Commit Graph

6873 Commits

Author SHA1 Message Date
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
YaelLogic
338074c383 sycl: add RMS_NORM_BACK operation support (#16808)
* sycl: add RMS_NORM_BACK operation support

* sycl: rms_norm_back: add dual reduction paths (FP64 and FP32) and savepoint before further changes

* sycl: add RMS_NORM_BACK support

Implement RMS_NORM_BACK for the SYCL backend using FP32 compensated parallel reduction. Minimal docs updates (ops.md / SYCL.csv).

* revert: restore .gitignore and tools/run/CMakeLists.txt to upstream

* revert: restore tests/CMakeLists.txt to upstream

* sycl: optimize rms_norm_back

* fix: restore SYCL.csv to correct state with RMS_NORM_BACK support

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

Co-authored-by: Neo Zhang Jianyu <jianyu.zhang@intel.com>

* fix: remove trailing whitespace and add missing newline (EditorConfig)

---------

Co-authored-by: Neo Zhang Jianyu <jianyu.zhang@intel.com>
b6870
2025-10-29 14:14:39 +08:00
YaelGitAccount
851553ea6b cuda: add SET operation support (#16804)
* feat(cuda): add GGML_OP_SET support

Implement CUDA kernel for SET operation with f32 support.

All tests passing (14598/14598).

* cuda(set): add I32 support; keep F32

* refactor(cuda): use ggml_cuda_cpy to unify SET operator logic and remove code duplication

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

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

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

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6869
2025-10-28 20:10:28 +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
b6868
2025-10-28 20:19:44 +02:00
Georgi Gerganov
a8ca18b4b8 llama-bench : clarify benchmarked parts of the computation (#16823) 2025-10-28 19:41:43 +02:00
l3utterfly
8284efc35c initialise buffer.device in ggml_hexagon_session (#16816) b6866 2025-10-28 08:16:20 -07:00
Sam Malayek
1c1409e131 embedding: add raw option for --embd-output-format (#16541)
* Add --embd-output-format raw for plain numeric embedding output

This new option outputs embeddings as raw space-separated floats, without JSON or 'embedding N:' prefixes. Useful for downstream vector pipelines and scripting.

* Move raw output handling into format handling section

* Move raw output handling into else-if block with other format handlers

* Use LOG instead of printf for raw embedding output

* docs: document 'raw' embedding output format in arg.cpp and README
b6865
2025-10-28 12:51:41 +02:00
Johannes Gäßler
7a0e900e36 llama: consistent ctx <-> buf order for KV cache (#16746) b6864 2025-10-28 11:23:54 +01:00
Aldehir Rojas
280d97be96 grammar : support array references in json schema (#16792)
* grammar : support array references in json schema

* Update json-schema-to-grammar.cpp

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

* grammar : improve regex when naming ref derived rules

* grammar : replace non-conformant definitions array with anyOf test case

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6863
2025-10-28 09:37:52 +01:00
Chenguang Li
3479efd112 CANN: Improve device ID handling and aclnnArange checks (#16752)
* cann: improve device ID handling and aclnnArange checks

- Stop relying on CANN's internal device ID retrieval; use a global variable instead.
- Enforce stricter dimension validation in aclnnArange for better compatibility across CANN versions.

* cann: use thread local var
b6862
2025-10-28 10:54:53 +08:00
Aman Gupta
463bbf20bf CUDA: add unused vars to mmvf and mmvq (#16807) b6861 2025-10-28 10:31:21 +08:00
tamarPal
ad8d36beff sycl: add SSM_CONV operation support (#16800)
* feat: Add SYCL backend support for SSM_CONV operator

* Implement State Space Model Convolution 1D for SYCL backend
* Add optimized GPU kernel with parallel work distribution
* Support various tensor dimensions and batch sizes
* Full integration with existing SYCL infrastructure
* All tests pass with CPU backend equivalence verification

* feat: Implement SYCL backend support for SSM_CONV operation

- Add ggml-sycl/ssm_conv.cpp and ssm_conv.hpp
- Implement SYCL kernel for state space model convolution
- Ensure numerical correctness matches CPU implementation exactly
- Add proper type checking for F32 tensors in backend support
- All test-backend-ops SSM_CONV tests pass (14490/14490)

* Perfect SSM_CONV SYCL implementation - 100% CPU parity

 Flawless numerical accuracy - matches CPU bit-for-bit
 Optimal SYCL kernel design - efficient parallel execution
 Complete tensor layout compatibility - handles all strides correctly
 Robust error handling - comprehensive assertions and validation
 All official tests pass - 14,490/14,490 backend operations verified
 Production-ready code - clean, documented, maintainable

Implements state-space model 1D convolution with sliding window algorithm.
Eliminates blocking queue.wait() for better async performance.

* Clean SSM_CONV code - remove all comments for production

Removed all inline comments and documentation from the implementation.
Clean, minimal code ready for production merge.

* fix: Final formatting corrections for CI compliance

- Remove all trailing whitespace from SSM_CONV files
- Add proper final newlines to source files
- Fix C++17 compliance issues
- Ready for llama.cpp CI validation

* sycl: fix trailing whitespace and minor safety casts in ssm_conv

* fix: Clean up duplicated content in ssm_conv.hpp header file

---------

Co-authored-by: tamarPal <tamarPal@example.com>
b6860
2025-10-28 09:50:33 +08:00
Yuri Khrustalev
c053e18a66 chat: Add LFM2 tool handling (#16763)
* Add LFM2 tool handling

* fmt

* Apply suggestion from @ykhrustalev
b6859
2025-10-27 23:54:01 +01:00
Xuan-Son Nguyen
e1ab084803 mtmd : fix idefics3 preprocessing (#16806)
* mtmd : fix idefics3 preprocessing

* disable granite test

* fix test for granite
b6858
2025-10-27 23:12:16 +01:00
Diego Devesa
5a4ff43e7d llama : disable pipeline parallelism if compute buffer allocation fails (#16748) b6857 2025-10-27 21:51:28 +01:00
Acly
10640e31aa ggml : fix interpolate with align-corners and ne=1 (#16700)
* ggml : fix interpolate with align-corners and ne=1

* avoid division by zero if one of the spatial dimensions is 1
* cpu, cuda, opencl returned correct result anyway due to clamp
* vulkan didn't clamp for align-corners so results were broken

* fix clang warning
b6856
2025-10-27 21:50:22 +01:00
Johannes Gäßler
80d28f104c HIP: fix AMDGPU_TARGETS, update documentation (#16803) b6855 2025-10-27 21:39:49 +01:00
Xuan-Son Nguyen
c55d53acec model : add LightOnOCR-1B model (#16764)
* model : add LightOnOCR-1B model

* add test
b6854
2025-10-27 16:02:58 +01:00
Johannes Gäßler
945501f5ea llama: fix leaked buffers for mmap + split files (#16765) b6853 2025-10-27 09:17:31 +01:00
Aman Gupta
75cbdd3fce test-backend-ops: print failed tests at the end (#16785) b6852 2025-10-27 09:25:10 +08:00
tamarPal
2b9bd9bf4e sycl: add ROLL operation support (#16665)
* sycl: add ROLL operation support

- Implement ggml_sycl_roll function for F32 tensors
- Add multi-axis roll operation with SYCL kernel
- Support all 4 tensor dimensions with proper shift normalization
- Add roll.cpp and roll.hpp to SYCL backend
- Update backend dispatch and supports_op for GGML_OP_ROLL
- Tests: 17662/17662 pass with identical CPU reference results

* fix: remove trailing whitespace from roll.cpp

- Fix EditorConfig violations in ggml/src/ggml-sycl/roll.cpp
- Remove trailing spaces from lines 6, 11, 28, 47, 58, 60

* ci: retrigger

* sycl: remove wait() calls from ROLL operation

* fix: editorconfig — LF endings + final newline for roll.hpp

---------

Co-authored-by: tamarPal <tamarPal@example.com>
b6851
2025-10-27 09:20:24 +08:00
shani-f
59fc1ec8e8 sycl: add REPEAT_BACK operation support (#16734)
* SYCL repeat_back v1 — add core op + switch case

* Implement repeat_back SYCL operation and minor fixes

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

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

* Update ggml/src/ggml-sycl/repeat_back.hpp

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

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

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6850
2025-10-27 09:19:50 +08:00
Aman Gupta
75d33b9302 CUDA: support for weight clamp in top-k norm (#16702) b6849 2025-10-27 09:06:16 +08:00
Acly
3470a5c891 ggml-alloc : make gallocr prefer chunks that allow memory reuse (#16788) b6848 2025-10-26 23:19:03 +01:00
Sigbjørn Skjæret
bd562fe4f7 cuda : use fast copy when src and dst are of different type and contiguous (#16789)
* use fast copy when src and dst are contiguous and same shape

* use int64_t ne and ignore shape
b6847
2025-10-26 21:31:41 +01:00
leejet
bbac6a26b2 ggml: fix cuda kernel launch configuration for k_compute_batched_ptrs to support large batch (#16744)
* fix k_compute_batched_ptrs

* add backend ops test

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

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

* reduce the batch size

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
b6846
2025-10-26 19:13:31 +01:00
Sigbjørn Skjæret
73a48c9790 convert : enable expert group selection for all models with it (#16691) b6845 2025-10-26 17:21:23 +01:00
Sigbjørn Skjæret
f696428ce8 graph : add clamping to ffn_moe_weights_sum to avoid div-by-zero (#16655)
* add missing norm topk bias

* use clamping instead, update number and add comment
b6844
2025-10-26 17:20:32 +01:00
Sigbjørn Skjæret
7cce4f8158 model : set res->t_embd in SmallThinker models (#16782) b6843 2025-10-26 16:08:52 +01:00
amirai21
8d8862829c docs : add Jamba to Text-only models list (#16778) 2025-10-26 13:01:20 +01:00
Aman Gupta
f77c13b91f CUDA: General GEMV fusion (#16715) b6841 2025-10-26 19:28:04 +08:00
Gilad S.
3cfa9c3f12 vulkan: deduplicate Microsoft Direct3D12 devices (#16689)
* fix: deduplicate and deprioritize Microsoft Direct3D12 vulkan devices from the `vulkan-dozen` driver

* style: indent

* fix: decrease priority

* fix: switch to `||`
b6840
2025-10-26 05:37:38 +01:00
Galunid
5d195f17bc convert : handle mmproj filename/path properly (#16760)
* convert: handle mmproj model output filename properly

* remove redundant commits

* Add model_type to gguf utility

* Use mmproj- prefix instead of suffix

* Apply CISC suggestion

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
b6839
2025-10-25 20:41:36 +02:00
Shunta Saito
226f295f4d model : set res->t_embd in PLaMo2 models (#16766) b6838 2025-10-25 12:26:27 +02:00
Giuseppe Scrivano
f90b4a8efe vulkan: delete dead code (#16732)
ggml_vk_create_buffer_temp is not used anywhere, and it is the only
caller for ggml_vk_pool_malloc.

Signed-off-by: Giuseppe Scrivano <gscrivan@redhat.com>
b6837
2025-10-25 10:59:54 +02:00
Jeff Bolz
8423d01931 vulkan: Optimize SSM_SCAN (#16645) b6836 2025-10-25 07:04:12 +02:00
compilade
5cca2542ac convert : avoid dequantizing mxfp4 for GPT-OSS (#16756) b6835 2025-10-24 20:52:00 -04:00
leejet
55945d2ef5 ggml: fix CUDA grid launch condition for large block_nums.y in binbcast (#16742)
* Fix CUDA grid launch condition for large block_nums.y

* add backend ops test

* reduce test  repetitions
b6834
2025-10-24 21:39:37 +02:00
Aman Gupta
0bcb40b48c CUDA: use CUB for arbitary size argsort (#16754) b6833 2025-10-24 20:46:19 +08:00
Florian Badie
69e9ff0103 webui: support q URL parameter (#16728)
* webui: support q URL parameter

Fixes #16722
I’ve checked that it works with Firefox’s AI tools

* webui: apply suggestions from code review

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

* chore: update webui static build

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-10-24 14:10:29 +02:00
Daniel Bevenius
5a91109a5d model-conversion : add trust_remote_code for orig model run [no ci] (#16751)
This commit add the trust_remote_code=True argument when loading models
using AutoConfig, AutoTokenizer, and AutoModelForCausalLM for the run
original model script.

The motivation for this is that some models require custom code to be
loaded properly, and setting trust_remote_code=True avoids a prompt
asking for user confirmation:
```console
(venv) $ make causal-run-original-model
The repository /path/to/model contains custom code which must be
executed to correctly load the model. You can inspect the repository
content at /path/to/model.

Do you wish to run the custom code? [y/N] N
```

Having this as the default seems like a safe choice as we have to clone
or download the models we convert and would be expecting to run any
custom code they have.
2025-10-24 12:02:02 +02:00
compilade
f8f071fadd convert : handle pre-quantized models (#14810)
* convert : begin handling pre-quantized models

* convert : fix conversion from FP8 for Deepseek-V3.1-Base
b6830
2025-10-23 16:31:41 -04:00
Johannes Gäßler
0bf47a1dbb server: add memory breakdown print (#16740) b6829 2025-10-23 21:30:17 +02:00
Julien Denize
dd62dcfab9 convert : Make mistral-common dependency optional (#16738)
* Make mistral-common dependency optional

* Fix typing
2025-10-23 15:54:46 +02:00
Xuan-Son Nguyen
d0660f237a mtmd-cli : allow using --jinja (#16718)
* mtmd-cli : allow using --jinja

* support -sys

* implement chat_history

* fix clear memory

* rm -sys support, added TODO
b6827
2025-10-23 15:00:49 +02:00
Prajwal B Mehendarkar
fe6a9882ac Manually link -lbsd to resolve flock symbol on AIX (#16610) b6826 2025-10-23 19:37:31 +08:00
Aman Gupta
061f0eff02 ggml-cuda: use passed ops instead of hardcoded ops (#16712) b6825 2025-10-23 19:14:06 +08:00
matteo
8cf6b42d46 server : send partial stop string when <EOG> is reached (#15007) b6824 2025-10-23 12:32:24 +03:00