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Author SHA1 Message Date
Concedo
d5b5e79035 should fix vulkan bsod 2025-08-08 10:57:50 +08:00
Xuan-Son Nguyen
50aa938901
convert : support non-mxfp4 HF model (#15153) 
* convert : support non-mxfp4 HF model

* rm redundant check

* disable debug check
 2025-08-07 23:26:03 +02:00
Concedo
8a71eb03c0 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	ggml/cmake/ggml-config.cmake.in
#	ggml/src/ggml-cann/CMakeLists.txt
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cuda/fattn.cu
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	requirements/requirements-convert_hf_to_gguf.txt
#	scripts/compare-llama-bench.py
#	tests/test-chat-template.cpp
#	tests/test-chat.cpp
#	tools/llama-bench/llama-bench.cpp
 2025-08-07 21:23:09 +08:00
Concedo
338b1fe97e readjusted mistral and oai template, fixed compile issue on termux, updated lite, show generated token ids in debug mode 2025-08-07 21:14:48 +08:00
Sigbjørn Skjæret
65c797c4fa
chat : fix yandex chat template (#15116) 2025-08-06 13:26:49 +02:00
stevenkuang
25726898e8
chat : fix hunyuan auto-detection (#15114) 
Signed-off-by: stevenkuang <stevenkuang@tencent.com>
 2025-08-06 11:48:30 +02:00
Concedo
6eea7b88d2 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	README.md
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat-template.cpp
 2025-08-06 10:51:29 +08:00
Georgi Gerganov
fd1234cb46
llama : add gpt-oss (#15091) 
* oai moe

* compat with new checkpoint

* add attn sink impl

* add rope scaling yarn

* logits match with latest transformers code

* wip chat template

* rm trailing space

* use ggml_scale_bias

* rm redundant is_swa_all

* convert interleaved gate_up

* graph : fix activation function to match reference (#7)

* vocab : handle o200k_harmony special tokens

* ggml : add attention sinks support (#1)

* llama : add attn sinks

* ggml : add attn sinks

* cuda : add attn sinks

* vulkan : add support for sinks in softmax

remove unnecessary return

* ggml : add fused swiglu_oai op (#11)

* ggml : add fused swiglu_oai op

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

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

* update CUDA impl

* cont : metal impl

* add vulkan impl

* test-backend-ops : more test cases, clean up

* llama : remove unfused impl

* remove extra lines

---------

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

---------

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

* repack mxfp4 upon conversion

* clean up a bit

* enable thinking

* add quick hack to render only some special tokens

* fix bf16 conversion

* remove vocab hack

* webui ok

* support chat parsing for gpt-oss

* fix webui

* direct mapping mxfp4, FINALLY

* force using mxfp4

* properly use lazy tensor

* ggml : add mxfp4

ggml : use e8m0 conversion instead of powf

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

change kvalues_mxfp4 table to match e2m1 (#6)

metal : remove quantization for now (not used)

cuda : fix disabled CUDA graphs due to ffn moe bias

vulkan : add support for mxfp4

cont : add cm2 dequant

* ggml : add ggml_add_id (#13)

* ggml : add ggml_add_id

* add cuda impl

* llama : add weight support check for add_id

* perf opt

* add vulkan impl

* rename cuda files

* add metal impl

* allow in-place ggml_add_id

* llama : keep biases on CPU with --cpu-moe

* llama : fix compile error

ggml-ci

* cuda : add fallback for __nv_cvt_e8m0_to_bf16raw

ggml-ci

* cleanup

ggml-ci

* sycl : fix supports_op for MXFP4

ggml-ci

* fix Unknown reasoning format

* ggml-cpu : fix AVX build

ggml-ci

* fix hip build

ggml-ci

* cuda : add mxfp4 dequantization support for cuBLAS

ggml-ci

* ggml-cpu : fix mxfp4 fallback definitions for some architectures

ggml-ci

* cuda : fix version required for __nv_cvt_e8m0_to_bf16raw

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: slaren <slarengh@gmail.com>
 2025-08-05 22:10:36 +03:00
Concedo
8bffbd9ce5 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-sycl/ggml-sycl.cpp
 2025-08-06 00:44:19 +08:00
Juk Armstrong
c81de6e107
Fix glm4moe bug (#15088) 2025-08-05 13:56:44 +01:00
Concedo
7590a0ea39 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	ggml/CMakeLists.txt
#	ggml/cmake/ggml-config.cmake.in
#	ggml/src/CMakeLists.txt
#	models/templates/README.md
#	tools/imatrix/imatrix.cpp
 2025-08-05 19:24:29 +08:00
compilade
ee3a9fcf88
context : fix index overflow on huge outputs (#15080) 
* context : fix overflow when re-ordering huge outputs

* context : fix logits size overflow for huge batches
 2025-08-05 11:27:45 +02:00
Sam
ef0144c087
model: support GLM 4.5 family of models (#14939) 
* model: Add GLM 4.5 (#14921)

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

* Merge in PR suggestions

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

* model: Add GLM 4.5 family of models (#14921)

1. Updated tensor_mapping.py with NextN tensor mappings

- Added proper tensor mappings for all NextN/MTP tensors in /Users/samm/git/llama.cpp/gguf-py/gguf/tensor_mapping.py
- Added mappings for: eh_proj, embed_tokens, enorm, hnorm, shared_head.head, shared_head.norm

2. Added num_nextn_predict_layers configuration

- Added LLM_KV_NUM_NEXTN_PREDICT_LAYERS constant to llama-arch.h and llama-arch.cpp
- Added num_nextn_predict_layers field to llama_hparams struct
- Updated GLM4_MOE parameter loading in llama-model.cpp to read this parameter
- Modified tensor loading logic to conditionally load NextN tensors based on num_nextn_predict_layers
- Added GGUF writer support in gguf_writer.py with add_num_nextn_predict_layers() method
- Updated conversion script to extract and write this parameter from HuggingFace config

3. Added FIM tokens for GLM4_MOE

- Added GLM-4.5's FIM tokens to llama-vocab.cpp:
  - <|code_prefix|> for FIM_PRE
  - <|code_suffix|> for FIM_SUF
  - <|code_middle|> for FIM_MID

4. Removed manual NextN tensor handling

- Removed the special-case handling in convert_hf_to_gguf.py that manually mapped NextN tensors
- NextN tensors are now handled automatically through the proper tensor mapping system

* glm 4.5 update tensors names

* model: glm 4.5 apply suggestions from code review

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

* Update src/llama-model.cpp

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

* model: glm 4.5 apply suggestions from code review

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

* model: glm 4.5 apply suggestions from code review

* Apply suggestions from code review

* patch broken chat template

* typings fix

* add TENSOR_SKIP flag


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

* Update src/llama-model-loader.h

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
 2025-08-04 20:29:25 +02:00
Concedo
8bd0a560f0 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	requirements/requirements-convert_hf_to_gguf_update.txt
#	scripts/compare-llama-bench.py
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tools/imatrix/README.md
#	tools/imatrix/imatrix.cpp
#	tools/llama-bench/llama-bench.cpp
 2025-08-04 22:42:02 +08:00
Concedo
d37529c0cd add sanitize flag 2025-08-04 22:19:23 +08:00
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
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
Douglas Hanley
339bd0268c
model : support Qwen3-Embedding (#15023) 2025-08-02 10:44:50 +02:00
Concedo
f430916a71 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	docs/backend/CANN.md
#	docs/multimodal/minicpmo2.6.md
#	docs/multimodal/minicpmv2.5.md
#	docs/multimodal/minicpmv2.6.md
#	examples/speculative-simple/speculative-simple.cpp
#	ggml/cmake/ggml-config.cmake.in
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/repack.cpp
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/add.cl
#	ggml/src/ggml-opencl/kernels/mul.cl
#	scripts/compare-commits.sh
#	scripts/compare-llama-bench.py
#	scripts/sync-ggml.last
#	tools/server/README.md
 2025-08-02 10:25:10 +08:00
Concedo
b04362f831 Merge commit '00131d6eaf' into concedo_experimental 
# Conflicts:
#	docs/ops.md
#	examples/save-load-state/save-load-state.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/aclnn_ops.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/cpy.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/set_rows.cpp
#	scripts/server-bench.py
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tests/test-thread-safety.cpp
#	tools/llama-bench/llama-bench.cpp
 2025-08-02 10:15:39 +08:00
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 aa973ca21913aba77f6e81a935270ef7be222e75.

* 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
Georgi Gerganov
ba42794c9e
graph : fix equal_seq() check (#14986) 
ggml-ci
 2025-08-01 06:38:12 +03:00
Ed Addario
daf2dd7880
quantize : skip tensor override when in fallback mode (#14995) 2025-07-31 21:32:18 +02:00
Diego Devesa
d6818d06a6
llama : allow other bufts when overriding to CPU, add --no-repack option (#14990) 2025-07-31 18:11:34 +02:00
Dongliang Wei
c1dacaa99b
llama : merge build_moe_ffn_from_probs function into build_moe_ffn (#14968) 2025-07-31 14:12:20 +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
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
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
Georgi Gerganov
1e15bfd42c
graph : fix stack-use-after-return (#14960) 
ggml-ci
 2025-07-30 13:52:11 +03:00
Douglas Hanley
a118d80233
embeddings: fix extraction of CLS pooling results (#14927) 
* embeddings: fix extraction of CLS pooling results

* merge RANK pooling into CLS case for inputs
 2025-07-30 08:25:05 +03:00
Concedo
b8425f5a9c merge but voxtral not working 2025-07-28 22:08:05 +08:00
Dongliang Wei
6c6e397aff
model : add support for SmallThinker series (#14898) 
* support smallthinker

* support 20b softmax, 4b no sliding window

* new build_moe_ffn_from_probs, and can run 4b

* fix 4b rope bug

* fix python type check

* remove is_moe judge

* remove set_dense_start_swa_pattern function and modify set_swa_pattern function

* trim trailing whitespace

* remove get_vocab_base of SmallThinkerModel in convert_hf_to_gguf.py

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

* better whitespace

Apply suggestions from code review

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

* use GGML_ASSERT for expert count validation

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

* Improve null pointer check for probs

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

* use template parameter for SWA attention logic

* better whitespace

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

* move the creation of inp_out_ids before the layer loop

* remove redundant judge for probs

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2025-07-28 13:47:00 +02:00
Daniel Bevenius
ca0ef2dddb
llama : clarify comment about pp and tg graphs [no ci] (#14895) 
* llama : clarify comment about pp and tg graphs [no ci]

This commit clarifies the comment in `llama-context.cpp` regarding the
prefill prompt (pp), and token generation (tg) graphs.

The motivation for this is that I've struggled to remember these and had
to look them up more than once, so I thought it would be helpful to add
a comment that makes it clear what these stand for.

* squash! llama : clarify comment about pp and tg graphs [no ci]

Change "pp" to "prompt processing".
 2025-07-27 12:10:51 +02:00
Concedo
21b7d0a899 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/rocm.Dockerfile
#	docs/build-s390x.md
#	docs/development/HOWTO-add-model.md
#	docs/ops.md
#	docs/ops/CPU.csv
#	docs/ops/CUDA.csv
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/acl_tensor.cpp
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/aclnn_ops.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/rms_norm.cl
#	scripts/create_ops_docs.py
#	tests/test-backend-ops.cpp
#	tools/export-lora/export-lora.cpp
 2025-07-27 17:10:53 +08:00
Gabriel Larson
4762ad7316
model : make rope_yarn_log_mul optional for deepseek2 (#14896) 
* make rope_yarn_log_mul optional for deepseek2

* default rope_yarn_log_mul = 0.0f
 2025-07-27 11:18:37 +03:00
Shunta Saito
1dc9614e06
llama : fix kq_scale for the attention layers of PLaMo2 (#14892) 
* Fix dimensions for expand

* Change dimensions to copy states to cache

* Fix the default value for plamo2 conversion

* Fix scale given to build_attn

* Update src/llama-model.cpp

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

* Update src/llama-model.cpp

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

* Update src/llama-model.cpp

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2025-07-27 09:38:44 +02:00
Concedo
0fcfbdb93c Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/musa.Dockerfile
#	.github/workflows/build.yml
#	.github/workflows/close-issue.yml
#	ci/README.md
#	docs/build.md
#	docs/docker.md
#	ggml/CMakeLists.txt
#	ggml/cmake/ggml-config.cmake.in
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/aclnn_ops.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cuda/fattn-wmma-f16.cu
#	ggml/src/ggml-musa/CMakeLists.txt
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tools/imatrix/README.md
#	tools/imatrix/imatrix.cpp
 2025-07-25 19:53:13 +08:00
Georgi Gerganov
c1dbea752a
context : restore preemptive sched reset when LLAMA_SET_ROWS=0 (#14870) 
ggml-ci
 2025-07-25 14:28:06 +03:00
Georgi Gerganov
e4868d16d2
context : perform output reorder lazily upon access after sync (#14853) 
* context : perform output reorder after lazily upon access after sync

ggml-ci

* cont : add TODO
 2025-07-24 16:31:48 +03:00
Xuan-Son Nguyen
820de57d4f
chat : fix kimi-k2 chat template (#14852) 2025-07-24 13:59:56 +02:00
yummy
86f5623d90
llama : fix MiniCPM inference after Granite Four changes (#14850) 
MiniCPM models use the llm_build_granite constructor which was changed
in the Granite Four PR to use hparams.rope_finetuned instead of a
use_rope parameter. MiniCPM models need rope enabled by default.

Fixes inference from gibberish to correct responses.
 2025-07-24 11:50:51 +02:00
l3utterfly
7233358d29
memory : handle saving/loading null layers in recurrent memory (#14675) 
* Update llama-memory-recurrent.cpp

handle saving/loading null layers in recurrent memory

* fixed styling issues and updated comments

* fix styling issue

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2025-07-23 11:16:41 +03:00
Molly Sophia
d4d1522b20
llama : add model type detection for rwkv7 7B&14B (#14816) 
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
 2025-07-22 23:01:29 +08:00
Concedo
9f4d0f6ccf fixed swa pp bug by retrying smaller batches 2025-07-21 23:34:22 +08:00
Concedo
30675b0798 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	CODEOWNERS
#	docs/build.md
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tools/imatrix/README.md
#	tools/imatrix/imatrix.cpp
 2025-07-20 22:47:31 +08:00
Georgi Gerganov
bf9087f59a
metal : fuse add, mul + add tests (#14596) 
ggml-ci
 2025-07-18 20:37:26 +03:00
Georgi Gerganov
9fb1042ce6
graph : fix graph reuse reset of params (#14760) 
ggml-ci
 2025-07-18 20:08:33 +03:00
Concedo
b0b7a07b34 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	examples/parallel/parallel.cpp
 2025-07-18 23:49:45 +08:00