Đinh Trọng Huy
291f2b6913
llama : add support for DistilBert ( #13907 )
...
* add distilbert
* small fixes
* add note for LLM_ARCH_DISTIL_BERT
* Use MODEL_ARCH.BERT for DistilBert
---------
Co-authored-by: dinhhuy <huy.dinh@brains-tech.co.jp >
2025-05-30 11:56:02 +02:00
zhangkaihuo
2c90da4c7e
llama : use llm_build_granite for minicpm ( #13911 )
2025-05-30 10:31:48 +02:00
Christian Kastner
ec9e0301fe
cmake: Guard GGML_CPU_ALL_VARIANTS by architecture ( #13890 )
2025-05-30 01:28:54 +02:00
Sigbjørn Skjæret
e83ba3e460
llama : add support for jina-reranker-v2 ( #13900 )
2025-05-29 21:42:31 +02:00
Sigbjørn Skjæret
2b131621e6
gguf-py : add support for sub_type (in arrays) in GGUFWriter add_key_value method ( #13561 )
2025-05-29 15:36:05 +02:00
Yibo Cai
54a2c7a8cd
arm64: optimize q4_k_q8_k kernel with i8mm ( #13886 )
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This PR improves q4_k_q8_k gemm kernel with arm64 i8mm instruction.
Tested on neoverse-n2 with llama3 8b q4_k_m quantization model.
- 34% ~ 50% S_PP uplift for all batch sizes
- 12% ~ 37% S_TG uplift for batch size 4 and above
Perplexity doesn't change with this PR.
```
// tested on neoverse-n2
$ llama-batched-bench \
-m Meta-Llama-3-8B-Instruct-Q4_K_M.gguf \
--no-mmap -fa \
-c 8192 -b 4096 -ub 512 -npp 128 -ntg 128 \
-npl 1,2,4,8,16,32 \
-t 64
---------------------------------------------------------------------
| PP | TG | B | S_PP t/s | S_TG t/s |
| | | | original | this pr | original | this pr |
|-------|--------|------|----------|----------|----------|----------|
| 128 | 128 | 1 | 110.12 | 147.83 | 24.36 | 24.28 |
| 128 | 128 | 2 | 121.16 | 172.42 | 46.36 | 47.93 |
| 128 | 128 | 4 | 120.15 | 169.75 | 74.68 | 84.00 |
| 128 | 128 | 8 | 130.97 | 196.81 | 91.04 | 114.74 |
| 128 | 128 | 16 | 131.01 | 196.88 | 101.43 | 135.79 |
| 128 | 128 | 32 | 130.85 | 196.51 | 106.97 | 147.29 |
---------------------------------------------------------------------
```
2025-05-29 14:39:20 +03:00
Christian Kastner
21fcc21ad5
cmake: Factor out CPU architecture detection ( #13883 )
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* cmake: Define function for querying architecture
The tests and results match exactly those of ggml/src/CMakeLists.txt
* Switch arch detection over to new function
2025-05-29 12:50:25 +02:00
Vineel Abhinav
dd8ba93416
ggml: aarch64: Implement SVE F32 kernels for Mamba Sequential Scan Algorithm ( #13882 )
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* F32-Mamba-Seq_Scan-SVE
* Fix formatting
* ggml : missing space
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-05-29 12:18:43 +03:00
Georgi Gerganov
66c92061f5
tests : remove json.hpp from a test ( #13880 )
...
ggml-ci
2025-05-29 12:17:16 +03:00
Sigbjørn Skjæret
5ca82fc1d7
convert : workaround for AutoConfig dummy labels ( #13881 )
2025-05-29 10:00:57 +02:00
Sigbjørn Skjæret
6385b843a8
llama : add RobertaForSequenceClassification reranker support ( #13875 )
2025-05-29 08:15:01 +02:00
Vineel Abhinav
1b8fb8152d
ggml: aarch64: Implement SVE F32 kernels for vector functions ( #13843 )
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* F32-Mamba-SVE
* F32-Mamba-SVE
* Resolve test errors-1
* Resolve test errors-2
* F32-vec-SVE
* F32-vec-SVE
* F32-vec-SVE
2025-05-29 09:01:33 +03:00
Beinsezii
53ae30640e
gguf-py : fix SafetensorRemote return on undefined size (< 0) ( #13841 )
2025-05-28 23:50:20 +02:00
Xuan-Son Nguyen
763d06edb7
llama : fix KV shift for qwen2vl ( #13870 )
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* llama : fix KV shift for qwen2vl
* add ref to the PR
2025-05-28 22:35:31 +02:00
Xuan-Son Nguyen
10961339b2
mtmd : move helpers to dedicated library ( ⚠️ breaking change) ( #13866 )
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* mtmd : move helpers to dedicated library
* fix server build
* rm leftover cmakelist code
2025-05-28 22:35:22 +02:00
bandoti
d98f2a35fc
ci: disable LLAMA_CURL for Linux cross-builds ( #13871 )
2025-05-28 15:46:47 -03:00
Đinh Trọng Huy
e0e3aa231d
llama : add support for BertForSequenceClassification reranker ( #13858 )
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* convert: add support for BertForSequenceClassification
* add support for reranking using BertForSequenceClassification
* merge checks of eos and sep
* fix lint
---------
Co-authored-by: dinhhuy <huy.dinh@brains-tech.co.jp >
2025-05-28 19:01:58 +02:00
Đinh Trọng Huy
aa6dff05be
convert: small addition to support LlamaModel ( #13838 )
...
Co-authored-by: dinhhuy <huy.dinh@brains-tech.co.jp >
2025-05-28 16:34:18 +02:00
Sky
c962ae3382
server: fix remove 'image_url'/'input_audio' json-object effectlly for 'llama_params' in multimodal-model-mode ( #13853 )
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[fix]: remove 'image_url'/'input_audio' effectlly for 'llama_params' in multimodal-model-mode
2025-05-28 16:33:54 +02:00
Xuan-Son Nguyen
a3938fb53d
convert : fix qwen omni conversion ( #13859 )
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* convert : fix qwen omni conversion
* fix typo
2025-05-28 16:12:35 +02:00
Alex Fanthome
f7873fc698
tests : change umlaut test ( #11600 )
2025-05-28 15:49:28 +02:00
Johannes Gäßler
a68247439b
CUDA: fix FA tg at long context for CC >= 8.9 ( #13852 )
2025-05-28 13:33:37 +02:00
Xuan-Son Nguyen
26b79b6cb3
convert : fix tensor naming conflict for llama 4 vision ( #13836 )
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* convert : fix tensor naming conflict for llama 4 vision
* add comment
2025-05-28 10:05:54 +02:00
leo-pony
1e8659e65a
CANN: Add SOC TYPE printing in cmake configuration ( #13837 )
2025-05-28 11:54:20 +08:00
lhez
a3c30846e4
opencl: add new ops - argsort, div, sub, addrows, sigmoid, group_norm ( #13787 )
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* opencl: add `argsort`
* opencl: add `div`
* opencl: add `add_rows`
* opencl: add `sub`
* opencl: add `sigmoid`, both `f16` and `f32`
* opencl: add `group_norm`
2025-05-27 12:56:08 -07:00
lhez
1701d4c54f
opencl: mark mul_mat f32f32 as supporting non-contiguous tensors ( #13790 )
2025-05-27 12:53:14 -07:00
Jeff Bolz
bef8176387
vulkan: use timestamp queries for GGML_VULKAN_PERF ( #13817 )
...
Also change it to be controlled by an env var rather than cmake flag
2025-05-27 18:39:07 +02:00
Georgi Gerganov
34b7c0439e
cmake : add llama-cparams.cpp to build ( #13832 )
2025-05-27 19:08:44 +03:00
Akarshan Biswas
f3101a8cc6
SYCL: add gelu_erf kernel ( #13749 )
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* SYCL: add gelu_erf kernel
* refactor code
Co-authored-by: Atharva Dubey <atharva.dubey@codeplay.com >
* Use scope_op_debug_print
---------
Co-authored-by: Atharva Dubey <atharva.dubey@codeplay.com >
2025-05-27 20:52:59 +05:30
Georgi Gerganov
1c49c70d07
sync : ggml
2025-05-27 18:05:33 +03:00
Xuan-Son Nguyen
a8ea03d8ad
ggml : add ggml_repeat_4d ( #13824 )
2025-05-27 15:53:55 +02:00
xctan
05f6ac6283
ggml : riscv: add xtheadvector support ( #13720 )
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* ggml : riscv: add xtheadvector support
* ggml : clean up some macro usage
2025-05-27 16:21:36 +03:00
Xuan-Son Nguyen
bc583e3c63
mtmd : support Qwen 2.5 Omni (input audio+vision, no audio output) ( #13784 )
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* mtmd : allow multiple modalities at the same time
* refactor mtmd tokenizer
* fix compile
* ok, missing SinusoidsPositionEmbedding
* first working version
* fix style
* more strict validate of n_embd
* refactor if..else to switch
* fix regression
* add test for 3B
* update docs
* fix tokenizing with add_special
* add more tests
* fix test case "huge"
* rm redundant code
* set_position_mrope_1d rm n_tokens
2025-05-27 14:06:10 +02:00
bandoti
72b090da2c
docs: remove link for llama-cli function calling ( #13810 )
2025-05-27 08:52:40 -03:00
Christian Kastner
7fe03e7446
ggml-cpu: x86 feature detection is specific to x86 ( #13811 )
2025-05-27 13:18:39 +02:00
Diego Devesa
952f3953c1
ggml : allow CUDA graphs when using pipeline parallelism ( #13814 )
2025-05-27 13:05:18 +02:00
Georgi Gerganov
81713121ee
kv-cells : track min/max used cells and per-sequence positions ( #13808 )
...
* kv-cells : track min/max used cells and per-sequence positions
ggml-ci
* kv-cells : fix pos-modification updates for seq_pos
ggml-ci
* kv-cells : add comments
ggml-ci
2025-05-27 13:49:41 +03:00
Georgi Gerganov
f9cd68398b
sampling : make sure samplers return at least 1 token ( #13822 )
...
* sampling : min-p should always return at least one token
ggml-ci
* sampling : same for typical sampling
* tests : sampling tests use min_keep == 0
ggml-ci
2025-05-27 12:07:52 +03:00
Georgi Gerganov
4f81b33e32
llama : validate seq id batch input ( #13809 )
...
* llama : validate seq id batch input
ggml-ci
* cont : fix the fix
ggml-ci
2025-05-27 09:40:59 +03:00
Olivier Chafik
cdf94a1802
server: --offline mode ( #13804 )
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* server: --offline mode (env: LLAMA_OFFLINE)
---------
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com >
2025-05-26 22:34:27 +01:00
Georgi Gerganov
a26c4cc11e
scripts : add option to compare commits in Debug ( #13806 )
...
* scripts : add option to compare commits in Debug
* cont : reuse existing CMAKE_OPTS
2025-05-26 22:24:01 +03:00
Georgi Gerganov
4265a87b59
cuda : avoid cuGetErrorString ( #13791 )
...
ggml-ci
2025-05-26 22:14:52 +03:00
Akarshan Biswas
6f180b915c
SYCL: Add non contiguous support in RMS_NORM and NORM kernels ( #13611 )
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* SYCL: Add non contiguous input support to norm kernel
* refactor and add RMS_NORM non contiguous input support
ggml-ci
* restore subgroup reduction for multi-subgroup thread blocks in norm kernels
* Swap grid dims of nsamples and nrows
ggml-ci
* Revert "Swap grid dims of nsamples and nrows"
This reverts commit 43be2d657fec7f7fba54e2cd154106bc0fc45adf.
* restore not required changes
ggml-ci
* address review comments: change it to more like SYCL
* Use a common function to calculate offset
* remove wrap around logic for handling broadcasts
* remove static from calculate_offset fn and use ceil_div
2025-05-26 21:10:36 +05:30
Olivier Chafik
03f582ae8f
server: fix streaming crashes ( #13786 )
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* add preludes to content on partial regex match
* allow all parsers to parse non-tool-call content.
* tweak order of <|python_tag|> vs <function= parsing for functionary v3.1 format. still not ideal but hopefully less prone to crash
2025-05-26 16:03:57 +01:00
standby24x7
88c125f2ac
examples/training: Fix file name in README ( #13803 )
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This patch fixes binary file names in README.md.
Signed-off-by: Masanari Iida <standby24x7@gmail.com >
2025-05-26 16:55:24 +02:00
Olivier Chafik
d74e94c1b3
server: fix format of streamed tool call deltas (diff name, fix id location) (#13800 )
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* fix deltas of tool_call.function.name
* fix tool_call.id (was in tool_call.function.id!) + add function type
* add tool_call.type
* populate empty tool_call.function.arguments on first delta
2025-05-26 14:56:49 +01:00
Olivier Chafik
f13847cfb5
server: fix regression on streamed non-chat completion w/ stops ( #13785 )
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* more forgiving message diffs: partial stop words aren't erased, full stops are
* Add (slow) server test for completion + stream + stop
2025-05-26 14:16:37 +01:00
Georgi Gerganov
79c137f776
examples : allow extracting embeddings from decoder contexts ( #13797 )
...
ggml-ci
2025-05-26 14:03:54 +03:00
Georgi Gerganov
22229314fc
llama : clarify deprecation message ( #13794 )
2025-05-26 12:57:50 +03:00
Romain Biessy
9012eb9b45
sycl: Add more debug prints ( #13640 )
2025-05-26 10:28:53 +02:00
