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Author SHA1 Message Date
Concedo
9a38091207 support q5_1 kv 2026-04-17 17:06:15 +08:00
Concedo
0251c6dbde added swa padding controls 2026-04-16 16:21:48 +08:00
Concedo
c82c0b463a Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/labeler.yml
#	.github/workflows/release.yml
#	examples/debug/debug.cpp
#	ggml/src/ggml-cuda/common.cuh
#	ggml/src/ggml-cuda/mmq.cuh
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	src/llama-vocab.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/mtmd/CMakeLists.txt
 2026-04-09 17:45:04 +08:00
Georgi Gerganov
4eb19514dd
kv-cache : support attention rotation for heterogeneous iSWA (#21513) 
* kv-cache : support attention rotation for heterogeneous iSWA

* cont : remove assert
 2026-04-07 20:31:28 +03:00
Concedo
5dee1a1cbb Merge commit 'fbd441c379' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	AGENTS.md
#	ci/run.sh
#	docs/build.md
#	embd_res/templates/LFM2.5-Instruct.jinja
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cuda/fattn.cu
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/htp-msg.h
#	ggml/src/ggml-hexagon/htp/htp-ops.h
#	ggml/src/ggml-hexagon/htp/hvx-div.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/unary-ops.c
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec.wgsl
#	scripts/hip/gcn-cdna-vgpr-check.py
#	scripts/sync-ggml.last
#	tests/test-chat.cpp
 2026-04-03 01:06:02 +08:00
Georgi Gerganov
744c0c7310
llama : rotate activations for better quantization (#21038) 
* llama : rotate activations for better quantization

* cont : rotate V more + refactor

* cont : rotate caches separately + support non-power-of-2 head sizes

* cont : simplify

* cont : add reference for V rotation

* cont : refactor

* cont : support context shift

* cont : consolidate

* cont : dedup + allow different types for the rotation matrix

* cont : add env variable to disable rotation

* cont : simplify attn rot kv cache logic + rename env

* cont : pre-compute the Hadamard matrices
 2026-04-01 16:58:01 +03:00
Concedo
aac220f7e3 Merge commit '0fac87b157' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-android.yml
#	.github/workflows/hip-quality-check.yml
#	docs/multimodal.md
#	scripts/hip/gcn-cdna-vgpr-check.py
#	scripts/snapdragon/windows/run-bench.ps1
#	scripts/snapdragon/windows/run-cli.ps1
#	scripts/snapdragon/windows/run-tool.ps1
#	tests/test-backend-ops.cpp
#	tests/test-llama-archs.cpp
#	tools/imatrix/imatrix.cpp
#	tools/mtmd/CMakeLists.txt
 2026-03-29 01:14:33 +08:00
Saba Fallah
a970515bdb
mtmd: Add DeepSeekOCR Support (#17400) 
* mtmd: llama.cpp DeepSeekOCR support
init commit

* loading sam tensors

* mtmd: fix vision model processing

* deepseek-ocr clip-vit model impl

* mtmd: add DeepSeek-OCR LM support with standard attention

* mtmd: successfully runs DeepSeek-OCR LM in llama-cli

* mtmd: Fix RoPE type for DeepSeek-OCR LM.

* loading LM
testing Vision model loading

* sam warmup working

* sam erroneous return corrected

* clip-vit:  corrected cls_embd concat

* clip-vit: model convert  qkv_proj split

* corrected combining of image encoders' results

* fix: update callback for ffn_moe_weighted and add callback for attn_out in deepseek2 model

* concat image_newline and image_seperator tokens

* visual_model warmup (technically) works

* window partitioning using standard ggml ops

* sam implementation without using CPU only ops

* clip: fixed warnings

* Merge branch 'sf/deepseek-ocr' of github.com:sfallah/llama.cpp into sf/deepseek-ocr

* mtmd: fix get_rel_pos

* mtmd: fixed the wrong scaler for get_rel_pos

* image encoding technically works but the output can't be checked singe image decoding fails

* mtmd: minor changed

* mtmd: add native resolution support

* - image encoding debugged
- issues fixed mainly related wrong config like n_patches etc.
- configs need to be corrected in the converter

* mtmd: correct token order

* - dynamic resizing
- changes are concerning PR https://github.com/sfallah/llama.cpp/pull/4

* mtmd: quick fix token order

* mtmd: fix danling pointer

* mtmd: SAM numerically works

* mtmd: debug CLIP-L (vit_pre_ln)

* mtmd: debug CLIP-L & first working DeepSeek-OCR model

* mtmd : add --dsocr-mode CLI argument for DeepSeek-OCR resolution control & all native resolution modes work

* mtmd: simplify SAM patch embedding

* mtmd: adapt Pillow image resizing function

* mtmd:  simplify DeepSeek-OCR dynamic resolution preprocessing

* mtmd: remove --dsocr-mode argument

* mtmd: refactor code & remove unused helper functions

* mtmd: fix tensor names for image newlines and view separator

* clean up

* reverting automatically removed spaces

* reverting automatically removed spaces

* mtmd: fixed bad ocr check in Deepseek2 (LM)

* mtmd: support combined QKV projection in buid_vit

* using common build_attn in sam

* corrected code-branch when flash-attn disabled
enabling usage of --flash-attn option

* mtmd: minor fix

* minor formatting and style

* fixed flake8 lint issues

* minor editorconfig-check fixes

* minor editorconfig-check fixes

* mtmd: simplify get_rel_pos

* mtmd: make sam hparams configurable

* mtmd: add detailed comments for resize_bicubic_pillow

* mtmd: fixed wrong input setting

* mtmd: convert model in FP16

* mtmd: minor fix

* mtmd: remove tweak to llama-mtmd-cli & deepseek-ocr template

* fix: test-1.jpg ORC issue with small (640) resolution
setting min-resolution base (1024) max large (1280) for dynamic-resolution

* minor: editconfig-check fix

* merge with changes from https://github.com/ggml-org/llama.cpp/pull/17909
added new opt to tests.sh to disable flash-attn

* minor: editconfig-check fix

* testing deepseek-ocr
quick and dirty test script comparing results of Qwen2.5-VL vs DeepSeek-OCR

* quick and (potential) dirty merge with https://github.com/ggml-org/llama.cpp/pull/17909

* refactoring, one single builder function and static helpers

* added deepseek-ocr test to tests.sh

* minor formatting fixes

* check with fixed expected resutls

* minor formatting

* editorconfig-check fix

* merge with changes from https://github.com/ggml-org/llama.cpp/pull/18042

* minor
- added GLM-4.6V to big tests
- added missing deps for python test

* convert: minor fix

* mtmd: format code

* convert: quick fix

* convert: quick fix

* minor python formatting

* fixed merge build issue

* merge resolved
- fixed issues in convert
- tested several deepseek models

* minor fix

* minor

* Update convert_hf_to_gguf.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* - removed clip_is_deepseekocr
- removed redundant RESIZE_ALGO_BICUBIC_PILLOW resize-algo
- simplified image-preprocessing
- removed/simplified debug functions

* - cleaning commented out code

* fixing instabilities issues reintroducing resize_bicubic_pillow

* - use f16 model for deepseek-ocr test
- ignore llama-arch test for deepseek-ocr

* rename fc_w --> mm_fc_w

* add links to OCR discussion

* cleaner loading code

* add missing .weight to some tensors

* add default jinja template (to be used by server)

* move test model to ggml-org

* rolling back upscale change

* Update convert_hf_to_gguf.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Co-authored-by: bluebread <hotbread70127@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
 2026-03-25 19:57:40 +01:00
Concedo
fc3399cdc8 reduce some log spam 2026-03-15 22:45:50 +08:00
sprayandwipe
6b10a82c00
kv-cache : fix reading llama_kv_cell_ext during state read (#20273)
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Co-authored-by: sid <sid@ragingfist.net>
 2026-03-15 09:11:19 +02:00
Concedo
8f63e0e2fd Merge remote-tracking branch 'spray/fix/n_pos_per_embd' into concedo_experimental 2026-03-15 12:12:41 +08:00
Concedo
ff3f8533d3 Merge commit 'c96f608d98' into concedo_experimental 
# Conflicts:
#	CONTRIBUTING.md
#	docs/ops.md
#	docs/ops/Vulkan.csv
#	models/templates/LFM2-8B-A1B.jinja
#	tests/peg-parser/test-python-dict-parser.cpp
#	tests/peg-parser/test-unicode.cpp
#	tests/test-chat-peg-parser.cpp
#	tests/test-chat.cpp
#	tools/llama-bench/llama-bench.cpp
 2026-03-14 17:14:34 +08:00
Concedo
6adcd0b5db Merge commit '34df42f7be' into concedo_experimental 
# Conflicts:
#	README.md
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/act-ops.c
#	ggml/src/ggml-hexagon/htp/binary-ops.c
#	ggml/src/ggml-hexagon/htp/cpy-ops.c
#	ggml/src/ggml-hexagon/htp/get-rows-ops.c
#	ggml/src/ggml-hexagon/htp/htp-msg.h
#	ggml/src/ggml-hexagon/htp/htp-ops.h
#	ggml/src/ggml-hexagon/htp/hvx-arith.h
#	ggml/src/ggml-hexagon/htp/hvx-base.h
#	ggml/src/ggml-hexagon/htp/hvx-inverse.h
#	ggml/src/ggml-hexagon/htp/hvx-utils.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	ggml/src/ggml-hexagon/htp/set-rows-ops.c
#	ggml/src/ggml-hexagon/htp/softmax-ops.c
#	ggml/src/ggml-hexagon/htp/unary-ops.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	tests/test-backend-ops.cpp
#	tools/cli/cli.cpp
#	tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte
 2026-03-10 22:20:04 +08:00
Concedo
746664fde6 Merge commit '2cd20b72ed' into concedo_experimental 
# Conflicts:
#	CONTRIBUTING.md
#	docs/backend/CANN.md
#	docs/backend/SYCL.md
#	docs/backend/snapdragon/README.md
#	docs/backend/snapdragon/windows.md
#	docs/build.md
#	docs/multimodal/MobileVLM.md
#	docs/ops.md
#	docs/ops/WebGPU.csv
#	examples/debug/README.md
#	examples/llama.vim
#	examples/model-conversion/README.md
#	examples/sycl/README.md
#	ggml/src/ggml-cpu/amx/mmq.cpp
#	ggml/src/ggml-cpu/arch/x86/repack.cpp
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp-drv.cpp
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c
#	ggml/src/ggml-hexagon/htp/hvx-base.h
#	ggml/src/ggml-hexagon/htp/hvx-copy.h
#	ggml/src/ggml-hexagon/htp/hvx-inverse.h
#	ggml/src/ggml-hexagon/htp/hvx-reduce.h
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	ggml/src/ggml-hexagon/htp/worker-pool.c
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cpy.cl
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/quants.hpp
#	ggml/src/ggml-sycl/softmax.cpp
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	scripts/pr2wt.sh
#	scripts/server-bench.py
#	scripts/snapdragon/windows/run-cli.ps1
#	tests/test-alloc.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tools/cli/cli.cpp
#	tools/completion/README.md
#	tools/cvector-generator/cvector-generator.cpp
#	tools/imatrix/README.md
#	tools/perplexity/README.md
#	tools/server/public_simplechat/readme.md
#	tools/server/tests/README.md
 2026-03-10 22:11:08 +08:00
Xuan-Son Nguyen
59db9a357d
llama: dynamic head_dim and n_rot for SWA (#20301) 
* llama: dynamic head_dim and n_rot for SWA

* also add gguf_writer wrappers

* fix build

* build_rope_shift arg reorder
 2026-03-09 22:22:39 +01:00
sid
57570f9bd6 Read the persisted llama_kv_cell_ext for n_pos_per_embd > 1 when doing state_read for all sequence ids 2026-03-09 06:46:36 +00:00
Georgi Gerganov
17a4258946
kv-cache : fix M-RoPE checkpoints (#20132) 2026-03-06 08:46:51 +02:00
Marcel Petrick
92f7da00b4
chore : correct typos [no ci] (#20041) 
* fix(docs): correct typos found during code review

Non-functional changes only:
- Fixed minor spelling mistakes in comments
- Corrected typos in user-facing strings
- No variables, logic, or functional code was modified.

Signed-off-by: Marcel Petrick <mail@marcelpetrick.it>

* Update docs/backend/CANN.md

Co-authored-by: Aaron Teo <taronaeo@gmail.com>

* Revert "Auxiliary commit to revert individual files from 846d1c301281178efbc6ce6060ad34c1ebe45af8"

This reverts commit 02fcf0c7db661d5ff3eff96b2b2db9fdb7213256.

* Update tests/test-backend-ops.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update tests/test-backend-ops.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Signed-off-by: Marcel Petrick <mail@marcelpetrick.it>
Co-authored-by: Aaron Teo <taronaeo@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-03-05 08:50:21 +01:00
Concedo
4e358265a3 Merge commit '8387ffb28d' into concedo_experimental 
# Conflicts:
#	docs/backend/VirtGPU.md
#	docs/backend/ZenDNN.md
#	ggml/src/ggml-cpu/amx/amx.cpp
#	ggml/src/ggml-cpu/amx/mmq.cpp
#	ggml/src/ggml-sycl/add-id.cpp
#	ggml/src/ggml-virtgpu/backend/backend-dispatched-backend.cpp
#	ggml/src/ggml-virtgpu/backend/backend-dispatched-buffer-type.cpp
#	ggml/src/ggml-virtgpu/backend/backend-dispatched-buffer.cpp
#	ggml/src/ggml-virtgpu/backend/backend-dispatched.cpp
#	ggml/src/ggml-virtgpu/backend/backend-dispatched.gen.h
#	ggml/src/ggml-virtgpu/backend/backend-dispatched.h
#	ggml/src/ggml-virtgpu/backend/backend-virgl-apir.h
#	ggml/src/ggml-virtgpu/backend/backend.cpp
#	ggml/src/ggml-virtgpu/backend/shared/api_remoting.h
#	ggml/src/ggml-virtgpu/backend/shared/apir_backend.gen.h
#	ggml/src/ggml-virtgpu/backend/shared/apir_backend.h
#	ggml/src/ggml-virtgpu/backend/shared/apir_cs.h
#	ggml/src/ggml-virtgpu/backend/shared/apir_cs_ggml.h
#	ggml/src/ggml-virtgpu/backend/shared/apir_cs_rpc.h
#	ggml/src/ggml-virtgpu/ggml-backend-buffer-type.cpp
#	ggml/src/ggml-virtgpu/ggml-backend-device.cpp
#	ggml/src/ggml-virtgpu/ggml-backend-reg.cpp
#	ggml/src/ggml-virtgpu/ggml-backend.cpp
#	ggml/src/ggml-virtgpu/ggml-remoting.h
#	ggml/src/ggml-virtgpu/include/apir_hw.h
#	ggml/src/ggml-virtgpu/regenerate_remoting.py
#	ggml/src/ggml-virtgpu/virtgpu-forward-backend.cpp
#	ggml/src/ggml-virtgpu/virtgpu-forward-buffer-type.cpp
#	ggml/src/ggml-virtgpu/virtgpu-forward-buffer.cpp
#	ggml/src/ggml-virtgpu/virtgpu-forward-device.cpp
#	ggml/src/ggml-virtgpu/virtgpu-forward-impl.h
#	ggml/src/ggml-virtgpu/virtgpu-forward.gen.h
#	ggml/src/ggml-virtgpu/virtgpu.cpp
#	ggml/src/ggml-virtgpu/virtgpu.h
#	ggml/src/ggml-zendnn/CMakeLists.txt
#	ggml/src/ggml-zendnn/ggml-zendnn.cpp
#	src/CMakeLists.txt
#	tests/CMakeLists.txt
#	tests/test-tokenizer-0.sh
#	tools/cli/README.md
#	tools/completion/README.md
#	tools/imatrix/imatrix.cpp
#	tools/server/README.md
 2026-02-28 12:45:16 +08:00
Georgi Gerganov
99bd67c9b2
kv-cache : fix can_shift() check to take into account M-RoPE (#19928) 2026-02-26 18:08:54 +02:00
Concedo
a0a78dacc4 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	docs/ops.md
#	docs/ops/SYCL.csv
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	pyproject.toml
#	requirements/requirements-convert_legacy_llama.txt
#	src/CMakeLists.txt
#	src/llama-vocab.cpp
#	tests/test-backend-ops.cpp
 2026-02-07 15:54:02 +08:00
forforever73
b83111815e
model : support Step3.5-Flash (#19283) 
* Support Step3.5-Flash

* fix: norm.weight + 1 (HF zero_centered=true)

* step35: simplify GGUF conversion + drop redundant rope KVs

* Address review feedback

* rename limits -> clamp

* Apply suggestions from code review

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Apply suggestion from @CISC

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* rename swiglu limits -> swiglu clamp in LLM_KV

* avoid CI fail

* Apply suggestions from code review

* Apply suggestions from code review

* disabled KV shifting for LLM_ARCH_STEP35

* Apply suggestions from code review

* mistakenly removed cmath

* add model size && apply missed suggestion

* assert partial_rotary_factors

* fix CI errors:

* load freq_base_swa

---------

Co-authored-by: lvyichen <lvyichen@stepfun.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-02-06 21:06:14 +01:00
Concedo
a6efa9d182 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	tests/test-backend-ops.cpp
 2026-01-30 20:37:37 +08:00
Daniel Bevenius
83bcdf7217
memory : remove unused tmp_buf (#19199) 
This commit removes the unused tmp_buf variable from llama-kv-cache.cpp
and llama-memory-recurrent.cpp.

The tmp_buf variable was declared but never used but since it has a
non-trivial constructor/desctuctor we don't get an unused variable
warning about it.
 2026-01-30 10:37:06 +01:00
Concedo
f6ece6fd37 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/check-vendor.yml
#	.github/workflows/close-issue.yml
#	.github/workflows/editorconfig.yml
#	.github/workflows/gguf-publish.yml
#	.github/workflows/labeler.yml
#	.github/workflows/pre-tokenizer-hashes.yml
#	.github/workflows/python-check-requirements.yml
#	.github/workflows/python-lint.yml
#	.github/workflows/python-type-check.yml
#	.github/workflows/server.yml
#	.github/workflows/update-ops-docs.yml
#	README.md
#	docs/build.md
#	examples/model-conversion/scripts/utils/perplexity-gen.sh
#	examples/model-conversion/scripts/utils/perplexity-run-simple.sh
#	examples/model-conversion/scripts/utils/perplexity-run.sh
#	examples/model-conversion/scripts/utils/quantize.sh
#	examples/model-conversion/scripts/utils/run-embedding-server.sh
#	ggml/src/ggml-cpu/ggml-cpu.c
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-opencl/kernels/mul_mv_q6_k_f32.cl
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	scripts/compare-llama-bench.py
#	tests/test-backend-ops.cpp
#	tests/test-gguf.cpp
#	tools/cli/README.md
#	tools/completion/README.md
#	tools/server/README.md
 2026-01-27 23:06:13 +08:00
Georgi Gerganov
d9c6ce46f7
kv-cache : support V-less cache (#19067) 
* kv-cache : support V-less cache

* cuda : better check for V_is_K_view

* cuda : improve V_is_K_view check

* graph : add comments

* hparams : refactor
 2026-01-25 15:48:56 +02:00
Concedo
e8e7c357c9 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-cache.yml
#	.github/workflows/build-cmake-pkg.yml
#	.github/workflows/build-linux-cross.yml
#	.github/workflows/build.yml
#	.github/workflows/check-vendor.yml
#	.github/workflows/close-issue.yml
#	.github/workflows/copilot-setup-steps.yml
#	.github/workflows/docker.yml
#	.github/workflows/editorconfig.yml
#	.github/workflows/gguf-publish.yml
#	.github/workflows/labeler.yml
#	.github/workflows/pre-tokenizer-hashes.yml
#	.github/workflows/python-check-requirements.yml
#	.github/workflows/python-lint.yml
#	.github/workflows/python-type-check.yml
#	.github/workflows/release.yml
#	.github/workflows/server-webui.yml
#	.github/workflows/server.yml
#	.github/workflows/update-ops-docs.yml
#	.github/workflows/winget.yml
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-zdnn/ggml-zdnn.cpp
#	requirements/requirements-tool_bench.txt
#	src/CMakeLists.txt
#	src/llama-quant.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tools/cli/cli.cpp
#	tools/server/README.md
 2026-01-23 14:27:04 +08:00
Georgi Gerganov
a5eaa1d6a3
mla : make the V tensor a view of K (#18986) 
* mla : pass V as a view of K to the FA op

* cuda : adjust mla logic to new layout

* kv-cache : fix rope shift

* tests : remove comment

* cuda : fix reusable_cutoff

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
 2026-01-22 22:09:01 +02:00
Concedo
7f618454ff Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/labeler.yml
#	CODEOWNERS
#	docs/backend/OPENCL.md
#	docs/ops.md
#	docs/ops/CANN.csv
#	docs/ops/WebGPU.csv
#	ggml/src/ggml-blas/CMakeLists.txt
#	ggml/src/ggml-opencl/kernels/mul_mv_q6_k.cl
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/cpy.tmpl.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/set_rows.wgsl
#	tests/test-backend-ops.cpp
 2026-01-18 23:24:29 +08:00
Georgi Gerganov
2fbde785bc
kv-cache : optimize KQ mask construction (#18842) 
* kv-cache : optimize KQ mask construction

* cont : add explanation + improve

* cont : fix
 2026-01-17 15:42:42 +02:00
Concedo
1daeed5d4d Merge commit '9963b81f63' into concedo_experimental 
# Conflicts:
#	.github/workflows/server.yml
#	SECURITY.md
#	docs/backend/SYCL.md
#	examples/model-conversion/README.md
#	examples/model-conversion/scripts/embedding/compare-embeddings-logits.sh
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
 2025-12-17 20:30:34 +08:00
Concedo
c93c4c5505 Merge commit '4a4f7e6550' into concedo_experimental 
# Conflicts:
#	.github/ISSUE_TEMPLATE/011-bug-results.yml
#	CODEOWNERS
#	README.md
#	ci/run.sh
#	docs/development/HOWTO-add-model.md
#	grammars/README.md
#	src/llama-context.cpp
#	src/llama.cpp
#	tools/CMakeLists.txt
#	tools/completion/README.md
#	tools/llama-bench/README.md
 2025-12-17 14:30:39 +08:00
Concedo
050a5b1f52 Merge commit '4aced7a631' into concedo_experimental 
# Conflicts:
#	.devops/cann.Dockerfile
#	.devops/cpu.Dockerfile
#	.devops/cuda.Dockerfile
#	.devops/intel.Dockerfile
#	.devops/musa.Dockerfile
#	.devops/rocm.Dockerfile
#	.devops/tools.sh
#	.devops/vulkan.Dockerfile
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	.gitignore
#	docs/ops.md
#	docs/ops/SYCL.csv
#	examples/batched/batched.cpp
#	examples/eval-callback/eval-callback.cpp
#	examples/gen-docs/gen-docs.cpp
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup-create.cpp
#	examples/lookup/lookup-stats.cpp
#	examples/lookup/lookup.cpp
#	examples/model-conversion/scripts/causal/compare-logits.py
#	examples/model-conversion/scripts/causal/run-org-model.py
#	examples/model-conversion/scripts/utils/check-nmse.py
#	examples/parallel/parallel.cpp
#	examples/retrieval/retrieval.cpp
#	examples/save-load-state/save-load-state.cpp
#	examples/speculative-simple/speculative-simple.cpp
#	examples/speculative/speculative.cpp
#	examples/training/finetune.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/repack.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/dpct/helper.hpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/element_wise.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/pad.cpp
#	ggml/src/ggml-sycl/ssm_conv.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	pyrightconfig.json
#	scripts/sync-ggml.last
#	tests/test-arg-parser.cpp
#	tests/test-backend-ops.cpp
#	tools/cvector-generator/cvector-generator.cpp
#	tools/imatrix/imatrix.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/clip.cpp
#	tools/perplexity/perplexity.cpp
#	tools/server/README.md
 2025-12-16 23:14:12 +08:00
Concedo
e88bf41fdc Merge commit '12280ae905' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	common/CMakeLists.txt
#	docs/docker.md
#	examples/model-conversion/scripts/causal/compare-logits.py
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	tests/test-backend-ops.cpp
#	tests/test-barrier.cpp
#	tools/server/CMakeLists.txt
#	tools/server/README.md
 2025-12-16 16:29:01 +08:00
ssweens
4529c660c8
kv-cache: Fix state restore fragmented cache (#17982) 
* kv-cache : fix state restore with fragmented cache (#17527)

Change find_slot to allow non-contiguous allocation during state restore. Fixes 'failed to find available cells in kv cache' error when restoring state to fragmented cache.

* tests : update logic

* cleanup: tightened state_read_meta sig, added is_contiguous case

* fix: state_read_meta arg reorder loose ends

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-12-15 19:28:35 +02:00
Johannes Gäßler
b1f3a6e5db
llama: automatically set parameters not set by the user in such a way that maximizes GPU utilization (#16653) 
* llama: automatically fit args to free memory

llama-fit-params tool

* fix CI

* hints for bug reports, ensure no reallocation

* fix segfault with Vulkan

* add llama-fit-params to CI

* fix CI

* fix CI

* fix CI

* minor adjustments

* fix assignment of 1 dense layer

* fix logger not being reset on model load failure

* remove --n-gpu-layer hint on model load failure

* fix llama-fit-params verbosity

* fix edge case

* fix typo [no ci]
 2025-12-15 09:24:59 +01:00
Georgi Gerganov
609a2d0268
models : fix YaRN regression + consolidate logic (#18006) 
* models : fix YaRN regression + consolidate logic

* cont : fix the fix

* cont : remove header

* cont : add header
 2025-12-14 08:34:56 +02:00
Georgi Gerganov
7bed317f53
models : fix the attn_factor for mistral3 graphs + improve consistency (#17945) 
* models : fix the attn_factor for mistral3 graphs

* cont : rework attn_factor correction logic

* cont : make deepseek2 consistent

* cont : add TODO

* cont : special-case DSv2

* cont : revert Mistral 3 Large changes

* cont : fix DS2 to use the original attn_factor

* cont : minor comments
 2025-12-12 17:12:40 +02:00
Georgi Gerganov
4dff236a52
ggml : remove GGML_KQ_MASK_PAD constant (#17910) 
* ggml : remove GGML_KQ_MASK_PAD constant

* cont : remove comment
 2025-12-10 20:53:16 +02:00
Concedo
2b00e55356 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/docker.yml
#	ggml/src/ggml-opencl/kernels/mul_mm_f16_f32_l4_lm.cl
#	ggml/src/ggml-opencl/kernels/mul_mm_f32_f32_l4_lm.cl
#	ggml/src/ggml-sycl/rope.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/rope.tmpl.wgsl
#	requirements/requirements-convert_legacy_llama.txt
#	tests/test-backend-ops.cpp
#	tests/test-rope.cpp
#	tools/server/README.md
 2025-10-31 10:52:57 +08:00
JJJYmmm
d261223d24
model: add support for qwen3vl series (#16780) 
* support qwen3vl series.

Co-authored-by: Thireus ☠ <Thireus@users.noreply.github.com>
Co-authored-by: yairpatch <yairpatch@users.noreply.github.com>
Co-authored-by: LETS-BEE <LETS-BEE@users.noreply.github.com>

* bugfix: fix the arch check for qwen3vl-moe.

* use build_ffn

* optimize deepstack structure

* optimize deepstack feature saving

* Revert "optimize deepstack feature saving" for temporal fix

This reverts commit f321b9fdf13e59527408152e73b1071e19a87e71.

* code clean

* use fused qkv in clip

* clean up / rm is_deepstack_layers for simplification

* add test model

* move test model to "big" section

* fix imrope check

* remove trailing whitespace

* fix rope fail

* metal : add imrope support

* add imrope support for sycl

* vulkan: add imrope w/o check

* fix vulkan

* webgpu: add imrope w/o check

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* fix tensor mapping

---------

Co-authored-by: Thireus ☠ <Thireus@users.noreply.github.com>
Co-authored-by: yairpatch <yairpatch@users.noreply.github.com>
Co-authored-by: LETS-BEE <LETS-BEE@users.noreply.github.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2025-10-30 16:19:14 +01:00
Concedo
16cbe9f24e Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	CODEOWNERS
#	docs/ops.md
#	docs/ops/SYCL.csv
#	examples/embedding/README.md
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/norm.cpp
#	ggml/src/ggml-sycl/norm.hpp
#	scripts/snapdragon/adb/run-bench.sh
#	scripts/snapdragon/adb/run-cli.sh
#	src/llama-batch.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/llama-bench/README.md
 2025-10-30 13:44:46 +08:00
Xuan-Son Nguyen
e3af5563bd
llama: store mrope data in KV cell (#16825) 
* llama: store mrope data in KV cell

* correct x,y ordering

* address review comments

* add consistency checks

* Update src/llama-kv-cache.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* add TODO

* fix asan error

* kv-cells : improve ext handling

* cont : fix headers

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-10-29 18:09:18 +01:00
Georgi Gerganov
85a7d8677b
memory : remove KV cache size padding (#16812) 
* memory : remove KV cache size padding

* cont : restore padding for n_kv tensor shape

* server : use slot context size instead of training context size

* server : simplify context limit logic
 2025-10-28 20:19:44 +02:00
Johannes Gäßler
7a0e900e36
llama: consistent ctx <-> buf order for KV cache (#16746) 2025-10-28 11:23:54 +01:00
Concedo
6d8f8cd65b Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ggml/src/CMakeLists.txt
 2025-10-11 10:01:43 +08:00
Georgi Gerganov
d00cbea63c
server : host-memory prompt caching (#16391) 
* minor : code style

* server : fix prompt similarity calculation

* server : initial host-memory prompt caching

* cont

* server : refactor

* cont

* cont : make the server task of the slot const

* cont : minor [no ci]

* server : cache prompts and checkpoints only for completion tasks

* server : improve prompt caching logic

* cont : fix check for number of cached prompts [no ci]

* server : improve caching logic, add -cram CLI arg

* server : print prompt mismatch info

* cont : better naming [no ci]

* server : improve prompt cache loading logic

* server : add option to debug the slot contents (#16482)

* server : add option to debug the slot contents

* Update tools/server/server.cpp

---------

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

* server : add option to disable prompt cache

---------

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
 2025-10-09 18:54:51 +03:00
Concedo
b120e107f9 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.clang-tidy
#	.devops/musa.Dockerfile
#	.github/workflows/build-linux-cross.yml
#	.github/workflows/build.yml
#	.github/workflows/docker.yml
#	.gitignore
#	CODEOWNERS
#	CONTRIBUTING.md
#	README.md
#	build-xcframework.sh
#	ci/README-MUSA.md
#	ci/run.sh
#	common/CMakeLists.txt
#	docs/docker.md
#	examples/CMakeLists.txt
#	examples/eval-callback/CMakeLists.txt
#	examples/model-conversion/Makefile
#	examples/model-conversion/README.md
#	examples/model-conversion/logits.cpp
#	examples/model-conversion/scripts/causal/compare-logits.py
#	examples/model-conversion/scripts/causal/run-org-model.py
#	examples/model-conversion/scripts/embedding/compare-embeddings-logits.sh
#	examples/model-conversion/scripts/embedding/run-converted-model.sh
#	examples/model-conversion/scripts/embedding/run-original-model.py
#	examples/model-conversion/scripts/utils/check-nmse.py
#	examples/model-conversion/scripts/utils/inspect-org-model.py
#	examples/model-conversion/scripts/utils/semantic_check.py
#	ggml/CMakeLists.txt
#	ggml/include/ggml-zdnn.h
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/set_rows.cl
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/set_rows.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-zdnn/ggml-zdnn.cpp
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tests/test-quantize-perf.cpp
#	tests/test-tokenizers-repo.sh
#	tools/perplexity/perplexity.cpp
#	tools/server/tests/README.md
 2025-09-27 17:09:14 +08:00
Johannes Gäßler
e789095502
llama: print memory breakdown on exit (#15860) 
* llama: print memory breakdown on exit
 2025-09-24 16:53:48 +02:00
Concedo
5de51b77c1 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/close-issue.yml
#	docs/build-s390x.md
#	examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
#	ggml/src/ggml-cuda/fattn-tile-f16.cu
#	ggml/src/ggml-cuda/fattn.cu
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	scripts/tool_bench.py
#	tests/test-backend-ops.cpp
#	tools/batched-bench/batched-bench.cpp
#	tools/server/README.md
 2025-09-11 22:28:19 +08:00