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1c872f7
opencl: add f16 for `add`, `sub`, `mul`, `div` (#14984)
lhez Aug 1, 2025
0f5ccd6
model : add hunyuan dense (#14878)
stevenkuang-tencent Aug 1, 2025
c76b420
vendor : update vendored copy of google/minja (#15011)
l-austenfeld Aug 1, 2025
9c35706
CUDA: fix MMQ nwarps for AMD with warp_size==32 (#15014)
JohannesGaessler Aug 1, 2025
a9f7541
vulkan: optimizations for direct convolution (#14933)
jeffbolznv Aug 2, 2025
f906275
server: enable token array inputs for OAI API (#15001)
JohannesGaessler Aug 2, 2025
339bd02
model : support Qwen3-Embedding (#15023)
iamlemec Aug 2, 2025
ec0b188
vulkan: Support ne[3]>1 in noncontig matrix-vector multiply (#15015)
jeffbolznv Aug 2, 2025
3025b62
llama-bench: rename DB table name from test to llama_bench (#15003)
yeahdongcn Aug 2, 2025
4cb208c
vulkan: coopmat2 mul_mat optimizations (#14934)
jeffbolznv Aug 2, 2025
f738989
chat : fix multiple tool_calls on hermes-2-pro (#14962)
jhen0409 Aug 2, 2025
711d5e6
convert : fix Qwen3-Embedding pre-tokenizer hash (#15030)
iamlemec Aug 2, 2025
2bf3fbf
ci : check that pre-tokenizer hashes are up-to-date (#15032)
CISC Aug 2, 2025
15e92fd
cuda, sycl : fix batched gemm when ne02 == 1 && ne03 > 1 (#15038)
ggerganov Aug 2, 2025
a4569c4
llama : enable LLAMA_SET_ROWS=1 by default (#14959)
ggerganov Aug 2, 2025
4fdea54
kv-cache : skip alignment of n_stream in kv-cache log msg [no ci] (#1…
danbev Aug 2, 2025
3303c19
cuda: make im2col a little faster (#15025)
leejet Aug 2, 2025
03d4698
CUDA: use mma FA kernel for gqa > 4 on RTX 4000 (#15035)
JohannesGaessler Aug 2, 2025
5c0eb5e
opencl: fix adreno compiler detection logic (#15029)
lhez Aug 2, 2025
6c7a441
vulkan: Use coopmat2 for conv2d (#14982)
jeffbolznv Aug 3, 2025
83bc2f2
model : add text-only support for Kimi-VL (and find special tokens in…
gabriellarson Aug 3, 2025
97366dc
vocab : JetBrains Mellum pre-tokenizer (#15045)
csabakecskemeti Aug 3, 2025
11a3811
memory : handle kv_unified for hybrid models (#15050)
compilade Aug 3, 2025
0a2f549
imatrix : fix 3d activation handling for hybrid and recurrent models …
compilade Aug 3, 2025
d31192b
imatrix : use GGUF by default (#14842)
compilade Aug 3, 2025
5aa1105
vulkan: fix build when using glslang that does not support coopmat2 (…
jeffbolznv Aug 4, 2025
587d011
ggml: WebGPU backend host improvements and style fixing (#14978)
reeselevine Aug 4, 2025
2721257
quantize : fix confusing error message if ftype is invalid (#15071)
CISC Aug 4, 2025
ef0144c
model: support GLM 4.5 family of models (#14939)
sammcj Aug 4, 2025
e5bebe5
gguf-py : add --chat-template-file to gguf_new_metadata (#15075)
CISC Aug 4, 2025
4161343
cmake: Add GGML_BACKEND_DIR option (#15074)
ckastner Aug 4, 2025
19f68fa
imatrix : warn when GGUF imatrix is saved without .gguf suffix (#15076)
compilade Aug 4, 2025
ec428b0
llama : add --n-cpu-moe option (#15077)
slaren Aug 4, 2025
ee3a9fc
context : fix index overflow on huge outputs (#15080)
compilade Aug 5, 2025
22f060c
webui: fix markdown table (#15081)
dindinw Aug 5, 2025
c81de6e
Fix `glm4moe` bug (#15088)
jukofyork Aug 5, 2025
3306cea
sycl: fix mul_mat selection (#15092)
Rbiessy Aug 5, 2025
be42642
readme : update hot topics (#15097)
ggerganov Aug 5, 2025
f324a3b
chat : only remove double bos/eos if added (#15086)
CISC Aug 5, 2025
fd1234c
llama : add gpt-oss (#15091)
ggerganov Aug 5, 2025
9515c61
ggml: WebGPU disable SET_ROWS for now (#15078)
reeselevine Aug 5, 2025
2241453
CANN: add support for ACL Graph (#15065)
noemotiovon Aug 6, 2025
2572689
chat : fix hunyuan auto-detection (#15114)
stevenkuang-tencent Aug 6, 2025
65c797c
chat : fix yandex chat template (#15116)
CISC Aug 6, 2025
0d88315
ggml : fix fallback to CPU for ununsupported ops (#15118)
slaren Aug 6, 2025
476aa3f
Fixed name `-override-tensors` to `-override-tensor` (#15129)
jukofyork Aug 6, 2025
3db4da5
chat : support Granite model reasoning and tool call (#14864)
smdesai Aug 6, 2025
e725a1a
opencl: add `swiglu_oai` and `add_id` (#15121)
lhez Aug 6, 2025
756cfea
fix profiling crash (#15072)
rmatif Aug 6, 2025
5fd160b
ggml: Add basic SET_ROWS support in WebGPU (#15137)
reeselevine Aug 6, 2025
36d3f00
requirements : fix PyTorch uint64 compatibility (#15134)
danbev Aug 7, 2025
20638e4
scripts: fix crash when --tool is not set (#15133)
JohannesGaessler Aug 7, 2025
1d72c84
CUDA: GEMM for FP32/FP16/BF16 and ne11 <= 16 (#15131)
JohannesGaessler Aug 7, 2025
9a96389
ggml: Skip backend library linking code when GGML_BACKEND_DL=ON (#15094)
ckastner Aug 7, 2025
7ad67ba
HIP: add cmake option to enable compiler output of kernel resource us…
IMbackK Aug 7, 2025
99acbc9
llama : Support intern-s1 (#14875)
RunningLeon Aug 7, 2025
a0552c8
vulkan: Add env var to disable host visible vidmem (#15109)
jeffbolznv Aug 7, 2025
c4f5356
vulkan: support fattn sinks (#15126)
jeffbolznv Aug 7, 2025
50aa938
convert : support non-mxfp4 HF model (#15153)
ngxson Aug 7, 2025
aaa3d07
opencl: support sink in `soft_max` (attn sinks) (#15152)
lhez Aug 8, 2025
1425f58
CUDA: attention sinks for mma FlashAttention (#15157)
JohannesGaessler Aug 8, 2025
6c7e9a5
vendor: sync minja (#15161)
ochafik Aug 8, 2025
cd6983d
ggml : fix field name when new ggml_backend (#14944)
aisk Aug 8, 2025
4850b52
server-bench: external OAI servers, sqlite (#15179)
JohannesGaessler Aug 8, 2025
e54d41b
gguf-py : add Numpy MXFP4 de/quantization support (#15111)
compilade Aug 8, 2025
34c9d76
CUDA: add attention sinks for tile and wmma (#15178)
am17an Aug 9, 2025
79c1160
cuda: refactored ssm_scan and use CUB (#13291)
Your-Cheese Aug 9, 2025
002cb1b
kleidiai: fix unsigned overflow bug (#15150)
chaxu01 Aug 11, 2025
a3a7874
convert : improve Mistral models integration (#14737)
juliendenize Aug 11, 2025
1ebbadd
perplexity : update comments/error msg to use decode [no ci] (#15227)
danbev Aug 11, 2025
50e81bd
convert : fix merge conflicts (#15229)
CISC Aug 11, 2025
cd3069d
kv-cache : log (debug) all streams in find_slot (#15176)
danbev Aug 11, 2025
228f724
kv-cache : fix seq_rm with seq_id == -1 (#15226)
ggerganov Aug 11, 2025
27093af
readme : update infra list (#15234)
malzag Aug 11, 2025
53d0a12
server : allow specifying reasoning_format in HTTP request (#15238)
ngxson Aug 11, 2025
fba5c0d
chat : hotfix gpt-oss jinja raising an exception (#15243)
ngxson Aug 11, 2025
cf9e564
mtmd : Fix MinicpmV model converter and clip to avoid using hardcode.…
gryffindor-rr Aug 11, 2025
be48528
CANN: Add broadcast for softmax and FA (#15208)
hipudding Aug 11, 2025
25ff6f7
musa: fix failures in test-backend-ops for mul_mat_id op (#15236)
yeahdongcn Aug 12, 2025
bbd57b7
CANN: GGML_OP_CPY optimization (#15070)
noemotiovon Aug 12, 2025
efe3a90
CUDA cmake: add `-lineinfo` for easier debug (#15260)
am17an Aug 12, 2025
60a7658
opencl: allow mixed f16/f32 `add` (#15140)
rmatif Aug 12, 2025
f4586ee
sycl: Fix and disable more configurations of mul_mat (#15151)
Rbiessy Aug 12, 2025
b049315
HIP: disable sync warp shuffel operators from clr amd_warp_sync_funct…
IMbackK Aug 12, 2025
e71d48e
ggml-rpc: chunk send()/recv() to avoid EINVAL for very large tensors …
Tak-RS Aug 13, 2025
bc51822
ci : add copilot-setup-steps.yml (#15214)
CISC Aug 13, 2025
6028bf7
CUDA: Optimize `reduce_rows_f32` kernel, leading up to 25x perf impro…
ORippler Aug 13, 2025
00f35d5
ggml : repack block_iq4_nlx8 (#14904)
ggerganov Aug 13, 2025
07aa869
ci : add more python requirements to copilot-setup-steps (#15289)
CISC Aug 13, 2025
648ebcd
ci : Added CI with RISC-V RVV1.0 Hardware (#14439)
alitariq4589 Aug 13, 2025
e885445
server : filter out harmony thought messages (#15278)
aldehir Aug 13, 2025
d8914fc
common : add --override-tensor-draft, --cpu-moe-draft and --n-cpu-mo…
Copilot Aug 13, 2025
c24f4e2
ggml : update `ggml_rope_multi` (#12665)
foldl Aug 13, 2025
b3e1666
server : enable -td and -tbd parameters (#15172)
CISC Aug 13, 2025
1adc981
fix(nix): remove non-functional llama-cpp cachix cache from flake.nix…
basnijholt Aug 13, 2025
29c8fbe
HIP: bump requirement to rocm 6.1 (#15296)
IMbackK Aug 13, 2025
3ea913f
perplexity: give more information about constraints on failure (#15303)
kallewoof Aug 14, 2025
5cdb27e
finetune: SGD optimizer, more CLI args (#13873)
graehl Aug 14, 2025
4ebd0c1
cuda : fix GGML_CUDA_GRAPHS=OFF (#15300)
CISC Aug 14, 2025
810b9fc
perplexity : provide a helpful hint for has_cpl case in split_equal e…
kallewoof Aug 14, 2025
8b24837
tests : remove unused includes (ggml/0)
ggerganov Aug 14, 2025
5ade300
ggml: fix ggml_conv_1d_dw bug (ggml/1323)
jason-ni Aug 14, 2025
3973163
sync : ggml
ggerganov Aug 14, 2025
d32e03f
server : add SWA checkpoints (#15293)
ggerganov Aug 14, 2025
863d341
vulkan: perf_logger improvements (#15246)
jeffbolznv Aug 14, 2025
1a01899
readme : update hot topics (#15315)
ggerganov Aug 14, 2025
646944c
docker : Enable GGML_CPU_ALL_VARIANTS for ARM (#15267)
ckastner Aug 14, 2025
b204a5a
gpt-oss: implement harmony parsing (#15181)
aldehir Aug 14, 2025
5ba36f6
HIP: Cleanup hipification header (#15285)
IMbackK Aug 14, 2025
e4e9159
devops : fix compile bug when the BASE_CUDA_DEV_CONTAINER is based on…
simevo Aug 14, 2025
7a0de96
llama : add 18-layer model type for Gemma 3-270m (#15319)
danbev Aug 14, 2025
f75b830
chat : include kwargs in template example (#15309)
slaren Aug 14, 2025
df36bce
eval-callback : stop on first NaN (#15320)
ggerganov Aug 14, 2025
4227c9b
CUDA: fix negative KV_max values in FA (#15321)
JohannesGaessler Aug 14, 2025
b07791a
test-opt: fix backend support check (#15317)
JohannesGaessler Aug 15, 2025
7aeee88
ci : move ccache action to ggml-org fork (#15328)
slaren Aug 15, 2025
d3248d9
ci : fix ios-xcode-build (#15324)
CISC Aug 15, 2025
ff27f80
ggml: initial IBM zDNN backend (#14975)
taronaeo Aug 15, 2025
db3010b
vulkan : fix compile warnings on macos (#15340)
ggerganov Aug 15, 2025
5edf159
vulkan : fix out-of-bounds access in argmax kernel (#15342)
ggerganov Aug 15, 2025
e2c1bff
opencl: add initial mxfp4 support via mv (#15270)
lhez Aug 15, 2025
5e6229a
common : fix double bos, use common_chat_templates for add_bos and ad…
danbev Aug 15, 2025
912ff8c
OpenCL: add initial FA support (#14987)
rmatif Aug 16, 2025
2e2b22b
vulkan: Add missing bounds checking to scalar/coopmat1 mul_mat_id (#1…
jeffbolznv Aug 16, 2025
de21927
vulkan: Support mul_mat_id with f32 accumulators (#15337)
jeffbolznv Aug 16, 2025
1fe0029
vulkan: fuse adds (#15252)
jeffbolznv Aug 16, 2025
65349f2
model : support vision LiquidAI LFM2-VL family (#15347)
tdakhran Aug 16, 2025
de56279
vulkan: Optimize argsort (#15354)
jeffbolznv Aug 17, 2025
b143fbc
ci : fix hang in windows-hip build/release (#15365)
CISC Aug 17, 2025
4d19698
convert : force patch_embd weights to F16 or F32 to avoid broken GGUF…
CISC Aug 17, 2025
19f4dec
vulkan: support sqrt (#15370)
ddwkim Aug 17, 2025
21c17b5
vulkan: Use larger workgroups for mul_mat_vec when M is small (#15355)
jeffbolznv Aug 17, 2025
e5155e6
server : export max observed n_past value (#15361)
okuvshynov Aug 17, 2025
ae532ea
vulkan: disable spirv-opt for bfloat16 shaders (#15352)
jeffbolznv Aug 18, 2025
f44f793
ggml-quants : fix make_qp_quants NANs and IQ1 assertion errors (#15379)
compilade Aug 18, 2025
618575c
Fix broken build: require updated pip to support --break-system-packa…
danchev Aug 18, 2025
d1d8241
server : fix incoming tasks not process in order (#15395)
davidef Aug 18, 2025
3007baf
readme : update hot topics (#15397)
ggerganov Aug 18, 2025
baa9255
llama : merge conts and reshapes and remove unnecessary cont (#15380)
CISC Aug 18, 2025
f0c541d
scripts : update sync scripts
ggerganov Aug 18, 2025
60212f1
sync : ggml
ggerganov Aug 18, 2025
6d7f111
codeowners : remove mmv.*
ggerganov Aug 18, 2025
f08c4c0
mtmd : clean up clip_n_output_tokens (#15391)
ngxson Aug 18, 2025
f0d3c74
batched-bench : use rand tokens (#15398)
ggerganov Aug 19, 2025
9d262f4
server : remove swa_full warning (#15399)
ggerganov Aug 19, 2025
e9288e8
chat : clarify the meaning of reasoning_format (#15408)
ngxson Aug 19, 2025
6424594
ggml-cpu: add mxfp4 VSX intrinsics for Power9+ (ppc64le) hardware (#1…
mgiessing Aug 19, 2025
67f09a3
musa: handle __hgt2_mask, available starting from MUSA SDK rc4.3.0 (#…
yeahdongcn Aug 19, 2025
a6d3cfe
CANN: optimize rope operator (#15335)
YangShuai52 Aug 19, 2025
d2fcd91
server : disable context shift by default (#15416)
ggerganov Aug 19, 2025
1e19f5d
common : Add top-nsigma sampler to help globally (#15428)
gcp Aug 19, 2025
9ef6b0b
model : add gpt-oss type strings (#15424)
ggerganov Aug 19, 2025
fb22dd0
opencl: mark `argsort` unsupported if cols exceed workgroup limit (#1…
lhez Aug 19, 2025
a094f38
musa: fix build warnings (#15258)
yeahdongcn Aug 20, 2025
2f37014
lookahead : add sample command to readme (#15447)
ggerganov Aug 20, 2025
37f10f9
make : remove make in favor of CMake (#15449)
danbev Aug 20, 2025
1a99c2d
cmake : fix target include directories (#15450)
xiaobing318 Aug 20, 2025
ec5ab1a
common : fix context shift help message (#15448)
DamonFool Aug 20, 2025
657b8a7
chat: handle gpt-oss return/end token inconsistency (#15421)
danbev Aug 20, 2025
fec9519
vulkan: shorten pipeline name strings (#15431)
jeffbolznv Aug 20, 2025
7a6e91a
CUDA: replace GGML_CUDA_F16 with CUDA arch checks (#15433)
JohannesGaessler Aug 20, 2025
13aeb7a
CUDA: refactor FA support/selection code (#15454)
JohannesGaessler Aug 20, 2025
1bc664a
server: fix OpenAI API compatibility for usage statistics in chat str…
TeoZosa Aug 20, 2025
5682a37
sched : copy only the used experts when offloading prompt processing …
slaren Aug 20, 2025
8ad038c
musa: add GGML_UNUSED_VARS (#15446)
yeahdongcn Aug 21, 2025
29f538a
examples : remove references to `make` in examples [no ci] (#15457)
danbev Aug 21, 2025
1b0db8f
server : fix webui (#15462)
stduhpf Aug 21, 2025
945e1f1
ggml : fix condition of im2col on Metal backend (#15460)
ngxson Aug 21, 2025
2f3dbff
common : fix incorrect print of non-ascii characters in the logging (…
DamonFool Aug 21, 2025
b2caf67
convert : make Mistral community chat templates optional via paramete…
juliendenize Aug 21, 2025
245be73
ci : add copilot-instructions.md (#15286)
Copilot Aug 21, 2025
b108e42
ci : fix -Werror=return-type in clip.cpp so ci/run.sh can run without…
michaelgiba Aug 21, 2025
2758fa1
examples : add model conversion tool/example (#15455)
danbev Aug 21, 2025
30649ca
ci : continue file download with wget (#15471)
ggerganov Aug 21, 2025
029bb39
ci : enable RVV1.0 native build (#15386)
alitariq4589 Aug 21, 2025
ad294df
examples : install torch-cpu for model conversion tool/example (#15475)
DamonFool Aug 21, 2025
715a6db
kv-cache : drop the "unified" prefix (#15467)
ggerganov Aug 21, 2025
9ad5e60
examples : fix some typos in examples/model-conversion/README.md (#15…
DamonFool Aug 21, 2025
96452a3
vulkan: Reuse conversion results in prealloc_y (#15410)
jeffbolznv Aug 21, 2025
20c2dac
vulkan: add exp operation (#15456)
ddwkim Aug 21, 2025
97ae596
vulkan : support conv_2d_dw with f16 weights (#15392)
Acly Aug 21, 2025
3f196be
graph : remove build_attn_with_sinks overload (#15469)
ggerganov Aug 21, 2025
cd36b5e
llama : remove deprecated llama_kv_self API (#15472)
ggerganov Aug 21, 2025
54a241f
sched : fix possible use of wrong ids tensor when offloading moe prom…
slaren Aug 21, 2025
a0f98dd
CANN: Optimize RMS_NORM using cache (#15419)
noemotiovon Aug 22, 2025
e288693
readme : model : mtdm : lfm2 improvements (#15476)
tdakhran Aug 22, 2025
4afb0a7
server : Support multimodal completion and embeddings prompts in JSON…
65a Aug 22, 2025
ad5c975
ggml-cpu: Support Q5_0 and Q5_1 on s390x (#15486)
taronaeo Aug 22, 2025
9ebebef
llama : remove KV cache defragmentation logic (#15473)
ggerganov Aug 22, 2025
b1ab918
cuda : add Pad Reflect 1D support (#14659)
YavorGIvanov Aug 22, 2025
92f7f0a
ggml: add `conv3d` op (#15182)
rmatif Aug 22, 2025
32732f2
model : gpt-oss add response_format support (#15494)
aldehir Aug 22, 2025
4536363
ggml WebGPU: add support for quantization types (#15440)
reeselevine Aug 22, 2025
e92734d
test-opt: allow slight inprecision (#15503)
JohannesGaessler Aug 22, 2025
330c3d2
vulkan: optimize mul_mat_id loading row ids into shared memory (#15427)
jeffbolznv Aug 23, 2025
0a9b43e
vulkan : support ggml_mean (#15393)
Acly Aug 23, 2025
b55f06e
vulkan.Dockerfile: install vulkan SDK using tarball (#15282)
yeahdongcn Aug 23, 2025
289bf41
vulkan: Rewrite synchronization to allow some overlap between nodes (…
jeffbolznv Aug 23, 2025
21dc4dd
chat : fix debug build assertion in trim function (#15520)
LaffeyNyaa Aug 23, 2025
9ef5369
scripts: fix compare-llama-bench.py (#15521)
JohannesGaessler Aug 23, 2025
b1afcab
model : add support for Seed-OSS (#15490)
pwilkin Aug 23, 2025
611f419
vulkan: optimize rms_norm, and allow the work to spread across multip…
jeffbolznv Aug 23, 2025
710dfc4
CUDA: fix half2 -> half conversion for HIP (#15529)
JohannesGaessler Aug 23, 2025
e78cf0d
vulkan: workaround MoltenVK compile failure in multi_add (#15506)
jeffbolznv Aug 24, 2025
a9c6ffc
vulkan: enable Conv2D for Apple after MoltenVK fixed the bug (#15526)
0cc4m Aug 24, 2025
c9a24fb
vulkan: Support FA with any multiple of 8 head sizes (#15537)
jeffbolznv Aug 24, 2025
b730706
kv-cache : support layer reuse (#15504)
ggerganov Aug 24, 2025
043fb27
vulkan: apply MUL_MAT_ID subgroup optimization to non-coopmat devices…
0cc4m Aug 24, 2025
c247d06
CANN: ROPE cache sin/cos repeat (#15501)
noemotiovon Aug 25, 2025
7da9fed
convert : support interns1-mini (#15412)
RunningLeon Aug 25, 2025
b0ba31f
metal : add FA kernels for HS=40 (#15559)
ggerganov Aug 25, 2025
0d5a470
convert : update Ernie 4.5 dense architecture name (#15555)
ownia Aug 25, 2025
6b64f74
batched-bench : fix unified KV cache handling + pp timing (#15562)
ggerganov Aug 25, 2025
5a6bc6b
model-conversion : add model card template for embeddings [no ci] (#1…
danbev Aug 25, 2025
dfd9b5f
model-conversion : set pooling type to none in logits.cpp (#15564)
danbev Aug 25, 2025
5eff6ec
CUDA: MoE helper in device code, better tile sizes (#15525)
JohannesGaessler Aug 25, 2025
111f8d0
metal: fix regression when no metal devices are present (#15531)
booxter Aug 25, 2025
886b97a
tests: Generate unique input values for count_equal (#15487)
jeffbolznv Aug 25, 2025
4d917cd
vulkan: fix min subgroup 16 condition for mmid subgroup optimization …
0cc4m Aug 25, 2025
f7207b0
opencl: fix support ops condition for `rms_norm` (#15560)
lhez Aug 25, 2025
74f52f7
CUDA: Accelerate MXFP4 table lookup using `__byte_perm` (#15451)
Qeeweew Aug 25, 2025
34bdbbd
vulkan: Remove splitting for mul_mat_id (#15568)
jeffbolznv Aug 26, 2025
4c37636
Add a warning for special devices (#15563)
pt13762104 Aug 26, 2025
0fd90db
metal : remove contiguous assertion for src0 in IM2COL (#15577)
CISC Aug 26, 2025
39842a7
gguf-py : remove erroneous FFN_GATE entry (#15583)
CISC Aug 26, 2025
c4e9239
model : support MiniCPM-V 4.5 (#15575)
tc-mb Aug 26, 2025
1d8d83d
metal : improve `MUL_MAT_ID` (#15541)
ggerganov Aug 26, 2025
85cc1ae
context : print graph stats for memory-less contexts (#15586)
ggerganov Aug 26, 2025
79a5462
mtmd : support Kimi VL model (#15458)
ngxson Aug 26, 2025
b3964c1
metal : optimize FA vec for large sequences and BS <= 8 (#15566)
ggerganov Aug 26, 2025
8f5afa9
CUDA: return -1 for nonexistent compiled arch (#15587)
JohannesGaessler Aug 26, 2025
62cef26
model-conversion : add qat-q4 quantization targets (#15588)
danbev Aug 26, 2025
0373486
graph : fix assert in memory-less build_attn (#15590)
ggerganov Aug 26, 2025
a6a58d6
llamafile: PowerPC Sgemm Optimization (#15558)
shalinib-ibm Aug 26, 2025
44b1efa
tests: add performance test for mul mat id (#15543)
netrunnereve Aug 26, 2025
8ce3ff1
mtmd : fix mtmd ios build (#15579)
fidoriel Aug 26, 2025
8b69686
SYCL: fix rms_norm_mul_add for tensor dim not a multiple of sg_size (…
qnixsynapse Aug 26, 2025
bcbddcd
tests : fix test-opt with GGML_BACKEND_DL (#15599)
slaren Aug 26, 2025
86076f9
OpenCL: add fused group_norm/norm, mul, add (#15314)
rmatif Aug 27, 2025
fcca218
common : add -m to bash completion for --model [no ci] (#15591)
danbev Aug 27, 2025
1cf123a
ggml-cpu : add basic RVV support for vector f32 ops (#15057)
xctan Aug 27, 2025
1e74897
CANN: refactor mask handling and improve performance in FA (#15561)
noemotiovon Aug 27, 2025
a7f058b
OWNERS: add file for OpenShift CI control
kpouget Aug 29, 2025
449bc6f
ggml: add the ggml-remotingfrontend and ggml-remotingbackend libraries
kpouget Aug 29, 2025
5640d3b
ggml: src: ggml-metal/ggml-metal: expose ggml_backend_metal_get_devic…
kpouget Aug 29, 2025
5f8b675
ggml: src: ggml-metal/ggml-metal: reduce the verbosity
kpouget Aug 29, 2025
4b06ce3
ggml: src: ggml-metal/ggml-metal: add timing instrumentation
kpouget Aug 29, 2025
e7a99b0
src: llama-*: reduce the verbosity
kpouget Aug 29, 2025
3090191
tools: run: run: add timing instrumentation
kpouget Aug 29, 2025
fc2c13f
Add helper scripts
kpouget Aug 29, 2025
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13 changes: 8 additions & 5 deletions .clang-format
Original file line number Diff line number Diff line change
Expand Up @@ -22,8 +22,8 @@ AllowShortIfStatementsOnASingleLine: Never
AllowShortLambdasOnASingleLine: Inline
AllowShortLoopsOnASingleLine: false
AlwaysBreakBeforeMultilineStrings: true
BinPackArguments: true
BinPackParameters: true # OnePerLine
BinPackArguments: false
BinPackParameters: false # OnePerLine
BitFieldColonSpacing: Both
BreakBeforeBraces: Custom # Attach
BraceWrapping:
Expand Down Expand Up @@ -70,15 +70,18 @@ ExperimentalAutoDetectBinPacking: false
FixNamespaceComments: true
IncludeBlocks: Regroup
IncludeCategories:
- Regex: '^<.*\.h>'
- Regex: '".*"'
Priority: 1
SortPriority: 0
- Regex: '^<.*'
- Regex: '^<.*\.h>'
Priority: 2
SortPriority: 0
- Regex: '.*'
- Regex: '^<.*'
Priority: 3
SortPriority: 0
- Regex: '.*'
Priority: 4
SortPriority: 0
IncludeIsMainRegex: '([-_](test|unittest))?$'
IncludeIsMainSourceRegex: ''
IndentAccessModifiers: false
Expand Down
130 changes: 130 additions & 0 deletions .devops/cann.Dockerfile
Original file line number Diff line number Diff line change
@@ -0,0 +1,130 @@
# ==============================================================================
# ARGUMENTS
# ==============================================================================

# Define the CANN base image for easier version updates later
ARG CANN_BASE_IMAGE=quay.io/ascend/cann:8.1.rc1-910b-openeuler22.03-py3.10

# ==============================================================================
# BUILD STAGE
# Compile all binary files and libraries
# ==============================================================================
FROM ${CANN_BASE_IMAGE} AS build

# Define the Ascend chip model for compilation. Default is Ascend910B3
ARG ASCEND_SOC_TYPE=Ascend910B3

# -- Install build dependencies --
RUN yum install -y gcc g++ cmake make git libcurl-devel python3 python3-pip && \
yum clean all && \
rm -rf /var/cache/yum

# -- Set the working directory --
WORKDIR /app

# -- Copy project files --
COPY . .

# -- Set CANN environment variables (required for compilation) --
# Using ENV instead of `source` allows environment variables to persist across the entire image layer
ENV ASCEND_TOOLKIT_HOME=/usr/local/Ascend/ascend-toolkit/latest
ENV LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/lib64:${LD_LIBRARY_PATH}
ENV PATH=${ASCEND_TOOLKIT_HOME}/bin:${PATH}
ENV ASCEND_OPP_PATH=${ASCEND_TOOLKIT_HOME}/opp
ENV LD_LIBRARY_PATH=${ASCEND_TOOLKIT_HOME}/runtime/lib64/stub:$LD_LIBRARY_PATH
# ... You can add other environment variables from the original file as needed ...
# For brevity, only core variables are listed here. You can paste the original ENV list here.

# -- Build llama.cpp --
# Use the passed ASCEND_SOC_TYPE argument and add general build options
RUN source /usr/local/Ascend/ascend-toolkit/set_env.sh --force \
&& \
cmake -B build \
-DGGML_CANN=ON \
-DCMAKE_BUILD_TYPE=Release \
-DSOC_TYPE=${ASCEND_SOC_TYPE} \
. && \
cmake --build build --config Release -j$(nproc)

# -- Organize build artifacts for copying in later stages --
# Create a lib directory to store all .so files
RUN mkdir -p /app/lib && \
find build -name "*.so" -exec cp {} /app/lib \;

# Create a full directory to store all executables and Python scripts
RUN mkdir -p /app/full && \
cp build/bin/* /app/full/ && \
cp *.py /app/full/ && \
cp -r gguf-py /app/full/ && \
cp -r requirements /app/full/ && \
cp requirements.txt /app/full/
# If you have a tools.sh script, make sure it is copied here
# cp .devops/tools.sh /app/full/tools.sh

# ==============================================================================
# BASE STAGE
# Create a minimal base image with CANN runtime and common libraries
# ==============================================================================
FROM ${CANN_BASE_IMAGE} AS base

# -- Install runtime dependencies --
RUN yum install -y libgomp curl && \
yum clean all && \
rm -rf /var/cache/yum

# -- Set CANN environment variables (required for runtime) --
ENV ASCEND_TOOLKIT_HOME=/usr/local/Ascend/ascend-toolkit/latest
ENV LD_LIBRARY_PATH=/app:${ASCEND_TOOLKIT_HOME}/lib64:${LD_LIBRARY_PATH}
ENV PATH=${ASCEND_TOOLKIT_HOME}/bin:${PATH}
ENV ASCEND_OPP_PATH=${ASCEND_TOOLKIT_HOME}/opp
# ... You can add other environment variables from the original file as needed ...

WORKDIR /app

# Copy compiled .so files from the build stage
COPY --from=build /app/lib/ /app

# ==============================================================================
# FINAL STAGES (TARGETS)
# ==============================================================================

### Target: full
# Complete image with all tools, Python bindings, and dependencies
# ==============================================================================
FROM base AS full

COPY --from=build /app/full /app

# Install Python dependencies
RUN yum install -y git python3 python3-pip && \
pip3 install --no-cache-dir --upgrade pip setuptools wheel && \
pip3 install --no-cache-dir -r requirements.txt && \
yum clean all && \
rm -rf /var/cache/yum

# You need to provide a tools.sh script as the entrypoint
ENTRYPOINT ["/app/tools.sh"]
# If there is no tools.sh, you can set the default to start the server
# ENTRYPOINT ["/app/llama-server"]

### Target: light
# Lightweight image containing only llama-cli
# ==============================================================================
FROM base AS light

COPY --from=build /app/full/llama-cli /app

ENTRYPOINT [ "/app/llama-cli" ]

### Target: server
# Dedicated server image containing only llama-server
# ==============================================================================
FROM base AS server

ENV LLAMA_ARG_HOST=0.0.0.0

COPY --from=build /app/full/llama-server /app

HEALTHCHECK --interval=5m CMD [ "curl", "-f", "http://localhost:8080/health" ]

ENTRYPOINT [ "/app/llama-server" ]
22 changes: 0 additions & 22 deletions .devops/cloud-v-pipeline

This file was deleted.

6 changes: 1 addition & 5 deletions .devops/cpu.Dockerfile
Original file line number Diff line number Diff line change
Expand Up @@ -4,19 +4,15 @@ FROM ubuntu:$UBUNTU_VERSION AS build

ARG TARGETARCH

ARG GGML_CPU_ARM_ARCH=armv8-a

RUN apt-get update && \
apt-get install -y build-essential git cmake libcurl4-openssl-dev

WORKDIR /app

COPY . .

RUN if [ "$TARGETARCH" = "amd64" ]; then \
RUN if [ "$TARGETARCH" = "amd64" ] || [ "$TARGETARCH" = "arm64" ]; then \
cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DGGML_NATIVE=OFF -DLLAMA_BUILD_TESTS=OFF -DGGML_BACKEND_DL=ON -DGGML_CPU_ALL_VARIANTS=ON; \
elif [ "$TARGETARCH" = "arm64" ]; then \
cmake -S . -B build -DCMAKE_BUILD_TYPE=Release -DGGML_NATIVE=OFF -DLLAMA_BUILD_TESTS=OFF -DGGML_CPU_ARM_ARCH=${GGML_CPU_ARM_ARCH}; \
else \
echo "Unsupported architecture"; \
exit 1; \
Expand Down
2 changes: 1 addition & 1 deletion .devops/cuda.Dockerfile
Original file line number Diff line number Diff line change
Expand Up @@ -61,7 +61,7 @@ RUN apt-get update \
python3 \
python3-pip \
&& pip install --upgrade pip setuptools wheel \
&& pip install -r requirements.txt \
&& pip install --break-system-packages -r requirements.txt \
&& apt autoremove -y \
&& apt clean -y \
&& rm -rf /tmp/* /var/tmp/* \
Expand Down
6 changes: 3 additions & 3 deletions .devops/musa.Dockerfile
Original file line number Diff line number Diff line change
@@ -1,10 +1,10 @@
ARG UBUNTU_VERSION=22.04
# This needs to generally match the container host's environment.
ARG MUSA_VERSION=rc4.0.1
ARG MUSA_VERSION=rc4.2.0
# Target the MUSA build image
ARG BASE_MUSA_DEV_CONTAINER=mthreads/musa:${MUSA_VERSION}-mudnn-devel-ubuntu${UBUNTU_VERSION}
ARG BASE_MUSA_DEV_CONTAINER=mthreads/musa:${MUSA_VERSION}-devel-ubuntu${UBUNTU_VERSION}-amd64

ARG BASE_MUSA_RUN_CONTAINER=mthreads/musa:${MUSA_VERSION}-mudnn-runtime-ubuntu${UBUNTU_VERSION}
ARG BASE_MUSA_RUN_CONTAINER=mthreads/musa:${MUSA_VERSION}-runtime-ubuntu${UBUNTU_VERSION}-amd64

FROM ${BASE_MUSA_DEV_CONTAINER} AS build

Expand Down
3 changes: 2 additions & 1 deletion .devops/nix/package.nix
Original file line number Diff line number Diff line change
Expand Up @@ -47,6 +47,7 @@ let
inherit (lib)
cmakeBool
cmakeFeature
optionalAttrs
optionals
strings
;
Expand Down Expand Up @@ -197,7 +198,7 @@ effectiveStdenv.mkDerivation (finalAttrs: {
];

# Environment variables needed for ROCm
env = optionals useRocm {
env = optionalAttrs useRocm {
ROCM_PATH = "${rocmPackages.clr}";
HIP_DEVICE_LIB_PATH = "${rocmPackages.rocm-device-libs}/amdgcn/bitcode";
};
Expand Down
4 changes: 2 additions & 2 deletions .devops/rocm.Dockerfile
Original file line number Diff line number Diff line change
@@ -1,8 +1,8 @@
ARG UBUNTU_VERSION=24.04

# This needs to generally match the container host's environment.
ARG ROCM_VERSION=6.3
ARG AMDGPU_VERSION=6.3
ARG ROCM_VERSION=6.4
ARG AMDGPU_VERSION=6.4

# Target the CUDA build image
ARG BASE_ROCM_DEV_CONTAINER=rocm/dev-ubuntu-${UBUNTU_VERSION}:${ROCM_VERSION}-complete
Expand Down
2 changes: 1 addition & 1 deletion .devops/tools.sh
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
#!/bin/bash
#!/usr/bin/env bash
set -e

# Read the first argument into a variable
Expand Down
30 changes: 23 additions & 7 deletions .devops/vulkan.Dockerfile
Original file line number Diff line number Diff line change
Expand Up @@ -2,14 +2,30 @@

FROM ubuntu:$UBUNTU_VERSION AS build

# Install build tools
RUN apt update && apt install -y git build-essential cmake wget
# Ref: https://vulkan.lunarg.com/doc/sdk/latest/linux/getting_started.html

# Install Vulkan SDK and cURL
RUN wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | apt-key add - && \
wget -qO /etc/apt/sources.list.d/lunarg-vulkan-noble.list https://packages.lunarg.com/vulkan/lunarg-vulkan-noble.list && \
apt update -y && \
apt-get install -y vulkan-sdk libcurl4-openssl-dev curl
# Install build tools
RUN apt update && apt install -y git build-essential cmake wget xz-utils

# Install Vulkan SDK
ARG VULKAN_VERSION=1.4.321.1
RUN ARCH=$(uname -m) && \
wget -qO /tmp/vulkan-sdk.tar.xz https://sdk.lunarg.com/sdk/download/${VULKAN_VERSION}/linux/vulkan-sdk-linux-${ARCH}-${VULKAN_VERSION}.tar.xz && \
mkdir -p /opt/vulkan && \
tar -xf /tmp/vulkan-sdk.tar.xz -C /tmp --strip-components=1 && \
mv /tmp/${ARCH}/* /opt/vulkan/ && \
rm -rf /tmp/*

# Install cURL and Vulkan SDK dependencies
RUN apt install -y libcurl4-openssl-dev curl \
libxcb-xinput0 libxcb-xinerama0 libxcb-cursor-dev

# Set environment variables
ENV VULKAN_SDK=/opt/vulkan
ENV PATH=$VULKAN_SDK/bin:$PATH
ENV LD_LIBRARY_PATH=$VULKAN_SDK/lib:$LD_LIBRARY_PATH

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ENV CMAKE_PREFIX_PATH=$VULKAN_SDK:$CMAKE_PREFIX_PATH

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ENV PKG_CONFIG_PATH=$VULKAN_SDK/lib/pkgconfig:$PKG_CONFIG_PATH

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# Build it
WORKDIR /app
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2 changes: 1 addition & 1 deletion .github/ISSUE_TEMPLATE/010-bug-compilation.yml
Original file line number Diff line number Diff line change
Expand Up @@ -40,7 +40,7 @@ body:
attributes:
label: GGML backends
description: Which GGML backends do you know to be affected?
options: [AMX, BLAS, CPU, CUDA, HIP, Kompute, Metal, Musa, RPC, SYCL, Vulkan]
options: [AMX, BLAS, CPU, CUDA, HIP, Metal, Musa, RPC, SYCL, Vulkan, OpenCL, zDNN]
multiple: true
validations:
required: true
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2 changes: 1 addition & 1 deletion .github/ISSUE_TEMPLATE/011-bug-results.yml
Original file line number Diff line number Diff line change
Expand Up @@ -42,7 +42,7 @@ body:
attributes:
label: GGML backends
description: Which GGML backends do you know to be affected?
options: [AMX, BLAS, CPU, CUDA, HIP, Kompute, Metal, Musa, RPC, SYCL, Vulkan]
options: [AMX, BLAS, CPU, CUDA, HIP, Metal, Musa, RPC, SYCL, Vulkan, OpenCL, zDNN]
multiple: true
validations:
required: true
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