Commit Graph
100 Commits
Author SHA1 Message Date
lhez 8e9ddba610 opencl: refine condition for kqv mm (#17392) 2025-11-21 14:34:48 -08:00
ubergarm 23bc779a6e model : detect GigaChat3-10-A1.8B as deepseek lite (#17420)
* Detect GigaChat3-10-A1.8B as deepseek lite

Hardcodes checking number of layers to detect if lite version of deepseek.

* Add commnent identifying deepseek lite variants

deepseek lite variants include DeepSeek-V2-Lite, GigaChat3-10B-A1.8B
2025-11-21 14:51:38 +01:00
Adrien Gallouët 28175f857d cmake : add option to build and link BoringSSL (#17205)
* cmake: add option to build and link BoringSSL

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

* cmake : fix typo

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

* cmake : disable boringssl test and asm by default

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

* cmake : skip bssl

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

* cmake : disable fips

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

* cmake : fix cmake --install

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

* ci : use boringssl for windows and mac

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

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-21 11:46:45 +01:00
Adrien Gallouët 9cc4080441 ci : start using OpenSSL (#17235)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-21 11:45:00 +01:00
Jeff Bolz f1ffbba68e vulkan: disable async for older Intel devices (#17369)
* vulkan: disable async for older Intel devices

* update detection logic

* use name string for detection
2025-11-21 09:58:17 +01:00
Raul Torres 2370665e56 CANN: Refactor evaluate_and_capture_cann_graph (#17333)
* CANN: Refactor `evaluate_and_capture_cann_graph`

**Description of the problem**

* `matched_graph` is obtained even if graph mode is disabled.
* End of graph capture and graph replay are unnecessarily placed in different `if` blocks.

**Proposed solution**

* Obtain `matched_graph` only if graph mode is enabled.
* Place end of graph capture and graph reply inside the same `if` block.
* Unify graph related comments.

* Remove trailing whitespace
2025-11-21 16:23:29 +08:00
nullname 21d31e0810 ggml-hexagon: fix swiglu failure at test-backend-ops (#17344)
* refactor: use hvx_vec_exp_fp32_guard_inf for overflow handling in hvx_exp_f32

* feat: add fast sigmoid function with overflow guard for fp32

* refactor: replace hvx_vec_inverse_fp32 with hvx_vec_inverse_fp32_guard_inf for improved overflow handling

* feat: enhance hvx_add_scalar_f32 with overflow handling using infinity guard

* wip

* add HVX_Vector_Alias

wip

* wip

* fix: improve handling of src1 tensor in glu_swiglu_fp32_per_thread function

* fix nc

* wip

* wip

* handle nan at inverse

* wip

* fix neg

* wip

* rename

* fix hvx_vec_inverse_fp32_guard_inf to handle infinity and NaN cases correctly

* wip

* fix hvx_vec_inverse_fp32_guard_inf to handle NaN cases correctly

* wip

* wip

* wip

* fix output sign
2025-11-20 15:45:05 -08:00
Daniel Han dd0f321941 readme : add Unsloth exporting to GGUF in tools (#17411) 2025-11-20 20:07:36 +01:00
Xuan-Son Nguyen 054a45c3d3 grammar: fix regression caused by #17381 (#17412)
* grammar: fix regression caused by #17381

* more readable
2025-11-20 18:35:10 +01:00
Aleksander Grygier 4c91f2633f Improved file naming & structure for UI components (#17405)
* refactor: Component iles naming & structure

* chore: update webui build output

* refactor: Dialog titles + components namig

* chore: update webui build output

* refactor: Imports

* chore: update webui build output
2025-11-20 14:07:31 +01:00
Piotr Wilkin (ilintar) 92c0b387a9 grammar : fix integer overflow (#17381)
* Fix DoS / integer overflow

* Remove optional, use INT64_MAX instead as placeholder value (it's technically -1, so it fits :)

* White space

* Actually, since it's unsigned, use UINT64_MAX
2025-11-20 14:47:04 +02:00
Georgi Gerganov 2286a360ff sync : ggml 2025-11-20 14:10:44 +02:00
YangLe 1d321e592b metal : fix compile on macos 11 (whisper/3533) 2025-11-20 14:10:44 +02:00
Georgi Gerganov 196f5083ef common : more accurate sampling timing (#17382)
* common : more accurate sampling timing

* eval-callback : minor fixes

* cont : add time_meas impl

* cont : fix log msg [no ci]

* cont : fix multiple definitions of time_meas

* llama-cli : exclude chat template init from time measurement

* cont : print percentage of unaccounted time

* cont : do not reset timings
2025-11-20 13:40:10 +02:00
o7siandSigbjørn Skjæret 5088b435d4 convert : fix TypeError when loading base model remotely in convert_lora_to_gguf (#17385)
* fix: TypeError when loading base model remotely in convert_lora_to_gguf

* refactor: simplify base model loading using cache_dir from HuggingFace

* Update convert_lora_to_gguf.py

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

* feat: add remote_hf_model_id to trigger lazy mode in LoRA converter

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-20 12:30:12 +01:00
Piotr Wilkin (ilintar)andSigbjørn Skjæret 845f200b28 ggml : Fix transposed SOLVE_TRI result (#17323)
* Did someone transpose the SOLVE_TRI result matrix? Perhaps...

* Update ggml/src/ggml-cpu/ops.cpp

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

* Update ggml/src/ggml-cpu/ops.cpp

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-20 12:58:21 +02:00
Scott FudallyandGeorgi Gerganov a7784a8b1d DGX Spark: UMA support (#17368)
* DGX Spark: UMA support

* Updates from PR feedback

* More PR feedback cleanup

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

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

* Remove trailing whitespace

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-20 12:32:02 +02:00
Adrien Gallouët 79bb743512 ggml : remove useless and error-prone variadic macros (#17399)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-20 11:18:27 +01:00
sudhiarm 3ae282a06f kleidiai: fix zero-size array declaration (#17240) 2025-11-20 11:45:49 +02:00
ixgbe 5be353ec4a ggml-cpu:add RISC-V RVV (Zvfh) optimization for FP16 vector scaling (#17314)
* ggml-cpu:add RISC-V RVV (Zvfh) optimization for FP16 vector scaling

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>

* fix comment

* fix comment 2

---------

Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>
2025-11-20 08:09:18 +02:00
Giuseppe Scrivano 7d77f07325 vulkan: implement ADD1, ARANGE, FILL, SOFTPLUS, STEP, ROUND, CEIL, FLOOR, TRUNC (#17319)
* vulkan: initialize array

* vulkan: implement ADD1

* vulkan: implement ARANGE

* vulkan: implement FILL

* vulkan: implement SOFTPLUS

* vulkan: implement STEP

* vulkan: implement ROUND

* vulkan: implement CEIL

* vulkan: implement FLOOR

* vulkan: implement TRUNC

* docs: update Vulkan ops

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
2025-11-19 17:29:45 +01:00
Jeff Bolz 1fa4551af0 vulkan: support larger argsort (#17313)
* vulkan: support larger argsort

This is an extension of the original bitonic sorting shader that puts the
temporary values in global memory and when more than 1024 threads are needed
it runs multiple workgroups and synchronizes through a pipelinebarrier.

To improve the memory access pattern, a copy of the float value is kept with
the index value. I've applied this same change to the original shared memory
version of the shader, which is still used when ncols <= 1024.

* Reduce the number of shader variants. Use smaller workgroups when doing a single pass, for a modest perf boost

* reduce loop overhead

* run multiple cols per invocation, to reduce barrier overhead
2025-11-19 17:25:50 +01:00
Jeff Bolz 2eba631b81 vulkan: Add copy_transpose shader (#17371) 2025-11-19 16:50:43 +01:00
Aleksander Grygier 99c53d6558 webui: Add a "Continue" Action for Assistant Message (#16971)
* feat: Add "Continue" action for assistant messages

* feat: Continuation logic & prompt improvements

* chore: update webui build output

* feat: Improve logic for continuing the assistant message

* chore: update webui build output

* chore: Linting

* chore: update webui build output

* fix: Remove synthetic prompt logic, use the prefill feature by sending the conversation payload ending with assistant message

* chore: update webui build output

* feat: Enable "Continue" button based on config & non-reasoning model type

* chore: update webui build output

* chore: Update packages with `npm audit fix`

* fix: Remove redundant error

* chore: update webui build output

* chore: Update `.gitignore`

* fix: Add missing change

* feat: Add auto-resizing for Edit Assistant/User Message textareas

* chore: update webui build output
2025-11-19 14:39:50 +01:00
Sigbjørn Skjæret 07b0e7a5ac convert : use self.block_count everywhere instead of reading hparams (#17359) 2025-11-19 11:52:38 +01:00
Aman Gupta fd7353d5eb cuda: fix rope fusion for gemma3 (#17378) 2025-11-19 18:25:05 +08:00
Piotr Wilkin (ilintar) 6fd4f95367 Fix too relaxed check on CUDA "fast copy" (can_be_transposed) condition (#17332)
* Fix too relaxed check on CUDA "fast copy" (can_be_transposed) condition

* Argh.

* Making CISC happy ;)

* Integrate CONT tests

* Use loopy loop

* Skip new tests for (B)F16 for now.
2025-11-19 10:36:33 +01:00
Ruben Ortlam 980b7cd17e vulkan: force full subgroups for flash attention to fix intel subgroup crash (#17356) 2025-11-19 08:46:26 +01:00
Jeremy Rand c49daff5ba ggml-cpu: Don't pass -mpowerpc64 when -mcpu already implies it (#17308) 2025-11-19 14:19:00 +08:00
Xuan-Son NguyenandGeorgi Gerganov 10e9780154 chat: fix int overflow, prevent size calculation in float/double (#17357)
* chat: fix int overflow, prevent size calculation in float/double

* Update common/chat.cpp

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-18 19:11:53 +01:00
Haiyue Wang a045492088 vocab : call reserve() for building plamo-2-translate suffix (#17343)
Test 'Q4_K_M' quantization on https://huggingface.co/pfnet/plamo-2-translate

The 'suffix_to_score' size is 193510, it needs 19 memory allocation with final
capacity 262144 to hold the value, if not preserve the memory.

Signed-off-by: Haiyue Wang <haiyuewa@163.com>
2025-11-18 18:58:22 +01:00
hksdpc255andSigbjørn Skjæret 1920345c3b common : Generalized XML-style tool-call parsing with streaming support (GLM 4.5/4.6 + MiniMax M2 + SeedOSS + Kimi-K2 + Qwen3-Coder + Apriel-1.5 + Xiaomi-MiMo) (#16932)
* Add files via upload

* fix unit test

* fix crashes for --reasoning-format=none

* Patch buggy official MiniMax-M2 chat template

* add upstream minja fix: https://github.com/ochafik/minja/pull/7

* Fix <think> token not generated

* add test copied from https://github.com/ggml-org/llama.cpp/pull/16946

* cleanup

* Hopes to fix the compilation error on CI

* Delete chat template patching since it’s fixed by upstream Minja

* Remove undeeded Minimax-M2 template patch

https://github.com/ochafik/minja/pull/7#issuecomment-3480356100

* Add proper handling of optional parameters with test
merged tests from: https://github.com/ggml-org/llama.cpp/pull/16946/commits/23d4bb75c485c12ac89f81c424dc03c87a640e8c

* Fix making all tool parameters optional

* Move xml tool parser to separate file

* cleanup & add tests for GLM4.5

* add streaming tests & enhancement & cleanups

Add streaming test for both GLM 4.5 and minimax-m2.
Cleanup for preserved_tokens.
Cleanup for grammar rule name.
Enhance the parser's stability.

* cleanup & add support for Kimi-K2 Qwen3-Coder Apriel-1.5 Xiaomi-MiMo

* apply suggestions from reviewers

* fix a misuse for data.grammar_lazy

* fix grammar when tool have no argument

* Fix `no triggers set for lazy grammar!` for GLM4.5/4.6. Insert additional stops for Kimi-K2

* update chat.cpp

* fix grammar for GLM 4.5/4.6

* Try fix Jinja template for GLM

* Try fix GLM-4.6.jinja

* Update common/chat-parser-xml-toolcall.cpp

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

* Update tests/test-chat.cpp

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

* improve chat template for GLM, rename Kimi-K2 template to Kimi-K2-Thinking

* Improve Kimi-K2 chat template

* Fix unit test

* Fix "Invalid tool call arguments passed" in a rare case.

In a rare case, the model may emit a raw string that begins with a valid JSON string. This commit adds unit tests to cover that scenario and fixes the regression introduced during the Kimi-K2 adaptation.

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-18 18:54:15 +01:00
jiahao su 561a3e2788 ci : change the openEuler-310p image to fix release (#17361) 2025-11-18 18:10:23 +01:00
Georgi Gerganov f40a2e5f11 gitignore : be more specific about ignored stuff (#17354) 2025-11-18 16:44:53 +02:00
Chenguang Li bc4064cfea CANN: fix acl_tensor_ptr usage in ASCEND_310P ROPE (#17347)
* cann: fix acl_tensor_ptr usage in ASCEND_310P ROPE implementation

Fix compilation errors in the ASCEND_310P-specific ROPE operation code
by adding .get() calls when passing acl_tensor_ptr smart pointers to
functions expecting raw aclTensor* pointers.

This fixes the code that was missed in the previous refactoring commit
(8981848) which changed ggml_cann_create_tensor() return type from
aclTensor* to acl_tensor_ptr.

* cann: format code
2025-11-18 16:41:52 +08:00
o7si 97cb3fd5ae fix: resolve undefined variable 'svr' compilation error (#17348) 2025-11-18 10:10:47 +02:00
jiahao su ffa277a54c CANN: Add openEuler-cann in build and release (#17192)
Update openEuler version

Remove variable ASCEND_SOC_TYPE

Modify the chip type

Fix case in zip filename

Change "device" to "chip_type"

Modify the value of chip_type
2025-11-18 16:08:55 +08:00
Jeff Bolz da95bf2a85 vulkan: support noncontig i32 copy (#17328) 2025-11-18 07:41:24 +01:00
Xuan-Son NguyenandGeorgi Gerganov 0de8878c96 server: split HTTP into its own interface (#17216)
* server: split HTTP into its own interface

* move server-http and httplib to its own file

* add the remaining endpoints

* fix exception/error handling

* renaming

* missing header

* fix missing windows header

* fix error responses from http layer

* fix slot save/restore handler

* fix case where only one stream chunk is returned

* add NOMINMAX

* do not call sink.write on empty data

* use safe_json_to_str for SSE

* clean up

* add some comments

* improve usage of next()

* bring back the "server is listening on" message

* more generic handler

* add req.headers

* move the chat template print to init()

* add req.path

* cont : minor

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-17 22:05:44 +01:00
Ruben Ortlam 38e2c1b412 vulkan: add log RTE support to fix Nvidia CI (#17320)
* vulkan: add log RTE support to fix Nvidia CI

* actually use the rte shader
2025-11-17 14:37:49 -06:00
Adrien Gallouët cb44fc84e8 cmake : fix ARM feature verification (#17170)
* cmake : fix ARM feature verification

Use check_cxx_source_compiles to prevent conflicts with
the existing GGML_NATIVE detection code.

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

* cmake : unset __ARM_FEATURE when feature is disabled

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

* cmake : fix scope, this is really a macro

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

* arm_neon.h is useless

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

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-17 21:37:29 +01:00
Adrien Gallouët cb623de3fc ggml : add missing AVX512 feature checks (#17270)
_mm512_cvtepu8_epi16        requires  __AVX512BW__
_mm512_srli_epi16           requires  __AVX512BW__
__builtin_ia32_inserti32x8  requires  __AVX512DQ__

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-17 12:12:00 +01:00
Georgi Gerganov 7aaeedc098 metal : support I32 -> I32 copy (#17317) 2025-11-17 11:52:00 +02:00
Georgi Gerganov 3347e6d904 metal : faster argsort (#17315)
* metal : faster argsort

* cont : keep data in registers
2025-11-17 11:51:48 +02:00
Georgi Gerganov 1a139644a8 metal : add cumsum (#17305) 2025-11-17 11:51:13 +02:00
hipudding 2376b7758c CANN: Use smart pointers to manage ACL objects (#17238)
* CANN: Use smart pointers to manage ACL objects

Previously, ACL objects were managed via manual destruction, which
led to multiple memory-leak issues during runtime. This patch replaces
manual memory management with smart pointers so that ACL objects
are properly released and ownership is clearly defined.

Note that the ownership of an ACL object belongs to the function
that creates it. Other internal functions should operate on these ACL
objects using raw pointers to avoid unintended ownership transfers.

Additionally, since aclTensorList automatically frees its contained
aclTensor objects, any aclTensor added to a tensor list must release
ownership to avoid double free operations.

This PR also removes the asynchronous task submission mechanism.
Due to changes in recent CANN versions, tiling time has significantly
decreased. Even with a dual-thread submission model, the dispatch
overhead still falls on the critical path, making async submission
less beneficial. Moreover, aclGraph support provides a much better
path to reducing operator dispatch latency.

* CANN: resolve review comments
2025-11-17 08:43:59 +08:00
Pavels Zaicenkovs dbed61294a vulkan: add LOG operation support for F32 and F16 (#17183)
* vulkan: add LOG operation support for F32 and F16

Part of #14909.

* vulkan: Fix LOG operation types

* docs: Update operation support documentation for Vulkan LOG operation

* vulkan: fix log_f16 shader

* docs: restore missing LOG test cases and regenerate ops.md
2025-11-16 22:50:09 +01:00
Ruben Ortlam 80deff3648 vulkan: fix MMQ quantize_y condition (#17301) 2025-11-16 19:38:17 +01:00
Eve 8b1c339bd2 ci : revert #16249 (#17303)
* Delete .github/workflows/build-amd.yml

* Update build.yml
2025-11-16 19:09:17 +01:00
Georgi Gerganov 416e7c7f47 metal : remove obosolete asserts (#17295) 2025-11-16 09:50:26 +02:00
Georgi Gerganov 5b2093becc server : handle context overflow during decode (#17267)
* server : handle context overflow during decode

* server : minor refactor
2025-11-16 09:23:37 +02:00
lhez 52e5d421f1 opencl: fix rms_norm_mul (#17250)
* opencl: use subgrroup reduce for reduction in rms_norm_mul

* opencl: add comment about workgroup size
2025-11-15 17:40:14 -08:00
shaofeiqi 4db5641210 opencl: add kernel to handle mat mul in attention to improve encoding speed (#17181)
* Add mul_mm_f16_f32_kq_kqv kernel

* Add ggml_cl_mul_mat_kq_kqv_adreno func

* fix whitespace

* remove unused variable

* remove redundant

* refactor and clean up

* remove trailing whitespace
2025-11-15 17:33:10 -08:00
shani-f 72bd7321a7 sycl : unify unary kernels with a generic implementation and enable wide operator support (#17213)
* SYCL: add generic unary op implementation for multiple ops (ABS/SGN/…); unify non-contiguous access

* SYCL: update documentation and sycl.csv to reflect new unary op support

* update ops.md after syncing SYCL.csv changes

* Fix SYCL.csv merge conflict

* Update ops.md after fixing SYCL.csv conflicts

* Fix SYCL.csv tail after merge conflict and regenerate ops.md

* Fix line endings and final newline in SYCL.csv

* Remove TOPK_MOE entries from SYCL.csv as requested

* Update ops.md after removing TOPK_MOE from SYCL.csv

* Regenerated SYCL.csv and synced ops.md with upstream

* Update ops.md using create_ops_docs.py
2025-11-16 00:52:42 +01:00
Aleksander Grygier 22e1ce2f81 webui: Fix clickability around chat processing statistics UI (#17278)
* fix: Better pointer events handling in chat processing info elements

* chore: update webui build output
2025-11-15 22:41:41 +01:00
PascalandAleksander Grygier 1411d9275a webui: add OAI-Compat Harmony tool-call streaming visualization and persistence in chat UI (#16618)
* webui: add OAI-Compat Harmony tool-call live streaming visualization and persistence in chat UI

- Purely visual and diagnostic change, no effect on model context, prompt
  construction, or inference behavior

- Captured assistant tool call payloads during streaming and non-streaming
  completions, and persisted them in chat state and storage for downstream use

- Exposed parsed tool call labels beneath the assistant's model info line
  with graceful fallback when parsing fails

- Added tool call badges beneath assistant responses that expose JSON tooltips
  and copy their payloads when clicked, matching the existing model badge styling

- Added a user-facing setting to toggle tool call visibility to the Developer
  settings section directly under the model selector option

* webui: remove scroll listener causing unnecessary layout updates (model selector)

* Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* chore: npm run format & update webui build output

* chore: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-11-15 21:09:32 +01:00
Sigbjørn Skjæret 662192e1dc convert : remove unnecessary chat template patching (#17289) 2025-11-15 20:58:59 +01:00
Jeff Bolz 24dc769f1b vulkan: Fuse mul_mat_id+add_id+mul and mul_mat+add+add. (#17287)
These both show up in gpt-oss. Also, cleanup the mul_mat_vec fusion code a bit.
2025-11-15 19:54:23 +01:00
Ruben Ortlam 4dca015b7e vulkan: Replace 16-bit unpack8 calls to work around legacy Windows AMD driver bug (#17285) 2025-11-15 15:18:58 +01:00
Sigbjørn Skjæret 9a8860cf5d convert : use all parts in safetensors index (#17286) 2025-11-15 14:12:39 +01:00
Sigbjørn Skjæret 9d3ef4809f convert : set expert gating func in base class (#17279) 2025-11-15 14:06:24 +01:00
Ankur Verma c7b7db0445 mtmd-cli: Avoid logging to stdout for model loading messages in mtmd-cli (#17277) 2025-11-15 12:41:16 +01:00
Giuseppe Scrivano 1568d13c2c vulkan: implement ABS and NEG (#17245)
* docs: update Vulkan ops

* vulkan: add NEG op

* vulkan: add ABS op

---------

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
2025-11-15 12:00:29 +01:00
Jeff Bolz 439342ea0b vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths (#17244)
* vulkan: Use ggml_vk_tensor_subbuffer in mul_mat_vec(id) paths

* set allow_misalign
2025-11-15 11:56:15 +01:00
Jeff Bolz 234ae7d7bd vulkan: skip all-negative-inf blocks in FA (#17186) 2025-11-15 10:37:25 +01:00
Jeff Bolz 38eaf32af1 vulkan: change graph_compute to be async and enable get_tensor_async (#17158)
* vulkan: change graph_compute to be async and enable get_tensor_async

This allows some additional CPU/GPU overlap for large pp workloads. Also seems
to help a bit for token gen, maybe getting rid of a small bubble between
graph_compute and get_tensor.

Async set and copy functions seem to be very rarely used, so I didn't enable
them because I didn't have a good way to test them.

The async commands need to be ordered against each other, so put them all on
the compute queue. The non-async commands still use the transfer queue.

The fence for graph_compute/get_tensor_async is submitted and waited on in
ggml_vk_synchronize.

* fix thread safety errors

* teardown context cleanly

* Handle async read to non-pinned dst
2025-11-15 09:06:41 +01:00
Xuan-Son Nguyen 9b17d74ab7 mtmd: add mtmd_log_set (#17268) 2025-11-14 15:56:19 +01:00
BartowskiandSigbjørn Skjæret e1fcf8b09b model : add AfmoeForCausalLM support (#16477)
* Add AFMOE model support

* Update to vocab

* Add model sizing

* Undo Rope change for ARCEE model

* Address review comments

* Update modeling code is_sliding -> use_rope, replace hard-coded logic

* Fix AFMOE tokenizer

* Update convert_hf_to_gguf.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>

* Update AFMoE tokenizer class identification to be more unique

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-14 13:54:10 +01:00
Marek Hradil jr. 6cd0cf72ce fix : Dangling pointer for non-empty trigger words in lazy grammar construction (#17048)
* fix : Dangling pointer for non-empty trigger words in llama_sampler_init_grammar_impl (#17047)

* Replace 'static' workaround, with keeping variable in scope for longer

* Create std::array directly and pass into llama_grammar_init_impl

* Add back the trigger pattern

* Missed array include
2025-11-14 14:35:26 +02:00
Georgi Gerganov d396b43748 server : fix "can batch with" bug (#17263) 2025-11-14 14:03:45 +02:00
Georgi Gerganov 45c6ef7307 metal : support argsort for ne00 > 1024 (#17247)
* metal : refactor argsort

* cont : sort chunks

* cont : merge sorted buckets

* cont : cleanup
2025-11-14 09:36:06 +02:00
Georgi Gerganov 2606b0adab metal : make the FA extra sizes consistent (#17143) 2025-11-14 09:13:34 +02:00
ixgbe 307772fcda readme : add RVV,ZVFH,ZFH,ZICBOP support for RISC-V (#17259)
Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>
2025-11-14 09:12:56 +02:00
Aleksander Grygier f1bad23f88 Better UX for handling multiple attachments in WebUI (#17246) 2025-11-14 01:19:08 +01:00
Alberto Cabrera Pérez becc4816dd ggml-cpu: handle 3d tensors in repack mat_mul (#17241)
* ggml-cpu: handle 3d tensors in repack mul_mat

* Removed unnecessary branch, removed need for <algorithm>

* Fixed dst_ptr pointer in chunk + clang_format

* GGML_ASSERT to check wdata within bounds

* Accidental ggml.h inclusion

* Improved GGML_ASSERT on wdata boundaries

* Address performance regression in Qwen and llama.cpp due to chunking
2025-11-13 12:53:00 -08:00
Xuan-Son Nguyen c4abcb2457 server: fixing naming conflict res_error (#17243) 2025-11-13 20:53:47 +01:00
389ac78b26 ggml : add ops SOFTPLUS, EXPM1, TRI, SOLVE_TRI, CUMSUM (#17063)
* Add ops needed for new hybrid models: SOFTPLUS, EXPM1, TRI, SOLVE_TRI, CUMSUM

* Update ggml/include/ggml.h

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

* Update tests/test-backend-ops.cpp

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

* Code review

* Whitespace

* Update tests/test-backend-ops.cpp

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* This is actually sigmoid, duh.

* Add CONST, remove TRI_KEEP, other changes from review

* Update tests/test-backend-ops.cpp

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

* Update ggml/src/ggml.c

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

* Update ggml/src/ggml.c

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

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

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

* Remove extra script

* Update ggml/src/ggml.c

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* Update tests/test-backend-ops.cpp

Co-authored-by: Diego Devesa <slarengh@gmail.com>

* moving changes from laptop [no ci]

* pre-rebase

* 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>

* Refactor tests

* ggml : cleanup

* cont : fix ggml_fill srcs

* tests : add note

* ggml : add ggml_fill_inplace

* ggml : add asserts

* ggml : fix ggml_fill constant cast

* cont : ggml_tri minor

* Use TENSOR_LOCALS

* Fix regression from #14596, regenerate

* Don't make commits at night...

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
Co-authored-by: Aman Gupta <amangupta052@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-13 20:54:47 +02:00
Ruben OrtlamandJeff Bolz a19bd6f7ce vulkan: remove shell call from vulkan-shaders-gen tool, revert file check (#17219)
* vulkan: remove shell call from vulkan-shaders-gen tool

* use string vector for command execution

* Fix condition

* use string, remove const_cast

* Fix dependency file quotation on Windows

---------

Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
2025-11-13 14:51:21 +01:00
Diego Devesa dd091e52f8 sched : fix reserve ignoring user tensor assignments (#17232) 2025-11-13 13:14:02 +01:00
ixgbe 1215dde7b0 ggml-cpu : add RISC-V vector intrinsic support for silu and cvar operations (#17227)
Signed-off-by: Wang Yang <yangwang@iscas.ac.cn>
2025-11-13 13:13:32 +01:00
0cfb19166b metal: accelerated conv2d (#17175)
* metal: accelerated conv2d

* cont : cleanup

---------

Co-authored-by: bghira <bghira@users.github.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-13 13:32:44 +02:00
Georgi Gerganov 2776db6c81 Revert "ggml-cpu: handle 3d tensors in repack mat_mul (#17030)" (#17233)
This reverts commit 1c398dc9ec.
2025-11-13 12:59:37 +02:00
Diego Devesa 879dec341a ggml-cpu : use template for argsort (#17222) 2025-11-13 10:59:05 +02:00
TecJesh 97d5117217 CANN: Add cross_entropy_loss op support (#16886)
* update L2_NORM op support

* update L2_NORM op support

* remove extra whitespace

* cann: update cross_entropy_loss op support

* remove trailing whitespaces

* rebase the latest code in the main repository and remove the l2_norm operator that already exists in another pull request.

* undo the l2_norm operator deletion
2025-11-13 09:39:51 +08:00
Aman Gupta a90eb94ca9 CUDA: fuse rope + set_rows (#16884)
* CUDA: add fused rope

* move k forward_expand up

* create helper function instead of re-using params

* make assert statement more in line with comment

* rope_norm: coalesced writes to global mem
2025-11-13 08:50:01 +08:00
Neo Zhang JianyuandZhang Jianyu 07751f8d44 update SYCL support OPs (#17208)
Co-authored-by: Zhang Jianyu <zhang.jianyu@outlook.com>
2025-11-13 08:42:23 +08:00
o7si ffb6f3d921 vocab : correct bounds check for UGM XCDA array access (#17215) 2025-11-12 23:41:02 +01:00
Johannes Gäßler 5d6838b74f CUDA: static assert to prevent misuse of memcpy_1 (#17198) 2025-11-12 23:13:55 +01:00
Mike Abbott 92bb442ad9 docker : preserve .so symlinks for docker container builds (#17214) 2025-11-12 20:33:55 +01:00
Georgi Gerganov 374fe09cdd ggml : use std::sort in ggml_argsort CPU implementation (#17211)
* ggml : use std::sort in ggml_argsort CPU implementation

* cont : add missing header
2025-11-12 20:43:38 +02:00
Aleksander Grygier 8e878f0cb4 Update packages + upgrade Storybook to v10 (#17201)
* chore: Update packages + upgrade Storybook to v10

* fix: Increase timeout for UI tests
2025-11-12 19:01:48 +01:00
Xuan-Son Nguyen 00c94083b3 server: (refactor) implement generator-based API for task results (#17174)
* server: (refactor) implement generator-based API for task results

* improve

* moving some code

* fix "Response ended prematurely"

* add sink.done before return false

* rm redundant check

* rm unused var

* rename generator --> reader
2025-11-12 18:50:52 +01:00
Xuan-Son Nguyen 017eceed61 ci: add check vendor job (#17179)
* ci: add check vendor job

* use dev version of miniaudio

* move to dedicated workflow, only run on related files changed
2025-11-12 14:56:02 +01:00
Xuan-Son Nguyen ee8dd5c658 server: move res_error/res_ok to static function (#17167) 2025-11-12 14:17:24 +01:00
Alberto Cabrera Pérez 1c398dc9ec ggml-cpu: handle 3d tensors in repack mat_mul (#17030)
* ggml-cpu: handle 3d tensors in repack mul_mat

* Removed unnecessary branch, removed need for <algorithm>

* Fixed dst_ptr pointer in chunk + clang_format

* GGML_ASSERT to check wdata within bounds

* Accidental ggml.h inclusion

* Improved GGML_ASSERT on wdata boundaries
2025-11-12 14:52:19 +02:00
Adrien Gallouët 52cf111b31 cmake : cleanup (#17199) 2025-11-12 14:48:30 +02:00
Adrien GallouëtandXuan Son Nguyen 78010a0d52 cmake : move OpenSSL linking to vendor/cpp-httplib (#17177)
* cmake : move OpenSSL linking to vendor/cpp-httplib

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

* bring back httplib 0.27.0

* add -DLLAMA_HTTPLIB

* update cmake config for visionos

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-11-12 12:32:50 +01:00
TecJesh 655cddd174 CANN: Add L2_NORM op support (#16856)
* update L2_NORM op support

* update L2_NORM op support

* remove extra whitespace
2025-11-12 15:11:42 +08:00
5da7664960 [SYCL]fix ci crash about SSM_CONV (#17169)
* fix ci crash

* Update ggml-sycl.cpp

* Update ggml/src/ggml-sycl/ggml-sycl.cpp

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

---------

Co-authored-by: Zhang Jianyu <zhang.jianyu@outlook.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-11-12 14:44:29 +08:00
Raul Torres 23a46ce972 CANN: GGML_CANN_ACL_GRAPH works only USE_ACL_GRAPH enabled (#16861)
The documentation should state that `GGML_CANN_ACL_GRAPH` is only effective if `USE_ACL_GRAPH` was enabled at compilation time.
2025-11-12 14:37:52 +08:00