Commit Graph

6920 Commits

Author SHA1 Message Date
Georgi Gerganov
2179175031 tests : add unified cache server tests 2025-11-01 17:23:59 +02:00
Georgi Gerganov
8222e9c29c server : purge slots one by one 2025-11-01 17:23:59 +02:00
Georgi Gerganov
492f628c58 context : fix n_ctx_per_seq computation 2025-11-01 17:23:58 +02:00
Georgi Gerganov
a42fb77147 cont : fix speculative decoding initialization 2025-11-01 17:23:58 +02:00
Georgi Gerganov
57ece5ba2c server : support unified context across slots 2025-11-01 17:23:56 +02:00
Xuan-Son Nguyen
cf659bbb8e mtmd: refactor preprocessing + support max/min pixels (#16878)
* mtmd: refactor preprocessing + support max/min pixels

* fix mlp type

* implement mix/max pixels

* improve hparams

* better image preproc for qwen

* fix

* fix out of bound composite

* fix (2)

* fix token calculation

* get_merge_kernel_size()

* fix llama4 and lfm2

* gonna fix them all

* use simple resize for qwen

* qwen: increase min tokens

* no resize if dst size == src size

* restore to initial min/max tokens value for qwen
b6915
2025-11-01 15:51:36 +01:00
Aleksander Grygier
d8b860a219 Add a setting to display message generation statistics (#16901)
* feat: Add setting to display message generation statistics

* chore: build static webui output
2025-11-01 15:35:57 +01:00
Jaromír Hradílek
1ae74882f8 webui: recognize AsciiDoc files as valid text files (#16850)
* webui: recognize AsciiDoc files as valid text files

* webui: add an updated static webui build

* webui: add the updated dependency list

* webui: re-add an updated static webui build

This also reverts commit 742dbb8379.
2025-11-01 15:02:57 +01:00
Sigbjørn Skjæret
961660b8c3 common : allow --system-prompt-file for diffusion-cli (#16903) b6912 2025-11-01 11:01:42 +01:00
Sigbjørn Skjæret
74fef4129f codeowners : update after refactor (#16905) 2025-11-01 09:55:25 +02:00
Jeff Bolz
5d8bb900bc vulkan: Fix multi_add invalid descriptor usage (#16899) b6910 2025-11-01 06:52:14 +01:00
Jeff Bolz
2e76e01360 vulkan: fuse mul_mat+add and mul_mat_id+add_id (#16868)
* vulkan: fuse mul_mat+add and mul_mat_id+add_id

The fusion is only applied for the mat-vec mul paths.

* Apply suggestions from code review

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

* fix 32b build

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6909
2025-11-01 06:45:28 +01:00
Oliver Simons
d3dc9dd898 CUDA: Remove unneded bias/gate dims in fused mmvq (#16858)
* CUDA: Remove unneded bias/gate dims in fused mmvq

Pointed out
[here](https://github.com/ggml-org/llama.cpp/pull/16847#discussion_r2476798989)
that only a single value is needed per target col per thread

* Apply suggestions from code review

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

* Fix "Error 991-D: extra braces are nonstandard" during compilation

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
b6908
2025-11-01 13:13:26 +08:00
Piotr Wilkin (ilintar)
bea04522ff refactor : llama-model.cpp (#16252)
* Sqashed: llama-model.cpp refactoring

* Fix formatting of attn / ffn / ffn_moe calls

* Fix import regression / unify spacing in models.h

* totally DID NOT miss those!

* Add missing qwen3vl(moe) models

* Add missing new .cpp files to build

* Remove extra semicolons

* Editor checker

* Update src/models/models.h

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6907
2025-10-31 23:40:23 +01:00
Piotr Wilkin (ilintar)
0de0a01576 model : Minimax M2 (#16831)
* Model: Minimax M2

* Cleanup

* Cleanup pt. 2

* Cleanup pt. 3

* Update convert_hf_to_gguf_update.py - merge catch blocks

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

* Remove vocab models and test

* Remove all redundant hparam settings covered by TextModel

* Move super to start, don't set block_count

* Update src/llama-model.cpp

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

* Update gguf-py/gguf/constants.py

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6906
2025-10-31 21:20:47 +01:00
Giuseppe Scrivano
e58d585604 model : add Granite Hybrid nano types (#16896)
Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
b6905
2025-10-31 21:20:07 +01:00
Johannes Gäßler
31c511a968 CUDA: Volta tensor core support for MMF (#16843)
* CUDA: Volta tensor core support for MMF

* more generic checks for hardware support

* Update ggml/src/ggml-cuda/mmf.cuh

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

---------

Co-authored-by: Aman Gupta <amangupta052@gmail.com>
b6904
2025-10-31 15:57:19 +01:00
Georgi Gerganov
6d39015a74 sync : ggml 2025-10-31 16:26:28 +02:00
Aman Gupta
4146d6a1a6 CUDA: add expert reduce kernel (#16857)
* CUDA: add expert reduce kernel

* contigous checks, better formatting, use std::vector instead of array

* use vector empty instead of size

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

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-10-31 20:05:07 +08:00
Georgi Gerganov
8da3c0e200 batch : fix consistency checks for the input positions (#16890) b6901 2025-10-31 13:50:33 +02:00
Georgi Gerganov
c22473b580 server : don't print user inputs to console (#16871) b6900 2025-10-31 10:54:19 +02:00
Daniel Bevenius
0f715b4e75 server : fix typos in server.cpp comments [no ci] (#16883) 2025-10-31 09:51:26 +01:00
Jeff Bolz
d2d931f173 vulkan: disable spirv-opt for rope shaders (#16872) b6898 2025-10-31 08:34:47 +01:00
Masato Nakasaka
2976b0374d vulkan: Fix crash when FP16 mul_mat accumulation is not supported (#16796)
* Experimenting crash fix

* added assert for aborting and fixed comment

* changed to check if a pipeline is empty or not

* Moved function in class definition

* replaced with is_empty

* Modified is_empty to check only unaligned pipelines
b6897
2025-10-31 08:18:59 +01:00
Ruben Ortlam
d2a2673dd1 vulkan: fix shmem overrun in mmq id shader (#16873)
* vulkan: fix shmem overrun in mmq id shader

* metal : fix mul_mm_id

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
b6896
2025-10-31 08:14:49 +01:00
l3utterfly
13002a0896 ggml-hexagon: respect input size when getting/setting tensor data (#16836)
* respect input size when getting/setting tensor data

allows partial repacking/copying when get tensor size is smaller than the actual tensor

* Removed duplicate repack_mxfp4_mxfp4x4x2 function
b6895
2025-10-30 21:46:31 -07:00
Sigbjørn Skjæret
6eb208d17e ci : enable free-disk-space on cuda docker build (#16877) b6894 2025-10-31 00:34:27 +01:00
lhez
9984cbb61d opencl: fix boundary handling for mul_mm (#16875) 2025-10-30 16:00:20 -07:00
RodriMora
ce18efeaf1 convert : update transformers requirements (#16866)
* Update requirements-convert_legacy_llama.txt

Updated requirements to support Qwen3-VL in transformers 4.57.1 version

* Update requirements/requirements-convert_legacy_llama.txt

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-10-30 23:15:03 +01:00
chansikpark
16724b5b68 server : bump request URI max length to 32768 (#16862) b6891 2025-10-30 20:22:23 +02:00
Georgi Gerganov
b52edd2558 server : remove n_past (#16818)
* server : remove n_past

* server : replace slot.n_prompt_tokens() with slot.task->n_tokens()

* server : fixes + clean-up

* cont : fix context shift

* server : add server_tokens::pos_next()

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

* server : fix pos_next() usage

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

---------

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
b6890
2025-10-30 18:42:57 +02:00
Max Krasnyansky
517b7170e1 cpu: introduce chunking for repack matmuls and enable matmul-id chunking on ARM64 (#16833)
Very similar implementation to the flash-attention chunking, with similar benefits.
b6889
2025-10-30 09:06:13 -07:00
Shagun Bera
835e918d84 common: fix typo in cli help text (#16864) b6888 2025-10-30 17:47:31 +02:00
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 f321b9fdf1.

* 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>
b6887
2025-10-30 16:19:14 +01:00
Max Krasnyansky
dcca0d3ab8 cpu: introduce chunking for flash attention (#16829)
Factor out the core FA loop into flash_atten_f16_one_chunk and add an outter loop
on top that handles the chunks.
b6886
2025-10-30 14:26:05 +02:00
Tianyue-Zhao
bacddc049a model: Add support for CogVLM model (#15002)
* Added GGUF mappings for CogVLM model

* Add tensor mapping for CogVLM visual encoder

* Add CogVLM to conversion script, no vision part yet

* Added CogVLM vision model to conversion script

* Add graph for CogVLM CLIP model

* Add graph for CogVLM

* Fixes for CogVLM. Now compiles.

* Model now runs

* Fixes for cogvlm graph

* Account for graph context change after rebase

* Changes for whitespace

* Changes in convert script according to comments

* Switch CogVLM LLM graph to merged QKV tensor

* Use rope_type variable instead of direct definition

* Change CogVLM CLIP encoder to use SWIGLU

* Switch CogVLM CLIP to use merged QKV

* Apply rebase edits and remove ggml_cont call that is now unnecessary

* clean up

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
b6885
2025-10-30 12:18:50 +01:00
Sigbjørn Skjæret
229bf68628 cuda : fix argsort with 64k+ rows (#16849) b6884 2025-10-30 08:56:28 +01:00
Jan Boon
d7395115ba llama : use std::abs instead of abs (#16853) b6883 2025-10-30 08:30:58 +02:00
Jeff Bolz
052df28b0e vulkan: Handle argsort with a large number of rows (#16851) b6882 2025-10-30 07:27:41 +01:00
Oliver Simons
8b11deea46 Hide latency of bias and gate-loading (#16847)
This is realised by loading them into registers before computation of
the dot-product, effectively batching them together with said
dot-product. As a lot of threads are alive here, the warp scheduler has
enough threads available to effectively hide the cost of additionally
loading those two floats.
b6881
2025-10-30 11:34:15 +08:00
Jeff Bolz
b9ce940177 vulkan: Fuse rope+set_rows (#16769)
This pattern appears in a lot of models, the rope operation is applied right
before storing into the KV cache (usually on the K tensor).

Add a path to some of the rope shaders that computes the destination address
based on the set_rows tensor. Compile variants of the shader with D_TYPE of
f16 (the usual KV cache type).

Add a src3 operand to ggml_vk_op_f32 - sometimes rope uses three srcs and needs
the fourth for the row indices.

Add fused_ops_write_mask to indicate which intermediate tensors need to write
their results to memory. Skipping writing the roped K value helps to allow more
nodes to run concurrently.

Add logic to ggml_vk_graph_optimize to make ROPE+VIEW+SET_ROWS consecutive. It
rarely starts out that way in the graph.

Add new backend tests.
b6880
2025-10-29 15:13:10 -05:00
Xuan-Son Nguyen
3464bdac37 llama: fix ASAN error with M-RoPE (#16848) b6879 2025-10-29 20:11:39 +01:00
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>
b6878
2025-10-29 18:09:18 +01:00
Jeff Bolz
10fcc41290 vulkan: Update topk_moe fusion to handle gpt's late softmax (#16656)
* vulkan: Update topk_moe fusion to handle gpt's late softmax

Based on #16649.

* Add ggml_check_edges

* Add sync logging to show fusion effects

* handle clamp added in #16655

* Update ggml/src/ggml-impl.h

Co-authored-by: Diego Devesa <slarengh@gmail.com>
b6877
2025-10-29 14:44:29 +01:00
Ruben Ortlam
bcf5bda6f5 Vulkan MMQ Integer Dot Refactor and K-Quant support (#16536)
* vulkan: add mmq q2_k integer dot support

* Refactor mmq caching

* Reduce mmq register use

* Load 4 quant blocks into shared memory in one step

* Pack q2_k blocks into caches of 32

* Use 32-bit accumulators for integer dot matmul

* Add q4_k mmq

* Add q3_k mmq

* Add q5_k mmq

* Add q6_k mmq

* Add mxfp4 mmq, enable MMQ MUL_MAT_ID

* Fix mmv dm loads
b6876
2025-10-29 14:39:03 +01:00
Max Krasnyansky
3eb2be1ca5 Hexagon Op queue & dispatch optimizations (#16820)
* hexagon: remove dspqueue callbacks and do all read processing inplace

* hexagon: there is no need to ref/deref the buffers at this point

We're not going to release the buffers without flushing the session queue.
So there is no need to inc/dec the refcounts for every request.
We also don't need to include those bufs in the response.

* hexagon: bump the thread count in the adb wrapper scripts

We can use more CPU cores now that the dedicated dspqueue polling threads are not used (ie no contention).
Also enable more agressive polling for now since we still map Flash Attention (and a few other kernels) to
the CPU and those dspqueue threads were keeping the CPU cores are higher clock freqs.

* hexagon: add lhez as the second code owner
b6875
2025-10-29 06:29:12 -07:00
Aman Gupta
e41bcce8f0 CUDA: use fastdiv in set-rows (#16834)
* CUDA: use fastdiv in set-rows

* add assert about value fitting in u32
b6874
2025-10-29 21:11:53 +08:00
Sigbjørn Skjæret
144a4ce824 vendor : sync minja (#16500)
* sync minja.hpp

Adds Call/EndCall support, used in MiniCPM3 and MiniCPM4-MCP.

* remove spurious semicolon

* sync from ochafik/minja
b6873
2025-10-29 14:09:50 +01:00
Jeff Bolz
f549b0007d vulkan: Call ggml_vk_buffer_write_2d from ggml_vk_buffer_copy (#16793)
This lets the copy to the destination device use the host-visible
vidmem optimization.
b6872
2025-10-29 09:53:04 +01:00
Aman Gupta
9a3ea685b9 CUDA: Fix bug in topk-moe for gpt-oss (#16821)
* CUDA: Fix bug in topk-moe for gpt-oss

When using ggml_can_fuse_subgraph, the output nodes which are passed are wrong. This causes `test-backend-ops` to still fuse ndoes (because the nodes are not used elsewhere in the graph),
but it actually doesn't fuse in the actual gpt-oss

* fix for qwen3 too

* change ifndef to ifdef
b6871
2025-10-29 15:55:06 +08:00