Merged
Conversation
* Add printing to check weights match torch version * minor code style changes --------- Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Add more checks which prevent RPC server from crashing if invalid input is received from client
Co-authored-by: xuedinge233 <damow890@gmail.com> Co-authored-by: hipudding <huafengchun@gmail.com>
Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
…-org#9052) * sycl: fix im2col overflow and sync with cuda Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: fix convert overflow Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: fix convert and dequantize Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: fix ib in dmmv Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl:refine convert Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * sycl: move downsample global_range into common Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * test: add im2col and convert test cases Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * test: make new cases only in sycl Signed-off-by: zhentaoyu <zhentao.yu@intel.com> * test: comment new test_cases for only local testing Signed-off-by: zhentaoyu <zhentao.yu@intel.com> --------- Signed-off-by: zhentaoyu <zhentao.yu@intel.com>
* fallback mmvq to mul_mat * mmvq in cuda path * Update ggml/src/ggml-sycl.cpp Co-authored-by: Alberto Cabrera Pérez <alberto.cabrera@codeplay.com> --------- Co-authored-by: Alberto Cabrera Pérez <alberto.cabrera@codeplay.com>
…LAVA CLIP model. (ggml-org#8984) * llava: Add ACC OP for GPU acceleration to the Vulkan backend in the LLAVA CLIP model. - The CLIP model now prioritizes the Vulkan backend over the CPU when vulkan available. - A GGML_OP_ACC shader has been added. - The encoding performance of the CLIP model improved from 4.2s on the CPU to 0.9s on the GPU. Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com> * fix-up coding style. Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com> * Fix-up the missing initial parameter to resolve the compilation warning. Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com> * [fix] Add missing parameters. Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com> * [fix] Use nb1 and nb2 for dst. Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com> * Fix check results ggml_acc call --------- Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com> Co-authored-by: 0cc4m <picard12@live.de>
* llama : std::move llm_bigram_bpe from work_queue This commit updates the retrieval of llm_bigram_bpe objects from work_queue.top() by using std::move. The motivation for this is to avoid the copying of the std::string `text` member of the llm_bigram_bpe struct. * squash! llama : std::move llm_bigram_bpe from work_queue Introduced a MovablePriorityQueue class to allow moving elements out of the priority queue for llm_bigram_bpe. * squash! llama : std::move llm_bigram_bpe from work_queue Rename MovablePriorityQueue to lama_priority_queue. * squash! llama : std::move llm_bigram_bpe from work_queue Rename lama_priority_queue -> llama_priority_queue.
…ialization 908) Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
* feat: initial support for llama.cpp * fix: lint * refactor: better refactor * Update src/llama.cpp Co-authored-by: compilade <git@compilade.net> * Update src/llama.cpp Co-authored-by: compilade <git@compilade.net> * fix: address comments * Update convert_hf_to_gguf.py Co-authored-by: compilade <git@compilade.net> * fix: add more cleanup and harmonization * fix: lint * Update gguf-py/gguf/gguf_writer.py Co-authored-by: compilade <git@compilade.net> * fix: change name * Apply suggestions from code review Co-authored-by: compilade <git@compilade.net> * add in operator * fix: add `dt_b_c_rms` in `llm_load_print_meta` * fix: correct printf format for bool * fix: correct print format * Update src/llama.cpp Co-authored-by: compilade <git@compilade.net> * llama : quantize more Mamba tensors * llama : use f16 as the fallback of fallback quant types --------- Co-authored-by: compilade <git@compilade.net>
# Conflicts: # .gitignore # README.md # docs/build.md # flake.lock # tests/test-backend-ops.cpp # tests/test-grammar-integration.cpp
pi6am
pushed a commit
that referenced
this pull request
Apr 14, 2026
) * ggml: backend-agnostic tensor parallelism * support for GPT-OSS, Qwen 3 MoE * partial Vulkan fix * add support for 4/8 GPUs * unconditional peer access * re-use buffers + ggml contexts * fix output pattern * NCCL support * GGML: HIP: add RCCL support * Remove shfl and AllReduce from backend interface * move allocation workaround out of ggml-alloc.c * 2d tensor set/get support * Fix the seg fault without NCCL * Apply suggestion from JohannesGaessler * support for tensor dims % n_devs != 0 * fix view_offs scaling * arbitrary num. of GPUs/tensor split * fix compilation * better granularity estimate * Support device-specific host buffer types if all underlying backends expose the same type. This allows using pinned memory instead of pageable memory for CUDA. Fix compilation errors. * partial Qwen 3 Next support * Fix qwen3 30b (#8) * Fix crash with Qwen-30B-A3B Q4_0 Qwen-30B-A3B Q4_0 has an intermediate dimension of 768. Using a granularity of 256 forces an uneven split between GPUs, which is not supported by the current implementation. * Decide block size based on tensor quantization type * Fix crashes due to KV cache serialization (#9) KV cache serialization requires non-zero offsets on the tensor. Add support in the meta backend to set/get a tensor with a non-zero offset. * metal : fix build (#7) * static memory allocations, fix usage count * fix tensor granularity * more even memory distribution * use BF16 for allreduce * rebase fixup * better error message for unsupported architectures * Fix device mismatch during scatter of allReduce. (#11) There is a mismatch between the dst buffer device and the backend device, causing the use of sync copies * Enable the previous allreduce implementation. It is better in both perf and stability (#12) * delay AllReduce for Moe for less I/O * build : clean-up compile warnings * backend : move most of the meta backend API to ggml-backend-impl.h * cont : hide unused public API in the implementation * llama : use llama_device + remove ggml_backend_dev_is_meta() * ggml-backend : remove unused alloc include * minor : remove regex include * ggml : introduce ggml-ext.h for staging new APIs * rebase fixup * fix tests * llama : more robust logic for determining Meta devices (LostRuins#16) * llama : more robust logic for determining Meta devices * cont : fix devs size check Co-authored-by: Johannes Gäßler <johannesg@5d6.de> * cont : fix log type Co-authored-by: Johannes Gäßler <johannesg@5d6.de> --------- Co-authored-by: Johannes Gäßler <johannesg@5d6.de> * disable roundtrip for meta backend * fix arch selection * Qwen 3.5 support * fix Gemma 4 MoE * fix OpenVino, SYCL * fix test-llama-archs for CPU-only builds * Fix Qwen 3.5 MoE * disable meta backend tests for WebGPU * tests : filter CPU-based devices from the Meta backend tests (LostRuins#17) * meta : formatting, naming, indentation (LostRuins#18) * formatting : llama-model.cpp * formatting : ggml-ext.h * formatting : ggml-backend-meta.cpp * meta : add TODO * add documentation * better error messages * fix GPT-OSS --------- Co-authored-by: Carl Philipp Klemm <carl@uvos.xyz> Co-authored-by: Gaurav Garg <gaugarg@nvidia.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
12 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
No description provided.