **Use Case**: When you want to fix a typo or rephrase a question without losing the assistant's response - * - * **Important Behavior:** - * - Does NOT create a branch (unlike editMessageWithBranching) - * - Does NOT regenerate assistant responses - * - Only updates the user message content in the database - * - Preserves the entire conversation tree below the edited message - * - Updates conversation title if this is the first user message - * - * @param messageId - The ID of the user message to edit - * @param newContent - The new content for the message - */ async editUserMessagePreserveResponses(messageId: string, newContent: string): Promise { - if (!this.activeConversation) return; - + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for editing'); - return; - } - - const messageToEdit = this.activeMessages[messageIndex]; - if (messageToEdit.role !== 'user') { - console.error('Only user messages can be edited with this method'); - return; - } - - // Simply update the message content in-place - await DatabaseStore.updateMessage(messageId, { - content: newContent, - timestamp: Date.now() - }); + const idx = conversationsStore.findMessageIndex(messageId); + if (idx === -1) return; + const msg = conversationsStore.activeMessages[idx]; + if (msg.role !== 'user') return; - this.updateMessageAtIndex(messageIndex, { + await DatabaseService.updateMessage(messageId, { content: newContent, timestamp: Date.now() }); + conversationsStore.updateMessageAtIndex(idx, { content: newContent, timestamp: Date.now() }); - // Check if first user message for title update - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const isFirstUserMessage = - rootMessage && messageToEdit.parent === rootMessage.id && messageToEdit.role === 'user'; - - if (isFirstUserMessage && newContent.trim()) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, + if (rootMessage && msg.parent === rootMessage.id && newContent.trim()) { + await conversationsStore.updateConversationTitleWithConfirmation( + activeConv.id, newContent.trim(), - this.titleUpdateConfirmationCallback + conversationsStore.titleUpdateConfirmationCallback ); } - - this.updateConversationTimestamp(); + conversationsStore.updateConversationTimestamp(); } catch (error) { console.error('Failed to edit user message:', error); } } - /** - * Edits a message by creating a new branch with the edited content - * @param messageId - The ID of the message to edit - * @param newContent - The new content for the message - */ async editMessageWithBranching(messageId: string, newContent: string): Promise { - if (!this.activeConversation || this.isLoading) return; - + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for editing'); - return; - } - - const messageToEdit = this.activeMessages[messageIndex]; - if (messageToEdit.role !== 'user') { - console.error('Only user messages can be edited'); - return; - } + const idx = conversationsStore.findMessageIndex(messageId); + if (idx === -1) return; + const msg = conversationsStore.activeMessages[idx]; + if (msg.role !== 'user') return; - // Check if this is the first user message in the conversation - // First user message is one that has the root message as its parent - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - const isFirstUserMessage = - rootMessage && messageToEdit.parent === rootMessage.id && messageToEdit.role === 'user'; - - let parentId = messageToEdit.parent; - - if (parentId === undefined || parentId === null) { - const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); - if (rootMessage) { - parentId = rootMessage.id; - } else { - console.error('No root message found for editing'); - return; - } - } + const isFirstUserMessage = rootMessage && msg.parent === rootMessage.id; + const parentId = msg.parent || rootMessage?.id; + if (!parentId) return; - const newMessage = await DatabaseStore.createMessageBranch( + const newMessage = await DatabaseService.createMessageBranch( { - convId: messageToEdit.convId, - type: messageToEdit.type, + convId: msg.convId, + type: msg.type, timestamp: Date.now(), - role: messageToEdit.role, + role: msg.role, content: newContent, - thinking: messageToEdit.thinking || '', - toolCalls: messageToEdit.toolCalls || '', + thinking: msg.thinking || '', + toolCalls: msg.toolCalls || '', children: [], - extra: messageToEdit.extra ? JSON.parse(JSON.stringify(messageToEdit.extra)) : undefined, - model: messageToEdit.model // Preserve original model info when branching + extra: msg.extra ? JSON.parse(JSON.stringify(msg.extra)) : undefined, + model: msg.model }, parentId ); + await conversationsStore.updateCurrentNode(newMessage.id); + conversationsStore.updateConversationTimestamp(); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, newMessage.id); - this.activeConversation.currNode = newMessage.id; - this.updateConversationTimestamp(); - - // If this is the first user message, update the conversation title with confirmation if needed if (isFirstUserMessage && newContent.trim()) { - await this.updateConversationTitleWithConfirmation( - this.activeConversation.id, + await conversationsStore.updateConversationTitleWithConfirmation( + activeConv.id, newContent.trim(), - this.titleUpdateConfirmationCallback + conversationsStore.titleUpdateConfirmationCallback ); } - - await this.refreshActiveMessages(); - - if (messageToEdit.role === 'user') { - await this.generateResponseForMessage(newMessage.id); - } + await conversationsStore.refreshActiveMessages(); + await this.generateResponseForMessage(newMessage.id); } catch (error) { console.error('Failed to edit message with branching:', error); } } - /** - * Regenerates an assistant message by creating a new branch with a new response - * @param messageId - The ID of the assistant message to regenerate - */ - async regenerateMessageWithBranching(messageId: string): Promise { - if (!this.activeConversation || this.isLoading) return; - + async regenerateMessageWithBranching(messageId: string, modelOverride?: string): Promise { + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for regeneration'); - return; - } - - const messageToRegenerate = this.activeMessages[messageIndex]; - if (messageToRegenerate.role !== 'assistant') { - console.error('Only assistant messages can be regenerated'); - return; - } + const idx = conversationsStore.findMessageIndex(messageId); + if (idx === -1) return; + const msg = conversationsStore.activeMessages[idx]; + if (msg.role !== 'assistant') return; - // Find parent message in all conversation messages, not just active path - const conversationMessages = await DatabaseStore.getConversationMessages( - this.activeConversation.id - ); - const parentMessage = conversationMessages.find((m) => m.id === messageToRegenerate.parent); - if (!parentMessage) { - console.error('Parent message not found for regeneration'); - return; - } + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); + const parentMessage = allMessages.find((m) => m.id === msg.parent); + if (!parentMessage) return; - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); - const newAssistantMessage = await DatabaseStore.createMessageBranch( + const newAssistantMessage = await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, type: 'text', timestamp: Date.now(), role: 'assistant', @@ -1692,54 +1006,49 @@ class ChatStore { }, parentMessage.id ); + await conversationsStore.updateCurrentNode(newAssistantMessage.id); + conversationsStore.updateConversationTimestamp(); + await conversationsStore.refreshActiveMessages(); - await DatabaseStore.updateCurrentNode(this.activeConversation.id, newAssistantMessage.id); - this.activeConversation.currNode = newAssistantMessage.id; - this.updateConversationTimestamp(); - await this.refreshActiveMessages(); - - const allConversationMessages = await DatabaseStore.getConversationMessages( - this.activeConversation.id - ); const conversationPath = filterByLeafNodeId( - allConversationMessages, + allMessages, parentMessage.id, false ) as DatabaseMessage[]; - - await this.streamChatCompletion(conversationPath, newAssistantMessage); + // Use modelOverride if provided, otherwise use the original message's model + // If neither is available, don't pass model (will use global selection) + const modelToUse = modelOverride || msg.model || undefined; + await this.streamChatCompletion( + conversationPath, + newAssistantMessage, + undefined, + undefined, + modelToUse + ); } catch (error) { - if (this.isAbortError(error)) return; - - console.error('Failed to regenerate message with branching:', error); - this.setConversationLoading(this.activeConversation!.id, false); + if (!this.isAbortError(error)) + console.error('Failed to regenerate message with branching:', error); + this.setChatLoading(activeConv?.id || '', false); } } - /** - * Generates a new assistant response for a given user message - * @param userMessageId - ID of user message to respond to - */ private async generateResponseForMessage(userMessageId: string): Promise { - if (!this.activeConversation) return; - + const activeConv = conversationsStore.activeConversation; + if (!activeConv) return; this.errorDialogState = null; - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); try { - // Get conversation path up to the user message - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const conversationPath = filterByLeafNodeId( allMessages, userMessageId, false ) as DatabaseMessage[]; - - // Create new assistant message branch - const assistantMessage = await DatabaseStore.createMessageBranch( + const assistantMessage = await DatabaseService.createMessageBranch( { - convId: this.activeConversation.id, + convId: activeConv.id, type: 'text', timestamp: Date.now(), role: 'assistant', @@ -1751,120 +1060,83 @@ class ChatStore { }, userMessageId ); - - // Add assistant message to active messages immediately for UI reactivity - this.activeMessages.push(assistantMessage); - - // Stream response to new assistant message + conversationsStore.addMessageToActive(assistantMessage); await this.streamChatCompletion(conversationPath, assistantMessage); } catch (error) { console.error('Failed to generate response:', error); - this.setConversationLoading(this.activeConversation!.id, false); + this.setChatLoading(activeConv.id, false); } } - /** - * Continues generation for an existing assistant message - * @param messageId - The ID of the assistant message to continue - */ async continueAssistantMessage(messageId: string): Promise { - if (!this.activeConversation || this.isLoading) return; - + const activeConv = conversationsStore.activeConversation; + if (!activeConv || this.isLoading) return; try { - const messageIndex = this.findMessageIndex(messageId); - if (messageIndex === -1) { - console.error('Message not found for continuation'); - return; - } - - const messageToContinue = this.activeMessages[messageIndex]; - if (messageToContinue.role !== 'assistant') { - console.error('Only assistant messages can be continued'); - return; - } - - // Race condition protection: Check if this specific conversation is already loading - // This prevents multiple rapid clicks on "Continue" from creating concurrent operations - if (this.isConversationLoading(this.activeConversation.id)) { - console.warn('Continuation already in progress for this conversation'); - return; - } + const idx = conversationsStore.findMessageIndex(messageId); + if (idx === -1) return; + const msg = conversationsStore.activeMessages[idx]; + if (msg.role !== 'assistant') return; + if (this.isChatLoading(activeConv.id)) return; this.errorDialogState = null; - this.setConversationLoading(this.activeConversation.id, true); - this.clearConversationStreaming(this.activeConversation.id); + this.setChatLoading(activeConv.id, true); + this.clearChatStreaming(activeConv.id); - // IMPORTANT: Fetch the latest content from the database to ensure we have - // the most up-to-date content, especially after a stopped generation - // This prevents issues where the in-memory state might be stale - const allMessages = await DatabaseStore.getConversationMessages(this.activeConversation.id); + const allMessages = await conversationsStore.getConversationMessages(activeConv.id); const dbMessage = allMessages.find((m) => m.id === messageId); - if (!dbMessage) { - console.error('Message not found in database for continuation'); - this.setConversationLoading(this.activeConversation.id, false); - + this.setChatLoading(activeConv.id, false); return; } - // Use content from database as the source of truth const originalContent = dbMessage.content; const originalThinking = dbMessage.thinking || ''; - - // Get conversation context up to (but not including) the message to continue - const conversationContext = this.activeMessages.slice(0, messageIndex); - + const conversationContext = conversationsStore.activeMessages.slice(0, idx); const contextWithContinue = [ - ...conversationContext.map((msg) => { - if ('id' in msg && 'convId' in msg && 'timestamp' in msg) { - return msg as DatabaseMessage & { extra?: DatabaseMessageExtra[] }; - } - return msg as ApiChatMessageData; - }), - { - role: 'assistant' as const, - content: originalContent - } + ...conversationContext, + { role: 'assistant' as const, content: originalContent } ]; - let appendedContent = ''; - let appendedThinking = ''; - let hasReceivedContent = false; + let appendedContent = '', + appendedThinking = '', + hasReceivedContent = false; + + const abortController = this.getOrCreateAbortController(msg.convId); - await chatService.sendMessage( + await ChatService.sendMessage( contextWithContinue, { ...this.getApiOptions(), - onChunk: (chunk: string) => { hasReceivedContent = true; appendedContent += chunk; - // Preserve originalContent exactly as-is, including any trailing whitespace - // The concatenation naturally preserves any whitespace at the end of originalContent const fullContent = originalContent + appendedContent; - - this.setConversationStreaming( - messageToContinue.convId, - fullContent, - messageToContinue.id - ); - - this.updateMessageAtIndex(messageIndex, { - content: fullContent - }); + this.setChatStreaming(msg.convId, fullContent, msg.id); + conversationsStore.updateMessageAtIndex(idx, { content: fullContent }); }, - onReasoningChunk: (reasoningChunk: string) => { hasReceivedContent = true; appendedThinking += reasoningChunk; - - const fullThinking = originalThinking + appendedThinking; - - this.updateMessageAtIndex(messageIndex, { - thinking: fullThinking + conversationsStore.updateMessageAtIndex(idx, { + thinking: originalThinking + appendedThinking }); }, - + onTimings: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => { + const tokensPerSecond = + timings?.predicted_ms && timings?.predicted_n + ? (timings.predicted_n / timings.predicted_ms) * 1000 + : 0; + this.updateProcessingStateFromTimings( + { + prompt_n: timings?.prompt_n || 0, + predicted_n: timings?.predicted_n || 0, + predicted_per_second: tokensPerSecond, + cache_n: timings?.cache_n || 0, + prompt_progress: promptProgress + }, + msg.convId + ); + }, onComplete: async ( finalContent?: string, reasoningContent?: string, @@ -1872,158 +1144,152 @@ class ChatStore { ) => { const fullContent = originalContent + (finalContent || appendedContent); const fullThinking = originalThinking + (reasoningContent || appendedThinking); - - const updateData: { - content: string; - thinking: string; - timestamp: number; - timings?: ChatMessageTimings; - } = { + await DatabaseService.updateMessage(msg.id, { content: fullContent, thinking: fullThinking, timestamp: Date.now(), - timings: timings - }; - - await DatabaseStore.updateMessage(messageToContinue.id, updateData); - - this.updateMessageAtIndex(messageIndex, updateData); - - this.updateConversationTimestamp(); - - this.setConversationLoading(messageToContinue.convId, false); - this.clearConversationStreaming(messageToContinue.convId); - slotsService.clearConversationState(messageToContinue.convId); + timings + }); + conversationsStore.updateMessageAtIndex(idx, { + content: fullContent, + thinking: fullThinking, + timestamp: Date.now(), + timings + }); + conversationsStore.updateConversationTimestamp(); + this.setChatLoading(msg.convId, false); + this.clearChatStreaming(msg.convId); + this.clearProcessingState(msg.convId); }, - onError: async (error: Error) => { if (this.isAbortError(error)) { - // User cancelled - save partial continuation if any content was received if (hasReceivedContent && appendedContent) { - const partialContent = originalContent + appendedContent; - const partialThinking = originalThinking + appendedThinking; - - await DatabaseStore.updateMessage(messageToContinue.id, { - content: partialContent, - thinking: partialThinking, + await DatabaseService.updateMessage(msg.id, { + content: originalContent + appendedContent, + thinking: originalThinking + appendedThinking, timestamp: Date.now() }); - - this.updateMessageAtIndex(messageIndex, { - content: partialContent, - thinking: partialThinking, + conversationsStore.updateMessageAtIndex(idx, { + content: originalContent + appendedContent, + thinking: originalThinking + appendedThinking, timestamp: Date.now() }); } - - this.setConversationLoading(messageToContinue.convId, false); - this.clearConversationStreaming(messageToContinue.convId); - slotsService.clearConversationState(messageToContinue.convId); - + this.setChatLoading(msg.convId, false); + this.clearChatStreaming(msg.convId); + this.clearProcessingState(msg.convId); return; } - - // Non-abort error - rollback to original content console.error('Continue generation error:', error); - - // Rollback: Restore original content in UI - this.updateMessageAtIndex(messageIndex, { + conversationsStore.updateMessageAtIndex(idx, { content: originalContent, thinking: originalThinking }); - - // Ensure database has original content (in case of partial writes) - await DatabaseStore.updateMessage(messageToContinue.id, { + await DatabaseService.updateMessage(msg.id, { content: originalContent, thinking: originalThinking }); - - this.setConversationLoading(messageToContinue.convId, false); - this.clearConversationStreaming(messageToContinue.convId); - slotsService.clearConversationState(messageToContinue.convId); - - const dialogType = error.name === 'TimeoutError' ? 'timeout' : 'server'; - this.showErrorDialog(dialogType, error.message); + this.setChatLoading(msg.convId, false); + this.clearChatStreaming(msg.convId); + this.clearProcessingState(msg.convId); + this.showErrorDialog( + error.name === 'TimeoutError' ? 'timeout' : 'server', + error.message + ); } }, - messageToContinue.convId + msg.convId, + abortController.signal ); } catch (error) { - if (this.isAbortError(error)) return; - console.error('Failed to continue message:', error); - if (this.activeConversation) { - this.setConversationLoading(this.activeConversation.id, false); - } + if (!this.isAbortError(error)) console.error('Failed to continue message:', error); + if (activeConv) this.setChatLoading(activeConv.id, false); } } - /** - * Public methods for accessing per-conversation states - */ - public isConversationLoadingPublic(convId: string): boolean { - return this.isConversationLoading(convId); + public isChatLoadingPublic(convId: string): boolean { + return this.isChatLoading(convId); } - - public getConversationStreamingPublic( + public getChatStreamingPublic( convId: string ): { response: string; messageId: string } | undefined { - return this.getConversationStreaming(convId); + return this.getChatStreaming(convId); } - - public getAllLoadingConversations(): string[] { - return Array.from(this.conversationLoadingStates.keys()); + public getAllLoadingChats(): string[] { + return Array.from(this.chatLoadingStates.keys()); + } + public getAllStreamingChats(): string[] { + return Array.from(this.chatStreamingStates.keys()); } - public getAllStreamingConversations(): string[] { - return Array.from(this.conversationStreamingStates.keys()); + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + private getApiOptions(): Record { + const currentConfig = config(); + const hasValue = (value: unknown): boolean => + value !== undefined && value !== null && value !== ''; + + const apiOptions: Record = { stream: true, timings_per_token: true }; + + // Model selection (required in ROUTER mode) + if (isRouterMode()) { + const modelName = selectedModelName(); + if (modelName) apiOptions.model = modelName; + } + + // Config options needed by ChatService + if (currentConfig.systemMessage) apiOptions.systemMessage = currentConfig.systemMessage; + if (currentConfig.disableReasoningFormat) apiOptions.disableReasoningFormat = true; + + if (hasValue(currentConfig.temperature)) + apiOptions.temperature = Number(currentConfig.temperature); + if (hasValue(currentConfig.max_tokens)) + apiOptions.max_tokens = Number(currentConfig.max_tokens); + if (hasValue(currentConfig.dynatemp_range)) + apiOptions.dynatemp_range = Number(currentConfig.dynatemp_range); + if (hasValue(currentConfig.dynatemp_exponent)) + apiOptions.dynatemp_exponent = Number(currentConfig.dynatemp_exponent); + if (hasValue(currentConfig.top_k)) apiOptions.top_k = Number(currentConfig.top_k); + if (hasValue(currentConfig.top_p)) apiOptions.top_p = Number(currentConfig.top_p); + if (hasValue(currentConfig.min_p)) apiOptions.min_p = Number(currentConfig.min_p); + if (hasValue(currentConfig.xtc_probability)) + apiOptions.xtc_probability = Number(currentConfig.xtc_probability); + if (hasValue(currentConfig.xtc_threshold)) + apiOptions.xtc_threshold = Number(currentConfig.xtc_threshold); + if (hasValue(currentConfig.typ_p)) apiOptions.typ_p = Number(currentConfig.typ_p); + if (hasValue(currentConfig.repeat_last_n)) + apiOptions.repeat_last_n = Number(currentConfig.repeat_last_n); + if (hasValue(currentConfig.repeat_penalty)) + apiOptions.repeat_penalty = Number(currentConfig.repeat_penalty); + if (hasValue(currentConfig.presence_penalty)) + apiOptions.presence_penalty = Number(currentConfig.presence_penalty); + if (hasValue(currentConfig.frequency_penalty)) + apiOptions.frequency_penalty = Number(currentConfig.frequency_penalty); + if (hasValue(currentConfig.dry_multiplier)) + apiOptions.dry_multiplier = Number(currentConfig.dry_multiplier); + if (hasValue(currentConfig.dry_base)) apiOptions.dry_base = Number(currentConfig.dry_base); + if (hasValue(currentConfig.dry_allowed_length)) + apiOptions.dry_allowed_length = Number(currentConfig.dry_allowed_length); + if (hasValue(currentConfig.dry_penalty_last_n)) + apiOptions.dry_penalty_last_n = Number(currentConfig.dry_penalty_last_n); + if (currentConfig.samplers) apiOptions.samplers = currentConfig.samplers; + if (currentConfig.custom) apiOptions.custom = currentConfig.custom; + + return apiOptions; } } export const chatStore = new ChatStore(); -export const conversations = () => chatStore.conversations; -export const activeConversation = () => chatStore.activeConversation; -export const activeMessages = () => chatStore.activeMessages; export const isLoading = () => chatStore.isLoading; export const currentResponse = () => chatStore.currentResponse; -export const isInitialized = () => chatStore.isInitialized; export const errorDialog = () => chatStore.errorDialogState; +export const activeProcessingState = () => chatStore.activeProcessingState; +export const isChatStreaming = () => chatStore.isStreaming(); -export const createConversation = chatStore.createConversation.bind(chatStore); -export const downloadConversation = chatStore.downloadConversation.bind(chatStore); -export const exportAllConversations = chatStore.exportAllConversations.bind(chatStore); -export const importConversations = chatStore.importConversations.bind(chatStore); -export const deleteConversation = chatStore.deleteConversation.bind(chatStore); -export const sendMessage = chatStore.sendMessage.bind(chatStore); -export const dismissErrorDialog = chatStore.dismissErrorDialog.bind(chatStore); - -export const gracefulStop = chatStore.gracefulStop.bind(chatStore); - -// Branching operations -export const refreshActiveMessages = chatStore.refreshActiveMessages.bind(chatStore); -export const navigateToSibling = chatStore.navigateToSibling.bind(chatStore); -export const editAssistantMessage = chatStore.editAssistantMessage.bind(chatStore); -export const editMessageWithBranching = chatStore.editMessageWithBranching.bind(chatStore); -export const editUserMessagePreserveResponses = - chatStore.editUserMessagePreserveResponses.bind(chatStore); -export const regenerateMessageWithBranching = - chatStore.regenerateMessageWithBranching.bind(chatStore); -export const continueAssistantMessage = chatStore.continueAssistantMessage.bind(chatStore); -export const deleteMessage = chatStore.deleteMessage.bind(chatStore); -export const getDeletionInfo = chatStore.getDeletionInfo.bind(chatStore); -export const updateConversationName = chatStore.updateConversationName.bind(chatStore); -export const setTitleUpdateConfirmationCallback = - chatStore.setTitleUpdateConfirmationCallback.bind(chatStore); - -export function stopGeneration() { - chatStore.stopGeneration(); -} -export const messages = () => chatStore.activeMessages; - -// Per-conversation state access -export const isConversationLoading = (convId: string) => - chatStore.isConversationLoadingPublic(convId); -export const getConversationStreaming = (convId: string) => - chatStore.getConversationStreamingPublic(convId); -export const getAllLoadingConversations = () => chatStore.getAllLoadingConversations(); -export const getAllStreamingConversations = () => chatStore.getAllStreamingConversations(); +export const isChatLoading = (convId: string) => chatStore.isChatLoadingPublic(convId); +export const getChatStreaming = (convId: string) => chatStore.getChatStreamingPublic(convId); +export const getAllLoadingChats = () => chatStore.getAllLoadingChats(); +export const getAllStreamingChats = () => chatStore.getAllStreamingChats(); diff --git a/tools/server/webui/src/lib/stores/conversations.svelte.ts b/tools/server/webui/src/lib/stores/conversations.svelte.ts new file mode 100644 index 00000000000..44ef36d6ee5 --- /dev/null +++ b/tools/server/webui/src/lib/stores/conversations.svelte.ts @@ -0,0 +1,627 @@ +import { browser } from '$app/environment'; +import { goto } from '$app/navigation'; +import { toast } from 'svelte-sonner'; +import { DatabaseService } from '$lib/services/database'; +import { config } from '$lib/stores/settings.svelte'; +import { filterByLeafNodeId, findLeafNode } from '$lib/utils'; +import { AttachmentType } from '$lib/enums'; + +/** + * conversationsStore - Persistent conversation data and lifecycle management + * + * **Terminology - Chat vs Conversation:** + * - **Chat**: The active interaction space with the Chat Completions API. Represents the + * real-time streaming session, loading states, and UI visualization of AI communication. + * Managed by chatStore, a "chat" is ephemeral and exists during active AI interactions. + * - **Conversation**: The persistent database entity storing all messages and metadata. + * A "conversation" survives across sessions, page reloads, and browser restarts. + * It contains the complete message history, branching structure, and conversation metadata. + * + * This store manages all conversation-level data and operations including creation, loading, + * deletion, and navigation. It maintains the list of conversations and the currently active + * conversation with its message history, providing reactive state for UI components. + * + * **Architecture & Relationships:** + * - **conversationsStore** (this class): Persistent conversation data management + * - Manages conversation list and active conversation state + * - Handles conversation CRUD operations via DatabaseService + * - Maintains active message array for current conversation + * - Coordinates branching navigation (currNode tracking) + * + * - **chatStore**: Uses conversation data as context for active AI streaming + * - **DatabaseService**: Low-level IndexedDB storage for conversations and messages + * + * **Key Features:** + * - **Conversation Lifecycle**: Create, load, update, delete conversations + * - **Message Management**: Active message array with branching support + * - **Import/Export**: JSON-based conversation backup and restore + * - **Branch Navigation**: Navigate between message tree branches + * - **Title Management**: Auto-update titles with confirmation dialogs + * - **Reactive State**: Svelte 5 runes for automatic UI updates + * + * **State Properties:** + * - `conversations`: All conversations sorted by last modified + * - `activeConversation`: Currently viewed conversation + * - `activeMessages`: Messages in current conversation path + * - `isInitialized`: Store initialization status + */ +class ConversationsStore { + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── + + /** List of all conversations */ + conversations = $state([]); + + /** Currently active conversation */ + activeConversation = $state(null); + + /** Messages in the active conversation (filtered by currNode path) */ + activeMessages = $state([]); + + /** Whether the store has been initialized */ + isInitialized = $state(false); + + /** Callback for title update confirmation dialog */ + titleUpdateConfirmationCallback?: (currentTitle: string, newTitle: string) => Promise; + + // ───────────────────────────────────────────────────────────────────────────── + // Modalities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Modalities used in the active conversation. + * Computed from attachments in activeMessages. + * Used to filter available models - models must support all used modalities. + */ + usedModalities: ModelModalities = $derived.by(() => { + return this.calculateModalitiesFromMessages(this.activeMessages); + }); + + /** + * Calculate modalities from a list of messages. + * Helper method used by both usedModalities and getModalitiesUpToMessage. + */ + private calculateModalitiesFromMessages(messages: DatabaseMessage[]): ModelModalities { + const modalities: ModelModalities = { vision: false, audio: false }; + + for (const message of messages) { + if (!message.extra) continue; + + for (const extra of message.extra) { + if (extra.type === AttachmentType.IMAGE) { + modalities.vision = true; + } + + // PDF only requires vision if processed as images + if (extra.type === AttachmentType.PDF) { + const pdfExtra = extra as DatabaseMessageExtraPdfFile; + + if (pdfExtra.processedAsImages) { + modalities.vision = true; + } + } + + if (extra.type === AttachmentType.AUDIO) { + modalities.audio = true; + } + } + + if (modalities.vision && modalities.audio) break; + } + + return modalities; + } + + /** + * Get modalities used in messages BEFORE the specified message. + * Used for regeneration - only consider context that was available when generating this message. + */ + getModalitiesUpToMessage(messageId: string): ModelModalities { + const messageIndex = this.activeMessages.findIndex((m) => m.id === messageId); + + if (messageIndex === -1) { + return this.usedModalities; + } + + const messagesBefore = this.activeMessages.slice(0, messageIndex); + return this.calculateModalitiesFromMessages(messagesBefore); + } + + constructor() { + if (browser) { + this.initialize(); + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Lifecycle + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Initializes the conversations store by loading conversations from the database + */ + async initialize(): Promise { + try { + await this.loadConversations(); + this.isInitialized = true; + } catch (error) { + console.error('Failed to initialize conversations store:', error); + } + } + + /** + * Loads all conversations from the database + */ + async loadConversations(): Promise { + this.conversations = await DatabaseService.getAllConversations(); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Conversation CRUD + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Creates a new conversation and navigates to it + * @param name - Optional name for the conversation + * @returns The ID of the created conversation + */ + async createConversation(name?: string): Promise { + const conversationName = name || `Chat ${new Date().toLocaleString()}`; + const conversation = await DatabaseService.createConversation(conversationName); + + this.conversations.unshift(conversation); + this.activeConversation = conversation; + this.activeMessages = []; + + await goto(`#/chat/${conversation.id}`); + + return conversation.id; + } + + /** + * Loads a specific conversation and its messages + * @param convId - The conversation ID to load + * @returns True if conversation was loaded successfully + */ + async loadConversation(convId: string): Promise { + try { + const conversation = await DatabaseService.getConversation(convId); + + if (!conversation) { + return false; + } + + this.activeConversation = conversation; + + if (conversation.currNode) { + const allMessages = await DatabaseService.getConversationMessages(convId); + this.activeMessages = filterByLeafNodeId( + allMessages, + conversation.currNode, + false + ) as DatabaseMessage[]; + } else { + this.activeMessages = await DatabaseService.getConversationMessages(convId); + } + + return true; + } catch (error) { + console.error('Failed to load conversation:', error); + return false; + } + } + + /** + * Clears the active conversation and messages + * Used when navigating away from chat or starting fresh + */ + clearActiveConversation(): void { + this.activeConversation = null; + this.activeMessages = []; + // Active processing conversation is now managed by chatStore + } + + // ───────────────────────────────────────────────────────────────────────────── + // Message Management + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Refreshes active messages based on currNode after branch navigation + */ + async refreshActiveMessages(): Promise { + if (!this.activeConversation) return; + + const allMessages = await DatabaseService.getConversationMessages(this.activeConversation.id); + + if (allMessages.length === 0) { + this.activeMessages = []; + return; + } + + const leafNodeId = + this.activeConversation.currNode || + allMessages.reduce((latest, msg) => (msg.timestamp > latest.timestamp ? msg : latest)).id; + + const currentPath = filterByLeafNodeId(allMessages, leafNodeId, false) as DatabaseMessage[]; + + this.activeMessages.length = 0; + this.activeMessages.push(...currentPath); + } + + /** + * Updates the name of a conversation + * @param convId - The conversation ID to update + * @param name - The new name for the conversation + */ + async updateConversationName(convId: string, name: string): Promise { + try { + await DatabaseService.updateConversation(convId, { name }); + + const convIndex = this.conversations.findIndex((c) => c.id === convId); + + if (convIndex !== -1) { + this.conversations[convIndex].name = name; + } + + if (this.activeConversation?.id === convId) { + this.activeConversation.name = name; + } + } catch (error) { + console.error('Failed to update conversation name:', error); + } + } + + /** + * Updates conversation title with optional confirmation dialog based on settings + * @param convId - The conversation ID to update + * @param newTitle - The new title content + * @param onConfirmationNeeded - Callback when user confirmation is needed + * @returns True if title was updated, false if cancelled + */ + async updateConversationTitleWithConfirmation( + convId: string, + newTitle: string, + onConfirmationNeeded?: (currentTitle: string, newTitle: string) => Promise + ): Promise { + try { + const currentConfig = config(); + + if (currentConfig.askForTitleConfirmation && onConfirmationNeeded) { + const conversation = await DatabaseService.getConversation(convId); + if (!conversation) return false; + + const shouldUpdate = await onConfirmationNeeded(conversation.name, newTitle); + if (!shouldUpdate) return false; + } + + await this.updateConversationName(convId, newTitle); + return true; + } catch (error) { + console.error('Failed to update conversation title with confirmation:', error); + return false; + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Navigation + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Updates the current node of the active conversation + * @param nodeId - The new current node ID + */ + async updateCurrentNode(nodeId: string): Promise { + if (!this.activeConversation) return; + + await DatabaseService.updateCurrentNode(this.activeConversation.id, nodeId); + this.activeConversation.currNode = nodeId; + } + + /** + * Updates conversation lastModified timestamp and moves it to top of list + */ + updateConversationTimestamp(): void { + if (!this.activeConversation) return; + + const chatIndex = this.conversations.findIndex((c) => c.id === this.activeConversation!.id); + + if (chatIndex !== -1) { + this.conversations[chatIndex].lastModified = Date.now(); + const updatedConv = this.conversations.splice(chatIndex, 1)[0]; + this.conversations.unshift(updatedConv); + } + } + + /** + * Navigates to a specific sibling branch by updating currNode and refreshing messages + * @param siblingId - The sibling message ID to navigate to + */ + async navigateToSibling(siblingId: string): Promise { + if (!this.activeConversation) return; + + const allMessages = await DatabaseService.getConversationMessages(this.activeConversation.id); + const rootMessage = allMessages.find((m) => m.type === 'root' && m.parent === null); + const currentFirstUserMessage = this.activeMessages.find( + (m) => m.role === 'user' && m.parent === rootMessage?.id + ); + + const currentLeafNodeId = findLeafNode(allMessages, siblingId); + + await DatabaseService.updateCurrentNode(this.activeConversation.id, currentLeafNodeId); + this.activeConversation.currNode = currentLeafNodeId; + await this.refreshActiveMessages(); + + // Only show title dialog if we're navigating between different first user message siblings + if (rootMessage && this.activeMessages.length > 0) { + const newFirstUserMessage = this.activeMessages.find( + (m) => m.role === 'user' && m.parent === rootMessage.id + ); + + if ( + newFirstUserMessage && + newFirstUserMessage.content.trim() && + (!currentFirstUserMessage || + newFirstUserMessage.id !== currentFirstUserMessage.id || + newFirstUserMessage.content.trim() !== currentFirstUserMessage.content.trim()) + ) { + await this.updateConversationTitleWithConfirmation( + this.activeConversation.id, + newFirstUserMessage.content.trim(), + this.titleUpdateConfirmationCallback + ); + } + } + } + + /** + * Deletes a conversation and all its messages + * @param convId - The conversation ID to delete + */ + async deleteConversation(convId: string): Promise { + try { + await DatabaseService.deleteConversation(convId); + + this.conversations = this.conversations.filter((c) => c.id !== convId); + + if (this.activeConversation?.id === convId) { + this.activeConversation = null; + this.activeMessages = []; + await goto(`?new_chat=true#/`); + } + } catch (error) { + console.error('Failed to delete conversation:', error); + } + } + + // ───────────────────────────────────────────────────────────────────────────── + // Import/Export + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Downloads a conversation as JSON file + * @param convId - The conversation ID to download + */ + async downloadConversation(convId: string): Promise { + let conversation: DatabaseConversation | null; + let messages: DatabaseMessage[]; + + if (this.activeConversation?.id === convId) { + conversation = this.activeConversation; + messages = this.activeMessages; + } else { + conversation = await DatabaseService.getConversation(convId); + if (!conversation) return; + messages = await DatabaseService.getConversationMessages(convId); + } + + this.triggerDownload({ conv: conversation, messages }); + } + + /** + * Exports all conversations with their messages as a JSON file + * @returns The list of exported conversations + */ + async exportAllConversations(): Promise { + const allConversations = await DatabaseService.getAllConversations(); + + if (allConversations.length === 0) { + throw new Error('No conversations to export'); + } + + const allData = await Promise.all( + allConversations.map(async (conv) => { + const messages = await DatabaseService.getConversationMessages(conv.id); + return { conv, messages }; + }) + ); + + const blob = new Blob([JSON.stringify(allData, null, 2)], { type: 'application/json' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + a.download = `all_conversations_${new Date().toISOString().split('T')[0]}.json`; + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + + toast.success(`All conversations (${allConversations.length}) prepared for download`); + + return allConversations; + } + + /** + * Imports conversations from a JSON file + * Opens file picker and processes the selected file + * @returns The list of imported conversations + */ + async importConversations(): Promise { + return new Promise((resolve, reject) => { + const input = document.createElement('input'); + input.type = 'file'; + input.accept = '.json'; + + input.onchange = async (e) => { + const file = (e.target as HTMLInputElement)?.files?.[0]; + + if (!file) { + reject(new Error('No file selected')); + return; + } + + try { + const text = await file.text(); + const parsedData = JSON.parse(text); + let importedData: ExportedConversations; + + if (Array.isArray(parsedData)) { + importedData = parsedData; + } else if ( + parsedData && + typeof parsedData === 'object' && + 'conv' in parsedData && + 'messages' in parsedData + ) { + importedData = [parsedData]; + } else { + throw new Error('Invalid file format'); + } + + const result = await DatabaseService.importConversations(importedData); + toast.success(`Imported ${result.imported} conversation(s), skipped ${result.skipped}`); + + await this.loadConversations(); + + const importedConversations = ( + Array.isArray(importedData) ? importedData : [importedData] + ).map((item) => item.conv); + + resolve(importedConversations); + } catch (err: unknown) { + const message = err instanceof Error ? err.message : 'Unknown error'; + console.error('Failed to import conversations:', err); + toast.error('Import failed', { description: message }); + reject(new Error(`Import failed: ${message}`)); + } + }; + + input.click(); + }); + } + + /** + * Gets all messages for a specific conversation + * @param convId - The conversation ID + * @returns Array of messages + */ + async getConversationMessages(convId: string): Promise { + return await DatabaseService.getConversationMessages(convId); + } + + /** + * Adds a message to the active messages array + * Used by chatStore when creating new messages + * @param message - The message to add + */ + addMessageToActive(message: DatabaseMessage): void { + this.activeMessages.push(message); + } + + /** + * Updates a message at a specific index in active messages + * Creates a new object to trigger Svelte 5 reactivity + * @param index - The index of the message to update + * @param updates - Partial message data to update + */ + updateMessageAtIndex(index: number, updates: Partial): void { + if (index !== -1 && this.activeMessages[index]) { + // Create new object to trigger Svelte 5 reactivity + this.activeMessages[index] = { ...this.activeMessages[index], ...updates }; + } + } + + /** + * Finds the index of a message in active messages + * @param messageId - The message ID to find + * @returns The index of the message, or -1 if not found + */ + findMessageIndex(messageId: string): number { + return this.activeMessages.findIndex((m) => m.id === messageId); + } + + /** + * Removes messages from active messages starting at an index + * @param startIndex - The index to start removing from + */ + sliceActiveMessages(startIndex: number): void { + this.activeMessages = this.activeMessages.slice(0, startIndex); + } + + /** + * Removes a message from active messages by index + * @param index - The index to remove + * @returns The removed message or undefined + */ + removeMessageAtIndex(index: number): DatabaseMessage | undefined { + if (index !== -1) { + return this.activeMessages.splice(index, 1)[0]; + } + return undefined; + } + + /** + * Triggers file download in browser + * @param data - The data to download + * @param filename - Optional filename for the download + */ + private triggerDownload(data: ExportedConversations, filename?: string): void { + const conversation = + 'conv' in data ? data.conv : Array.isArray(data) ? data[0]?.conv : undefined; + + if (!conversation) { + console.error('Invalid data: missing conversation'); + return; + } + + const conversationName = conversation.name?.trim() || ''; + const truncatedSuffix = conversationName + .toLowerCase() + .replace(/[^a-z0-9]/gi, '_') + .replace(/_+/g, '_') + .substring(0, 20); + const downloadFilename = filename || `conversation_${conversation.id}_${truncatedSuffix}.json`; + + const blob = new Blob([JSON.stringify(data, null, 2)], { type: 'application/json' }); + const url = URL.createObjectURL(blob); + const a = document.createElement('a'); + a.href = url; + a.download = downloadFilename; + document.body.appendChild(a); + a.click(); + document.body.removeChild(a); + URL.revokeObjectURL(url); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Sets the callback function for title update confirmations + * @param callback - Function to call when confirmation is needed + */ + setTitleUpdateConfirmationCallback( + callback: (currentTitle: string, newTitle: string) => Promise + ): void { + this.titleUpdateConfirmationCallback = callback; + } +} + +export const conversationsStore = new ConversationsStore(); + +export const conversations = () => conversationsStore.conversations; +export const activeConversation = () => conversationsStore.activeConversation; +export const activeMessages = () => conversationsStore.activeMessages; +export const isConversationsInitialized = () => conversationsStore.isInitialized; +export const usedModalities = () => conversationsStore.usedModalities; diff --git a/tools/server/webui/src/lib/stores/models.svelte.ts b/tools/server/webui/src/lib/stores/models.svelte.ts index bcb68826ce8..2e834af5a00 100644 --- a/tools/server/webui/src/lib/stores/models.svelte.ts +++ b/tools/server/webui/src/lib/stores/models.svelte.ts @@ -1,76 +1,221 @@ +import { SvelteSet } from 'svelte/reactivity'; import { ModelsService } from '$lib/services/models'; -import { persisted } from '$lib/stores/persisted.svelte'; -import { SELECTED_MODEL_LOCALSTORAGE_KEY } from '$lib/constants/localstorage-keys'; -import type { ModelOption } from '$lib/types/models'; +import { PropsService } from '$lib/services/props'; +import { ServerModelStatus, ModelModality } from '$lib/enums'; +import { serverStore } from '$lib/stores/server.svelte'; + +/** + * modelsStore - Reactive store for model management in both MODEL and ROUTER modes + * + * This store manages: + * - Available models list + * - Selected model for new conversations + * - Loaded models tracking (ROUTER mode) + * - Model usage tracking per conversation + * - Automatic unloading of unused models + * + * **Architecture & Relationships:** + * - **ModelsService**: Stateless service for model API communication + * - **PropsService**: Stateless service for props/modalities fetching + * - **modelsStore** (this class): Reactive store for model state + * - **conversationsStore**: Tracks which conversations use which models + * + * **API Inconsistency Workaround:** + * In MODEL mode, `/props` returns modalities for the single model. + * In ROUTER mode, `/props` has no modalities - must use `/props?model=` per model. + * This store normalizes this behavior so consumers don't need to know the server mode. + * + * **Key Features:** + * - **MODEL mode**: Single model, always loaded + * - **ROUTER mode**: Multi-model with load/unload capability + * - **Auto-unload**: Automatically unloads models not used by any conversation + * - **Lazy loading**: ensureModelLoaded() loads models on demand + */ +class ModelsStore { + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── -type PersistedModelSelection = { - id: string; - model: string; -}; + models = $state([]); + routerModels = $state([]); + loading = $state(false); + updating = $state(false); + error = $state(null); + selectedModelId = $state(null); + selectedModelName = $state(null); -class ModelsStore { - private _models = $state([]); - private _loading = $state(false); - private _updating = $state(false); - private _error = $state(null); - private _selectedModelId = $state(null); - private _selectedModelName = $state(null); - private _persistedSelection = persisted( - SELECTED_MODEL_LOCALSTORAGE_KEY, - null - ); - - constructor() { - const persisted = this._persistedSelection.value; - if (persisted) { - this._selectedModelId = persisted.id; - this._selectedModelName = persisted.model; + private modelUsage = $state>>(new Map()); + private modelLoadingStates = $state>(new Map()); + + /** + * Model-specific props cache + * Key: modelId, Value: props data including modalities + */ + private modelPropsCache = $state>(new Map()); + private modelPropsFetching = $state>(new Set()); + + /** + * Version counter for props cache - used to trigger reactivity when props are updated + */ + propsCacheVersion = $state(0); + + // ───────────────────────────────────────────────────────────────────────────── + // Computed Getters + // ───────────────────────────────────────────────────────────────────────────── + + get selectedModel(): ModelOption | null { + if (!this.selectedModelId) return null; + return this.models.find((model) => model.id === this.selectedModelId) ?? null; + } + + get loadedModelIds(): string[] { + return this.routerModels + .filter((m) => m.status.value === ServerModelStatus.LOADED) + .map((m) => m.id); + } + + get loadingModelIds(): string[] { + return Array.from(this.modelLoadingStates.entries()) + .filter(([, loading]) => loading) + .map(([id]) => id); + } + + /** + * Get model name in MODEL mode (single model). + * Extracts from model_path or model_alias from server props. + * In ROUTER mode, returns null (model is per-conversation). + */ + get singleModelName(): string | null { + if (serverStore.isRouterMode) return null; + + const props = serverStore.props; + if (props?.model_alias) return props.model_alias; + if (!props?.model_path) return null; + + return props.model_path.split(/(\\|\/)/).pop() || null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Modalities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Get modalities for a specific model + * Returns cached modalities from model props + */ + getModelModalities(modelId: string): ModelModalities | null { + // First check if modalities are stored in the model option + const model = this.models.find((m) => m.model === modelId || m.id === modelId); + if (model?.modalities) { + return model.modalities; + } + + // Fall back to props cache + const props = this.modelPropsCache.get(modelId); + if (props?.modalities) { + return { + vision: props.modalities.vision ?? false, + audio: props.modalities.audio ?? false + }; } + + return null; } - get models(): ModelOption[] { - return this._models; + /** + * Check if a model supports vision modality + */ + modelSupportsVision(modelId: string): boolean { + return this.getModelModalities(modelId)?.vision ?? false; } - get loading(): boolean { - return this._loading; + /** + * Check if a model supports audio modality + */ + modelSupportsAudio(modelId: string): boolean { + return this.getModelModalities(modelId)?.audio ?? false; + } + + /** + * Get model modalities as an array of ModelModality enum values + */ + getModelModalitiesArray(modelId: string): ModelModality[] { + const modalities = this.getModelModalities(modelId); + if (!modalities) return []; + + const result: ModelModality[] = []; + + if (modalities.vision) result.push(ModelModality.VISION); + if (modalities.audio) result.push(ModelModality.AUDIO); + + return result; + } + + /** + * Get props for a specific model (from cache) + */ + getModelProps(modelId: string): ApiLlamaCppServerProps | null { + return this.modelPropsCache.get(modelId) ?? null; } - get updating(): boolean { - return this._updating; + /** + * Check if props are being fetched for a model + */ + isModelPropsFetching(modelId: string): boolean { + return this.modelPropsFetching.has(modelId); } - get error(): string | null { - return this._error; + // ───────────────────────────────────────────────────────────────────────────── + // Status Queries + // ───────────────────────────────────────────────────────────────────────────── + + isModelLoaded(modelId: string): boolean { + const model = this.routerModels.find((m) => m.id === modelId); + return model?.status.value === ServerModelStatus.LOADED || false; } - get selectedModelId(): string | null { - return this._selectedModelId; + isModelOperationInProgress(modelId: string): boolean { + return this.modelLoadingStates.get(modelId) ?? false; } - get selectedModelName(): string | null { - return this._selectedModelName; + getModelStatus(modelId: string): ServerModelStatus | null { + const model = this.routerModels.find((m) => m.id === modelId); + return model?.status.value ?? null; } - get selectedModel(): ModelOption | null { - if (!this._selectedModelId) { - return null; - } + getModelUsage(modelId: string): SvelteSet { + return this.modelUsage.get(modelId) ?? new SvelteSet(); + } - return this._models.find((model) => model.id === this._selectedModelId) ?? null; + isModelInUse(modelId: string): boolean { + const usage = this.modelUsage.get(modelId); + return usage !== undefined && usage.size > 0; } + // ───────────────────────────────────────────────────────────────────────────── + // Data Fetching + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Fetch list of models from server and detect server role + * Also fetches modalities for MODEL mode (single model) + */ async fetch(force = false): Promise { - if (this._loading) return; - if (this._models.length > 0 && !force) return; + if (this.loading) return; + if (this.models.length > 0 && !force) return; - this._loading = true; - this._error = null; + this.loading = true; + this.error = null; try { + // Ensure server props are loaded (for role detection and MODEL mode modalities) + if (!serverStore.props) { + await serverStore.fetch(); + } + const response = await ModelsService.list(); - const models: ModelOption[] = response.data.map((item, index) => { + const models: ModelOption[] = response.data.map((item: ApiModelDataEntry, index: number) => { const details = response.models?.[index]; const rawCapabilities = Array.isArray(details?.capabilities) ? details?.capabilities : []; const displayNameSource = @@ -82,106 +227,355 @@ class ModelsStore { name: displayName, model: details?.model || item.id, description: details?.description, - capabilities: rawCapabilities.filter((value): value is string => Boolean(value)), + capabilities: rawCapabilities.filter((value: unknown): value is string => Boolean(value)), details: details?.details, meta: item.meta ?? null } satisfies ModelOption; }); - this._models = models; - - const selection = this.determineInitialSelection(models); - - this._selectedModelId = selection.id; - this._selectedModelName = selection.model; - this._persistedSelection.value = - selection.id && selection.model ? { id: selection.id, model: selection.model } : null; + this.models = models; + + // In MODEL mode, populate modalities from serverStore.props (single model) + // WORKAROUND: In MODEL mode, /props returns modalities for the single model, + // but /v1/models doesn't include modalities. We bridge this gap here. + const serverProps = serverStore.props; + if (serverStore.isModelMode && this.models.length > 0 && serverProps?.modalities) { + const modalities: ModelModalities = { + vision: serverProps.modalities.vision ?? false, + audio: serverProps.modalities.audio ?? false + }; + // Cache props for the single model + this.modelPropsCache.set(this.models[0].model, serverProps); + // Update model with modalities + this.models = this.models.map((model, index) => + index === 0 ? { ...model, modalities } : model + ); + } } catch (error) { - this._models = []; - this._error = error instanceof Error ? error.message : 'Failed to load models'; - + this.models = []; + this.error = error instanceof Error ? error.message : 'Failed to load models'; throw error; } finally { - this._loading = false; + this.loading = false; } } - async select(modelId: string): Promise { - if (!modelId || this._updating) { - return; + /** + * Fetch router models with full metadata (ROUTER mode only) + * This fetches the /models endpoint which returns status info for each model + */ + async fetchRouterModels(): Promise { + try { + const response = await ModelsService.listRouter(); + this.routerModels = response.data; + await this.fetchModalitiesForLoadedModels(); + } catch (error) { + console.warn('Failed to fetch router models:', error); + this.routerModels = []; } + } - if (this._selectedModelId === modelId) { - return; + /** + * Fetch props for a specific model from /props endpoint + * Uses caching to avoid redundant requests + * + * @param modelId - Model identifier to fetch props for + * @returns Props data or null if fetch failed + */ + async fetchModelProps(modelId: string): Promise { + // Return cached props if available + const cached = this.modelPropsCache.get(modelId); + if (cached) return cached; + + // Avoid duplicate fetches + if (this.modelPropsFetching.has(modelId)) return null; + + this.modelPropsFetching.add(modelId); + + try { + const props = await PropsService.fetchForModel(modelId); + this.modelPropsCache.set(modelId, props); + return props; + } catch (error) { + console.warn(`Failed to fetch props for model ${modelId}:`, error); + return null; + } finally { + this.modelPropsFetching.delete(modelId); + } + } + + /** + * Fetch modalities for all loaded models from /props endpoint + * This updates the modalities field in models array + */ + async fetchModalitiesForLoadedModels(): Promise { + const loadedModelIds = this.loadedModelIds; + if (loadedModelIds.length === 0) return; + + // Fetch props for each loaded model in parallel + const propsPromises = loadedModelIds.map((modelId) => this.fetchModelProps(modelId)); + + try { + const results = await Promise.all(propsPromises); + + // Update models with modalities + this.models = this.models.map((model) => { + const modelIndex = loadedModelIds.indexOf(model.model); + if (modelIndex === -1) return model; + + const props = results[modelIndex]; + if (!props?.modalities) return model; + + const modalities: ModelModalities = { + vision: props.modalities.vision ?? false, + audio: props.modalities.audio ?? false + }; + + return { ...model, modalities }; + }); + + // Increment version to trigger reactivity + this.propsCacheVersion++; + } catch (error) { + console.warn('Failed to fetch modalities for loaded models:', error); } + } + + /** + * Update modalities for a specific model + * Called when a model is loaded or when we need fresh modality data + */ + async updateModelModalities(modelId: string): Promise { + try { + const props = await this.fetchModelProps(modelId); + if (!props?.modalities) return; + + const modalities: ModelModalities = { + vision: props.modalities.vision ?? false, + audio: props.modalities.audio ?? false + }; - const option = this._models.find((model) => model.id === modelId); - if (!option) { - throw new Error('Selected model is not available'); + this.models = this.models.map((model) => + model.model === modelId ? { ...model, modalities } : model + ); + + // Increment version to trigger reactivity + this.propsCacheVersion++; + } catch (error) { + console.warn(`Failed to update modalities for model ${modelId}:`, error); } + } - this._updating = true; - this._error = null; + // ───────────────────────────────────────────────────────────────────────────── + // Model Selection + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Select a model for new conversations + */ + async selectModelById(modelId: string): Promise { + if (!modelId || this.updating) return; + if (this.selectedModelId === modelId) return; + + const option = this.models.find((model) => model.id === modelId); + if (!option) throw new Error('Selected model is not available'); + + this.updating = true; + this.error = null; try { - this._selectedModelId = option.id; - this._selectedModelName = option.model; - this._persistedSelection.value = { id: option.id, model: option.model }; + this.selectedModelId = option.id; + this.selectedModelName = option.model; } finally { - this._updating = false; + this.updating = false; } } - private toDisplayName(id: string): string { - const segments = id.split(/\\|\//); - const candidate = segments.pop(); + /** + * Select a model by its model name (used for syncing with conversation model) + * @param modelName - Model name to select (e.g., "unsloth/gemma-3-12b-it-GGUF:latest") + */ + selectModelByName(modelName: string): void { + const option = this.models.find((model) => model.model === modelName); + if (option) { + this.selectedModelId = option.id; + this.selectedModelName = option.model; + } + } - return candidate && candidate.trim().length > 0 ? candidate : id; + clearSelection(): void { + this.selectedModelId = null; + this.selectedModelName = null; + } + + findModelByName(modelName: string): ModelOption | null { + return this.models.find((model) => model.model === modelName) ?? null; + } + + findModelById(modelId: string): ModelOption | null { + return this.models.find((model) => model.id === modelId) ?? null; + } + + hasModel(modelName: string): boolean { + return this.models.some((model) => model.model === modelName); } + // ───────────────────────────────────────────────────────────────────────────── + // Loading/Unloading Models + // ───────────────────────────────────────────────────────────────────────────── + /** - * Determines which model should be selected after fetching the models list. - * Priority: current selection > persisted selection > first available model > none + * WORKAROUND: Polling for model status after load/unload operations. + * + * Currently, the `/models/load` and `/models/unload` endpoints return success + * before the operation actually completes on the server. This means an immediate + * request to `/models` returns stale status (e.g., "loading" after load request, + * "loaded" after unload request). + * + * TODO: Remove this polling once llama-server properly waits for the operation + * to complete before returning success from `/load` and `/unload` endpoints. + * At that point, a single `fetchRouterModels()` call after the operation will + * be sufficient to get the correct status. */ - private determineInitialSelection(models: ModelOption[]): { - id: string | null; - model: string | null; - } { - const persisted = this._persistedSelection.value; - let nextSelectionId = this._selectedModelId ?? persisted?.id ?? null; - let nextSelectionName = this._selectedModelName ?? persisted?.model ?? null; - if (nextSelectionId) { - const match = models.find((m) => m.id === nextSelectionId); + /** Polling interval in ms for checking model status */ + private static readonly STATUS_POLL_INTERVAL = 500; + /** Maximum polling attempts before giving up */ + private static readonly STATUS_POLL_MAX_ATTEMPTS = 60; // 30 seconds max - if (match) { - nextSelectionId = match.id; - nextSelectionName = match.model; - } else if (models[0]) { - nextSelectionId = models[0].id; - nextSelectionName = models[0].model; - } else { - nextSelectionId = null; - nextSelectionName = null; + /** + * Poll for expected model status after load/unload operation. + * Keeps polling until the model reaches the expected status or max attempts reached. + * + * @param modelId - Model identifier to check + * @param expectedStatus - Expected status to wait for + * @returns Promise that resolves when expected status is reached + */ + private async pollForModelStatus( + modelId: string, + expectedStatus: ServerModelStatus + ): Promise { + for (let attempt = 0; attempt < ModelsStore.STATUS_POLL_MAX_ATTEMPTS; attempt++) { + await this.fetchRouterModels(); + + const currentStatus = this.getModelStatus(modelId); + if (currentStatus === expectedStatus) { + return; } - } else if (models[0]) { - nextSelectionId = models[0].id; - nextSelectionName = models[0].model; + + // Wait before next poll + await new Promise((resolve) => setTimeout(resolve, ModelsStore.STATUS_POLL_INTERVAL)); + } + + console.warn( + `Model ${modelId} did not reach expected status ${expectedStatus} after ${ModelsStore.STATUS_POLL_MAX_ATTEMPTS} attempts` + ); + } + + /** + * Load a model (ROUTER mode) + * @param modelId - Model identifier to load + */ + async loadModel(modelId: string): Promise { + if (this.isModelLoaded(modelId)) { + return; } - return { id: nextSelectionId, model: nextSelectionName }; + if (this.modelLoadingStates.get(modelId)) return; + + this.modelLoadingStates.set(modelId, true); + this.error = null; + + try { + await ModelsService.load(modelId); + + // Poll until model is loaded + await this.pollForModelStatus(modelId, ServerModelStatus.LOADED); + + await this.updateModelModalities(modelId); + } catch (error) { + this.error = error instanceof Error ? error.message : 'Failed to load model'; + throw error; + } finally { + this.modelLoadingStates.set(modelId, false); + } + } + + /** + * Unload a model (ROUTER mode) + * @param modelId - Model identifier to unload + */ + async unloadModel(modelId: string): Promise { + if (!this.isModelLoaded(modelId)) { + return; + } + + if (this.modelLoadingStates.get(modelId)) return; + + this.modelLoadingStates.set(modelId, true); + this.error = null; + + try { + await ModelsService.unload(modelId); + + await this.pollForModelStatus(modelId, ServerModelStatus.UNLOADED); + } catch (error) { + this.error = error instanceof Error ? error.message : 'Failed to unload model'; + throw error; + } finally { + this.modelLoadingStates.set(modelId, false); + } + } + + /** + * Ensure a model is loaded before use + * @param modelId - Model identifier to ensure is loaded + */ + async ensureModelLoaded(modelId: string): Promise { + if (this.isModelLoaded(modelId)) { + return; + } + + await this.loadModel(modelId); + } + + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + private toDisplayName(id: string): string { + const segments = id.split(/\\|\//); + const candidate = segments.pop(); + + return candidate && candidate.trim().length > 0 ? candidate : id; + } + + clear(): void { + this.models = []; + this.routerModels = []; + this.loading = false; + this.updating = false; + this.error = null; + this.selectedModelId = null; + this.selectedModelName = null; + this.modelUsage.clear(); + this.modelLoadingStates.clear(); + this.modelPropsCache.clear(); + this.modelPropsFetching.clear(); } } export const modelsStore = new ModelsStore(); export const modelOptions = () => modelsStore.models; +export const routerModels = () => modelsStore.routerModels; export const modelsLoading = () => modelsStore.loading; export const modelsUpdating = () => modelsStore.updating; export const modelsError = () => modelsStore.error; export const selectedModelId = () => modelsStore.selectedModelId; export const selectedModelName = () => modelsStore.selectedModelName; export const selectedModelOption = () => modelsStore.selectedModel; - -export const fetchModels = modelsStore.fetch.bind(modelsStore); -export const selectModel = modelsStore.select.bind(modelsStore); +export const loadedModelIds = () => modelsStore.loadedModelIds; +export const loadingModelIds = () => modelsStore.loadingModelIds; +export const propsCacheVersion = () => modelsStore.propsCacheVersion; +export const singleModelName = () => modelsStore.singleModelName; diff --git a/tools/server/webui/src/lib/stores/server.svelte.ts b/tools/server/webui/src/lib/stores/server.svelte.ts index e95c0bcea2f..fd2d335bed3 100644 --- a/tools/server/webui/src/lib/stores/server.svelte.ts +++ b/tools/server/webui/src/lib/stores/server.svelte.ts @@ -1,331 +1,136 @@ -import { browser } from '$app/environment'; -import { SERVER_PROPS_LOCALSTORAGE_KEY } from '$lib/constants/localstorage-keys'; -import { ChatService } from '$lib/services/chat'; -import { config } from '$lib/stores/settings.svelte'; +import { PropsService } from '$lib/services/props'; +import { ServerRole } from '$lib/enums'; /** - * ServerStore - Server state management and capability detection + * serverStore - Server connection state, configuration, and role detection * - * This store manages communication with the llama.cpp server to retrieve and maintain - * server properties, model information, and capability detection. It provides reactive - * state for server connectivity, model capabilities, and endpoint availability. + * This store manages the server connection state and properties fetched from `/props`. + * It provides reactive state for server configuration and role detection. * * **Architecture & Relationships:** - * - **ServerStore** (this class): Server state and capability management - * - Fetches and caches server properties from `/props` endpoint - * - Detects model capabilities (vision, audio support) - * - Tests endpoint availability (slots endpoint) - * - Provides reactive server state for UI components - * - * - **ChatService**: Uses server properties for request validation - * - **SlotsService**: Depends on slots endpoint availability detection - * - **UI Components**: Subscribe to server state for capability-based rendering + * - **PropsService**: Stateless service for fetching `/props` data + * - **serverStore** (this class): Reactive store for server state + * - **modelsStore**: Independent store for model management (uses PropsService directly) * * **Key Features:** - * - **Server Properties**: Model path, context size, build information - * - **Capability Detection**: Vision and audio modality support - * - **Endpoint Testing**: Slots endpoint availability checking - * - **Error Handling**: User-friendly error messages for connection issues - * - **Reactive State**: Svelte 5 runes for automatic UI updates - * - **State Management**: Loading states and error recovery - * - * **Server Capabilities Detected:** - * - Model name extraction from file path - * - Vision support (multimodal image processing) - * - Audio support (speech processing) - * - Slots endpoint availability (for processing state monitoring) - * - Context window size and token limits + * - **Server State**: Connection status, loading, error handling + * - **Role Detection**: MODEL (single model) vs ROUTER (multi-model) + * - **Default Params**: Server-wide generation defaults */ - class ServerStore { - constructor() { - if (!browser) return; - - const cachedProps = this.readCachedServerProps(); - if (cachedProps) { - this._serverProps = cachedProps; - } - } - - private _serverProps = $state(null); - private _loading = $state(false); - private _error = $state(null); - private _serverWarning = $state(null); - private _slotsEndpointAvailable = $state(null); - private fetchServerPropsPromise: Promise | null = null; - - private readCachedServerProps(): ApiLlamaCppServerProps | null { - if (!browser) return null; + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── - try { - const raw = localStorage.getItem(SERVER_PROPS_LOCALSTORAGE_KEY); - if (!raw) return null; - - return JSON.parse(raw) as ApiLlamaCppServerProps; - } catch (error) { - console.warn('Failed to read cached server props from localStorage:', error); - return null; - } - } - - private persistServerProps(props: ApiLlamaCppServerProps | null): void { - if (!browser) return; - - try { - if (props) { - localStorage.setItem(SERVER_PROPS_LOCALSTORAGE_KEY, JSON.stringify(props)); - } else { - localStorage.removeItem(SERVER_PROPS_LOCALSTORAGE_KEY); - } - } catch (error) { - console.warn('Failed to persist server props to localStorage:', error); - } - } - - get serverProps(): ApiLlamaCppServerProps | null { - return this._serverProps; - } - - get loading(): boolean { - return this._loading; - } - - get error(): string | null { - return this._error; - } - - get serverWarning(): string | null { - return this._serverWarning; - } - - get modelName(): string | null { - if (this._serverProps?.model_alias) { - return this._serverProps.model_alias; - } - if (!this._serverProps?.model_path) return null; - return this._serverProps.model_path.split(/(\\|\/)/).pop() || null; - } - - get supportedModalities(): string[] { - const modalities: string[] = []; - if (this._serverProps?.modalities?.audio) { - modalities.push('audio'); - } - if (this._serverProps?.modalities?.vision) { - modalities.push('vision'); - } - return modalities; - } + props = $state(null); + loading = $state(false); + error = $state(null); + role = $state(null); + private fetchPromise: Promise | null = null; - get supportsVision(): boolean { - return this._serverProps?.modalities?.vision ?? false; - } + // ───────────────────────────────────────────────────────────────────────────── + // Getters + // ───────────────────────────────────────────────────────────────────────────── - get supportsAudio(): boolean { - return this._serverProps?.modalities?.audio ?? false; + get defaultParams(): ApiLlamaCppServerProps['default_generation_settings']['params'] | null { + return this.props?.default_generation_settings?.params || null; } - get slotsEndpointAvailable(): boolean | null { - return this._slotsEndpointAvailable; + get contextSize(): number | null { + return this.props?.default_generation_settings?.n_ctx ?? null; } - get serverDefaultParams(): - | ApiLlamaCppServerProps['default_generation_settings']['params'] - | null { - return this._serverProps?.default_generation_settings?.params || null; + get isRouterMode(): boolean { + return this.role === ServerRole.ROUTER; } - /** - * Check if slots endpoint is available based on server properties and endpoint support - */ - private async checkSlotsEndpointAvailability(): Promise { - if (!this._serverProps) { - this._slotsEndpointAvailable = false; - return; - } - - if (this._serverProps.total_slots <= 0) { - this._slotsEndpointAvailable = false; - return; - } - - try { - const currentConfig = config(); - const apiKey = currentConfig.apiKey?.toString().trim(); - - const response = await fetch(`./slots`, { - headers: { - ...(apiKey ? { Authorization: `Bearer ${apiKey}` } : {}) - } - }); - - if (response.status === 501) { - console.info('Slots endpoint not implemented - server started without --slots flag'); - this._slotsEndpointAvailable = false; - return; - } - - this._slotsEndpointAvailable = true; - } catch (error) { - console.warn('Unable to test slots endpoint availability:', error); - this._slotsEndpointAvailable = false; - } + get isModelMode(): boolean { + return this.role === ServerRole.MODEL; } - /** - * Fetches server properties from the server - */ - async fetchServerProps(options: { silent?: boolean } = {}): Promise { - const { silent = false } = options; - const isSilent = silent && this._serverProps !== null; - - if (this.fetchServerPropsPromise) { - return this.fetchServerPropsPromise; - } + // ───────────────────────────────────────────────────────────────────────────── + // Data Handling + // ───────────────────────────────────────────────────────────────────────────── - if (!isSilent) { - this._loading = true; - this._error = null; - this._serverWarning = null; - } + async fetch(): Promise { + if (this.fetchPromise) return this.fetchPromise; - const hadProps = this._serverProps !== null; + this.loading = true; + this.error = null; const fetchPromise = (async () => { try { - const props = await ChatService.getServerProps(); - this._serverProps = props; - this.persistServerProps(props); - this._error = null; - this._serverWarning = null; - await this.checkSlotsEndpointAvailability(); + const props = await PropsService.fetch(); + this.props = props; + this.error = null; + this.detectRole(props); } catch (error) { - if (isSilent && hadProps) { - console.warn('Silent server props refresh failed, keeping cached data:', error); - return; - } - - this.handleFetchServerPropsError(error, hadProps); + this.error = this.getErrorMessage(error); + console.error('Error fetching server properties:', error); } finally { - if (!isSilent) { - this._loading = false; - } - - this.fetchServerPropsPromise = null; + this.loading = false; + this.fetchPromise = null; } })(); - this.fetchServerPropsPromise = fetchPromise; - + this.fetchPromise = fetchPromise; await fetchPromise; } - /** - * Handles fetch failures by attempting to recover cached server props and - * updating the user-facing error or warning state appropriately. - */ - private handleFetchServerPropsError(error: unknown, hadProps: boolean): void { - const { errorMessage, isOfflineLikeError, isServerSideError } = this.normalizeFetchError(error); - - let cachedProps: ApiLlamaCppServerProps | null = null; - - if (!hadProps) { - cachedProps = this.readCachedServerProps(); - - if (cachedProps) { - this._serverProps = cachedProps; - this._error = null; - - if (isOfflineLikeError || isServerSideError) { - this._serverWarning = errorMessage; - } - - console.warn( - 'Failed to refresh server properties, using cached values from localStorage:', - errorMessage - ); - } else { - this._error = errorMessage; - } - } else { - this._error = null; - - if (isOfflineLikeError || isServerSideError) { - this._serverWarning = errorMessage; - } - - console.warn( - 'Failed to refresh server properties, continuing with cached values:', - errorMessage - ); - } - - console.error('Error fetching server properties:', error); - } - - private normalizeFetchError(error: unknown): { - errorMessage: string; - isOfflineLikeError: boolean; - isServerSideError: boolean; - } { - let errorMessage = 'Failed to connect to server'; - let isOfflineLikeError = false; - let isServerSideError = false; - + private getErrorMessage(error: unknown): string { if (error instanceof Error) { const message = error.message || ''; if (error.name === 'TypeError' && message.includes('fetch')) { - errorMessage = 'Server is not running or unreachable'; - isOfflineLikeError = true; + return 'Server is not running or unreachable'; } else if (message.includes('ECONNREFUSED')) { - errorMessage = 'Connection refused - server may be offline'; - isOfflineLikeError = true; + return 'Connection refused - server may be offline'; } else if (message.includes('ENOTFOUND')) { - errorMessage = 'Server not found - check server address'; - isOfflineLikeError = true; + return 'Server not found - check server address'; } else if (message.includes('ETIMEDOUT')) { - errorMessage = 'Request timed out - the server took too long to respond'; - isOfflineLikeError = true; + return 'Request timed out'; } else if (message.includes('503')) { - errorMessage = 'Server temporarily unavailable - try again shortly'; - isServerSideError = true; + return 'Server temporarily unavailable'; } else if (message.includes('500')) { - errorMessage = 'Server error - check server logs'; - isServerSideError = true; + return 'Server error - check server logs'; } else if (message.includes('404')) { - errorMessage = 'Server endpoint not found'; + return 'Server endpoint not found'; } else if (message.includes('403') || message.includes('401')) { - errorMessage = 'Access denied'; + return 'Access denied'; } } - return { errorMessage, isOfflineLikeError, isServerSideError }; + return 'Failed to connect to server'; } - /** - * Clears the server state - */ clear(): void { - this._serverProps = null; - this._error = null; - this._serverWarning = null; - this._loading = false; - this._slotsEndpointAvailable = null; - this.fetchServerPropsPromise = null; - this.persistServerProps(null); + this.props = null; + this.error = null; + this.loading = false; + this.role = null; + this.fetchPromise = null; + } + + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + private detectRole(props: ApiLlamaCppServerProps): void { + const newRole = props?.role === ServerRole.ROUTER ? ServerRole.ROUTER : ServerRole.MODEL; + if (this.role !== newRole) { + this.role = newRole; + console.info(`Server running in ${newRole === ServerRole.ROUTER ? 'ROUTER' : 'MODEL'} mode`); + } } } export const serverStore = new ServerStore(); -export const serverProps = () => serverStore.serverProps; +export const serverProps = () => serverStore.props; export const serverLoading = () => serverStore.loading; export const serverError = () => serverStore.error; -export const serverWarning = () => serverStore.serverWarning; -export const modelName = () => serverStore.modelName; -export const supportedModalities = () => serverStore.supportedModalities; -export const supportsVision = () => serverStore.supportsVision; -export const supportsAudio = () => serverStore.supportsAudio; -export const slotsEndpointAvailable = () => serverStore.slotsEndpointAvailable; -export const serverDefaultParams = () => serverStore.serverDefaultParams; +export const serverRole = () => serverStore.role; +export const defaultParams = () => serverStore.defaultParams; +export const contextSize = () => serverStore.contextSize; +export const isRouterMode = () => serverStore.isRouterMode; +export const isModelMode = () => serverStore.isModelMode; diff --git a/tools/server/webui/src/lib/stores/settings.svelte.ts b/tools/server/webui/src/lib/stores/settings.svelte.ts index b10f0dd3a41..5140995eea4 100644 --- a/tools/server/webui/src/lib/stores/settings.svelte.ts +++ b/tools/server/webui/src/lib/stores/settings.svelte.ts @@ -1,12 +1,12 @@ /** - * SettingsStore - Application configuration and theme management + * settingsStore - Application configuration and theme management * * This store manages all application settings including AI model parameters, UI preferences, * and theme configuration. It provides persistent storage through localStorage with reactive * state management using Svelte 5 runes. * * **Architecture & Relationships:** - * - **SettingsStore** (this class): Configuration state management + * - **settingsStore** (this class): Configuration state management * - Manages AI model parameters (temperature, max tokens, etc.) * - Handles theme switching and persistence * - Provides localStorage synchronization @@ -33,23 +33,39 @@ import { browser } from '$app/environment'; import { SETTING_CONFIG_DEFAULT } from '$lib/constants/settings-config'; -import { normalizeFloatingPoint } from '$lib/utils/precision'; import { ParameterSyncService } from '$lib/services/parameter-sync'; import { serverStore } from '$lib/stores/server.svelte'; -import { setConfigValue, getConfigValue, configToParameterRecord } from '$lib/utils/config-helpers'; +import { + configToParameterRecord, + normalizeFloatingPoint, + getConfigValue, + setConfigValue +} from '$lib/utils'; +import { + CONFIG_LOCALSTORAGE_KEY, + USER_OVERRIDES_LOCALSTORAGE_KEY +} from '$lib/constants/localstorage-keys'; class SettingsStore { + // ───────────────────────────────────────────────────────────────────────────── + // State + // ───────────────────────────────────────────────────────────────────────────── + config = $state({ ...SETTING_CONFIG_DEFAULT }); theme = $state('auto'); isInitialized = $state(false); userOverrides = $state>(new Set()); + // ───────────────────────────────────────────────────────────────────────────── + // Utilities (private helpers) + // ───────────────────────────────────────────────────────────────────────────── + /** * Helper method to get server defaults with null safety * Centralizes the pattern of getting and extracting server defaults */ private getServerDefaults(): Record { - const serverParams = serverStore.serverDefaultParams; + const serverParams = serverStore.defaultParams; return serverParams ? ParameterSyncService.extractServerDefaults(serverParams) : {}; } @@ -59,6 +75,10 @@ class SettingsStore { } } + // ───────────────────────────────────────────────────────────────────────────── + // Lifecycle + // ───────────────────────────────────────────────────────────────────────────── + /** * Initialize the settings store by loading from localStorage */ @@ -80,7 +100,7 @@ class SettingsStore { if (!browser) return; try { - const storedConfigRaw = localStorage.getItem('config'); + const storedConfigRaw = localStorage.getItem(CONFIG_LOCALSTORAGE_KEY); const savedVal = JSON.parse(storedConfigRaw || '{}'); // Merge with defaults to prevent breaking changes @@ -90,7 +110,9 @@ class SettingsStore { }; // Load user overrides - const savedOverrides = JSON.parse(localStorage.getItem('userOverrides') || '[]'); + const savedOverrides = JSON.parse( + localStorage.getItem(USER_OVERRIDES_LOCALSTORAGE_KEY) || '[]' + ); this.userOverrides = new Set(savedOverrides); } catch (error) { console.warn('Failed to parse config from localStorage, using defaults:', error); @@ -107,6 +129,10 @@ class SettingsStore { this.theme = localStorage.getItem('theme') || 'auto'; } + // ───────────────────────────────────────────────────────────────────────────── + // Config Updates + // ───────────────────────────────────────────────────────────────────────────── + /** * Update a specific configuration setting * @param key - The configuration key to update @@ -170,9 +196,12 @@ class SettingsStore { if (!browser) return; try { - localStorage.setItem('config', JSON.stringify(this.config)); + localStorage.setItem(CONFIG_LOCALSTORAGE_KEY, JSON.stringify(this.config)); - localStorage.setItem('userOverrides', JSON.stringify(Array.from(this.userOverrides))); + localStorage.setItem( + USER_OVERRIDES_LOCALSTORAGE_KEY, + JSON.stringify(Array.from(this.userOverrides)) + ); } catch (error) { console.error('Failed to save config to localStorage:', error); } @@ -204,6 +233,10 @@ class SettingsStore { } } + // ───────────────────────────────────────────────────────────────────────────── + // Reset + // ───────────────────────────────────────────────────────────────────────────── + /** * Reset configuration to defaults */ @@ -229,28 +262,38 @@ class SettingsStore { } /** - * Get a specific configuration value - * @param key - The configuration key to get - * @returns The configuration value + * Reset a parameter to server default (or webui default if no server default) */ - getConfig(key: K): SettingsConfigType[K] { - return this.config[key]; - } + resetParameterToServerDefault(key: string): void { + const serverDefaults = this.getServerDefaults(); - /** - * Get the entire configuration object - * @returns The complete configuration object - */ - getAllConfig(): SettingsConfigType { - return { ...this.config }; + if (serverDefaults[key] !== undefined) { + const value = normalizeFloatingPoint(serverDefaults[key]); + + this.config[key as keyof SettingsConfigType] = + value as SettingsConfigType[keyof SettingsConfigType]; + } else { + if (key in SETTING_CONFIG_DEFAULT) { + const defaultValue = getConfigValue(SETTING_CONFIG_DEFAULT, key); + + setConfigValue(this.config, key, defaultValue); + } + } + + this.userOverrides.delete(key); + this.saveConfig(); } + // ───────────────────────────────────────────────────────────────────────────── + // Server Sync + // ───────────────────────────────────────────────────────────────────────────── + /** * Initialize settings with props defaults when server properties are first loaded * This sets up the default values from /props endpoint */ syncWithServerDefaults(): void { - const serverParams = serverStore.serverDefaultParams; + const serverParams = serverStore.defaultParams; if (!serverParams) { console.warn('No server parameters available for initialization'); @@ -278,15 +321,6 @@ class SettingsStore { console.log('Current user overrides after sync:', Array.from(this.userOverrides)); } - /** - * Clear all user overrides (for debugging) - */ - clearAllUserOverrides(): void { - this.userOverrides.clear(); - this.saveConfig(); - console.log('Cleared all user overrides'); - } - /** * Reset all parameters to their default values (from props) * This is used by the "Reset to Default" functionality @@ -315,6 +349,27 @@ class SettingsStore { this.saveConfig(); } + // ───────────────────────────────────────────────────────────────────────────── + // Utilities + // ───────────────────────────────────────────────────────────────────────────── + + /** + * Get a specific configuration value + * @param key - The configuration key to get + * @returns The configuration value + */ + getConfig(key: K): SettingsConfigType[K] { + return this.config[key]; + } + + /** + * Get the entire configuration object + * @returns The complete configuration object + */ + getAllConfig(): SettingsConfigType { + return { ...this.config }; + } + /** * Get parameter information including source for a specific parameter */ @@ -330,29 +385,6 @@ class SettingsStore { ); } - /** - * Reset a parameter to server default (or webui default if no server default) - */ - resetParameterToServerDefault(key: string): void { - const serverDefaults = this.getServerDefaults(); - - if (serverDefaults[key] !== undefined) { - const value = normalizeFloatingPoint(serverDefaults[key]); - - this.config[key as keyof SettingsConfigType] = - value as SettingsConfigType[keyof SettingsConfigType]; - } else { - if (key in SETTING_CONFIG_DEFAULT) { - const defaultValue = getConfigValue(SETTING_CONFIG_DEFAULT, key); - - setConfigValue(this.config, key, defaultValue); - } - } - - this.userOverrides.delete(key); - this.saveConfig(); - } - /** * Get diff between current settings and server defaults */ @@ -367,30 +399,19 @@ class SettingsStore { return ParameterSyncService.createParameterDiff(configAsRecord, serverDefaults); } + + /** + * Clear all user overrides (for debugging) + */ + clearAllUserOverrides(): void { + this.userOverrides.clear(); + this.saveConfig(); + console.log('Cleared all user overrides'); + } } -// Create and export the settings store instance export const settingsStore = new SettingsStore(); -// Export reactive getters for easy access in components export const config = () => settingsStore.config; export const theme = () => settingsStore.theme; export const isInitialized = () => settingsStore.isInitialized; - -// Export bound methods for easy access -export const updateConfig = settingsStore.updateConfig.bind(settingsStore); -export const updateMultipleConfig = settingsStore.updateMultipleConfig.bind(settingsStore); -export const updateTheme = settingsStore.updateTheme.bind(settingsStore); -export const resetConfig = settingsStore.resetConfig.bind(settingsStore); -export const resetTheme = settingsStore.resetTheme.bind(settingsStore); -export const resetAll = settingsStore.resetAll.bind(settingsStore); -export const getConfig = settingsStore.getConfig.bind(settingsStore); -export const getAllConfig = settingsStore.getAllConfig.bind(settingsStore); -export const syncWithServerDefaults = settingsStore.syncWithServerDefaults.bind(settingsStore); -export const forceSyncWithServerDefaults = - settingsStore.forceSyncWithServerDefaults.bind(settingsStore); -export const getParameterInfo = settingsStore.getParameterInfo.bind(settingsStore); -export const resetParameterToServerDefault = - settingsStore.resetParameterToServerDefault.bind(settingsStore); -export const getParameterDiff = settingsStore.getParameterDiff.bind(settingsStore); -export const clearAllUserOverrides = settingsStore.clearAllUserOverrides.bind(settingsStore); diff --git a/tools/server/webui/src/lib/types/api.d.ts b/tools/server/webui/src/lib/types/api.d.ts index 1a8bc649899..4bc92b57bcd 100644 --- a/tools/server/webui/src/lib/types/api.d.ts +++ b/tools/server/webui/src/lib/types/api.d.ts @@ -1,3 +1,4 @@ +import type { ServerModelStatus, ServerRole } from '$lib/enums'; import type { ChatMessagePromptProgress } from './chat'; export interface ApiChatMessageContentPart { @@ -36,11 +37,38 @@ export interface ApiChatMessageData { timestamp?: number; } +/** + * Model status object from /models endpoint + */ +export interface ApiModelStatus { + /** Status value: loaded, unloaded, loading, failed */ + value: ServerModelStatus; + /** Command line arguments used when loading (only for loaded models) */ + args?: string[]; +} + +/** + * Model entry from /models endpoint (ROUTER mode) + * Based on actual API response structure + */ export interface ApiModelDataEntry { + /** Model identifier (e.g., "ggml-org/Qwen2.5-Omni-7B-GGUF:latest") */ id: string; + /** Model name (optional, usually same as id - not always returned by API) */ + name?: string; + /** Object type, always "model" */ object: string; - created: number; + /** Owner, usually "llamacpp" */ owned_by: string; + /** Creation timestamp */ + created: number; + /** Whether model files are in HuggingFace cache */ + in_cache: boolean; + /** Path to model manifest file */ + path: string; + /** Current status of the model */ + status: ApiModelStatus; + /** Legacy meta field (may be present in older responses) */ meta?: Record | null; } @@ -139,6 +167,7 @@ export interface ApiLlamaCppServerProps { }; total_slots: number; model_path: string; + role: ServerRole; modalities: { vision: boolean; audio: boolean; @@ -314,3 +343,81 @@ export interface ApiProcessingState { promptTokens?: number; cacheTokens?: number; } + +/** + * Router model metadata - extended from ApiModelDataEntry with additional router-specific fields + * @deprecated Use ApiModelDataEntry instead - the /models endpoint returns this structure directly + */ +export interface ApiRouterModelMeta { + /** Model identifier (e.g., "ggml-org/Qwen2.5-Omni-7B-GGUF:latest") */ + name: string; + /** Path to model file or manifest */ + path: string; + /** Optional path to multimodal projector */ + path_mmproj?: string; + /** Whether model is in HuggingFace cache */ + in_cache: boolean; + /** Port where model instance is running (0 if not loaded) */ + port?: number; + /** Current status of the model */ + status: ApiModelStatus; + /** Error message if status is FAILED */ + error?: string; +} + +/** + * Request to load a model + */ +export interface ApiRouterModelsLoadRequest { + model: string; +} + +/** + * Response from loading a model + */ +export interface ApiRouterModelsLoadResponse { + success: boolean; + error?: string; +} + +/** + * Request to check model status + */ +export interface ApiRouterModelsStatusRequest { + model: string; +} + +/** + * Response with model status + */ +export interface ApiRouterModelsStatusResponse { + model: string; + status: ModelStatus; + port?: number; + error?: string; +} + +/** + * Response with list of all models from /models endpoint + * Note: This is the same as ApiModelListResponse - the endpoint returns the same structure + * regardless of server mode (MODEL or ROUTER) + */ +export interface ApiRouterModelsListResponse { + object: string; + data: ApiModelDataEntry[]; +} + +/** + * Request to unload a model + */ +export interface ApiRouterModelsUnloadRequest { + model: string; +} + +/** + * Response from unloading a model + */ +export interface ApiRouterModelsUnloadResponse { + success: boolean; + error?: string; +} diff --git a/tools/server/webui/src/lib/types/chat.d.ts b/tools/server/webui/src/lib/types/chat.d.ts index ee3990b04b9..0eafb80cbfd 100644 --- a/tools/server/webui/src/lib/types/chat.d.ts +++ b/tools/server/webui/src/lib/types/chat.d.ts @@ -16,7 +16,6 @@ export interface ChatAttachmentDisplayItem { name: string; size?: number; preview?: string; - type: string; isImage: boolean; uploadedFile?: ChatUploadedFile; attachment?: DatabaseMessageExtra; @@ -29,7 +28,6 @@ export interface ChatAttachmentPreviewItem { attachment?: DatabaseMessageExtra; preview?: string; name?: string; - type?: string; size?: number; textContent?: string; } diff --git a/tools/server/webui/src/lib/types/database.d.ts b/tools/server/webui/src/lib/types/database.d.ts index 16debc6d67d..1a336e059cf 100644 --- a/tools/server/webui/src/lib/types/database.d.ts +++ b/tools/server/webui/src/lib/types/database.d.ts @@ -1,4 +1,5 @@ -import type { ChatMessageTimings } from './chat'; +import type { ChatMessageTimings, ChatRole, ChatMessageType } from '$lib/types/chat'; +import { AttachmentType } from '$lib/enums'; export interface DatabaseConversation { currNode: string | null; @@ -8,38 +9,39 @@ export interface DatabaseConversation { } export interface DatabaseMessageExtraAudioFile { - type: 'audioFile'; + type: AttachmentType.AUDIO; name: string; base64Data: string; mimeType: string; } export interface DatabaseMessageExtraImageFile { - type: 'imageFile'; + type: AttachmentType.IMAGE; name: string; base64Url: string; } -export interface DatabaseMessageExtraTextFile { - type: 'textFile'; +/** + * Legacy format from old webui - pasted content was stored as "context" type + * @deprecated Use DatabaseMessageExtraTextFile instead + */ +export interface DatabaseMessageExtraLegacyContext { + type: AttachmentType.LEGACY_CONTEXT; name: string; content: string; } export interface DatabaseMessageExtraPdfFile { - type: 'pdfFile'; + type: AttachmentType.PDF; + base64Data: string; name: string; content: string; // Text content extracted from PDF images?: string[]; // Optional: PDF pages as base64 images processedAsImages: boolean; // Whether PDF was processed as images } -/** - * Legacy format from old webui - pasted content was stored as "context" type - * @deprecated Use DatabaseMessageExtraTextFile instead - */ -export interface DatabaseMessageExtraLegacyContext { - type: 'context'; +export interface DatabaseMessageExtraTextFile { + type: AttachmentType.TEXT; name: string; content: string; } diff --git a/tools/server/webui/src/lib/types/index.ts b/tools/server/webui/src/lib/types/index.ts new file mode 100644 index 00000000000..2a21c6dcfaf --- /dev/null +++ b/tools/server/webui/src/lib/types/index.ts @@ -0,0 +1,70 @@ +/** + * Unified exports for all type definitions + * Import types from '$lib/types' for cleaner imports + */ + +// API types +export type { + ApiChatMessageContentPart, + ApiContextSizeError, + ApiErrorResponse, + ApiChatMessageData, + ApiModelStatus, + ApiModelDataEntry, + ApiModelDetails, + ApiModelListResponse, + ApiLlamaCppServerProps, + ApiChatCompletionRequest, + ApiChatCompletionToolCallFunctionDelta, + ApiChatCompletionToolCallDelta, + ApiChatCompletionToolCall, + ApiChatCompletionStreamChunk, + ApiChatCompletionResponse, + ApiSlotData, + ApiProcessingState, + ApiRouterModelMeta, + ApiRouterModelsLoadRequest, + ApiRouterModelsLoadResponse, + ApiRouterModelsStatusRequest, + ApiRouterModelsStatusResponse, + ApiRouterModelsListResponse, + ApiRouterModelsUnloadRequest, + ApiRouterModelsUnloadResponse +} from './api'; + +// Chat types +export type { + ChatMessageType, + ChatRole, + ChatUploadedFile, + ChatAttachmentDisplayItem, + ChatAttachmentPreviewItem, + ChatMessageSiblingInfo, + ChatMessagePromptProgress, + ChatMessageTimings +} from './chat'; + +// Database types +export type { + DatabaseConversation, + DatabaseMessageExtraAudioFile, + DatabaseMessageExtraImageFile, + DatabaseMessageExtraLegacyContext, + DatabaseMessageExtraPdfFile, + DatabaseMessageExtraTextFile, + DatabaseMessageExtra, + DatabaseMessage, + ExportedConversation, + ExportedConversations +} from './database'; + +// Model types +export type { ModelModalities, ModelOption } from './models'; + +// Settings types +export type { + SettingsConfigValue, + SettingsFieldConfig, + SettingsChatServiceOptions, + SettingsConfigType +} from './settings'; diff --git a/tools/server/webui/src/lib/types/models.d.ts b/tools/server/webui/src/lib/types/models.d.ts index 3b6bad5f0fe..ef44a2cb6d4 100644 --- a/tools/server/webui/src/lib/types/models.d.ts +++ b/tools/server/webui/src/lib/types/models.d.ts @@ -1,11 +1,21 @@ import type { ApiModelDataEntry, ApiModelDetails } from '$lib/types/api'; +/** + * Model modalities - vision and audio capabilities + */ +export interface ModelModalities { + vision: boolean; + audio: boolean; +} + export interface ModelOption { id: string; name: string; model: string; description?: string; capabilities: string[]; + /** Model modalities from /props endpoint */ + modalities?: ModelModalities; details?: ApiModelDetails['details']; meta?: ApiModelDataEntry['meta']; } diff --git a/tools/server/webui/src/lib/types/settings.d.ts b/tools/server/webui/src/lib/types/settings.d.ts index b47842b66e6..40de98b7084 100644 --- a/tools/server/webui/src/lib/types/settings.d.ts +++ b/tools/server/webui/src/lib/types/settings.d.ts @@ -14,6 +14,12 @@ export interface SettingsFieldConfig { export interface SettingsChatServiceOptions { stream?: boolean; + // Model (required in ROUTER mode, optional in MODEL mode) + model?: string; + // System message to inject + systemMessage?: string; + // Disable reasoning format (use 'none' instead of 'auto') + disableReasoningFormat?: boolean; // Generation parameters temperature?: number; max_tokens?: number; @@ -45,7 +51,7 @@ export interface SettingsChatServiceOptions { onReasoningChunk?: (chunk: string) => void; onToolCallChunk?: (chunk: string) => void; onModel?: (model: string) => void; - onFirstValidChunk?: () => void; + onTimings?: (timings: ChatMessageTimings, promptProgress?: ChatMessagePromptProgress) => void; onComplete?: ( response: string, reasoningContent?: string, diff --git a/tools/server/webui/src/lib/utils/api-headers.ts b/tools/server/webui/src/lib/utils/api-headers.ts new file mode 100644 index 00000000000..77ce3e88cb1 --- /dev/null +++ b/tools/server/webui/src/lib/utils/api-headers.ts @@ -0,0 +1,22 @@ +import { config } from '$lib/stores/settings.svelte'; + +/** + * Get authorization headers for API requests + * Includes Bearer token if API key is configured + */ +export function getAuthHeaders(): Record { + const currentConfig = config(); + const apiKey = currentConfig.apiKey?.toString().trim(); + + return apiKey ? { Authorization: `Bearer ${apiKey}` } : {}; +} + +/** + * Get standard JSON headers with optional authorization + */ +export function getJsonHeaders(): Record { + return { + 'Content-Type': 'application/json', + ...getAuthHeaders() + }; +} diff --git a/tools/server/webui/src/lib/utils/attachment-display.ts b/tools/server/webui/src/lib/utils/attachment-display.ts new file mode 100644 index 00000000000..750aaa38d73 --- /dev/null +++ b/tools/server/webui/src/lib/utils/attachment-display.ts @@ -0,0 +1,61 @@ +import { FileTypeCategory } from '$lib/enums'; +import { getFileTypeCategory, getFileTypeCategoryByExtension, isImageFile } from '$lib/utils'; + +export interface AttachmentDisplayItemsOptions { + uploadedFiles?: ChatUploadedFile[]; + attachments?: DatabaseMessageExtra[]; +} + +/** + * Gets the file type category from an uploaded file, checking both MIME type and extension + */ +function getUploadedFileCategory(file: ChatUploadedFile): FileTypeCategory | null { + const categoryByMime = getFileTypeCategory(file.type); + + if (categoryByMime) { + return categoryByMime; + } + + return getFileTypeCategoryByExtension(file.name); +} + +/** + * Creates a unified list of display items from uploaded files and stored attachments. + * Items are returned in reverse order (newest first). + */ +export function getAttachmentDisplayItems( + options: AttachmentDisplayItemsOptions +): ChatAttachmentDisplayItem[] { + const { uploadedFiles = [], attachments = [] } = options; + const items: ChatAttachmentDisplayItem[] = []; + + // Add uploaded files (ChatForm) + for (const file of uploadedFiles) { + items.push({ + id: file.id, + name: file.name, + size: file.size, + preview: file.preview, + isImage: getUploadedFileCategory(file) === FileTypeCategory.IMAGE, + uploadedFile: file, + textContent: file.textContent + }); + } + + // Add stored attachments (ChatMessage) + for (const [index, attachment] of attachments.entries()) { + const isImage = isImageFile(attachment); + + items.push({ + id: `attachment-${index}`, + name: attachment.name, + preview: isImage && 'base64Url' in attachment ? attachment.base64Url : undefined, + isImage, + attachment, + attachmentIndex: index, + textContent: 'content' in attachment ? attachment.content : undefined + }); + } + + return items.reverse(); +} diff --git a/tools/server/webui/src/lib/utils/attachment-type.ts b/tools/server/webui/src/lib/utils/attachment-type.ts new file mode 100644 index 00000000000..9e9f0960122 --- /dev/null +++ b/tools/server/webui/src/lib/utils/attachment-type.ts @@ -0,0 +1,105 @@ +import { AttachmentType, FileTypeCategory } from '$lib/enums'; +import { getFileTypeCategory, getFileTypeCategoryByExtension } from '$lib/utils'; + +/** + * Gets the file type category from an uploaded file, checking both MIME type and extension + * @param uploadedFile - The uploaded file to check + * @returns The file type category or null if not recognized + */ +function getUploadedFileCategory(uploadedFile: ChatUploadedFile): FileTypeCategory | null { + // First try MIME type + const categoryByMime = getFileTypeCategory(uploadedFile.type); + + if (categoryByMime) { + return categoryByMime; + } + + // Fallback to extension (browsers don't always provide correct MIME types) + return getFileTypeCategoryByExtension(uploadedFile.name); +} + +/** + * Determines if an attachment or uploaded file is a text file + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is a text file + */ +export function isTextFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.TEXT; + } + + if (attachment) { + return ( + attachment.type === AttachmentType.TEXT || attachment.type === AttachmentType.LEGACY_CONTEXT + ); + } + + return false; +} + +/** + * Determines if an attachment or uploaded file is an image + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is an image + */ +export function isImageFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.IMAGE; + } + + if (attachment) { + return attachment.type === AttachmentType.IMAGE; + } + + return false; +} + +/** + * Determines if an attachment or uploaded file is a PDF + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is a PDF + */ +export function isPdfFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.PDF; + } + + if (attachment) { + return attachment.type === AttachmentType.PDF; + } + + return false; +} + +/** + * Determines if an attachment or uploaded file is an audio file + * @param uploadedFile - Optional uploaded file + * @param attachment - Optional database attachment + * @returns true if the file is an audio file + */ +export function isAudioFile( + attachment?: DatabaseMessageExtra, + uploadedFile?: ChatUploadedFile +): boolean { + if (uploadedFile) { + return getUploadedFileCategory(uploadedFile) === FileTypeCategory.AUDIO; + } + + if (attachment) { + return attachment.type === AttachmentType.AUDIO; + } + + return false; +} diff --git a/tools/server/webui/src/lib/utils/audio-recording.ts b/tools/server/webui/src/lib/utils/audio-recording.ts index acf4c6d1fae..2a21985d1a6 100644 --- a/tools/server/webui/src/lib/utils/audio-recording.ts +++ b/tools/server/webui/src/lib/utils/audio-recording.ts @@ -1,4 +1,4 @@ -import { MimeTypeAudio } from '$lib/enums/files'; +import { MimeTypeAudio } from '$lib/enums'; /** * AudioRecorder - Browser-based audio recording with MediaRecorder API diff --git a/tools/server/webui/src/lib/utils/browser-only.ts b/tools/server/webui/src/lib/utils/browser-only.ts new file mode 100644 index 00000000000..0af800638ba --- /dev/null +++ b/tools/server/webui/src/lib/utils/browser-only.ts @@ -0,0 +1,35 @@ +/** + * Browser-only utility exports + * + * These utilities require browser APIs (DOM, Canvas, MediaRecorder, etc.) + * and cannot be imported during SSR. Import from '$lib/utils/browser-only' + * only in client-side code or components that are not server-rendered. + */ + +// Audio utilities (MediaRecorder API) +export { + AudioRecorder, + convertToWav, + createAudioFile, + isAudioRecordingSupported +} from './audio-recording'; + +// PDF processing utilities (pdfjs-dist with DOMMatrix) +export { + convertPDFToText, + convertPDFToImage, + isPdfFile as isPdfFileFromFile, + isApplicationMimeType +} from './pdf-processing'; + +// File conversion utilities (depends on pdf-processing) +export { parseFilesToMessageExtras, type FileProcessingResult } from './convert-files-to-extra'; + +// File upload processing utilities (depends on pdf-processing, svg-to-png, webp-to-png) +export { processFilesToChatUploaded } from './process-uploaded-files'; + +// SVG utilities (Canvas/Image API) +export { svgBase64UrlToPngDataURL, isSvgFile, isSvgMimeType } from './svg-to-png'; + +// WebP utilities (Canvas/Image API) +export { webpBase64UrlToPngDataURL, isWebpFile, isWebpMimeType } from './webp-to-png'; diff --git a/tools/server/webui/src/lib/utils/config-helpers.ts b/tools/server/webui/src/lib/utils/config-helpers.ts index 2d023f8d5c5..b85242d85db 100644 --- a/tools/server/webui/src/lib/utils/config-helpers.ts +++ b/tools/server/webui/src/lib/utils/config-helpers.ts @@ -5,8 +5,6 @@ * with dynamic keys while maintaining TypeScript type safety. */ -import type { SettingsConfigType } from '$lib/types/settings'; - /** * Type-safe helper to access config properties dynamically * Provides better type safety than direct casting to Record diff --git a/tools/server/webui/src/lib/utils/convert-files-to-extra.ts b/tools/server/webui/src/lib/utils/convert-files-to-extra.ts index 70c6f772d99..6eb50f6dce4 100644 --- a/tools/server/webui/src/lib/utils/convert-files-to-extra.ts +++ b/tools/server/webui/src/lib/utils/convert-files-to-extra.ts @@ -1,10 +1,10 @@ import { convertPDFToImage, convertPDFToText } from './pdf-processing'; import { isSvgMimeType, svgBase64UrlToPngDataURL } from './svg-to-png'; import { isWebpMimeType, webpBase64UrlToPngDataURL } from './webp-to-png'; -import { FileTypeCategory } from '$lib/enums/files'; +import { FileTypeCategory, AttachmentType } from '$lib/enums'; import { config, settingsStore } from '$lib/stores/settings.svelte'; -import { supportsVision } from '$lib/stores/server.svelte'; -import { getFileTypeCategory } from '$lib/utils/file-type'; +import { modelsStore } from '$lib/stores/models.svelte'; +import { getFileTypeCategory } from '$lib/utils'; import { readFileAsText, isLikelyTextFile } from './text-files'; import { toast } from 'svelte-sonner'; @@ -31,7 +31,8 @@ export interface FileProcessingResult { } export async function parseFilesToMessageExtras( - files: ChatUploadedFile[] + files: ChatUploadedFile[], + activeModelId?: string ): Promise { const extras: DatabaseMessageExtra[] = []; const emptyFiles: string[] = []; @@ -56,7 +57,7 @@ export async function parseFilesToMessageExtras( } extras.push({ - type: 'imageFile', + type: AttachmentType.IMAGE, name: file.name, base64Url }); @@ -67,7 +68,7 @@ export async function parseFilesToMessageExtras( const base64Data = await readFileAsBase64(file.file); extras.push({ - type: 'audioFile', + type: AttachmentType.AUDIO, name: file.name, base64Data: base64Data, mimeType: file.type @@ -80,7 +81,10 @@ export async function parseFilesToMessageExtras( // Always get base64 data for preview functionality const base64Data = await readFileAsBase64(file.file); const currentConfig = config(); - const hasVisionSupport = supportsVision(); + // Use per-model vision check for router mode + const hasVisionSupport = activeModelId + ? modelsStore.modelSupportsVision(activeModelId) + : false; // Force PDF-to-text for non-vision models let shouldProcessAsImages = Boolean(currentConfig.pdfAsImage) && hasVisionSupport; @@ -117,7 +121,7 @@ export async function parseFilesToMessageExtras( ); extras.push({ - type: 'pdfFile', + type: AttachmentType.PDF, name: file.name, content: `PDF file with ${images.length} pages`, images: images, @@ -134,7 +138,7 @@ export async function parseFilesToMessageExtras( const content = await convertPDFToText(file.file); extras.push({ - type: 'pdfFile', + type: AttachmentType.PDF, name: file.name, content: content, processedAsImages: false, @@ -151,7 +155,7 @@ export async function parseFilesToMessageExtras( }); extras.push({ - type: 'pdfFile', + type: AttachmentType.PDF, name: file.name, content: content, processedAsImages: false, @@ -171,7 +175,7 @@ export async function parseFilesToMessageExtras( emptyFiles.push(file.name); } else if (isLikelyTextFile(content)) { extras.push({ - type: 'textFile', + type: AttachmentType.TEXT, name: file.name, content: content }); diff --git a/tools/server/webui/src/lib/utils/file-preview.ts b/tools/server/webui/src/lib/utils/file-preview.ts index 3f887ec535f..115f8727a97 100644 --- a/tools/server/webui/src/lib/utils/file-preview.ts +++ b/tools/server/webui/src/lib/utils/file-preview.ts @@ -1,25 +1,38 @@ /** - * Formats file size in bytes to human readable format - * @param bytes - File size in bytes - * @returns Formatted file size string + * Gets a display label for a file type from various input formats + * + * Handles: + * - MIME types: 'application/pdf' → 'PDF' + * - AttachmentType values: 'PDF', 'AUDIO' → 'PDF', 'AUDIO' + * - File names: 'document.pdf' → 'PDF' + * - Unknown: returns 'FILE' + * + * @param input - MIME type, AttachmentType value, or file name + * @returns Formatted file type label (uppercase) */ -export function formatFileSize(bytes: number): string { - if (bytes === 0) return '0 Bytes'; +export function getFileTypeLabel(input: string | undefined): string { + if (!input) return 'FILE'; - const k = 1024; - const sizes = ['Bytes', 'KB', 'MB', 'GB']; - const i = Math.floor(Math.log(bytes) / Math.log(k)); + // Handle MIME types (contains '/') + if (input.includes('/')) { + const subtype = input.split('/').pop(); + if (subtype) { + // Handle special cases like 'vnd.ms-excel' → 'EXCEL' + if (subtype.includes('.')) { + return subtype.split('.').pop()?.toUpperCase() || 'FILE'; + } + return subtype.toUpperCase(); + } + } - return parseFloat((bytes / Math.pow(k, i)).toFixed(2)) + ' ' + sizes[i]; -} + // Handle file names (contains '.') + if (input.includes('.')) { + const ext = input.split('.').pop(); + if (ext) return ext.toUpperCase(); + } -/** - * Gets a display label for a file type - * @param fileType - The file type/mime type - * @returns Formatted file type label - */ -export function getFileTypeLabel(fileType: string): string { - return fileType.split('/').pop()?.toUpperCase() || 'FILE'; + // Handle AttachmentType or other plain strings + return input.toUpperCase(); } /** diff --git a/tools/server/webui/src/lib/utils/file-type.ts b/tools/server/webui/src/lib/utils/file-type.ts index ccfc2a3de12..f096b463d40 100644 --- a/tools/server/webui/src/lib/utils/file-type.ts +++ b/tools/server/webui/src/lib/utils/file-type.ts @@ -4,42 +4,151 @@ import { PDF_FILE_TYPES, TEXT_FILE_TYPES } from '$lib/constants/supported-file-types'; -import { FileTypeCategory } from '$lib/enums/files'; +import { + FileExtensionAudio, + FileExtensionImage, + FileExtensionPdf, + FileExtensionText, + FileTypeCategory, + MimeTypeApplication, + MimeTypeAudio, + MimeTypeImage, + MimeTypeText +} from '$lib/enums'; export function getFileTypeCategory(mimeType: string): FileTypeCategory | null { - if ( - Object.values(IMAGE_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.IMAGE; - } + switch (mimeType) { + // Images + case MimeTypeImage.JPEG: + case MimeTypeImage.PNG: + case MimeTypeImage.GIF: + case MimeTypeImage.WEBP: + case MimeTypeImage.SVG: + return FileTypeCategory.IMAGE; - if ( - Object.values(AUDIO_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.AUDIO; - } + // Audio + case MimeTypeAudio.MP3_MPEG: + case MimeTypeAudio.MP3: + case MimeTypeAudio.MP4: + case MimeTypeAudio.WAV: + case MimeTypeAudio.WEBM: + case MimeTypeAudio.WEBM_OPUS: + return FileTypeCategory.AUDIO; - if ( - Object.values(PDF_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.PDF; - } + // PDF + case MimeTypeApplication.PDF: + return FileTypeCategory.PDF; - if ( - Object.values(TEXT_FILE_TYPES).some((type) => - (type.mimeTypes as readonly string[]).includes(mimeType) - ) - ) { - return FileTypeCategory.TEXT; + // Text + case MimeTypeText.PLAIN: + case MimeTypeText.MARKDOWN: + case MimeTypeText.ASCIIDOC: + case MimeTypeText.JAVASCRIPT: + case MimeTypeText.JAVASCRIPT_APP: + case MimeTypeText.TYPESCRIPT: + case MimeTypeText.JSX: + case MimeTypeText.TSX: + case MimeTypeText.CSS: + case MimeTypeText.HTML: + case MimeTypeText.JSON: + case MimeTypeText.XML_TEXT: + case MimeTypeText.XML_APP: + case MimeTypeText.YAML_TEXT: + case MimeTypeText.YAML_APP: + case MimeTypeText.CSV: + case MimeTypeText.PYTHON: + case MimeTypeText.JAVA: + case MimeTypeText.CPP_SRC: + case MimeTypeText.C_SRC: + case MimeTypeText.C_HDR: + case MimeTypeText.PHP: + case MimeTypeText.RUBY: + case MimeTypeText.GO: + case MimeTypeText.RUST: + case MimeTypeText.SHELL: + case MimeTypeText.BAT: + case MimeTypeText.SQL: + case MimeTypeText.R: + case MimeTypeText.SCALA: + case MimeTypeText.KOTLIN: + case MimeTypeText.SWIFT: + case MimeTypeText.DART: + case MimeTypeText.VUE: + case MimeTypeText.SVELTE: + case MimeTypeText.LATEX: + case MimeTypeText.BIBTEX: + return FileTypeCategory.TEXT; + + default: + return null; } +} - return null; +export function getFileTypeCategoryByExtension(filename: string): FileTypeCategory | null { + const extension = filename.toLowerCase().substring(filename.lastIndexOf('.')); + + switch (extension) { + // Images + case FileExtensionImage.JPG: + case FileExtensionImage.JPEG: + case FileExtensionImage.PNG: + case FileExtensionImage.GIF: + case FileExtensionImage.WEBP: + case FileExtensionImage.SVG: + return FileTypeCategory.IMAGE; + + // Audio + case FileExtensionAudio.MP3: + case FileExtensionAudio.WAV: + return FileTypeCategory.AUDIO; + + // PDF + case FileExtensionPdf.PDF: + return FileTypeCategory.PDF; + + // Text + case FileExtensionText.TXT: + case FileExtensionText.MD: + case FileExtensionText.ADOC: + case FileExtensionText.JS: + case FileExtensionText.TS: + case FileExtensionText.JSX: + case FileExtensionText.TSX: + case FileExtensionText.CSS: + case FileExtensionText.HTML: + case FileExtensionText.HTM: + case FileExtensionText.JSON: + case FileExtensionText.XML: + case FileExtensionText.YAML: + case FileExtensionText.YML: + case FileExtensionText.CSV: + case FileExtensionText.LOG: + case FileExtensionText.PY: + case FileExtensionText.JAVA: + case FileExtensionText.CPP: + case FileExtensionText.C: + case FileExtensionText.H: + case FileExtensionText.PHP: + case FileExtensionText.RB: + case FileExtensionText.GO: + case FileExtensionText.RS: + case FileExtensionText.SH: + case FileExtensionText.BAT: + case FileExtensionText.SQL: + case FileExtensionText.R: + case FileExtensionText.SCALA: + case FileExtensionText.KT: + case FileExtensionText.SWIFT: + case FileExtensionText.DART: + case FileExtensionText.VUE: + case FileExtensionText.SVELTE: + case FileExtensionText.TEX: + case FileExtensionText.BIB: + return FileTypeCategory.TEXT; + + default: + return null; + } } export function getFileTypeByExtension(filename: string): string | null { diff --git a/tools/server/webui/src/lib/utils/formatters.ts b/tools/server/webui/src/lib/utils/formatters.ts new file mode 100644 index 00000000000..ae9f59a39c3 --- /dev/null +++ b/tools/server/webui/src/lib/utils/formatters.ts @@ -0,0 +1,53 @@ +/** + * Formats file size in bytes to human readable format + * Supports Bytes, KB, MB, and GB + * + * @param bytes - File size in bytes (or unknown for safety) + * @returns Formatted file size string + */ +export function formatFileSize(bytes: number | unknown): string { + if (typeof bytes !== 'number') return 'Unknown'; + if (bytes === 0) return '0 Bytes'; + + const k = 1024; + const sizes = ['Bytes', 'KB', 'MB', 'GB']; + const i = Math.floor(Math.log(bytes) / Math.log(k)); + + return parseFloat((bytes / Math.pow(k, i)).toFixed(2)) + ' ' + sizes[i]; +} + +/** + * Format parameter count to human-readable format (B, M, K) + * + * @param params - Parameter count + * @returns Human-readable parameter count + */ +export function formatParameters(params: number | unknown): string { + if (typeof params !== 'number') return 'Unknown'; + + if (params >= 1e9) { + return `${(params / 1e9).toFixed(2)}B`; + } + + if (params >= 1e6) { + return `${(params / 1e6).toFixed(2)}M`; + } + + if (params >= 1e3) { + return `${(params / 1e3).toFixed(2)}K`; + } + + return params.toString(); +} + +/** + * Format number with locale-specific thousands separators + * + * @param num - Number to format + * @returns Human-readable number + */ +export function formatNumber(num: number | unknown): string { + if (typeof num !== 'number') return 'Unknown'; + + return num.toLocaleString(); +} diff --git a/tools/server/webui/src/lib/utils/index.ts b/tools/server/webui/src/lib/utils/index.ts new file mode 100644 index 00000000000..d8a893ed645 --- /dev/null +++ b/tools/server/webui/src/lib/utils/index.ts @@ -0,0 +1,87 @@ +/** + * Unified exports for all utility functions + * Import utilities from '$lib/utils' for cleaner imports + * + * For browser-only utilities (pdf-processing, audio-recording, svg-to-png, + * webp-to-png, process-uploaded-files, convert-files-to-extra), use: + * import { ... } from '$lib/utils/browser-only' + */ + +// API utilities +export { getAuthHeaders, getJsonHeaders } from './api-headers'; +export { validateApiKey } from './api-key-validation'; + +// Attachment utilities +export { + getAttachmentDisplayItems, + type AttachmentDisplayItemsOptions +} from './attachment-display'; +export { isTextFile, isImageFile, isPdfFile, isAudioFile } from './attachment-type'; + +// Textarea utilities +export { default as autoResizeTextarea } from './autoresize-textarea'; + +// Branching utilities +export { + filterByLeafNodeId, + findLeafNode, + findDescendantMessages, + getMessageSiblings, + getMessageDisplayList, + hasMessageSiblings, + getNextSibling, + getPreviousSibling +} from './branching'; + +// Config helpers +export { setConfigValue, getConfigValue, configToParameterRecord } from './config-helpers'; + +// Conversation utilities +export { createMessageCountMap, getMessageCount } from './conversation-utils'; + +// Clipboard utilities +export { copyToClipboard, copyCodeToClipboard } from './copy'; + +// File preview utilities +export { getFileTypeLabel, getPreviewText } from './file-preview'; + +// File type utilities +export { + getFileTypeCategory, + getFileTypeCategoryByExtension, + getFileTypeByExtension, + isFileTypeSupported +} from './file-type'; + +// Formatting utilities +export { formatFileSize, formatParameters, formatNumber } from './formatters'; + +// IME utilities +export { isIMEComposing } from './is-ime-composing'; + +// LaTeX utilities +export { maskInlineLaTeX, preprocessLaTeX } from './latex-protection'; + +// Modality file validation utilities +export { + isFileTypeSupportedByModel, + filterFilesByModalities, + generateModalityErrorMessage, + generateModalityAwareAcceptString, + type ModalityCapabilities +} from './modality-file-validation'; + +// Model name utilities +export { normalizeModelName, isValidModelName } from './model-names'; + +// Portal utilities +export { portalToBody } from './portal-to-body'; + +// Precision utilities +export { normalizeFloatingPoint, normalizeNumber } from './precision'; + +// Syntax highlighting utilities +export { getLanguageFromFilename } from './syntax-highlight-language'; + +// Text file utilities +export { isTextFileByName, readFileAsText, isLikelyTextFile } from './text-files'; diff --git a/tools/server/webui/src/lib/utils/modality-file-validation.ts b/tools/server/webui/src/lib/utils/modality-file-validation.ts index c77bf88c3ab..e3c00f9e97d 100644 --- a/tools/server/webui/src/lib/utils/modality-file-validation.ts +++ b/tools/server/webui/src/lib/utils/modality-file-validation.ts @@ -3,8 +3,7 @@ * Ensures only compatible file types are processed based on model capabilities */ -import { getFileTypeCategory } from '$lib/utils/file-type'; -import { supportsVision, supportsAudio } from '$lib/stores/server.svelte'; +import { getFileTypeCategory } from '$lib/utils'; import { FileExtensionAudio, FileExtensionImage, @@ -15,15 +14,26 @@ import { MimeTypeApplication, MimeTypeText, FileTypeCategory -} from '$lib/enums/files'; +} from '$lib/enums'; + +/** Modality capabilities for file validation */ +export interface ModalityCapabilities { + hasVision: boolean; + hasAudio: boolean; +} /** - * Check if a file type is supported by the current model's modalities + * Check if a file type is supported by the given modalities * @param filename - The filename to check * @param mimeType - The MIME type of the file - * @returns true if the file type is supported by the current model + * @param capabilities - The modality capabilities to check against + * @returns true if the file type is supported */ -export function isFileTypeSupportedByModel(filename: string, mimeType?: string): boolean { +export function isFileTypeSupportedByModel( + filename: string, + mimeType: string | undefined, + capabilities: ModalityCapabilities +): boolean { const category = mimeType ? getFileTypeCategory(mimeType) : null; // If we can't determine the category from MIME type, fall back to general support check @@ -44,11 +54,11 @@ export function isFileTypeSupportedByModel(filename: string, mimeType?: string): case FileTypeCategory.IMAGE: // Images require vision support - return supportsVision(); + return capabilities.hasVision; case FileTypeCategory.AUDIO: // Audio files require audio support - return supportsAudio(); + return capabilities.hasAudio; default: // Unknown categories - be conservative and allow @@ -59,9 +69,13 @@ export function isFileTypeSupportedByModel(filename: string, mimeType?: string): /** * Filter files based on model modalities and return supported/unsupported lists * @param files - Array of files to filter + * @param capabilities - The modality capabilities to check against * @returns Object with supportedFiles and unsupportedFiles arrays */ -export function filterFilesByModalities(files: File[]): { +export function filterFilesByModalities( + files: File[], + capabilities: ModalityCapabilities +): { supportedFiles: File[]; unsupportedFiles: File[]; modalityReasons: Record; @@ -70,8 +84,7 @@ export function filterFilesByModalities(files: File[]): { const unsupportedFiles: File[] = []; const modalityReasons: Record = {}; - const hasVision = supportsVision(); - const hasAudio = supportsAudio(); + const { hasVision, hasAudio } = capabilities; for (const file of files) { const category = getFileTypeCategory(file.type); @@ -119,16 +132,17 @@ export function filterFilesByModalities(files: File[]): { * Generate a user-friendly error message for unsupported files * @param unsupportedFiles - Array of unsupported files * @param modalityReasons - Reasons why files are unsupported + * @param capabilities - The modality capabilities to check against * @returns Formatted error message */ export function generateModalityErrorMessage( unsupportedFiles: File[], - modalityReasons: Record + modalityReasons: Record, + capabilities: ModalityCapabilities ): string { if (unsupportedFiles.length === 0) return ''; - const hasVision = supportsVision(); - const hasAudio = supportsAudio(); + const { hasVision, hasAudio } = capabilities; let message = ''; @@ -152,12 +166,12 @@ export function generateModalityErrorMessage( } /** - * Generate file input accept string based on current model modalities + * Generate file input accept string based on model modalities + * @param capabilities - The modality capabilities to check against * @returns Accept string for HTML file input element */ -export function generateModalityAwareAcceptString(): string { - const hasVision = supportsVision(); - const hasAudio = supportsAudio(); +export function generateModalityAwareAcceptString(capabilities: ModalityCapabilities): string { + const { hasVision, hasAudio } = capabilities; const acceptedExtensions: string[] = []; const acceptedMimeTypes: string[] = []; diff --git a/tools/server/webui/src/lib/utils/model-names.test.ts b/tools/server/webui/src/lib/utils/model-names.test.ts index e19e92f7770..ca85df3d30a 100644 --- a/tools/server/webui/src/lib/utils/model-names.test.ts +++ b/tools/server/webui/src/lib/utils/model-names.test.ts @@ -2,12 +2,19 @@ import { describe, expect, it } from 'vitest'; import { isValidModelName, normalizeModelName } from './model-names'; describe('normalizeModelName', () => { - it('extracts filename from forward slash path', () => { - expect(normalizeModelName('models/model-name-1')).toBe('model-name-1'); + it('preserves Hugging Face org/model format (single slash)', () => { + // Single slash is treated as Hugging Face format and preserved + expect(normalizeModelName('meta-llama/Llama-3.1-8B')).toBe('meta-llama/Llama-3.1-8B'); + expect(normalizeModelName('models/model-name-1')).toBe('models/model-name-1'); + }); + + it('extracts filename from multi-segment paths', () => { + // Multiple slashes -> extract just the filename expect(normalizeModelName('path/to/model/model-name-2')).toBe('model-name-2'); + expect(normalizeModelName('/absolute/path/to/model')).toBe('model'); }); - it('extracts filename from backslash path', () => { + it('extracts filename from backslash paths', () => { expect(normalizeModelName('C\\Models\\model-name-1')).toBe('model-name-1'); expect(normalizeModelName('path\\to\\model\\model-name-2')).toBe('model-name-2'); }); diff --git a/tools/server/webui/src/lib/utils/model-names.ts b/tools/server/webui/src/lib/utils/model-names.ts index b1ea9d95361..c0a1e1c578f 100644 --- a/tools/server/webui/src/lib/utils/model-names.ts +++ b/tools/server/webui/src/lib/utils/model-names.ts @@ -1,16 +1,19 @@ /** - * Normalizes a model name by extracting the filename from a path. + * Normalizes a model name by extracting the filename from a path, but preserves Hugging Face repository format. * * Handles both forward slashes (/) and backslashes (\) as path separators. - * If the model name is just a filename (no path), returns it as-is. + * - If the model name has exactly one slash (org/model format), preserves the full "org/model" name + * - If the model name has no slash or multiple slashes, extracts just the filename + * - If the model name is just a filename (no path), returns it as-is. * * @param modelName - The model name or path to normalize - * @returns The normalized model name (filename only) + * @returns The normalized model name * * @example - * normalizeModelName('models/llama-3.1-8b') // Returns: 'llama-3.1-8b' - * normalizeModelName('C:\\Models\\gpt-4') // Returns: 'gpt-4' - * normalizeModelName('simple-model') // Returns: 'simple-model' + * normalizeModelName('models/llama-3.1-8b') // Returns: 'llama-3.1-8b' (multiple slashes -> filename) + * normalizeModelName('C:\\Models\\gpt-4') // Returns: 'gpt-4' (multiple slashes -> filename) + * normalizeModelName('meta-llama/Llama-3.1-8B') // Returns: 'meta-llama/Llama-3.1-8B' (Hugging Face format) + * normalizeModelName('simple-model') // Returns: 'simple-model' (no slash) * normalizeModelName(' spaced ') // Returns: 'spaced' * normalizeModelName('') // Returns: '' */ @@ -22,6 +25,20 @@ export function normalizeModelName(modelName: string): string { } const segments = trimmed.split(/[\\/]/); + + // If we have exactly 2 segments (one slash), treat it as Hugging Face repo format + // and preserve the full "org/model" format + if (segments.length === 2) { + const [org, model] = segments; + const trimmedOrg = org?.trim(); + const trimmedModel = model?.trim(); + + if (trimmedOrg && trimmedModel) { + return `${trimmedOrg}/${trimmedModel}`; + } + } + + // For other cases (no slash, or multiple slashes), extract just the filename const candidate = segments.pop(); const normalized = candidate?.trim(); diff --git a/tools/server/webui/src/lib/utils/pdf-processing.ts b/tools/server/webui/src/lib/utils/pdf-processing.ts index 49b0f34baea..84c456d109d 100644 --- a/tools/server/webui/src/lib/utils/pdf-processing.ts +++ b/tools/server/webui/src/lib/utils/pdf-processing.ts @@ -4,7 +4,7 @@ */ import { browser } from '$app/environment'; -import { MimeTypeApplication, MimeTypeImage } from '$lib/enums/files'; +import { MimeTypeApplication, MimeTypeImage } from '$lib/enums'; import * as pdfjs from 'pdfjs-dist'; type TextContent = { diff --git a/tools/server/webui/src/lib/utils/process-uploaded-files.ts b/tools/server/webui/src/lib/utils/process-uploaded-files.ts index 3fb0a9d1a94..f00116ccc1d 100644 --- a/tools/server/webui/src/lib/utils/process-uploaded-files.ts +++ b/tools/server/webui/src/lib/utils/process-uploaded-files.ts @@ -1,11 +1,12 @@ import { isSvgMimeType, svgBase64UrlToPngDataURL } from './svg-to-png'; import { isTextFileByName } from './text-files'; import { isWebpMimeType, webpBase64UrlToPngDataURL } from './webp-to-png'; -import { FileTypeCategory } from '$lib/enums/files'; -import { getFileTypeCategory } from '$lib/utils/file-type'; -import { supportsVision } from '$lib/stores/server.svelte'; +import { FileTypeCategory } from '$lib/enums'; +import { modelsStore } from '$lib/stores/models.svelte'; import { settingsStore } from '$lib/stores/settings.svelte'; import { toast } from 'svelte-sonner'; +import { getFileTypeCategory } from '$lib/utils'; +import { convertPDFToText } from './pdf-processing'; /** * Read a file as a data URL (base64 encoded) @@ -47,7 +48,10 @@ function readFileAsUTF8(file: File): Promise { * @param files - Array of File objects to process * @returns Promise resolving to array of ChatUploadedFile objects */ -export async function processFilesToChatUploaded(files: File[]): Promise { +export async function processFilesToChatUploaded( + files: File[], + activeModelId?: string +): Promise { const results: ChatUploadedFile[] = []; for (const file of files) { @@ -92,11 +96,19 @@ export async function processFilesToChatUploaded(files: File[]): Promise import '../app.css'; import { page } from '$app/state'; + import { untrack } from 'svelte'; import { ChatSidebar, DialogConversationTitleUpdate } from '$lib/components/app'; - import { - activeMessages, - isLoading, - setTitleUpdateConfirmationCallback - } from '$lib/stores/chat.svelte'; + import { isLoading } from '$lib/stores/chat.svelte'; + import { conversationsStore, activeMessages } from '$lib/stores/conversations.svelte'; import * as Sidebar from '$lib/components/ui/sidebar/index.js'; - import { serverStore } from '$lib/stores/server.svelte'; + import * as Tooltip from '$lib/components/ui/tooltip'; + import { isRouterMode, serverStore } from '$lib/stores/server.svelte'; import { config, settingsStore } from '$lib/stores/settings.svelte'; import { ModeWatcher } from 'mode-watcher'; import { Toaster } from 'svelte-sonner'; import { goto } from '$app/navigation'; + import { modelsStore } from '$lib/stores/models.svelte'; + import { TOOLTIP_DELAY_DURATION } from '$lib/constants/tooltip-config'; let { children } = $props(); @@ -90,20 +91,42 @@ } }); - // Initialize server properties on app load + // Initialize server properties on app load (run once) $effect(() => { - serverStore.fetchServerProps(); + // Only fetch if we don't already have props + if (!serverStore.props) { + untrack(() => { + serverStore.fetch(); + }); + } }); // Sync settings when server props are loaded $effect(() => { - const serverProps = serverStore.serverProps; + const serverProps = serverStore.props; if (serverProps?.default_generation_settings?.params) { settingsStore.syncWithServerDefaults(); } }); + // Fetch router models when in router mode (for status and modalities) + // Wait for models to be loaded first, run only once + let routerModelsFetched = false; + + $effect(() => { + const isRouter = isRouterMode(); + const modelsCount = modelsStore.models.length; + + // Only fetch router models once when we have models loaded and in router mode + if (isRouter && modelsCount > 0 && !routerModelsFetched) { + routerModelsFetched = true; + untrack(() => { + modelsStore.fetchRouterModels(); + }); + } + }); + // Monitor API key changes and redirect to error page if removed or changed when required $effect(() => { const apiKey = config().apiKey; @@ -135,46 +158,50 @@ // Set up title update confirmation callback $effect(() => { - setTitleUpdateConfirmationCallback(async (currentTitle: string, newTitle: string) => { - return new Promise((resolve) => { - titleUpdateCurrentTitle = currentTitle; - titleUpdateNewTitle = newTitle; - titleUpdateResolve = resolve; - titleUpdateDialogOpen = true; - }); - }); + conversationsStore.setTitleUpdateConfirmationCallback( + async (currentTitle: string, newTitle: string) => { + return new Promise((resolve) => { + titleUpdateCurrentTitle = currentTitle; + titleUpdateNewTitle = newTitle; + titleUpdateResolve = resolve; + titleUpdateDialogOpen = true; + }); + } + ); }); - - - - - - - -
      - - - - - - - - {@render children?.()} - -
      -       + + + + + + + + +
      + + + + + + + + {@render children?.()} + +
      +       +       diff --git a/tools/server/webui/src/routes/+page.svelte b/tools/server/webui/src/routes/+page.svelte index cd18dabccb9..32a7c2e6e42 100644 --- a/tools/server/webui/src/routes/+page.svelte +++ b/tools/server/webui/src/routes/+page.svelte @@ -1,21 +1,79 @@ @@ -25,3 +83,9 @@ + + diff --git a/tools/server/webui/src/routes/+page.ts b/tools/server/webui/src/routes/+page.ts index a984c00457f..7905af6b513 100644 --- a/tools/server/webui/src/routes/+page.ts +++ b/tools/server/webui/src/routes/+page.ts @@ -1,5 +1,5 @@ import type { PageLoad } from './$types'; -import { validateApiKey } from '$lib/utils/api-key-validation'; +import { validateApiKey } from '$lib/utils'; export const load: PageLoad = async ({ fetch }) => { await validateApiKey(fetch); diff --git a/tools/server/webui/src/routes/chat/[id]/+page.svelte b/tools/server/webui/src/routes/chat/[id]/+page.svelte index af91a8e9ef7..b897ef5bcd4 100644 --- a/tools/server/webui/src/routes/chat/[id]/+page.svelte +++ b/tools/server/webui/src/routes/chat/[id]/+page.svelte @@ -1,30 +1,144 @@ + + + + + + + diff --git a/tools/server/webui/tests/client/page.svelte.test.ts b/tools/server/webui/tests/client/page.svelte.test.ts new file mode 100644 index 00000000000..6849beb27b2 --- /dev/null +++ b/tools/server/webui/tests/client/page.svelte.test.ts @@ -0,0 +1,11 @@ +import { describe, it, expect } from 'vitest'; +import { render } from 'vitest-browser-svelte'; +import TestWrapper from './components/TestWrapper.svelte'; + +describe('/+page.svelte', () => { + it('should render page without throwing', async () => { + // Basic smoke test - page should render without throwing errors + // API calls will fail in test environment but component should still mount + expect(() => render(TestWrapper)).not.toThrow(); + }); +}); diff --git a/tools/server/webui/e2e/demo.test.ts b/tools/server/webui/tests/e2e/demo.test.ts similarity index 100% rename from tools/server/webui/e2e/demo.test.ts rename to tools/server/webui/tests/e2e/demo.test.ts diff --git a/tools/server/webui/src/demo.spec.ts b/tools/server/webui/tests/server/demo.spec.ts similarity index 100% rename from tools/server/webui/src/demo.spec.ts rename to tools/server/webui/tests/server/demo.spec.ts diff --git a/tools/server/webui/src/stories/ChatForm.stories.svelte b/tools/server/webui/tests/stories/ChatForm.stories.svelte similarity index 68% rename from tools/server/webui/src/stories/ChatForm.stories.svelte rename to tools/server/webui/tests/stories/ChatForm.stories.svelte index 82848e4fbf1..fe6f14bd8e0 100644 --- a/tools/server/webui/src/stories/ChatForm.stories.svelte +++ b/tools/server/webui/tests/stories/ChatForm.stories.svelte @@ -70,17 +70,19 @@ await expect(acceptAttr).not.toContain('image/'); await expect(acceptAttr).not.toContain('audio/'); + // Open file attachments dropdown const fileUploadButton = canvas.getByText('Attach files'); - await userEvent.click(fileUploadButton); - const recordButton = canvas.getAllByRole('button', { name: 'Start recording' })[1]; + // Check dropdown menu items are disabled (no modalities) const imagesButton = document.querySelector('.images-button'); const audioButton = document.querySelector('.audio-button'); - await expect(recordButton).toBeDisabled(); await expect(imagesButton).toHaveAttribute('data-disabled'); await expect(audioButton).toHaveAttribute('data-disabled'); + + // Close dropdown by pressing Escape + await userEvent.keyboard('{Escape}'); }} /> @@ -92,31 +94,21 @@ play={async ({ canvas, userEvent }) => { mockServerProps(mockConfigs.visionOnly); - // Test initial file input state (should accept images but not audio) - const fileInput = document.querySelector('input[type="file"]'); - const acceptAttr = fileInput?.getAttribute('accept'); - console.log('Vision modality accept attr:', acceptAttr); - + // Open file attachments dropdown and verify it works const fileUploadButton = canvas.getByText('Attach files'); await userEvent.click(fileUploadButton); - // Test that record button is disabled (no audio support) - const recordButton = canvas.getAllByRole('button', { name: 'Start recording' })[1]; - await expect(recordButton).toBeDisabled(); - - // Test that Images button is enabled (vision support) + // Verify dropdown menu items exist const imagesButton = document.querySelector('.images-button'); - await expect(imagesButton).not.toHaveAttribute('data-disabled'); - - // Test that Audio button is disabled (no audio support) const audioButton = document.querySelector('.audio-button'); - await expect(audioButton).toHaveAttribute('data-disabled'); - // Fix for dropdown menu side effect - const body = document.querySelector('body'); - if (body) body.style.pointerEvents = 'all'; + await expect(imagesButton).toBeInTheDocument(); + await expect(audioButton).toBeInTheDocument(); - console.log('✅ Vision modality: Images enabled, Audio/Recording disabled'); + // Close dropdown by pressing Escape + await userEvent.keyboard('{Escape}'); + + console.log('✅ Vision modality: Dropdown menu verified'); }} /> @@ -126,31 +118,21 @@ play={async ({ canvas, userEvent }) => { mockServerProps(mockConfigs.audioOnly); - // Test initial file input state (should accept audio but not images) - const fileInput = document.querySelector('input[type="file"]'); - const acceptAttr = fileInput?.getAttribute('accept'); - console.log('Audio modality accept attr:', acceptAttr); - + // Open file attachments dropdown and verify it works const fileUploadButton = canvas.getByText('Attach files'); await userEvent.click(fileUploadButton); - // Test that record button is enabled (audio support) - const recordButton = canvas.getAllByRole('button', { name: 'Start recording' })[1]; - await expect(recordButton).not.toBeDisabled(); - - // Test that Images button is disabled (no vision support) + // Verify dropdown menu items exist const imagesButton = document.querySelector('.images-button'); - await expect(imagesButton).toHaveAttribute('data-disabled'); - - // Test that Audio button is enabled (audio support) const audioButton = document.querySelector('.audio-button'); - await expect(audioButton).not.toHaveAttribute('data-disabled'); - // Fix for dropdown menu side effect - const body = document.querySelector('body'); - if (body) body.style.pointerEvents = 'all'; + await expect(imagesButton).toBeInTheDocument(); + await expect(audioButton).toBeInTheDocument(); + + // Close dropdown by pressing Escape + await userEvent.keyboard('{Escape}'); - console.log('✅ Audio modality: Audio/Recording enabled, Images disabled'); + console.log('✅ Audio modality: Dropdown menu verified'); }} /> diff --git a/tools/server/webui/src/stories/ChatMessage.stories.svelte b/tools/server/webui/tests/stories/ChatMessage.stories.svelte similarity index 87% rename from tools/server/webui/src/stories/ChatMessage.stories.svelte rename to tools/server/webui/tests/stories/ChatMessage.stories.svelte index 6529b75a307..5f4de7d476f 100644 --- a/tools/server/webui/src/stories/ChatMessage.stories.svelte +++ b/tools/server/webui/tests/stories/ChatMessage.stories.svelte @@ -92,8 +92,8 @@ message: userMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); }} /> @@ -104,8 +104,8 @@ message: assistantMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); }} /> @@ -116,8 +116,8 @@ message: assistantWithReasoning }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); }} /> @@ -128,8 +128,8 @@ message: rawOutputMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', true); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', true); }} /> @@ -140,8 +140,8 @@ }} asChild play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); // Phase 1: Stream reasoning content in chunks let reasoningText = 'I need to think about this carefully. Let me break down the problem:\n\n1. The user is asking for help with something complex\n2. I should provide a thorough and helpful response\n3. I need to consider multiple approaches\n4. The best solution would be to explain step by step\n\nThis approach will ensure clarity and understanding.'; @@ -192,8 +192,8 @@ message: processingMessage }} play={async () => { - const { updateConfig } = await import('$lib/stores/settings.svelte'); - updateConfig('disableReasoningFormat', false); + const { settingsStore } = await import('$lib/stores/settings.svelte'); + settingsStore.updateConfig('disableReasoningFormat', false); // Import the chat store to simulate loading state const { chatStore } = await import('$lib/stores/chat.svelte'); diff --git a/tools/server/webui/src/stories/ChatSettings.stories.svelte b/tools/server/webui/tests/stories/ChatSettings.stories.svelte similarity index 100% rename from tools/server/webui/src/stories/ChatSettings.stories.svelte rename to tools/server/webui/tests/stories/ChatSettings.stories.svelte diff --git a/tools/server/webui/src/stories/ChatSidebar.stories.svelte b/tools/server/webui/tests/stories/ChatSidebar.stories.svelte similarity index 83% rename from tools/server/webui/src/stories/ChatSidebar.stories.svelte rename to tools/server/webui/tests/stories/ChatSidebar.stories.svelte index b74b246b1d1..42cea8783cd 100644 --- a/tools/server/webui/src/stories/ChatSidebar.stories.svelte +++ b/tools/server/webui/tests/stories/ChatSidebar.stories.svelte @@ -51,10 +51,10 @@ asChild name="Default" play={async () => { - const { chatStore } = await import('$lib/stores/chat.svelte'); + const { conversationsStore } = await import('$lib/stores/conversations.svelte'); waitFor(() => setTimeout(() => { - chatStore.conversations = mockConversations; + conversationsStore.conversations = mockConversations; }, 0)); }} > @@ -67,10 +67,10 @@ asChild name="SearchActive" play={async ({ userEvent }) => { - const { chatStore } = await import('$lib/stores/chat.svelte'); + const { conversationsStore } = await import('$lib/stores/conversations.svelte'); waitFor(() => setTimeout(() => { - chatStore.conversations = mockConversations; + conversationsStore.conversations = mockConversations; }, 0)); const searchTrigger = screen.getByText('Search conversations'); @@ -87,8 +87,8 @@ name="Empty" play={async () => { // Mock empty conversations store - const { chatStore } = await import('$lib/stores/chat.svelte'); - chatStore.conversations = []; + const { conversationsStore } = await import('$lib/stores/conversations.svelte'); + conversationsStore.conversations = []; }} >
      diff --git a/tools/server/webui/src/stories/Introduction.mdx b/tools/server/webui/tests/stories/Introduction.mdx similarity index 100% rename from tools/server/webui/src/stories/Introduction.mdx rename to tools/server/webui/tests/stories/Introduction.mdx diff --git a/tools/server/webui/src/stories/MarkdownContent.stories.svelte b/tools/server/webui/tests/stories/MarkdownContent.stories.svelte similarity index 100% rename from tools/server/webui/src/stories/MarkdownContent.stories.svelte rename to tools/server/webui/tests/stories/MarkdownContent.stories.svelte diff --git a/tools/server/webui/src/stories/fixtures/ai-tutorial.ts b/tools/server/webui/tests/stories/fixtures/ai-tutorial.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/ai-tutorial.ts rename to tools/server/webui/tests/stories/fixtures/ai-tutorial.ts diff --git a/tools/server/webui/src/stories/fixtures/api-docs.ts b/tools/server/webui/tests/stories/fixtures/api-docs.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/api-docs.ts rename to tools/server/webui/tests/stories/fixtures/api-docs.ts diff --git a/tools/server/webui/src/stories/fixtures/assets/1.jpg b/tools/server/webui/tests/stories/fixtures/assets/1.jpg similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/1.jpg rename to tools/server/webui/tests/stories/fixtures/assets/1.jpg diff --git a/tools/server/webui/src/stories/fixtures/assets/beautiful-flowers-lotus.webp b/tools/server/webui/tests/stories/fixtures/assets/beautiful-flowers-lotus.webp similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/beautiful-flowers-lotus.webp rename to tools/server/webui/tests/stories/fixtures/assets/beautiful-flowers-lotus.webp diff --git a/tools/server/webui/src/stories/fixtures/assets/example.pdf b/tools/server/webui/tests/stories/fixtures/assets/example.pdf similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/example.pdf rename to tools/server/webui/tests/stories/fixtures/assets/example.pdf diff --git a/tools/server/webui/src/stories/fixtures/assets/hf-logo.svg b/tools/server/webui/tests/stories/fixtures/assets/hf-logo.svg similarity index 100% rename from tools/server/webui/src/stories/fixtures/assets/hf-logo.svg rename to tools/server/webui/tests/stories/fixtures/assets/hf-logo.svg diff --git a/tools/server/webui/src/stories/fixtures/blog-post.ts b/tools/server/webui/tests/stories/fixtures/blog-post.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/blog-post.ts rename to tools/server/webui/tests/stories/fixtures/blog-post.ts diff --git a/tools/server/webui/src/stories/fixtures/data-analysis.ts b/tools/server/webui/tests/stories/fixtures/data-analysis.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/data-analysis.ts rename to tools/server/webui/tests/stories/fixtures/data-analysis.ts diff --git a/tools/server/webui/src/stories/fixtures/empty.ts b/tools/server/webui/tests/stories/fixtures/empty.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/empty.ts rename to tools/server/webui/tests/stories/fixtures/empty.ts diff --git a/tools/server/webui/src/stories/fixtures/math-formulas.ts b/tools/server/webui/tests/stories/fixtures/math-formulas.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/math-formulas.ts rename to tools/server/webui/tests/stories/fixtures/math-formulas.ts diff --git a/tools/server/webui/src/stories/fixtures/readme.ts b/tools/server/webui/tests/stories/fixtures/readme.ts similarity index 100% rename from tools/server/webui/src/stories/fixtures/readme.ts rename to tools/server/webui/tests/stories/fixtures/readme.ts diff --git a/tools/server/webui/tests/stories/fixtures/storybook-mocks.ts b/tools/server/webui/tests/stories/fixtures/storybook-mocks.ts new file mode 100644 index 00000000000..c40a74655a0 --- /dev/null +++ b/tools/server/webui/tests/stories/fixtures/storybook-mocks.ts @@ -0,0 +1,81 @@ +import { serverStore } from '$lib/stores/server.svelte'; +import { modelsStore } from '$lib/stores/models.svelte'; + +/** + * Mock server properties for Storybook testing + * This utility allows setting mock server configurations without polluting production code + */ +export function mockServerProps(props: Partial): void { + // Reset any pointer-events from previous tests (dropdown cleanup) + const body = document.querySelector('body'); + if (body) body.style.pointerEvents = ''; + + // Directly set the props for testing purposes + (serverStore as unknown as { props: ApiLlamaCppServerProps }).props = { + model_path: props.model_path || 'test-model', + modalities: { + vision: props.modalities?.vision ?? false, + audio: props.modalities?.audio ?? false + }, + ...props + } as ApiLlamaCppServerProps; + + // Set router mode role so activeModelId can be set + (serverStore as unknown as { props: ApiLlamaCppServerProps }).props.role = 'ROUTER'; + + // Also mock modelsStore methods for modality checking + const vision = props.modalities?.vision ?? false; + const audio = props.modalities?.audio ?? false; + + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).modelSupportsVision = () => vision; + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).modelSupportsAudio = () => audio; + + // Mock models list with a test model so activeModelId can be resolved + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).models = [ + { + id: 'test-model', + name: 'Test Model', + model: 'test-model' + } + ]; + + // Mock selectedModelId + // eslint-disable-next-line @typescript-eslint/no-explicit-any + (modelsStore as any).selectedModelId = 'test-model'; +} + +/** + * Reset server store to clean state for testing + */ +export function resetServerStore(): void { + (serverStore as unknown as { props: ApiLlamaCppServerProps }).props = { + model_path: '', + modalities: { + vision: false, + audio: false + } + } as ApiLlamaCppServerProps; + (serverStore as unknown as { error: string }).error = ''; + (serverStore as unknown as { loading: boolean }).loading = false; +} + +/** + * Common mock configurations for Storybook stories + */ +export const mockConfigs = { + visionOnly: { + modalities: { vision: true, audio: false } + }, + audioOnly: { + modalities: { vision: false, audio: true } + }, + bothModalities: { + modalities: { vision: true, audio: true } + }, + noModalities: { + modalities: { vision: false, audio: false } + } +} as const; diff --git a/tools/server/webui/vite.config.ts b/tools/server/webui/vite.config.ts index 11ff665d8b2..b41d3511b42 100644 --- a/tools/server/webui/vite.config.ts +++ b/tools/server/webui/vite.config.ts @@ -118,8 +118,7 @@ export default defineConfig({ provider: 'playwright', instances: [{ browser: 'chromium' }] }, - include: ['src/**/*.svelte.{test,spec}.{js,ts}'], - exclude: ['src/lib/server/**'], + include: ['tests/client/**/*.svelte.{test,spec}.{js,ts}'], setupFiles: ['./vitest-setup-client.ts'] } }, @@ -128,8 +127,7 @@ export default defineConfig({ test: { name: 'server', environment: 'node', - include: ['src/**/*.{test,spec}.{js,ts}'], - exclude: ['src/**/*.svelte.{test,spec}.{js,ts}'] + include: ['tests/server/**/*.{test,spec}.{js,ts}'] } }, { @@ -142,7 +140,7 @@ export default defineConfig({ provider: 'playwright', instances: [{ browser: 'chromium', headless: true }] }, - include: ['src/**/*.stories.{js,ts,svelte}'], + include: ['tests/stories/**/*.stories.{js,ts,svelte}'], setupFiles: ['./.storybook/vitest.setup.ts'] }, plugins: [ @@ -158,7 +156,7 @@ export default defineConfig({ proxy: { '/v1': 'http://localhost:8080', '/props': 'http://localhost:8080', - '/slots': 'http://localhost:8080' + '/models': 'http://localhost:8080' }, headers: { 'Cross-Origin-Embedder-Policy': 'require-corp', diff --git a/vendor/sheredom/subprocess.h b/vendor/sheredom/subprocess.h new file mode 100644 index 00000000000..3e40bae046a --- /dev/null +++ b/vendor/sheredom/subprocess.h @@ -0,0 +1,1203 @@ +/* + The latest version of this library is available on GitHub; + https://github.com/sheredom/subprocess.h +*/ + +/* + This is free and unencumbered software released into the public domain. + + Anyone is free to copy, modify, publish, use, compile, sell, or + distribute this software, either in source code form or as a compiled + binary, for any purpose, commercial or non-commercial, and by any + means. + + In jurisdictions that recognize copyright laws, the author or authors + of this software dedicate any and all copyright interest in the + software to the public domain. We make this dedication for the benefit + of the public at large and to the detriment of our heirs and + successors. We intend this dedication to be an overt act of + relinquishment in perpetuity of all present and future rights to this + software under copyright law. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, + EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF + MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. + IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR + OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, + ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR + OTHER DEALINGS IN THE SOFTWARE. + + For more information, please refer to +*/ + +#ifndef SHEREDOM_SUBPROCESS_H_INCLUDED +#define SHEREDOM_SUBPROCESS_H_INCLUDED + +#if defined(_MSC_VER) +#pragma warning(push, 1) + +/* disable warning: '__cplusplus' is not defined as a preprocessor macro, + * replacing with '0' for '#if/#elif' */ +#pragma warning(disable : 4668) +#endif + +#include +#include + +#if defined(_MSC_VER) +#pragma warning(pop) +#endif + +#if defined(__TINYC__) +#define SUBPROCESS_ATTRIBUTE(a) __attribute((a)) +#else +#define SUBPROCESS_ATTRIBUTE(a) __attribute__((a)) +#endif + +#if defined(_MSC_VER) +#define subprocess_pure +#define subprocess_weak __inline +#define subprocess_tls __declspec(thread) +#elif defined(__MINGW32__) +#define subprocess_pure SUBPROCESS_ATTRIBUTE(pure) +#define subprocess_weak static SUBPROCESS_ATTRIBUTE(used) +#define subprocess_tls __thread +#elif defined(__clang__) || defined(__GNUC__) || defined(__TINYC__) +#define subprocess_pure SUBPROCESS_ATTRIBUTE(pure) +#define subprocess_weak SUBPROCESS_ATTRIBUTE(weak) +#define subprocess_tls __thread +#else +#error Non clang, non gcc, non MSVC compiler found! +#endif + +struct subprocess_s; + +enum subprocess_option_e { + // stdout and stderr are the same FILE. + subprocess_option_combined_stdout_stderr = 0x1, + + // The child process should inherit the environment variables of the parent. + subprocess_option_inherit_environment = 0x2, + + // Enable asynchronous reading of stdout/stderr before it has completed. + subprocess_option_enable_async = 0x4, + + // Enable the child process to be spawned with no window visible if supported + // by the platform. + subprocess_option_no_window = 0x8, + + // Search for program names in the PATH variable. Always enabled on Windows. + // Note: this will **not** search for paths in any provided custom environment + // and instead uses the PATH of the spawning process. + subprocess_option_search_user_path = 0x10 +}; + +#if defined(__cplusplus) +extern "C" { +#endif + +/// @brief Create a process. +/// @param command_line An array of strings for the command line to execute for +/// this process. The last element must be NULL to signify the end of the array. +/// The memory backing this parameter only needs to persist until this function +/// returns. +/// @param options A bit field of subprocess_option_e's to pass. +/// @param out_process The newly created process. +/// @return On success zero is returned. +subprocess_weak int subprocess_create(const char *const command_line[], + int options, + struct subprocess_s *const out_process); + +/// @brief Create a process (extended create). +/// @param command_line An array of strings for the command line to execute for +/// this process. The last element must be NULL to signify the end of the array. +/// The memory backing this parameter only needs to persist until this function +/// returns. +/// @param options A bit field of subprocess_option_e's to pass. +/// @param environment An optional array of strings for the environment to use +/// for a child process (each element of the form FOO=BAR). The last element +/// must be NULL to signify the end of the array. +/// @param out_process The newly created process. +/// @return On success zero is returned. +/// +/// If `options` contains `subprocess_option_inherit_environment`, then +/// `environment` must be NULL. +subprocess_weak int +subprocess_create_ex(const char *const command_line[], int options, + const char *const environment[], + struct subprocess_s *const out_process); + +/// @brief Get the standard input file for a process. +/// @param process The process to query. +/// @return The file for standard input of the process. +/// +/// The file returned can be written to by the parent process to feed data to +/// the standard input of the process. +subprocess_pure subprocess_weak FILE * +subprocess_stdin(const struct subprocess_s *const process); + +/// @brief Get the standard output file for a process. +/// @param process The process to query. +/// @return The file for standard output of the process. +/// +/// The file returned can be read from by the parent process to read data from +/// the standard output of the child process. +subprocess_pure subprocess_weak FILE * +subprocess_stdout(const struct subprocess_s *const process); + +/// @brief Get the standard error file for a process. +/// @param process The process to query. +/// @return The file for standard error of the process. +/// +/// The file returned can be read from by the parent process to read data from +/// the standard error of the child process. +/// +/// If the process was created with the subprocess_option_combined_stdout_stderr +/// option bit set, this function will return NULL, and the subprocess_stdout +/// function should be used for both the standard output and error combined. +subprocess_pure subprocess_weak FILE * +subprocess_stderr(const struct subprocess_s *const process); + +/// @brief Wait for a process to finish execution. +/// @param process The process to wait for. +/// @param out_return_code The return code of the returned process (can be +/// NULL). +/// @return On success zero is returned. +/// +/// Joining a process will close the stdin pipe to the process. +subprocess_weak int subprocess_join(struct subprocess_s *const process, + int *const out_return_code); + +/// @brief Destroy a previously created process. +/// @param process The process to destroy. +/// @return On success zero is returned. +/// +/// If the process to be destroyed had not finished execution, it may out live +/// the parent process. +subprocess_weak int subprocess_destroy(struct subprocess_s *const process); + +/// @brief Terminate a previously created process. +/// @param process The process to terminate. +/// @return On success zero is returned. +/// +/// If the process to be destroyed had not finished execution, it will be +/// terminated (i.e killed). +subprocess_weak int subprocess_terminate(struct subprocess_s *const process); + +/// @brief Read the standard output from the child process. +/// @param process The process to read from. +/// @param buffer The buffer to read into. +/// @param size The maximum number of bytes to read. +/// @return The number of bytes actually read into buffer. Can only be 0 if the +/// process has complete. +/// +/// The only safe way to read from the standard output of a process during it's +/// execution is to use the `subprocess_option_enable_async` option in +/// conjunction with this method. +subprocess_weak unsigned +subprocess_read_stdout(struct subprocess_s *const process, char *const buffer, + unsigned size); + +/// @brief Read the standard error from the child process. +/// @param process The process to read from. +/// @param buffer The buffer to read into. +/// @param size The maximum number of bytes to read. +/// @return The number of bytes actually read into buffer. Can only be 0 if the +/// process has complete. +/// +/// The only safe way to read from the standard error of a process during it's +/// execution is to use the `subprocess_option_enable_async` option in +/// conjunction with this method. +subprocess_weak unsigned +subprocess_read_stderr(struct subprocess_s *const process, char *const buffer, + unsigned size); + +/// @brief Returns if the subprocess is currently still alive and executing. +/// @param process The process to check. +/// @return If the process is still alive non-zero is returned. +subprocess_weak int subprocess_alive(struct subprocess_s *const process); + +#if defined(__cplusplus) +#define SUBPROCESS_CAST(type, x) static_cast(x) +#define SUBPROCESS_PTR_CAST(type, x) reinterpret_cast(x) +#define SUBPROCESS_CONST_CAST(type, x) const_cast(x) +#define SUBPROCESS_NULL NULL +#else +#define SUBPROCESS_CAST(type, x) ((type)(x)) +#define SUBPROCESS_PTR_CAST(type, x) ((type)(x)) +#define SUBPROCESS_CONST_CAST(type, x) ((type)(x)) +#define SUBPROCESS_NULL 0 +#endif + +#if !defined(_WIN32) +#include +#include +#include +#include +#include +#include +#endif + +#if defined(_WIN32) + +#if (_MSC_VER < 1920) +#ifdef _WIN64 +typedef __int64 subprocess_intptr_t; +typedef unsigned __int64 subprocess_size_t; +#else +typedef int subprocess_intptr_t; +typedef unsigned int subprocess_size_t; +#endif +#else +#include + +typedef intptr_t subprocess_intptr_t; +typedef size_t subprocess_size_t; +#endif + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wreserved-identifier" +#endif + +typedef struct _PROCESS_INFORMATION *LPPROCESS_INFORMATION; +typedef struct _SECURITY_ATTRIBUTES *LPSECURITY_ATTRIBUTES; +typedef struct _STARTUPINFOA *LPSTARTUPINFOA; +typedef struct _OVERLAPPED *LPOVERLAPPED; + +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + +#ifdef _MSC_VER +#pragma warning(push, 1) +#endif +#ifdef __MINGW32__ +#pragma GCC diagnostic push +#pragma GCC diagnostic ignored "-Wpedantic" +#endif + +struct subprocess_subprocess_information_s { + void *hProcess; + void *hThread; + unsigned long dwProcessId; + unsigned long dwThreadId; +}; + +struct subprocess_security_attributes_s { + unsigned long nLength; + void *lpSecurityDescriptor; + int bInheritHandle; +}; + +struct subprocess_startup_info_s { + unsigned long cb; + char *lpReserved; + char *lpDesktop; + char *lpTitle; + unsigned long dwX; + unsigned long dwY; + unsigned long dwXSize; + unsigned long dwYSize; + unsigned long dwXCountChars; + unsigned long dwYCountChars; + unsigned long dwFillAttribute; + unsigned long dwFlags; + unsigned short wShowWindow; + unsigned short cbReserved2; + unsigned char *lpReserved2; + void *hStdInput; + void *hStdOutput; + void *hStdError; +}; + +struct subprocess_overlapped_s { + uintptr_t Internal; + uintptr_t InternalHigh; + union { + struct { + unsigned long Offset; + unsigned long OffsetHigh; + } DUMMYSTRUCTNAME; + void *Pointer; + } DUMMYUNIONNAME; + + void *hEvent; +}; + +#ifdef __MINGW32__ +#pragma GCC diagnostic pop +#endif +#ifdef _MSC_VER +#pragma warning(pop) +#endif + +__declspec(dllimport) unsigned long __stdcall GetLastError(void); +__declspec(dllimport) int __stdcall SetHandleInformation(void *, unsigned long, + unsigned long); +__declspec(dllimport) int __stdcall CreatePipe(void **, void **, + LPSECURITY_ATTRIBUTES, + unsigned long); +__declspec(dllimport) void *__stdcall CreateNamedPipeA( + const char *, unsigned long, unsigned long, unsigned long, unsigned long, + unsigned long, unsigned long, LPSECURITY_ATTRIBUTES); +__declspec(dllimport) int __stdcall ReadFile(void *, void *, unsigned long, + unsigned long *, LPOVERLAPPED); +__declspec(dllimport) unsigned long __stdcall GetCurrentProcessId(void); +__declspec(dllimport) unsigned long __stdcall GetCurrentThreadId(void); +__declspec(dllimport) void *__stdcall CreateFileA(const char *, unsigned long, + unsigned long, + LPSECURITY_ATTRIBUTES, + unsigned long, unsigned long, + void *); +__declspec(dllimport) void *__stdcall CreateEventA(LPSECURITY_ATTRIBUTES, int, + int, const char *); +__declspec(dllimport) int __stdcall CreateProcessA( + const char *, char *, LPSECURITY_ATTRIBUTES, LPSECURITY_ATTRIBUTES, int, + unsigned long, void *, const char *, LPSTARTUPINFOA, LPPROCESS_INFORMATION); +__declspec(dllimport) int __stdcall CloseHandle(void *); +__declspec(dllimport) unsigned long __stdcall WaitForSingleObject( + void *, unsigned long); +__declspec(dllimport) int __stdcall GetExitCodeProcess( + void *, unsigned long *lpExitCode); +__declspec(dllimport) int __stdcall TerminateProcess(void *, unsigned int); +__declspec(dllimport) unsigned long __stdcall WaitForMultipleObjects( + unsigned long, void *const *, int, unsigned long); +__declspec(dllimport) int __stdcall GetOverlappedResult(void *, LPOVERLAPPED, + unsigned long *, int); + +#if defined(_DLL) +#define SUBPROCESS_DLLIMPORT __declspec(dllimport) +#else +#define SUBPROCESS_DLLIMPORT +#endif + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wreserved-identifier" +#endif + +SUBPROCESS_DLLIMPORT int __cdecl _fileno(FILE *); +SUBPROCESS_DLLIMPORT int __cdecl _open_osfhandle(subprocess_intptr_t, int); +SUBPROCESS_DLLIMPORT subprocess_intptr_t __cdecl _get_osfhandle(int); + +#ifndef __MINGW32__ +void *__cdecl _alloca(subprocess_size_t); +#else +#include +#endif + +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + +#else +typedef size_t subprocess_size_t; +#endif + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wpadded" +#endif +struct subprocess_s { + FILE *stdin_file; + FILE *stdout_file; + FILE *stderr_file; + +#if defined(_WIN32) + void *hProcess; + void *hStdInput; + void *hEventOutput; + void *hEventError; +#else + pid_t child; + int return_status; +#endif + + subprocess_size_t alive; +}; +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + +#if defined(__clang__) +#if __has_warning("-Wunsafe-buffer-usage") +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wunsafe-buffer-usage" +#endif +#endif + +#if defined(_WIN32) +subprocess_weak int subprocess_create_named_pipe_helper(void **rd, void **wr); +int subprocess_create_named_pipe_helper(void **rd, void **wr) { + const unsigned long pipeAccessInbound = 0x00000001; + const unsigned long fileFlagOverlapped = 0x40000000; + const unsigned long pipeTypeByte = 0x00000000; + const unsigned long pipeWait = 0x00000000; + const unsigned long genericWrite = 0x40000000; + const unsigned long openExisting = 3; + const unsigned long fileAttributeNormal = 0x00000080; + const void *const invalidHandleValue = + SUBPROCESS_PTR_CAST(void *, ~(SUBPROCESS_CAST(subprocess_intptr_t, 0))); + struct subprocess_security_attributes_s saAttr = {sizeof(saAttr), + SUBPROCESS_NULL, 1}; + char name[256] = {0}; + static subprocess_tls long index = 0; + const long unique = index++; + +#if defined(_MSC_VER) && _MSC_VER < 1900 +#pragma warning(push, 1) +#pragma warning(disable : 4996) + _snprintf(name, sizeof(name) - 1, + "\\\\.\\pipe\\sheredom_subprocess_h.%08lx.%08lx.%ld", + GetCurrentProcessId(), GetCurrentThreadId(), unique); +#pragma warning(pop) +#else + snprintf(name, sizeof(name) - 1, + "\\\\.\\pipe\\sheredom_subprocess_h.%08lx.%08lx.%ld", + GetCurrentProcessId(), GetCurrentThreadId(), unique); +#endif + + *rd = + CreateNamedPipeA(name, pipeAccessInbound | fileFlagOverlapped, + pipeTypeByte | pipeWait, 1, 4096, 4096, SUBPROCESS_NULL, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr)); + + if (invalidHandleValue == *rd) { + return -1; + } + + *wr = CreateFileA(name, genericWrite, SUBPROCESS_NULL, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), + openExisting, fileAttributeNormal, SUBPROCESS_NULL); + + if (invalidHandleValue == *wr) { + return -1; + } + + return 0; +} +#endif + +int subprocess_create(const char *const commandLine[], int options, + struct subprocess_s *const out_process) { + return subprocess_create_ex(commandLine, options, SUBPROCESS_NULL, + out_process); +} + +int subprocess_create_ex(const char *const commandLine[], int options, + const char *const environment[], + struct subprocess_s *const out_process) { +#if defined(_WIN32) + int fd; + void *rd, *wr; + char *commandLineCombined; + subprocess_size_t len; + int i, j; + int need_quoting; + unsigned long flags = 0; + const unsigned long startFUseStdHandles = 0x00000100; + const unsigned long handleFlagInherit = 0x00000001; + const unsigned long createNoWindow = 0x08000000; + struct subprocess_subprocess_information_s processInfo; + struct subprocess_security_attributes_s saAttr = {sizeof(saAttr), + SUBPROCESS_NULL, 1}; + char *used_environment = SUBPROCESS_NULL; + struct subprocess_startup_info_s startInfo = {0, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + SUBPROCESS_NULL, + SUBPROCESS_NULL}; + + startInfo.cb = sizeof(startInfo); + startInfo.dwFlags = startFUseStdHandles; + + if (subprocess_option_no_window == (options & subprocess_option_no_window)) { + flags |= createNoWindow; + } + + if (subprocess_option_inherit_environment != + (options & subprocess_option_inherit_environment)) { + if (SUBPROCESS_NULL == environment) { + used_environment = SUBPROCESS_CONST_CAST(char *, "\0\0"); + } else { + // We always end with two null terminators. + len = 2; + + for (i = 0; environment[i]; i++) { + for (j = 0; '\0' != environment[i][j]; j++) { + len++; + } + + // For the null terminator too. + len++; + } + + used_environment = SUBPROCESS_CAST(char *, _alloca(len)); + + // Re-use len for the insertion position + len = 0; + + for (i = 0; environment[i]; i++) { + for (j = 0; '\0' != environment[i][j]; j++) { + used_environment[len++] = environment[i][j]; + } + + used_environment[len++] = '\0'; + } + + // End with the two null terminators. + used_environment[len++] = '\0'; + used_environment[len++] = '\0'; + } + } else { + if (SUBPROCESS_NULL != environment) { + return -1; + } + } + + if (!CreatePipe(&rd, &wr, SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), + 0)) { + return -1; + } + + if (!SetHandleInformation(wr, handleFlagInherit, 0)) { + return -1; + } + + fd = _open_osfhandle(SUBPROCESS_PTR_CAST(subprocess_intptr_t, wr), 0); + + if (-1 != fd) { + out_process->stdin_file = _fdopen(fd, "wb"); + + if (SUBPROCESS_NULL == out_process->stdin_file) { + return -1; + } + } + + startInfo.hStdInput = rd; + + if (options & subprocess_option_enable_async) { + if (subprocess_create_named_pipe_helper(&rd, &wr)) { + return -1; + } + } else { + if (!CreatePipe(&rd, &wr, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 0)) { + return -1; + } + } + + if (!SetHandleInformation(rd, handleFlagInherit, 0)) { + return -1; + } + + fd = _open_osfhandle(SUBPROCESS_PTR_CAST(subprocess_intptr_t, rd), 0); + + if (-1 != fd) { + out_process->stdout_file = _fdopen(fd, "rb"); + + if (SUBPROCESS_NULL == out_process->stdout_file) { + return -1; + } + } + + startInfo.hStdOutput = wr; + + if (subprocess_option_combined_stdout_stderr == + (options & subprocess_option_combined_stdout_stderr)) { + out_process->stderr_file = out_process->stdout_file; + startInfo.hStdError = startInfo.hStdOutput; + } else { + if (options & subprocess_option_enable_async) { + if (subprocess_create_named_pipe_helper(&rd, &wr)) { + return -1; + } + } else { + if (!CreatePipe(&rd, &wr, + SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 0)) { + return -1; + } + } + + if (!SetHandleInformation(rd, handleFlagInherit, 0)) { + return -1; + } + + fd = _open_osfhandle(SUBPROCESS_PTR_CAST(subprocess_intptr_t, rd), 0); + + if (-1 != fd) { + out_process->stderr_file = _fdopen(fd, "rb"); + + if (SUBPROCESS_NULL == out_process->stderr_file) { + return -1; + } + } + + startInfo.hStdError = wr; + } + + if (options & subprocess_option_enable_async) { + out_process->hEventOutput = + CreateEventA(SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 1, 1, + SUBPROCESS_NULL); + out_process->hEventError = + CreateEventA(SUBPROCESS_PTR_CAST(LPSECURITY_ATTRIBUTES, &saAttr), 1, 1, + SUBPROCESS_NULL); + } else { + out_process->hEventOutput = SUBPROCESS_NULL; + out_process->hEventError = SUBPROCESS_NULL; + } + + // Combine commandLine together into a single string + len = 0; + for (i = 0; commandLine[i]; i++) { + // for the trailing \0 + len++; + + // Quote the argument if it has a space in it + if (strpbrk(commandLine[i], "\t\v ") != SUBPROCESS_NULL || + commandLine[i][0] == SUBPROCESS_NULL) + len += 2; + + for (j = 0; '\0' != commandLine[i][j]; j++) { + switch (commandLine[i][j]) { + default: + break; + case '\\': + if (commandLine[i][j + 1] == '"') { + len++; + } + + break; + case '"': + len++; + break; + } + len++; + } + } + + commandLineCombined = SUBPROCESS_CAST(char *, _alloca(len)); + + if (!commandLineCombined) { + return -1; + } + + // Gonna re-use len to store the write index into commandLineCombined + len = 0; + + for (i = 0; commandLine[i]; i++) { + if (0 != i) { + commandLineCombined[len++] = ' '; + } + + need_quoting = strpbrk(commandLine[i], "\t\v ") != SUBPROCESS_NULL || + commandLine[i][0] == SUBPROCESS_NULL; + if (need_quoting) { + commandLineCombined[len++] = '"'; + } + + for (j = 0; '\0' != commandLine[i][j]; j++) { + switch (commandLine[i][j]) { + default: + break; + case '\\': + if (commandLine[i][j + 1] == '"') { + commandLineCombined[len++] = '\\'; + } + + break; + case '"': + commandLineCombined[len++] = '\\'; + break; + } + + commandLineCombined[len++] = commandLine[i][j]; + } + if (need_quoting) { + commandLineCombined[len++] = '"'; + } + } + + commandLineCombined[len] = '\0'; + + if (!CreateProcessA( + SUBPROCESS_NULL, + commandLineCombined, // command line + SUBPROCESS_NULL, // process security attributes + SUBPROCESS_NULL, // primary thread security attributes + 1, // handles are inherited + flags, // creation flags + used_environment, // used environment + SUBPROCESS_NULL, // use parent's current directory + SUBPROCESS_PTR_CAST(LPSTARTUPINFOA, + &startInfo), // STARTUPINFO pointer + SUBPROCESS_PTR_CAST(LPPROCESS_INFORMATION, &processInfo))) { + return -1; + } + + out_process->hProcess = processInfo.hProcess; + + out_process->hStdInput = startInfo.hStdInput; + + // We don't need the handle of the primary thread in the called process. + CloseHandle(processInfo.hThread); + + if (SUBPROCESS_NULL != startInfo.hStdOutput) { + CloseHandle(startInfo.hStdOutput); + + if (startInfo.hStdError != startInfo.hStdOutput) { + CloseHandle(startInfo.hStdError); + } + } + + out_process->alive = 1; + + return 0; +#else + int stdinfd[2]; + int stdoutfd[2]; + int stderrfd[2]; + pid_t child; + extern char **environ; + char *const empty_environment[1] = {SUBPROCESS_NULL}; + posix_spawn_file_actions_t actions; + char *const *used_environment; + + if (subprocess_option_inherit_environment == + (options & subprocess_option_inherit_environment)) { + if (SUBPROCESS_NULL != environment) { + return -1; + } + } + + if (0 != pipe(stdinfd)) { + return -1; + } + + if (0 != pipe(stdoutfd)) { + return -1; + } + + if (subprocess_option_combined_stdout_stderr != + (options & subprocess_option_combined_stdout_stderr)) { + if (0 != pipe(stderrfd)) { + return -1; + } + } + + if (environment) { +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wcast-qual" +#pragma clang diagnostic ignored "-Wold-style-cast" +#endif + used_environment = SUBPROCESS_CONST_CAST(char *const *, environment); +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + } else if (subprocess_option_inherit_environment == + (options & subprocess_option_inherit_environment)) { + used_environment = environ; + } else { + used_environment = empty_environment; + } + + if (0 != posix_spawn_file_actions_init(&actions)) { + return -1; + } + + // Close the stdin write end + if (0 != posix_spawn_file_actions_addclose(&actions, stdinfd[1])) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + // Map the read end to stdin + if (0 != + posix_spawn_file_actions_adddup2(&actions, stdinfd[0], STDIN_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + // Close the stdout read end + if (0 != posix_spawn_file_actions_addclose(&actions, stdoutfd[0])) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + // Map the write end to stdout + if (0 != + posix_spawn_file_actions_adddup2(&actions, stdoutfd[1], STDOUT_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + + if (subprocess_option_combined_stdout_stderr == + (options & subprocess_option_combined_stdout_stderr)) { + if (0 != posix_spawn_file_actions_adddup2(&actions, STDOUT_FILENO, + STDERR_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } else { + // Close the stderr read end + if (0 != posix_spawn_file_actions_addclose(&actions, stderrfd[0])) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + // Map the write end to stdout + if (0 != posix_spawn_file_actions_adddup2(&actions, stderrfd[1], + STDERR_FILENO)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } + +#ifdef __clang__ +#pragma clang diagnostic push +#pragma clang diagnostic ignored "-Wcast-qual" +#pragma clang diagnostic ignored "-Wold-style-cast" +#endif + if (subprocess_option_search_user_path == + (options & subprocess_option_search_user_path)) { + if (0 != posix_spawnp(&child, commandLine[0], &actions, SUBPROCESS_NULL, + SUBPROCESS_CONST_CAST(char *const *, commandLine), + used_environment)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } else { + if (0 != posix_spawn(&child, commandLine[0], &actions, SUBPROCESS_NULL, + SUBPROCESS_CONST_CAST(char *const *, commandLine), + used_environment)) { + posix_spawn_file_actions_destroy(&actions); + return -1; + } + } +#ifdef __clang__ +#pragma clang diagnostic pop +#endif + + // Close the stdin read end + close(stdinfd[0]); + // Store the stdin write end + out_process->stdin_file = fdopen(stdinfd[1], "wb"); + + // Close the stdout write end + close(stdoutfd[1]); + // Store the stdout read end + out_process->stdout_file = fdopen(stdoutfd[0], "rb"); + + if (subprocess_option_combined_stdout_stderr == + (options & subprocess_option_combined_stdout_stderr)) { + out_process->stderr_file = out_process->stdout_file; + } else { + // Close the stderr write end + close(stderrfd[1]); + // Store the stderr read end + out_process->stderr_file = fdopen(stderrfd[0], "rb"); + } + + // Store the child's pid + out_process->child = child; + + out_process->alive = 1; + + posix_spawn_file_actions_destroy(&actions); + return 0; +#endif +} + +FILE *subprocess_stdin(const struct subprocess_s *const process) { + return process->stdin_file; +} + +FILE *subprocess_stdout(const struct subprocess_s *const process) { + return process->stdout_file; +} + +FILE *subprocess_stderr(const struct subprocess_s *const process) { + if (process->stdout_file != process->stderr_file) { + return process->stderr_file; + } else { + return SUBPROCESS_NULL; + } +} + +int subprocess_join(struct subprocess_s *const process, + int *const out_return_code) { +#if defined(_WIN32) + const unsigned long infinite = 0xFFFFFFFF; + + if (process->stdin_file) { + fclose(process->stdin_file); + process->stdin_file = SUBPROCESS_NULL; + } + + if (process->hStdInput) { + CloseHandle(process->hStdInput); + process->hStdInput = SUBPROCESS_NULL; + } + + WaitForSingleObject(process->hProcess, infinite); + + if (out_return_code) { + if (!GetExitCodeProcess( + process->hProcess, + SUBPROCESS_PTR_CAST(unsigned long *, out_return_code))) { + return -1; + } + } + + process->alive = 0; + + return 0; +#else + int status; + + if (process->stdin_file) { + fclose(process->stdin_file); + process->stdin_file = SUBPROCESS_NULL; + } + + if (process->child) { + if (process->child != waitpid(process->child, &status, 0)) { + return -1; + } + + process->child = 0; + + if (WIFEXITED(status)) { + process->return_status = WEXITSTATUS(status); + } else { + process->return_status = EXIT_FAILURE; + } + + process->alive = 0; + } + + if (out_return_code) { + *out_return_code = process->return_status; + } + + return 0; +#endif +} + +int subprocess_destroy(struct subprocess_s *const process) { + if (process->stdin_file) { + fclose(process->stdin_file); + process->stdin_file = SUBPROCESS_NULL; + } + + if (process->stdout_file) { + fclose(process->stdout_file); + + if (process->stdout_file != process->stderr_file) { + fclose(process->stderr_file); + } + + process->stdout_file = SUBPROCESS_NULL; + process->stderr_file = SUBPROCESS_NULL; + } + +#if defined(_WIN32) + if (process->hProcess) { + CloseHandle(process->hProcess); + process->hProcess = SUBPROCESS_NULL; + + if (process->hStdInput) { + CloseHandle(process->hStdInput); + } + + if (process->hEventOutput) { + CloseHandle(process->hEventOutput); + } + + if (process->hEventError) { + CloseHandle(process->hEventError); + } + } +#endif + + return 0; +} + +int subprocess_terminate(struct subprocess_s *const process) { +#if defined(_WIN32) + unsigned int killed_process_exit_code; + int success_terminate; + int windows_call_result; + + killed_process_exit_code = 99; + windows_call_result = + TerminateProcess(process->hProcess, killed_process_exit_code); + success_terminate = (windows_call_result == 0) ? 1 : 0; + return success_terminate; +#else + int result; + result = kill(process->child, 9); + return result; +#endif +} + +unsigned subprocess_read_stdout(struct subprocess_s *const process, + char *const buffer, unsigned size) { +#if defined(_WIN32) + void *handle; + unsigned long bytes_read = 0; + struct subprocess_overlapped_s overlapped = {0, 0, {{0, 0}}, SUBPROCESS_NULL}; + overlapped.hEvent = process->hEventOutput; + + handle = SUBPROCESS_PTR_CAST(void *, + _get_osfhandle(_fileno(process->stdout_file))); + + if (!ReadFile(handle, buffer, size, &bytes_read, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped))) { + const unsigned long errorIoPending = 997; + unsigned long error = GetLastError(); + + // Means we've got an async read! + if (error == errorIoPending) { + if (!GetOverlappedResult(handle, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped), + &bytes_read, 1)) { + const unsigned long errorIoIncomplete = 996; + const unsigned long errorHandleEOF = 38; + error = GetLastError(); + + if ((error != errorIoIncomplete) && (error != errorHandleEOF)) { + return 0; + } + } + } + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#else + const int fd = fileno(process->stdout_file); + const ssize_t bytes_read = read(fd, buffer, size); + + if (bytes_read < 0) { + return 0; + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#endif +} + +unsigned subprocess_read_stderr(struct subprocess_s *const process, + char *const buffer, unsigned size) { +#if defined(_WIN32) + void *handle; + unsigned long bytes_read = 0; + struct subprocess_overlapped_s overlapped = {0, 0, {{0, 0}}, SUBPROCESS_NULL}; + overlapped.hEvent = process->hEventError; + + handle = SUBPROCESS_PTR_CAST(void *, + _get_osfhandle(_fileno(process->stderr_file))); + + if (!ReadFile(handle, buffer, size, &bytes_read, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped))) { + const unsigned long errorIoPending = 997; + unsigned long error = GetLastError(); + + // Means we've got an async read! + if (error == errorIoPending) { + if (!GetOverlappedResult(handle, + SUBPROCESS_PTR_CAST(LPOVERLAPPED, &overlapped), + &bytes_read, 1)) { + const unsigned long errorIoIncomplete = 996; + const unsigned long errorHandleEOF = 38; + error = GetLastError(); + + if ((error != errorIoIncomplete) && (error != errorHandleEOF)) { + return 0; + } + } + } + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#else + const int fd = fileno(process->stderr_file); + const ssize_t bytes_read = read(fd, buffer, size); + + if (bytes_read < 0) { + return 0; + } + + return SUBPROCESS_CAST(unsigned, bytes_read); +#endif +} + +int subprocess_alive(struct subprocess_s *const process) { + int is_alive = SUBPROCESS_CAST(int, process->alive); + + if (!is_alive) { + return 0; + } +#if defined(_WIN32) + { + const unsigned long zero = 0x0; + const unsigned long wait_object_0 = 0x00000000L; + + is_alive = wait_object_0 != WaitForSingleObject(process->hProcess, zero); + } +#else + { + int status; + is_alive = 0 == waitpid(process->child, &status, WNOHANG); + + // If the process was successfully waited on we need to cleanup now. + if (!is_alive) { + if (WIFEXITED(status)) { + process->return_status = WEXITSTATUS(status); + } else { + process->return_status = EXIT_FAILURE; + } + + // Since we've already successfully waited on the process, we need to wipe + // the child now. + process->child = 0; + + if (subprocess_join(process, SUBPROCESS_NULL)) { + return -1; + } + } + } +#endif + + if (!is_alive) { + process->alive = 0; + } + + return is_alive; +} + +#if defined(__clang__) +#if __has_warning("-Wunsafe-buffer-usage") +#pragma clang diagnostic pop +#endif +#endif + +#if defined(__cplusplus) +} // extern "C" +#endif + +#endif /* SHEREDOM_SUBPROCESS_H_INCLUDED */ From 00c361fe53e5fc105a077f90a0a22d4c60936ffe Mon Sep 17 00:00:00 2001 From: "Gilad S." <7817232+giladgd@users.noreply.github.com> Date: Mon, 1 Dec 2025 22:21:13 +0200 Subject: [PATCH 168/197] fix: llama arch implementation (#17665) --- src/llama-model.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/llama-model.cpp b/src/llama-model.cpp index 584efbf3c84..c46ee3707fa 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -626,6 +626,8 @@ void llama_model::load_hparams(llama_model_loader & ml) { switch (arch) { case LLM_ARCH_LLAMA: { + ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps); + if (hparams.n_expert == 8) { switch (hparams.n_layer) { case 32: type = LLM_TYPE_8x7B; break; From ecf74a841755fdf468d270a8727b6ed103d13344 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Mon, 1 Dec 2025 21:32:25 +0100 Subject: [PATCH 169/197] mtmd: add mtmd_context_params::warmup option (#17652) * mtmd: add mtmd_context_params::warmup option * reuse the common_params::warmup --- tools/mtmd/clip.cpp | 8 ++++++-- tools/mtmd/clip.h | 1 + tools/mtmd/mtmd-cli.cpp | 1 + tools/mtmd/mtmd.cpp | 2 ++ tools/mtmd/mtmd.h | 1 + tools/server/server-context.cpp | 1 + 6 files changed, 12 insertions(+), 2 deletions(-) diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp index d8222d88148..ea89259f92d 100644 --- a/tools/mtmd/clip.cpp +++ b/tools/mtmd/clip.cpp @@ -3526,14 +3526,18 @@ struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_vision = new clip_ctx(ctx_params); loader.load_hparams(ctx_vision->model, CLIP_MODALITY_VISION); loader.load_tensors(*ctx_vision); - loader.warmup(*ctx_vision); + if (ctx_params.warmup) { + loader.warmup(*ctx_vision); + } } if (loader.has_audio) { ctx_audio = new clip_ctx(ctx_params); loader.load_hparams(ctx_audio->model, CLIP_MODALITY_AUDIO); loader.load_tensors(*ctx_audio); - loader.warmup(*ctx_audio); + if (ctx_params.warmup) { + loader.warmup(*ctx_audio); + } } } catch (const std::exception & e) { diff --git a/tools/mtmd/clip.h b/tools/mtmd/clip.h index c1442afe6b2..e8aeb2066c6 100644 --- a/tools/mtmd/clip.h +++ b/tools/mtmd/clip.h @@ -34,6 +34,7 @@ struct clip_context_params { enum clip_flash_attn_type flash_attn_type; int image_min_tokens; int image_max_tokens; + bool warmup; }; struct clip_init_result { diff --git a/tools/mtmd/mtmd-cli.cpp b/tools/mtmd/mtmd-cli.cpp index 6679de309b4..b5bbc6536b5 100644 --- a/tools/mtmd/mtmd-cli.cpp +++ b/tools/mtmd/mtmd-cli.cpp @@ -136,6 +136,7 @@ struct mtmd_cli_context { mparams.print_timings = true; mparams.n_threads = params.cpuparams.n_threads; mparams.flash_attn_type = params.flash_attn_type; + mparams.warmup = params.warmup; mparams.image_min_tokens = params.image_min_tokens; mparams.image_max_tokens = params.image_max_tokens; ctx_vision.reset(mtmd_init_from_file(clip_path, model, mparams)); diff --git a/tools/mtmd/mtmd.cpp b/tools/mtmd/mtmd.cpp index 6690bf30046..d06fa42e616 100644 --- a/tools/mtmd/mtmd.cpp +++ b/tools/mtmd/mtmd.cpp @@ -108,6 +108,7 @@ mtmd_context_params mtmd_context_params_default() { /* image_marker */ MTMD_DEFAULT_IMAGE_MARKER, /* media_marker */ mtmd_default_marker(), /* flash_attn_type */ LLAMA_FLASH_ATTN_TYPE_AUTO, + /* warmup */ true, /* image_min_tokens */ -1, /* image_max_tokens */ -1, }; @@ -177,6 +178,7 @@ struct mtmd_context { /* flash_attn_type */ CLIP_FLASH_ATTN_TYPE_AUTO, /* image_min_tokens */ ctx_params.image_min_tokens, /* image_max_tokens */ ctx_params.image_max_tokens, + /* warmup */ ctx_params.warmup, }; auto res = clip_init(mmproj_fname, ctx_clip_params); diff --git a/tools/mtmd/mtmd.h b/tools/mtmd/mtmd.h index 015119be897..b3df24c299d 100644 --- a/tools/mtmd/mtmd.h +++ b/tools/mtmd/mtmd.h @@ -82,6 +82,7 @@ struct mtmd_context_params { const char * image_marker; // deprecated, use media_marker instead const char * media_marker; enum llama_flash_attn_type flash_attn_type; + bool warmup; // whether to run a warmup encode pass after initialization // limit number of image tokens, only for vision models with dynamic resolution int image_min_tokens; // minimum number of tokens for image input (default: read from metadata) diff --git a/tools/server/server-context.cpp b/tools/server/server-context.cpp index 2bf3924df90..e992db70f16 100644 --- a/tools/server/server-context.cpp +++ b/tools/server/server-context.cpp @@ -621,6 +621,7 @@ struct server_context_impl { mparams.print_timings = false; mparams.n_threads = params_base.cpuparams.n_threads; mparams.flash_attn_type = params_base.flash_attn_type; + mparams.warmup = params_base.warmup; mparams.image_min_tokens = params_base.image_min_tokens; mparams.image_max_tokens = params_base.image_max_tokens; mctx = mtmd_init_from_file(mmproj_path.c_str(), model, mparams); From 9810cb82476e605bef45f9c51009c9989873ff89 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Mon, 1 Dec 2025 15:26:21 -0600 Subject: [PATCH 170/197] ops.md: update vulkan support (#17661) --- docs/ops.md | 15 +- docs/ops/Vulkan.csv | 518 ++++++++++++++++++++++++++++++++++++++++---- 2 files changed, 483 insertions(+), 50 deletions(-) diff --git a/docs/ops.md b/docs/ops.md index 62a921e8f72..fe5e6c18190 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -21,11 +21,11 @@ Legend: | ADD_ID | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | | ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | -| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ❌ | +| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | | CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | | CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | -| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ❌ | +| CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | | CONV_2D | ❌ | ❌ | ✅ | ✅ | ❌ | ✅ | ❌ | ✅ | ❌ | | CONV_2D_DW | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | | CONV_3D | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | @@ -36,10 +36,10 @@ Legend: | CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | | CROSS_ENTROPY_LOSS | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | | CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | -| CUMSUM | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| CUMSUM | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | | DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | | DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | -| DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | ❌ | +| DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | | ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ❌ | | EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ❌ | | EXPM1 | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | @@ -102,7 +102,7 @@ Legend: | SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | 🟡 | ❌ | | SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | | SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | -| SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | 🟡 | ❌ | | SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | | SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | @@ -115,7 +115,8 @@ Legend: | SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | 🟡 | ❌ | | TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | | TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | -| TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | +| TOP_K | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | 🟡 | ❌ | +| TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | | TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | -| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | +| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | | XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv index 8073930e94d..d284fcb0f87 100644 --- a/docs/ops/Vulkan.csv +++ b/docs/ops/Vulkan.csv @@ -5005,8 +5005,8 @@ "Vulkan0","DUP","type=f16,ne=[10,10,5,1],permute=[0,2,1,3]","support","1","yes","Vulkan" "Vulkan0","DUP","type=f32,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Vulkan" "Vulkan0","DUP","type=f16,ne=[10,10,5,1],permute=[1,0,2,3]","support","1","yes","Vulkan" -"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","0","no","Vulkan" -"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","0","no","Vulkan" +"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[0,2,1,3]","support","1","yes","Vulkan" +"Vulkan0","DUP","type=i16,ne=[10,8,3,1],permute=[1,2,0,3]","support","1","yes","Vulkan" "Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=1","support","0","no","Vulkan" "Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=2","support","0","no","Vulkan" "Vulkan0","SET","type_src=f32,type_dst=f32,ne=[6,5,4,3],dim=3","support","0","no","Vulkan" @@ -5032,14 +5032,14 @@ "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" @@ -5271,7 +5271,7 @@ "Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" "Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" @@ -5415,21 +5415,49 @@ "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","0","no","Vulkan" +"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f32,ne=[2,3,5,7]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f16,ne=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f16,ne=[2,1,3,5]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=f16,ne=[2,3,5,7]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=bf16,ne=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=bf16,ne=[2,1,3,5]","support","1","yes","Vulkan" -"Vulkan0","CONT","type=bf16,ne=[2,3,5,7]","support","0","no","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" +"Vulkan0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" "Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" @@ -5655,6 +5683,7 @@ "Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","Vulkan" "Vulkan0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Vulkan" @@ -8644,9 +8673,13 @@ "Vulkan0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","0","no","Vulkan" "Vulkan0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","0","no","Vulkan" "Vulkan0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","Vulkan" "Vulkan0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" @@ -8666,9 +8699,13 @@ "Vulkan0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","Vulkan" "Vulkan0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","Vulkan" "Vulkan0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","ROUND","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f32,ne=[7,1,5,3]","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","Vulkan" "Vulkan0","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","Vulkan" "Vulkan0","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","1","yes","Vulkan" @@ -9411,28 +9448,405 @@ "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan" "Vulkan0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","Vulkan" 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+"Vulkan0","TOP_K","type=f32,ne=[1025,2,1,3],k=3","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16384,1,1,1],k=3","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2047,2,1,3],k=3","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2048,2,1,3],k=3","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2049,2,1,3],k=3","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16,10,10,10],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[60,10,10,10],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1023,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1024,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1025,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16384,1,1,1],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2047,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2048,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2049,2,1,3],k=7","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16,10,10,10],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[60,10,10,10],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1023,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1024,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[1025,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[16384,1,1,1],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2047,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2048,2,1,3],k=15","support","1","yes","Vulkan" +"Vulkan0","TOP_K","type=f32,ne=[2049,2,1,3],k=15","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","Vulkan" @@ -9445,6 +9859,10 @@ "Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","1","yes","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","0","no","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","0","no","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","0","no","Vulkan" +"Vulkan0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","0","no","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" "Vulkan0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","Vulkan" @@ -9479,23 +9897,37 @@ "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","Vulkan" "Vulkan0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","Vulkan" +"Vulkan0","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","Vulkan" "Vulkan0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","Vulkan" "Vulkan0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","Vulkan" -"Vulkan0","CUMSUM","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","Vulkan" +"Vulkan0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","Vulkan" "Vulkan0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","0","no","Vulkan" -"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","0","no","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","Vulkan" +"Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","Vulkan" "Vulkan0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","Vulkan" -"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","Vulkan" +"Vulkan0","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","Vulkan" +"Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","Vulkan" "Vulkan0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","Vulkan" From 746f9ee88941c2f259268c484fe8278375387081 Mon Sep 17 00:00:00 2001 From: "Piotr Wilkin (ilintar)" Date: Tue, 2 Dec 2025 00:43:13 +0100 Subject: [PATCH 171/197] Override SSM_A op for Qwen3 Next to reduce splits (#17587) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Override SSM_A op for Qwen3 Next to reduce splits * New tensor mapping SSM_A_NOSCAN for SSM_A used outside of OP_SSM_SCAN context. * Update src/llama-model.cpp Co-authored-by: Sigbjørn Skjæret * Update src/llama-model.cpp Co-authored-by: Sigbjørn Skjæret --------- Co-authored-by: Sigbjørn Skjæret --- src/llama-arch.cpp | 3 ++- src/llama-arch.h | 1 + src/llama-model.cpp | 2 +- 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index e12c8b9250d..64ad1b77690 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -855,7 +855,7 @@ static const std::map> LLM_TENSOR_N { LLM_TENSOR_FFN_GATE_SHEXP, "blk.%d.ffn_gate_shexp" }, { LLM_TENSOR_FFN_DOWN_SHEXP, "blk.%d.ffn_down_shexp" }, { LLM_TENSOR_FFN_UP_SHEXP, "blk.%d.ffn_up_shexp" }, - { LLM_TENSOR_SSM_A, "blk.%d.ssm_a" }, + { LLM_TENSOR_SSM_A_NOSCAN, "blk.%d.ssm_a" }, { LLM_TENSOR_SSM_CONV1D, "blk.%d.ssm_conv1d" }, { LLM_TENSOR_SSM_DT, "blk.%d.ssm_dt" }, { LLM_TENSOR_SSM_BETA_ALPHA, "blk.%d.ssm_ba" }, @@ -2639,6 +2639,7 @@ static const std::map LLM_TENSOR_INFOS = { {LLM_TENSOR_FFN_ACT, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_DIV}}, {LLM_TENSOR_SSM_CONV1D, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_CONV}}, {LLM_TENSOR_SSM_A, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_SSM_SCAN}}, + {LLM_TENSOR_SSM_A_NOSCAN, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, // a version of SSM_A used for MUL instead of SSM_SCAN {LLM_TENSOR_SSM_DT_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_SSM_B_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, {LLM_TENSOR_SSM_C_NORM, {LLM_TENSOR_LAYER_REPEATING, GGML_OP_MUL}}, diff --git a/src/llama-arch.h b/src/llama-arch.h index 438963cef0d..e113180024d 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -379,6 +379,7 @@ enum llm_tensor { LLM_TENSOR_SSM_DT, LLM_TENSOR_SSM_DT_NORM, LLM_TENSOR_SSM_A, + LLM_TENSOR_SSM_A_NOSCAN, // qwen3next special case with MUL instead of SSM_SCAN LLM_TENSOR_SSM_B_NORM, LLM_TENSOR_SSM_C_NORM, LLM_TENSOR_SSM_D, diff --git a/src/llama-model.cpp b/src/llama-model.cpp index c46ee3707fa..e281dc760bd 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -6526,7 +6526,7 @@ bool llama_model::load_tensors(llama_model_loader & ml) { layer.ssm_in = create_tensor(tn(LLM_TENSOR_SSM_IN, "weight", i), { n_embd, qkvz_dim }, 0); layer.ssm_conv1d = create_tensor(tn(LLM_TENSOR_SSM_CONV1D, "weight", i), { hparams.ssm_d_conv, conv_dim }, 0); layer.ssm_dt = create_tensor(tn(LLM_TENSOR_SSM_DT, "bias", i), { hparams.ssm_dt_rank }, 0); - layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A, i), { hparams.ssm_dt_rank }, 0); + layer.ssm_a = create_tensor(tn(LLM_TENSOR_SSM_A_NOSCAN, i), { hparams.ssm_dt_rank }, 0); layer.ssm_beta_alpha = create_tensor(tn(LLM_TENSOR_SSM_BETA_ALPHA, "weight", i), { n_embd, ba_dim }, 0); layer.ssm_norm = create_tensor(tn(LLM_TENSOR_SSM_NORM, "weight", i), { head_v_dim }, 0); layer.ssm_out = create_tensor(tn(LLM_TENSOR_SSM_OUT, "weight", i), { value_dim, n_embd }, 0); From 98bd9ab1e4fdef1497da628574bb90d0890539e7 Mon Sep 17 00:00:00 2001 From: Neo Zhang Jianyu Date: Tue, 2 Dec 2025 08:56:46 +0800 Subject: [PATCH 172/197] enhance argsort for UT (#17573) Co-authored-by: Neo Zhang --- ggml/src/ggml-sycl/ggml-sycl.cpp | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/ggml/src/ggml-sycl/ggml-sycl.cpp b/ggml/src/ggml-sycl/ggml-sycl.cpp index e82b51206e2..a264ade0b77 100644 --- a/ggml/src/ggml-sycl/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl/ggml-sycl.cpp @@ -1787,6 +1787,7 @@ static void argsort_f32_i32_sycl(const float *x, int *dst, const int ncols, const sycl::range<3> block_dims(1, 1, nth); const sycl::range<3> block_nums(1, nrows, 1); const size_t shared_mem = ncols_pad * sizeof(int); + GGML_ASSERT(shared_mem<=ggml_sycl_info().devices[device].smpbo); if (order == GGML_SORT_ORDER_ASC) { stream->submit([&](sycl::handler &cgh) { @@ -4348,6 +4349,9 @@ static ggml_backend_buffer_t ggml_backend_sycl_device_buffer_from_host_ptr(ggml_ } static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) { + ggml_backend_sycl_device_context *sycl_ctx = + (ggml_backend_sycl_device_context *)dev->context; + int device = sycl_ctx->device; switch (op->op) { case GGML_OP_CONV_TRANSPOSE_1D: { @@ -4601,8 +4605,10 @@ static bool ggml_backend_sycl_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_SUM: case GGML_OP_SUM_ROWS: case GGML_OP_MEAN: - case GGML_OP_ARGSORT: return ggml_is_contiguous(op->src[0]); + case GGML_OP_ARGSORT: + return op->src[0]->ne[0] * sizeof(int) <= + ggml_sycl_info().devices[device].smpbo; case GGML_OP_POOL_2D: case GGML_OP_ACC: return true; From 7b6d7453649be7e7aa37589a2da6d2f60ca9e548 Mon Sep 17 00:00:00 2001 From: Aaron Teo Date: Tue, 2 Dec 2025 11:52:05 +0800 Subject: [PATCH 173/197] release: fix duplicate libs, store symbolic links (#17299) --- .github/workflows/release.yml | 114 ++++++++++++++++++++++++++++------ 1 file changed, 95 insertions(+), 19 deletions(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 0d5739c24b1..a0a13f38400 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -66,14 +66,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.zip name: llama-bin-macos-arm64.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz + name: llama-bin-macos-arm64.tar.gz + macOS-x64: runs-on: macos-15-intel @@ -120,14 +127,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.zip name: llama-bin-macos-x64.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz + name: llama-bin-macos-x64.tar.gz + ubuntu-22-cpu: strategy: matrix: @@ -182,14 +196,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.tar.gz -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.zip name: llama-bin-ubuntu-${{ matrix.build }}.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-${{ matrix.build }}.tar.gz + name: llama-bin-ubuntu-${{ matrix.build }}.tar.gz + ubuntu-22-vulkan: runs-on: ubuntu-22.04 @@ -235,14 +256,21 @@ jobs: id: pack_artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.zip name: llama-bin-ubuntu-vulkan-x64.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz + name: llama-bin-ubuntu-vulkan-x64.tar.gz + windows-cpu: runs-on: windows-2025 @@ -298,7 +326,7 @@ jobs: run: | Copy-Item $env:CURL_PATH\bin\libcurl-${{ matrix.arch }}.dll .\build\bin\Release\ Copy-Item "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Redist\MSVC\14.44.35112\debug_nonredist\${{ matrix.arch }}\Microsoft.VC143.OpenMP.LLVM\libomp140.${{ matrix.arch == 'x64' && 'x86_64' || 'aarch64' }}.dll" .\build\bin\Release\ - 7z a llama-bin-win-cpu-${{ matrix.arch }}.zip .\build\bin\Release\* + 7z a -snl llama-bin-win-cpu-${{ matrix.arch }}.zip .\build\bin\Release\* - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -380,7 +408,7 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - 7z a llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip .\build\bin\Release\${{ matrix.target }}.dll + 7z a -snl llama-bin-win-${{ matrix.backend }}-${{ matrix.arch }}.zip .\build\bin\Release\${{ matrix.target }}.dll - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -434,7 +462,7 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - 7z a llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll + 7z a -snl llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip .\build\bin\Release\ggml-cuda.dll - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -526,7 +554,7 @@ jobs: cp "${{ env.ONEAPI_ROOT }}/umf/latest/bin/umf.dll" ./build/bin echo "cp oneAPI running time dll files to ./build/bin done" - 7z a llama-bin-win-sycl-x64.zip ./build/bin/* + 7z a -snl llama-bin-win-sycl-x64.zip ./build/bin/* - name: Upload the release package uses: actions/upload-artifact@v4 @@ -632,7 +660,7 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - 7z a llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\* + 7z a -snl llama-bin-win-hip-${{ matrix.name }}-x64.zip .\build\bin\* - name: Upload artifacts uses: actions/upload-artifact@v4 @@ -685,13 +713,20 @@ jobs: - name: Pack artifacts id: pack_artifacts run: | - zip --symlinks -r llama-${{ steps.tag.outputs.name }}-xcframework.zip build-apple/llama.xcframework + zip -y -r llama-${{ steps.tag.outputs.name }}-xcframework.zip build-apple/llama.xcframework + tar -czvf llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz -C build-apple llama.xcframework - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-xcframework.zip - name: llama-${{ steps.tag.outputs.name }}-xcframework + name: llama-${{ steps.tag.outputs.name }}-xcframework.zip + + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz + name: llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz openEuler-cann: strategy: @@ -730,14 +765,21 @@ jobs: - name: Pack artifacts run: | cp LICENSE ./build/bin/ - zip -r llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip ./build/bin/* + zip -y -r llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip ./build/bin/* + tar -czvf llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.tar.gz -C ./build/bin . - - name: Upload artifacts + - name: Upload artifacts (zip) uses: actions/upload-artifact@v4 with: path: llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip name: llama-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.zip + - name: Upload artifacts (tar) + uses: actions/upload-artifact@v4 + with: + path: llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.tar.gz + name: llama-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}.tar.gz + release: if: ${{ ( github.event_name == 'push' && github.ref == 'refs/heads/master' ) || github.event.inputs.create_release == 'true' }} @@ -814,6 +856,7 @@ jobs: echo "Moving other artifacts..." mv -v artifact/*.zip release + mv -v artifact/*.tar.gz release - name: Create release id: create_release @@ -822,6 +865,39 @@ jobs: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} with: tag_name: ${{ steps.tag.outputs.name }} + body: | + > [!WARNING] + > **Release Format Update**: Linux releases will soon use .tar.gz archives instead of .zip. Please make the necessary changes to your deployment scripts. + + **macOS/iOS:** + - [macOS Apple Silicon (arm64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-arm64.tar.gz) + - [macOS Intel (x64)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-macos-x64.tar.gz) + - [iOS XCFramework](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-xcframework.tar.gz) + + **Linux:** + - [Ubuntu x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-x64.tar.gz) + - [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-x64.tar.gz) + - [Ubuntu s390x (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-s390x.tar.gz) + + **Windows:** + - [Windows x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-x64.zip) + - [Windows arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cpu-arm64.zip) + - [Windows x64 (CUDA)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-12.4-x64.zip) + - [Windows x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-vulkan-x64.zip) + - [Windows x64 (SYCL)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-sycl-x64.zip) + - [Windows x64 (HIP)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-hip-radeon-x64.zip) + + **openEuler:** + - [openEuler x86 (310p)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-310p-openEuler-x86.tar.gz) + - [openEuler x86 (910b)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-910b-openEuler-x86.tar.gz) + - [openEuler aarch64 (310p)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-310p-openEuler-aarch64.tar.gz) + - [openEuler aarch64 (910b)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-910b-openEuler-aarch64.tar.gz) + +
      + + ${{ github.event.head_commit.message }} + +
      - name: Upload release id: upload_release @@ -833,7 +909,7 @@ jobs: const fs = require('fs'); const release_id = '${{ steps.create_release.outputs.id }}'; for (let file of await fs.readdirSync('./release')) { - if (path.extname(file) === '.zip') { + if (path.extname(file) === '.zip' || file.endsWith('.tar.gz')) { console.log('uploadReleaseAsset', file); await github.repos.uploadReleaseAsset({ owner: context.repo.owner, From ed320899275ef9a193aa177d97a0d08745dc48fe Mon Sep 17 00:00:00 2001 From: Aman Gupta Date: Tue, 2 Dec 2025 12:36:31 +0800 Subject: [PATCH 174/197] ggml-cuda: reorder only relevant nodes (#17639) --- ggml/src/ggml-cuda/common.cuh | 7 +++- ggml/src/ggml-cuda/ggml-cuda.cu | 68 +++++++++++++++++++++++++++------ 2 files changed, 62 insertions(+), 13 deletions(-) diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh index 611341deb0a..992ec0495fe 100644 --- a/ggml/src/ggml-cuda/common.cuh +++ b/ggml/src/ggml-cuda/common.cuh @@ -989,6 +989,10 @@ struct ggml_cuda_concurrent_event { int n_streams = 0; std::unordered_map stream_mapping; + // Original order of nodes in this concurrent region (before interleaving) + // Used to restore grouping for fusion within streams + std::vector original_order; + const ggml_tensor * join_node; ggml_cuda_concurrent_event() = default; @@ -1011,6 +1015,7 @@ struct ggml_cuda_concurrent_event { , fork_event(other.fork_event) , n_streams(other.n_streams) , stream_mapping(std::move(other.stream_mapping)) + , original_order(std::move(other.original_order)) , join_node(other.join_node) { other.fork_event = nullptr; } @@ -1121,11 +1126,9 @@ struct ggml_cuda_concurrent_event { }; struct ggml_cuda_stream_context { - std::vector original_nodes; std::unordered_map concurrent_events; void reset() { - original_nodes.clear(); concurrent_events.clear(); } }; diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index eb2e273110d..88352a92aa2 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -3238,9 +3238,56 @@ static void evaluate_and_capture_cuda_graph(ggml_backend_cuda_context * cuda_ctx } } if (should_launch_concurrent_events) { - //Restore the original graph to enable fusion within the streams - cgraph->nodes = const_cast(stream_ctx.original_nodes.data()); - cgraph->n_nodes = (int) stream_ctx.original_nodes.size(); + // Restore original node order within each concurrent region to enable fusion within streams + + std::unordered_map node_to_idx; + node_to_idx.reserve(cgraph->n_nodes); + for (int i = 0; i < cgraph->n_nodes; ++i) { + node_to_idx[cgraph->nodes[i]] = i; + } + + for (auto & [fork_node, event] : stream_ctx.concurrent_events) { + // Find positions of all nodes from this event in the current graph + std::vector positions; + positions.reserve(event.original_order.size()); + + bool all_found = true; + for (const ggml_tensor * orig_node : event.original_order) { + auto it = node_to_idx.find(orig_node); + if (it != node_to_idx.end()) { + positions.push_back(it->second); + } else { + all_found = false; + break; + } + } + + if (!all_found || positions.size() != event.original_order.size()) { + continue; + } + + // Sort positions to get contiguous range + std::vector sorted_positions = positions; + std::sort(sorted_positions.begin(), sorted_positions.end()); + + bool is_contiguous = true; + for (size_t i = 1; i < sorted_positions.size(); ++i) { + if (sorted_positions[i] != sorted_positions[i-1] + 1) { + is_contiguous = false; + break; + } + } + + if (!is_contiguous) { + continue; + } + + // Restore original order at the sorted positions + int start_pos = sorted_positions[0]; + for (size_t i = 0; i < event.original_order.size(); ++i) { + cgraph->nodes[start_pos + i] = const_cast(event.original_order[i]); + } + } } for (int i = 0; i < cgraph->n_nodes; i++) { @@ -3805,14 +3852,6 @@ static void ggml_backend_cuda_graph_optimize(ggml_backend_t backend, ggml_cgraph // store {fork_idx, join_idx} std::vector> concurrent_node_ranges; - // save the original nodes - std::vector original_nodes; - original_nodes.reserve(cgraph->n_nodes); - for (int i = 0; i < cgraph->n_nodes; ++i) { - original_nodes.push_back(cgraph->nodes[i]); - } - cuda_ctx->stream_context().original_nodes = std::move(original_nodes); - for (const auto & [root_node, count] : fan_out) { if (count >= min_fan_out && count <= max_fan_out) { const int root_node_idx = node_indices[root_node]; @@ -3917,6 +3956,13 @@ static void ggml_backend_cuda_graph_optimize(ggml_backend_t backend, ggml_cgraph continue; } + // Save the original order of nodes in this region before interleaving + // This is used later to restore grouping for fusion within streams + concurrent_event.original_order.reserve(total_branch_nodes); + for (int i = fork_node_idx + 1; i < join_node_idx; ++i) { + concurrent_event.original_order.push_back(cgraph->nodes[i]); + } + std::unordered_map & concurrent_events = cuda_ctx->stream_context().concurrent_events; GGML_ASSERT(concurrent_events.find(root_node) == concurrent_events.end()); concurrent_events.emplace(root_node, std::move(concurrent_event)); From cee92af5532148328999da814fef75f6c17dc4ec Mon Sep 17 00:00:00 2001 From: Aleksander Grygier Date: Tue, 2 Dec 2025 09:20:57 +0100 Subject: [PATCH 175/197] Add context info to server error (#17663) * fix: Add context info to server error * chore: update webui build output --- tools/server/public/index.html.gz | Bin 1439146 -> 1439531 bytes .../app/chat/ChatScreen/ChatScreen.svelte | 1 + .../app/dialogs/DialogChatError.svelte | 12 +- tools/server/webui/src/lib/services/chat.ts | 21 ++- .../webui/src/lib/stores/chat.svelte.ts | 158 +++++++++++++----- 5 files changed, 148 insertions(+), 44 deletions(-) diff --git a/tools/server/public/index.html.gz b/tools/server/public/index.html.gz index 9b58c25a66b5e54c8859637accbee4f8300bd362..b911b6e769e555f6244b4b8d081a62381deb21ba 100644 GIT binary patch delta 1412863 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