Commit Graph

6130 Commits

Author SHA1 Message Date
compilade 0a2f5496be
imatrix : fix 3d activation handling for hybrid and recurrent models (#14994)
* imatrix : use a single count for dense 3d tensors

* imatrix : fix 3d activations when model tensor is 2d

* imatrix : fix 3d tensor counts
2025-08-03 21:49:13 +02:00
compilade 11a3811164
memory : handle kv_unified for hybrid models (#15050) 2025-08-03 21:43:07 +02:00
Csaba Kecskemeti 97366dc6ab
vocab : JetBrains Mellum pre-tokenizer (#15045) 2025-08-03 21:38:18 +02:00
Gabriel Larson 83bc2f288c
model : add text-only support for Kimi-VL (and find special tokens in text_config) (#15051)
* basic kimi-vl textmodel conversion

* check config["text_config"] for special tokens
2025-08-03 16:56:25 +02:00
Jeff Bolz 6c7a441161
vulkan: Use coopmat2 for conv2d (#14982) 2025-08-03 14:23:57 +02:00
lhez 5c0eb5ef54
opencl: fix adreno compiler detection logic (#15029) 2025-08-02 19:51:18 +02:00
Johannes Gäßler 03d4698218
CUDA: use mma FA kernel for gqa > 4 on RTX 4000 (#15035) 2025-08-02 16:37:08 +02:00
leejet 3303c19b16
cuda: make im2col a little faster (#15025) 2025-08-02 17:15:36 +03:00
Daniel Bevenius 4fdea540bd
kv-cache : skip alignment of n_stream in kv-cache log msg [no ci] (#15040)
This commit removes the right alignment the `n_stream` value in the
log message in the `llama_kv_cache_unified` constructor.

The motivation for this change is to enhance the readability of log
message. Currently the output looks like this:
```console
llama_kv_cache_unified: size = 2048.00 MiB (  4096 cells,  32 layers,  1/ 1 seqs), K (f16): 1024.00 MiB, V (f16): 1024.00 MiB
```
Notice that the `n_stream` value is right aligned, which makes it a
little harder to read.

With the change in this commit the output will look like
```console
llama_kv_cache_unified: size = 2048.00 MiB (  4096 cells,  32 layers, 1/1 seqs), K (f16): 1024.00 MiB, V (f16): 1024.00 MiB
```
2025-08-02 17:14:57 +03:00
Georgi Gerganov a4569c41fd
llama : enable LLAMA_SET_ROWS=1 by default (#14959)
ggml-ci
2025-08-02 17:14:21 +03:00
Georgi Gerganov 15e92fd337
cuda, sycl : fix batched gemm when ne02 == 1 && ne03 > 1 (#15038)
* cuda, sycl : fix batched gemm when ne02 == 1 && ne03 > 1

ggml-ci

* cont : fix cont types

ggml-ci

* cont : adopt variable names and comment from the other branch
2025-08-02 17:13:05 +03:00
Sigbjørn Skjæret 2bf3fbf0b5
ci : check that pre-tokenizer hashes are up-to-date (#15032)
* torch is not required for convert_hf_to_gguf_update

* add --check-missing parameter

* check that pre-tokenizer hashes are up-to-date
2025-08-02 14:39:01 +02:00
Douglas Hanley 711d5e6fe6
convert : fix Qwen3-Embedding pre-tokenizer hash (#15030) 2025-08-02 12:51:02 +02:00
Jhen-Jie Hong f738989dcb
chat : fix multiple tool_calls on hermes-2-pro (#14962) 2025-08-02 18:04:48 +08:00
Jeff Bolz 4cb208c93c
vulkan: coopmat2 mul_mat optimizations (#14934)
- Increase tile size for k-quants, to match non-k-quants
- Choose more carefully between large and medium tiles, considering how it
  interacts with split_k
- Allow larger/non-power of two split_k, and make the splits a multiple of 256
- Use split_k==3 to when >1/2 and <=2/3 of the SMs would hae been used
2025-08-02 11:21:37 +02:00
R0CKSTAR 3025b621d1
llama-bench: rename DB table name from test to llama_bench (#15003)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-08-02 17:20:40 +08:00
Jeff Bolz ec0b18802c
vulkan: Support ne[3]>1 in noncontig matrix-vector multiply (#15015) 2025-08-02 10:48:30 +02:00
Douglas Hanley 339bd0268c
model : support Qwen3-Embedding (#15023) 2025-08-02 10:44:50 +02:00
Johannes Gäßler f906275537
server: enable token array inputs for OAI API (#15001) 2025-08-02 10:12:41 +02:00
Jeff Bolz a9f7541ec2
vulkan: optimizations for direct convolution (#14933)
* vulkan: optimizations for direct convolution

- Empirically choose a better tile size. Reducing BS_K/BS_NPQ helps fill
  the GPU. The new size should be amenable to using coopmat, too.
- Fix shmem bank conflicts. 16B padding should work with coopmat.
- Some explicit loop unrolling.
- Skip math/stores work for parts of the tile that are OOB.
- Apply fastdiv opt.
- Disable shuffles for NV.

* Three tiles sizes for CONV_2D, and a heuristic to choose

* reallow collectives for pre-Turing

* make SHMEM_PAD a spec constant

* fixes for intel perf - no shmem padding, placeholder shader core count

* shader variants with/without unrolling

* 0cc4m's fixes for AMD perf

Co-authored-by: 0cc4m <picard12@live.de>

---------

Co-authored-by: 0cc4m <picard12@live.de>
2025-08-02 09:57:04 +02:00
Johannes Gäßler 9c35706b98
CUDA: fix MMQ nwarps for AMD with warp_size==32 (#15014) 2025-08-01 20:47:32 +02:00
l-austenfeld c76b420e4c
vendor : update vendored copy of google/minja (#15011)
* vendor : update vendored copy of google/minja

Signed-off-by: Lennart Austenfeld <l.austenfeld@googlemail.com>

* Re-remove trailing whitespace

Signed-off-by: Lennart Austenfeld <l.austenfeld@googlemail.com>

* Remove another trailing whitespace

Signed-off-by: Lennart Austenfeld <l.austenfeld@googlemail.com>

---------

Signed-off-by: Lennart Austenfeld <l.austenfeld@googlemail.com>
2025-08-01 16:59:06 +02:00
stevenkuang 0f5ccd6fd1
model : add hunyuan dense (#14878)
* support hunyuan_v1_dense

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* update hunyuan_moe to hunyuan_v1_moe

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* fix rope alpha assert and bos token

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* add blank line

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* Revert "update hunyuan_moe to hunyuan_v1_moe"

This reverts commit aa973ca219.

* use hunyuan_dense instead of hunyuan_v1_dense

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* fix hunyuan_moe chat template

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* remove leftover code

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* update hunyuan dense chat template

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

* fix hunyuan dense vocab and chat template

Signed-off-by: stevenkuang <stevenkuang@tencent.com>

---------

Signed-off-by: stevenkuang <stevenkuang@tencent.com>
2025-08-01 15:31:12 +02:00
lhez 1c872f71fb
opencl: add f16 for `add`, `sub`, `mul`, `div` (#14984) 2025-08-01 13:15:44 +02:00
Srihari-mcw baad94885d
ggml : Q2k interleaving implementation - x86/x64 SIMD (#14373)
* Initial Q2_K Block Interleaving Implementation

* Addressed review comments and clean up of the code

* Post rebase fixes

* Initial CI/CD fixes

* Update declarations in arch-fallback.h

* Changes for GEMV Q2_K in arch-fallback.h

* Enable repacking only on AVX-512 machines

* Update comments in repack.cpp

* Address q2k comments

---------

Co-authored-by: Manogna-Sree <elisetti.manognasree@multicorewareinc.com>
2025-08-01 09:20:33 +03:00
Georgi Gerganov ba42794c9e
graph : fix equal_seq() check (#14986)
ggml-ci
2025-08-01 06:38:12 +03:00
diannao 2860d479b4
docker : add cann build pipline (#14591)
* docker: add cann build pipline

* docker: add cann build pipline

* docker: fix cann devops

* cann : fix multi card hccl

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

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>

* Update ggml-cann.cpp

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-08-01 10:02:34 +08:00
R0CKSTAR 484b2091ce
compare-commits.sh: support both llama-bench and test-backend-ops (#14392)
* compare-commits.sh: support both llama-bench and test-backend-ops

Signed-off-by: Xiaodong Ye <yeahdongcn@gmail.com>

* Speed up the build by specifying -j 12

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* Remove build_number from test-backend-ops db

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* Apply suggestion from @JohannesGaessler

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

* Refine tool selection logic

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* Address review comments

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <yeahdongcn@gmail.com>
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-08-01 08:47:27 +08:00
Ed Addario daf2dd7880
quantize : skip tensor override when in fallback mode (#14995) 2025-07-31 21:32:18 +02:00
Diego Devesa a06ed5feae
llama : add simple option to enable CPU for MoE weights (--cpu-moe) (#14992) 2025-07-31 20:15:41 +02:00
Aman Gupta 784524053d
Fix params bug in diffusion example (#14993) 2025-08-01 01:22:58 +08:00
Diego Devesa d6818d06a6
llama : allow other bufts when overriding to CPU, add --no-repack option (#14990) 2025-07-31 18:11:34 +02:00
Ruben Ortlam e08a98826b
Vulkan: Fix minor debug mode issues (#14899)
* vulkan: fix debug mode issues

* vulkan: remove broken check_results GGML_OP_SET_ROWS support
2025-07-31 17:46:54 +02:00
tc-mb 952a47f455
mtmd : support MiniCPM-V 4.0 (#14983)
* support minicpm-v 4

* add md

* support MiniCPM-o 4.0

* add default location

* temp rm MiniCPM-o 4.0

* fix code

* fix "minicpmv_projector" default path
2025-07-31 17:22:17 +02:00
Csaba Kecskemeti 36e5fe7bcd
MODEL_TENSOR.SSM_DT_NORM has defined twice (#14991)
* MODEL_TENSOR.SSM_DT_NORM has defined twice, and second overwritten the jamba model's layername

* correct order
2025-07-31 10:59:49 -04:00
g2mt 94933c8c2e
server : implement universal assisted decoding (#12635)
* llama-server : implement universal assisted decoding

* Erase prompt tail for kv-cache

* set vocab_dft_compatible in common_speculative

* rename ctx_main to ctx_tgt

* move vocab_dft_compatible to spec struct

* clear mem_dft, remove mem

* detokenize id_last for incompatible models

* update comment

* add --spec-replace flag

* accept special tokens when translating between draft/main models

* Escape spec-replace

* clamp draft result to size to params.n_draft

* fix comment

* clean up code

* restore old example

* log common_speculative_are_compatible in speculative example

* fix

* Update common/speculative.cpp

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

* Update common/speculative.cpp

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

* Update common/speculative.cpp

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-07-31 14:25:23 +02:00
Dongliang Wei c1dacaa99b
llama : merge build_moe_ffn_from_probs function into build_moe_ffn (#14968) 2025-07-31 14:12:20 +02:00
Lukas Straub a9f77a8be3
server : add openai-style logit_bias support (#14946)
Signed-off-by: Lukas Straub <lukasstraub2@web.de>
2025-07-31 14:08:23 +02:00
Aman Gupta 8a4a856277
Add LLaDA 8b Diffusion model (#14771)
* Add support for Llada-8b: diffusion model

* Add README

* Fix README and convert_hf_to_gguf

* convert_hf_to_gguf.py: address review comments

* Make everything in a single example

* Remove model-specific sampling

* Remove unused argmax

* Remove braced initializers, improve README.md a bit

* Add diffusion specific gguf params in set_vocab, remove setting rope_theta and rms_norm_eps

* Remove adding the mask token

* Move add_add_bos_token to set_vocab

* use add_bool in gguf_writer.py
2025-07-31 19:49:09 +08:00
hipudding 11490b3672
CANN: Improve loading efficiency after converting weights to NZ format. (#14985)
* CANN: Improve loading efficiency after converting weights to NZ format.

* CANN: fix typo
2025-07-31 19:47:20 +08:00
compilade 66625a59a5
graph : reduce splits for recurrent and hybrid models (#14825)
* graph : avoid creating redundant s_copy views

* graph : comment the s_copy views
2025-07-31 08:02:46 +03:00
lhez 6e6725459a
opencl: add `mul_mat_f32_f32_l4_lm` and `mul_mat_f16_f32_l4_lm` (#14809) 2025-07-30 14:56:55 -07:00
Ed Addario e9192bec56
quantize : fix using combined imatrix GGUFs (multiple datasets) (#14973) 2025-07-30 21:11:56 +02:00
Daniel Bevenius 41e78c567e
server : add support for `embd_normalize` parameter (#14964)
This commit adds support for the `embd_normalize` parameter in the
server code.

The motivation for this is that currently if the server is started with
a pooling type that is not `none`, then Euclidean/L2 normalization will
be the normalization method used for embeddings. However, this is not
always the desired behavior, and users may want to use other
normalization (or none) and this commit allows that.

Example usage:
```console
curl --request POST \
    --url http://localhost:8080/embedding \
    --header "Content-Type: application/json" \
    --data '{"input": "Hello world today", "embd_normalize": -1}
```
2025-07-30 18:07:11 +02:00
uvos ad4a700117
HIP: enable mfma mmq on gfx908 and gfx90a for select datatypes and shapes (#14949) 2025-07-30 17:38:06 +02:00
Georgi Gerganov e32a4ec60e sync : ggml
ggml-ci
2025-07-30 17:33:11 +03:00
Kai Pastor e228de9449 cmake : Fix BLAS link interface (ggml/1316) 2025-07-30 17:33:11 +03:00
Kai Pastor 73a8e5ca03 vulkan : fix 32-bit builds (ggml/1313)
The pipeline member can be cast to VkPipeline.
This is a VkPipeline_T* on 64 bit but a uint64_t on 32 bit.
Cf. VK_DEFINE_NON_DISPATCHABLE_HANDLE documentation.
2025-07-30 17:33:11 +03:00
Johannes Gäßler 92b8810ec7
CUDA: skip masked KV slices for all FA kernels (#14924) 2025-07-30 15:46:13 +02:00
Georgi Gerganov 00131d6eaf
tests : update for LLAMA_SET_ROWS=1 (#14961)
* test-thread-safety : each context uses a single sequence

* embedding : handle --parallel argument

ggml-ci

* save-load : handle -np 1

ggml-ci

* thread-safety : avoid overriding threads, reduce test case arg

ggml-ci
2025-07-30 15:12:02 +03:00