8077 Commits

Author SHA1 Message Date
DAN™ 05fa625eac convert : add JoyAI-LLM-Flash (#19651)
* convert_hf_to_gguf: add JoyAI-LLM-Flash tokenizer hash mapping to deepseek-v3

* llama-vocab: create a new pre-tokenizer name for joyai-llm.

* add missing vocab type section

* Update convert_hf_to_gguf_update.py

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

* Update convert_hf_to_gguf.py

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b8077
2026-02-16 22:49:57 +01:00
AesSedai d612901116 perplexity: add proper batching (#19661) b8076 2026-02-16 18:44:44 +02:00
Ivan Chikish cceb1b4e33 common : inline functions (#18639) b8075 2026-02-16 17:52:24 +02:00
Judd d23a55997d ggml : make ggml_is_view as API (#19539)
* make `ggml_is_view` as API

* introduce `ggml_aux_is_view` as inline version for internal use.

* change `ggml_aux_is_view` to  `ggml_impl_is_view`
b8074
2026-02-16 17:43:34 +02:00
Saurabh Dash 5f28c53d11 model: Add support for Tiny Aya Models (#19611)
* changes for tiny aya

* changes to hash

* changes to vocab

* fix some tokenizer regex edge cases

* update comment

* add some comments for regex

* Apply suggestion from @ngxson

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
b8073
2026-02-16 16:28:46 +01:00
Adrien Gallouët 4408494144 build : rework llama_option_depr to handle LLAMA_CURL (#19658)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
b8072
2026-02-16 16:06:48 +01:00
Mario Limonciello 2ba9adc093 Adjust workaround for ROCWMMA_FATTN/GFX9 to only newer ROCm veresions (#19591)
Avoids issues with ROCm 6.4.4.

Closes: https://github.com/ggml-org/llama.cpp/issues/19580
Fixes: 6845f7f87 ("Add a workaround for compilation with ROCWMMA_FATTN and gfx9 (#19461)")

Signed-off-by: Mario Limonciello (AMD) <superm1@kernel.org>
b8071
2026-02-16 14:46:08 +01:00
Georgi Gerganov cc45f2ada6 models : deduplicate delta-net graphs for Qwen family (#19597)
* models : add llm_build_delta_net_base

* cont : keep qwen35 and qwen35moe graphs intact

* cont : add comments
b8070
2026-02-16 14:35:04 +02:00
Georgi Gerganov d5dfc33027 graph : fix KQ mask, lora, cvec reuse checks (#19644)
* graph : fix KQ mask reuse condition

* cont : dedup KQ mask build and can_reuse

* cont : fix build

* graph : fix adapter check for reuse
b8069
2026-02-16 09:21:11 +02:00
abhijain1204fujitsu 267ba5a1d9 ggml: aarch64: Implement SVE in Gemm q4_k 8x8 q8_k Kernel (#19132)
* Updated repack.cpp

* Updated repack.cpp

* Updated repack.cpp

* Added if condition to support only vector length 256.

* Changed the format removed comments and duplicate variable

* If SVE 256 not present then was using generic function to compute, hence slowing the performance. 

So added code if SVE 256 is not present then use NEON code.

* Code format change suggestion

---------

Co-authored-by: Vithule, Prashant <Prashant.Vithule@fujitsu.com>
b8068
2026-02-16 14:38:43 +08:00
Georgi Gerganov ff4affb4c1 sync : ggml b8067 2026-02-15 22:24:29 +02:00
Georgi Gerganov 55d58599c8 ggml : bump version to 0.9.7 (ggml/1425) 2026-02-15 22:24:29 +02:00
Georgi Gerganov 1a8c700bfd ggml : bump version to 0.9.6 (ggml/1423) 2026-02-15 22:24:29 +02:00
David Friehs 27b93cbd15 cuda: optimize iq2xxs/iq2xs/iq3xxs dequantization (#19624)
* cuda: optimize iq2xxs/iq2xs/iq3xxs dequantization

- load all 8 int8 for a grid position in one load
- calculate signs via popcnt instead of fetching from ksigns table
- broadcast signs to drop individual shift/mask

* cuda: iq2xxs: simplify sum scaling

express `(sum * scale + sum / 2) / 4` as `(sum * (scale * 2 + 1)) / 8`
express `((aux32 >> 28) * 2 + 1)` as `(aux32 >> 27 | 1)`

saves 3 registers for mul_mat_vec_q (152 -> 149) according to nsight
AFAICT no overflow can occur here as iq2xxs values are far too small

* uint -> uint32_t

error: identifier "uint" is undefined
b8064
2026-02-15 22:38:42 +05:30
Aaron Teo 6e67fd2144 docs: update s390x build docs (#19643) 2026-02-16 00:33:34 +08:00
Adrien Gallouët 9e118b97c4 build : remove LLAMA_HTTPLIB option (#19623)
This option was introduced as a workaround because cpp-httplib could not
build on visionOS. Since it has been fixed and now compiles on all platforms,
we can remove it and simplify many things.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
b8062
2026-02-15 15:38:50 +01:00
Daniel Bevenius 57088276d4 cmake : check if KleidiAI API has been fetched (#19640)
This commit addresses a build issue with the KleidiAI backend when
building multiple cpu backends. Commmit
3a00c98584 ("cmake : fix KleidiAI install
target failure with EXCLUDE_FROM_ALL") introduced a change where
FetchContent_Populate is called instead of FetchContent_MakeAvailable,
where the latter does handle this case (it is idempotent but
FetchContent_Populate is not).

I missed this during my review and I should not have commited without
verifying the CI failure, sorry about that.
b8061
2026-02-15 13:59:38 +01:00
Georgi Gerganov 341bc7d23c context : fix output reorder with backend sampling (#19638) b8060 2026-02-15 14:57:40 +02:00
Georgi Gerganov 08e6d914b8 ggml : avoid UB in gemm ukernel (#19642) b8059 2026-02-15 14:56:35 +02:00
Aaron Teo 184c694f45 ggml-cpu: optimize ggml_vec_dot_bf16 for s390x (#19399) b8058 2026-02-15 18:20:35 +08:00
Aman Gupta 684b36101c ggml-cpu: FA add GEMM microkernel (#19422)
* ggml-cpu: FA add GEMM microkernel

* add guard for sizeless vector types

* fix case where DV % GGML_F32_EPR !=0

* move memset out of the loop

* move another memset out of the loop

* use RM=4 for arm

* simd_gemm: convert everything to int

* convert everything to size_t to avoid warnings

* fixup

* add pragma for ignoring aggressive loop optimizations
b8057
2026-02-15 11:09:24 +05:30
SamareshSingh 3a00c98584 cmake : fix KleidiAI install target failure with EXCLUDE_FROM_ALL (#19581)
* cmake: fix KleidiAI install target failure with EXCLUDE_FROM_ALL

Fix for the bug #19501 by adding EXCLUDE_FROM_ALL to FetchContent_Declare. This properly excludes KleidiAI from both build and install targets, preventing install failures when GGML_CPU_KLEIDIAI=ON is used.

The KleidiAI source files are still compiled into libggml-cpu.so, preserving all functionality.

* addressed code review comments
b8056
2026-02-15 06:22:53 +01:00
Sigbjørn Skjæret 079feab9e3 convert : ensure all models handle new experts count (#19621)
* ensure all models handle new experts count

* revert removal for PhiMoeModel, does not inherit from base
b8055
2026-02-14 22:22:32 +01:00
Anav Prasad 01d8eaa28d mtmd : Add Nemotron Nano 12B v2 VL support (#19547)
* nemotron nano v2 vlm support added

* simplified code; addressed reviews

* pre-downsample position embeddings during GGUF conversion for fixed input size
b8054
2026-02-14 14:07:00 +01:00
Georgi Gerganov 1725e316c1 models : optimize qwen3next graph (#19375)
* models : optimizing qwen3next graph

* cont

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* cont : remove redundant q, g chunking

* minor

* minor

* avoid passing masks around

* avoid concats during chunking

* naming + shapes

* update names and use prefix to disable CUDA graphs
b8053
2026-02-14 12:57:36 +02:00
Adrien Gallouët b7742cf321 ggml : fix GGML_DEBUG with OpenMP (#19599)
last_graph is only available without OpenMP, but
ggml_graph_compute_thread() is called in both cases.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
b8052
2026-02-14 11:22:57 +01:00
iMil badba89320 NetBSD build support (#19589) b8051 2026-02-14 09:47:01 +01:00
Aleksander Grygier baa12f3831 webui: Architecture and UI improvements (#19596) 2026-02-14 09:06:41 +01:00
agent-enemy-2 2d8015e8a4 llama : update LoRA API. + fix excessive graph reserves (#19280)
* Refactoring to use new llama_put_adapter_loras

* cont : alternative lora API

---------

Co-authored-by: Jake Chavis <jakechavis6@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
b8049
2026-02-14 10:06:27 +02:00
George eb145c0753 mmap: Fix Windows handle lifetime (#19598)
* ggml: added cleanups in ggml_quantize_free
Add missing cleanup calls for IQ2_S, IQ1_M quantization types and IQ3XS with 512 blocks during quantization cleanup.

* mmap: Fix Windows handle lifetime
Move hMapping from local variable to member variable so it stays alive for the entire lifetime of the mapping.
The file mapping handle must remain valid until UnmapViewOfFile is called.
Fixes cleanup order in destructor.

* Update llama-mmap.cpp

* Update llama-mmap.cpp

Remove trailing whitespace from line 567
b8048
2026-02-14 10:05:12 +02:00
Georgi Gerganov 6e473fb384 metal : fix ACC op (#19427) b8047 2026-02-14 09:54:03 +02:00
Adrien Gallouët c7db95f106 scripts : use official split.py for cpp-httplib (#19588)
* scripts : use official split.py for cpp-httplib

Using the official script is safer and ensures the generated code aligns
with the library's standards.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* Catch generic errors

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* Allow print()

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* Ensure robust cleanup

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
b8046
2026-02-14 08:41:16 +01:00
Sigbjørn Skjæret 0d00ef65ed convert : store ffn_gate_inp_shexp as F32 (#19606) 2026-02-14 08:17:43 +01:00
Adrien Gallouët 91ea5d67f2 build : fix libtool call in build-xcframework.sh (#19605)
Run libtool via xcrun like strip and dsymutil, to have proper tool resolution.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-02-14 06:48:37 +01:00
Jeff Bolz dbb023336b vulkan: support L2_NORM with contiguous rows (#19604) b8043 2026-02-14 06:42:04 +01:00
Jeff Bolz 53aef25a88 vulkan: support GGML_OP_SET (#19584) b8042 2026-02-14 06:36:38 +01:00
Sophon 2dec548094 vulkan: Add vendor id for Qualcomm drivers (#19569)
This commit allows Qualcomm native vulkan driver to be used on Windows
instead of Mesa Dozen.
b8041
2026-02-14 06:29:17 +01:00
Max Krasnyansky 0ccbfdef3e hexagon: further optimizations and refactoring for flash attention (#19583)
* ggml-hexagon: fa improvements

ggml-hexagon: optimize flash attention calculations with improved variable handling

ggml-hexagon: streamline flash attention operations by removing redundant checks for FP32

ggml-hexagon: optimize hvx_dot_f16_f16_aa_rx2 by simplifying variable handling for unused elements

ggml-hexagon: optimize flash attention by changing slope vector type to F16

* hexfa: fixed test-backend-ops failurs due to leftover element handling

* hexagon: refactor and optimize fa to use local context struct

* ggml-hexagon: optimize flash-attention using hvx_vec_expf

Use HVX for online softmax.

---------

Co-authored-by: chraac <chraac@gmail.com>
b8040
2026-02-13 16:27:30 -08:00
Mengsheng Wu 94a602db66 github : add missing backends to issue templates (#19603) 2026-02-14 00:56:53 +01:00
Jeff Bolz 05a6f0e894 vulkan: restore -inf check in FA shaders (#19582) b8038 2026-02-13 13:35:29 -06:00
Adrien Gallouët b48e80f677 common : update download code (#19573)
* common : remove legacy .json to .etag migration code

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* common : simplify common_download_file_single_online

This commit also force a redownload if the file exists
but has no .etag file.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
b8037
2026-02-13 15:10:46 +01:00
Xuan-Son Nguyen 752584d5f5 model: support GLM MoE DSA arch (NOTE: indexer is not yet supported) (#19460)
* model: support GLM MoE DSA arch

* working version

* pyright

* keep indexer tensors

* add indexer gguf params

* loaded now

* Apply suggestions from code review

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

* update

* Update src/llama-model.cpp

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

* minor fix and cleanup

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b8036
2026-02-13 14:56:53 +01:00
Alberto Cabrera Pérez cc2aa81513 Fix wrong memcpy length for block_interleave == 4 (#19575) b8035 2026-02-13 20:32:14 +08:00
ymcki 0e21991472 fix vulkan ggml_acc only works in 3d but not 4d (#19426)
* fix vulkan ggml_acc only works in 3d but not 4d

* removed clamp in test_acc_block

* use the correct stride and its test case

* cuda : fix "supports op" condition

* change src0 to src1 in ggml_vk_acc. Update acc.comp with jeffbolznv\'s suggestion except to keep the boundary check

* version without boundary check

* revert back to boundary check version

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
b8034
2026-02-13 13:31:37 +01:00
Sigbjørn Skjæret b2ecc0cdb4 support --verbose-prompt (#19576) b8033 2026-02-13 12:49:10 +01:00
Aman Gupta 5065da554e CUDA: loop over ne2*ne3 in case it overflows (#19538)
* CUDA: loop over ne2*ne3 in case it overflows

* use fastdiv
b8032
2026-02-13 17:01:40 +05:30
Aleksander Grygier 5174d7206f webui: UI and routing fixes (#19586)
* chore: update webui build output

* chore: update webui build output

* fix: Scroll issues in DropdownMenuSearchable

* webui: fix redirect to root ignoring base path

* fix: Word wrapping

* fix: remove obsolete modality UI tests causing CI failures

- Remove VisionModality/AudioModality test stories
- Remove mockServerProps usage and imports
- Simplify Default test (remove dropdown interaction checks)
- Simplify FileAttachments test (remove mocks)

* feat: Improve formatting performance time

---------

Co-authored-by: Pascal <admin@serveurperso.com>
2026-02-13 12:31:00 +01:00
Oliver Simons 43919b7f4f CUDA: Do not mutate cgraph for fused ADDs (#19566)
* Do not mutate cgraph for fused ADDs

1. We should try to minimize in-place changes to the incoming
   ggml_cgraph where possible (those should happen in graph_optimize)
2. Modifying in-place leads to an additional, unnecessary graph capture
   step as we store the properties before modifying the graph in-place
   in the cuda-backend

* Assert ggml_tensor is trivially copyable

* Update ggml/src/ggml-cuda/ggml-cuda.cu

Co-authored-by: Aman Gupta <amangupta052@gmail.com>

---------

Co-authored-by: Aman Gupta <amangupta052@gmail.com>
b8030
2026-02-13 15:07:55 +05:30
Pavan Shinde 423cf0b26f docs : fix broken link and typo (#19560) 2026-02-13 09:38:09 +01:00
ymcki 33a56f90a6 model : Kimi Linear fix conv state update (#19531)
* fix conv state update for llama-server parallel serving

---------

Co-authored-by: Piotr Wilkin (ilintar) <piotr.wilkin@syndatis.com>
b8028
2026-02-13 09:10:18 +01:00