2493 Commits

Author SHA1 Message Date
cmdr2
868a5ce310 ggml: don't include arm_neon.h when using CUDA 12 with ARM Neon (ggml/1187)
fix #1186
2025-04-24 20:39:16 +03:00
Diego Devesa
b9c71fae5a ggml : add bilinear upscale support (ggml/1185) 2025-04-24 20:39:16 +03:00
Diego Devesa
6d67c6d93d ggml : add more generic custom op, remove deprecated custom ops (ggml/1183)
* ggml : add more generic ggml_custom op

* ggml : remove deprecated custom ops
2025-04-24 20:39:16 +03:00
Neo Zhang Jianyu
12cade118e Revert "sycl:remove redundant memcopy in function ggml_backend_sycl_buffer_set_tensor" (llama/12812)
* Revert "sycl: remove redundant memcopy in function ggml_backend_sycl_buffer_s…"

This reverts commit 518a01480eb3a7c80a4951b430db9dee55428310.

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

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

* rm tail space
2025-04-24 20:39:16 +03:00
lhez
fd1c725e65 opencl: better identify Adreno GPU (llama/12760) 2025-04-24 20:39:16 +03:00
Georgi Gerganov
d33fd00cfe cuda : fix HIP and MUSA BF16 (llama/0)
ggml-ci
2025-04-24 20:39:16 +03:00
zhouwg
3e0d89782a sycl: remove redundant memcopy in function ggml_backend_sycl_buffer_set_tensor (llama/12734) 2025-04-24 20:39:16 +03:00
zhouwg
7074b622eb CANN: fix typo in ggml-cann (llama/12733) 2025-04-24 20:39:16 +03:00
hipudding
b8d3e45342 CANN: Refactor to reduce duplicate code (llama/12731)
* CANN: Refactor to reduce duplicate code

* CANN: fix review comment
2025-04-24 20:39:16 +03:00
R0CKSTAR
1901505138 musa: fix compilation warnings in mp_22/31 (llama/12780)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-04-24 20:39:16 +03:00
Jeff Bolz
3c26dd3353 vulkan: fix NaN issue in flash attention shader (llama/12776)
Use -FLT_MAX/2 rather than -inf as the initial value for computing the maximum.
2025-04-24 20:39:16 +03:00
Jeff Bolz
d792d2a2dc vulkan: Use unclamped loads for flash attention mask (llama/12720)
nem1 must be a multiple of GGML_KQ_MASK_PAD, and GGML_KQ_MASK_PAD is a multiple
of the number of rows in the matrix. The KV dim is a multiple of the number of
columns for the aligned shader.
2025-04-24 20:39:16 +03:00
0cc4m
8add58aa5e Vulkan: Tune Vulkan mmq int dot shader for performance (llama/12767) 2025-04-24 20:39:16 +03:00
Nicolò Scipione
8f8ede1b12 sycl: allow ggml-sycl configuration and compilation using Visual Studio project/solution (llama/12625) 2025-04-24 20:39:16 +03:00
Ronny Brendel
3a6fe8d767 cmake: fix ggml-shaders-gen compiler paths containing spaces (llama/12747)
fixes error for compiler paths with spaces
2025-04-24 20:39:16 +03:00
Jeff Bolz
76231bda56 vulkan: Hybrid waitForFences/getFenceStatus to reduce fence latency (llama/12630)
There seems to be a bubble waking up from waitForFences, which costs a few
percent performance and also increased variance in performance. This change
inserts an "almost_ready" fence when the graph is about 80% complete and we
waitForFences for the almost_ready fence and then spin (with _mm_pauses) waiting
for the final fence to be signaled.
2025-04-24 20:39:16 +03:00
Jeff Bolz
785437c253 vulkan: set cmake minimum and project name in vulkan-shaders (llama/12744) 2025-04-24 20:39:16 +03:00
Gaurav Garg
2f0612cb1c CUDA: Prefer vector flash decoding kernel for Gemma models (llama/12738)
* Prefer vector flash decoding kernel for Gemma models

Vector flash decoding kernel was not being picked for models with head dimension 256. Gemma models are in this category.
Removing this limit improves e2e performance by upto 12% in gen phase throughput for Gemm models.

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

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

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-04-24 20:39:16 +03:00
Jeff Bolz
e944065d5b vulkan: Fix missing cmake logic for dot product extension (llama/12721) 2025-04-24 20:39:16 +03:00
a3sh
ccc7b5df0b fix MUSA compiler warning (llama/12704)
* fix MUSA compiler warning

* replace (void) with GGML_UNUSED
2025-04-24 20:39:16 +03:00
Chenguang Li
fbed36851e CANN: Support operator SIN COS ARGMAX (llama/12709)
* [CANN]support sin cos argmax

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]codestyle adjustment

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]Remove redundant code

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

---------

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
Co-authored-by: noemotiovon <noemotiovon@gmail.com>
2025-04-24 20:39:16 +03:00
Alan Gray
d1d847f184 Simplify and improve CUDA graphs through use of indirect copy pointers (llama/9017)
* CUDA: Simplify and improve CUDA graphs through use of indirect copy pointers

Previously there was complexity in the CUDA graphs implementation due
frequently changing parameters to copy kernels associated with K and V
cache pointers. This patch simplifies by using indirection to avoid
such parameters frequently changing, avoiding the need for frequent
graph updates.

Fixes #12152

* Addressed comments

* fix HIP builds

* properly sync to stream

* removed ggml_cuda_cpy_fn_ptrs

* move stream sync before free

* guard to only use indirection with graphs

* style fixes

* check for errors

---------

Co-authored-by: slaren <slarengh@gmail.com>
2025-04-24 20:39:16 +03:00
hipudding
337f91d4a6 CANN: Fix failed test cases (llama/12708)
* CANN: Fix memory waste in aclnn_tensor

* CANN: fix backend ops fail

* CANN: fix acl_tensor memory alloc.

* CANN: format

* CANN: remove trailing whitespace
2025-04-24 20:39:16 +03:00
lhez
317a0031f9 opencl: use max_alloc_size in backend ctx instead of querying again (llama/12705) 2025-04-24 20:39:16 +03:00
Jeff Bolz
b243416918 vulkan: Implement split_k for coopmat2 flash attention. (llama/12627)
When using group query attention, we have one workgroup per KV batch and this
can be very few workgroups (e.g. just 8 in some models). Enable split_k to
spread the work across SMs. This helps a lot when the KV cache is large.
2025-04-24 20:39:16 +03:00
bandoti
6e532c7187 cmake: remove caching from vulkan coopmat checks (llama/12719) 2025-04-24 20:39:16 +03:00
Jeff Bolz
2105b110d3 vulkan: Implement grouped query attention in the coopmat2 FA shader (llama/12559)
When adjacent batches of Q share the same batches of K/V, batch them into
the same workgroup. For example, when:

dst(128,32,1,1) = FA(q(128,1,32,1), k(128,16640,8,1), v(128,16640,8,1))

previously we would run 32 workgroups computing 1 result each, now we will
run 8 workgroups computing 4 results each.

This doesn't directly translate to better performance (at least when you have
>=32 SMs), but in a subsequent change I'll enable split_k which will scale much
better with 4x fewer workgroups.
2025-04-24 20:39:16 +03:00
0cc4m
f82622180f Vulkan: Fix mmq int dot float cache size (llama/12722) 2025-04-24 20:39:16 +03:00
Diego Devesa
a71c64512a llama : add option to override model tensor buffers (llama/11397)
* llama : add option to override tensor buffers

* ggml : fix possible underflow in ggml_nbytes
2025-04-24 20:39:16 +03:00
Georgi Gerganov
1e9c2f87f1 ggml : simplify Arm fp16 CPU logic (ggml/1177)
* ggml : simlpify Arm fp16 CPU logic

ggml-ci

* cont : bring back CUDA/MUSA checks

ggml-ci
2025-04-24 20:39:16 +03:00
Sigbjørn Skjæret
06ce8f83e6 CUDA: don't convert BF16 weights to FP32 (ggml/1174)
* add bf16 support

* use convert_from_bf16_cuda instead of convert_unary_cuda for f32

* revert 7ec5085

* move functionality into convert_unary with constexpr
2025-04-24 20:39:16 +03:00
Daniel Bevenius
8b92060a10
coreml : set convert_to="mlprogram" in convert
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* coreml : skip model load in convert-whisper-to-coreml.py

This commit updates the conversion process for Whisper models to use the
"mlprogram" format instead of "neuralnetwork".

The motivation for this change is that when using the "neuralnetwork"
format the underlying model produced is based on protobuf and my
understanding is that there are limitations to this format, such as
sizes of strings and the complexity of the model.

Currently when trying to convert larger models such as large-v3 the
conversion fails but succeeds for smaller models.

The "mlprogram" format is a more recent addition to CoreML and is
designed to be more flexible and powerful, allowing for more complex
models and larger data types. This seems to work for larger and smaller
models alike and unless I'm there are considerations that I'm not aware
of I think this is what we should be using moving forward.
The error that is generated for large models is the following:
```console
Running MIL backend_neuralnetwork pipeline: 100%|█████████| 9/9 [00:00<00:00, 35.44 passes/s]
Translating MIL ==> NeuralNetwork Ops: 100%|███████████| 5641/5641 [03:31<00:00, 26.65 ops/s]
Traceback (most recent call last):
  File "/Users/danbev/work/ai/whisper-work/models/convert-whisper-to-coreml.py", line 322, in <module>
    encoder = convert_encoder(hparams, encoder, quantize=args.quantize)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/danbev/work/ai/whisper-work/models/convert-whisper-to-coreml.py", line 255, in convert_encoder
    model = ct.convert(
            ^^^^^^^^^^^
  File "/Users/danbev/work/ai/whisper-work/venv/lib/python3.11/site-packages/coremltools/converters/_converters_entry.py", line 635, in convert
    mlmodel = mil_convert(
              ^^^^^^^^^^^^
  File "/Users/danbev/work/ai/whisper-work/venv/lib/python3.11/site-packages/coremltools/converters/mil/converter.py", line 186, in mil_convert
    return _mil_convert(
           ^^^^^^^^^^^^^
  File "/Users/danbev/work/ai/whisper-work/venv/lib/python3.11/site-packages/coremltools/converters/mil/converter.py", line 245, in _mil_convert
    return modelClass(
           ^^^^^^^^^^^
  File "/Users/danbev/work/ai/whisper-work/venv/lib/python3.11/site-packages/coremltools/models/model.py", line 489, in __init__
    self.__proxy__, self._spec, self._framework_error = self._get_proxy_and_spec(
                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/danbev/work/ai/whisper-work/venv/lib/python3.11/site-packages/coremltools/models/model.py", line 550, in _get_proxy_and_spec
    _MLModelProxy(
ValueError: basic_string
```

Refs: https://github.com/ggml-org/whisper.cpp/issues/3012
2025-04-23 08:24:38 +02:00
Daniel Bevenius
7858eddd10
ci : disable freeBSD job in build.yml (#3064)
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This commit disables the FreeBSD job in build.yml of the GitHub Actions
workflow.

The motivation for this is that this job seems to stall and timeout from
time to time, taking up to 6 hours to complete/cancel.
2025-04-22 11:07:54 +02:00
Daniel Bevenius
3a88f1e504
examples : add HEAPU8 to exported runtime methods (#3062)
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This commit adds `HEAPU8` to the list of exported methods.

The motivation for this commit is that currently this is causing an
error on Window systems where HEAPU8 in undefined, which results in the
following error message in the web console:
```console
main.js:1 Uncaught TypeError:
Cannot read properties of undefined (reading 'buffer') at __emval_get_property
(main.js:1:1363125) at 003a453a:0xc4a47 at 003a453a:0xc51cd at
Object.full_default (eval at craftInvokerFunction (main.js:1:1347011),
<anonymous>:9:10) at whisper.cpp/:647:42
```

Resolves: https://github.com/ggml-org/whisper.cpp/issues/3059
2025-04-20 19:40:25 +02:00
KITAITI Makoto
f0d2bfbfb7
ruby : make Ruby bindings installed with build options (#3056)
* Fix signature of URI.new7s return value

* Use path instead of string | _ToPath

* Add document comment to RBS

* Remove unnecessary build flags

* Remove unnecessary line

* Remove files have become unnecessary

* Make gem install accept build options for whisper.cpp

* Add instraction for build options in README

* Add methods for check to Options

* Test build options

* Rename: configs -> options

* Add assert_installed assertion

* Use assert_installed

* Remove unused attribute

* Extract dependency check logic as Dependencies class

* Update README

* Add WHISPER_FFMPEG option

* Test extra build options only on local test

* Bump version to 1.3.2 [skip ci]
2025-04-17 18:49:58 +09:00
Sacha Arbonel
170b2faf75
whisper : add no_context parameter to whisper_params (#3045)
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2025-04-16 06:24:38 +02:00
Fujimoto Seiji
f8a3509b6d
examples : add FFmpeg v7.0 support to ffmpeg-transcode.cpp (#3038)
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FFmpeg introduced a new channel layout API that uses `AVChannelLayout`
interface in v6.0. It subsequently dropped the old bitmask-based API
in v7.0.

This updates decode_audio() to support the new channel layout API,
so that we can compile `whisper-cli` and `whisper-server` with FFmpeg
v7.0 or later.

Tested on on Ubuntu 24.10 with FFmpeg v7.0.2.

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>
2025-04-15 06:09:00 +02:00
KITAITI Makoto
2a2d21c75d
ruby: use CMake in build process (#3043)
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* Use CMake to build shared object

* Make Rakefile follow change of build process

* Add test for packaging

* Run CI for Ruby bindings almost always

because each CMakeLists.txt might affect Ruby bindings

* Enable PIC

* Bump Ruby version to 3.2 on CI

* Check libgomp

* Check dependency of whisper.cpp accurately
2025-04-14 18:18:27 +09:00
Jeff Klassen
9cfcd6cc45
docs : update README.md to note newer nvidia gpus (#3031)
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Resolves: https://github.com/ggml-org/whisper.cpp/issues/3030
2025-04-11 08:54:51 +02:00
Lin Xiaodong
e853620270
addon.node : support max_context api for addon.node (#3025)
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* feat: support max content

* feat: show api in test file

---------

Co-authored-by: linxiaodong <calm.lin@wukongsch.com>
2025-04-11 06:36:38 +02:00
Georgi Gerganov
549db9376f
whisper : reduce delta_min from 1000ms to 100ms (#3028)
ggml-ci
2025-04-11 06:23:02 +02:00
Fujimoto Seiji
33a25e4dda
docs : document how to use 'WHISPER_FFMPEG' build option (#3029)
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FFmpeg integration was introduced in 1b51fdf by William Tambellini,
but not mentioned in the main documentation.

Add a short guide on how to enable the feature. Confirmed to work
on both Ubuntu 24.04 and Fedora 39.

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>
2025-04-10 18:21:38 +02:00
Ekaitz Zárraga
43f5030aeb
docs : fix README.md (#3024)
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2025-04-09 19:49:37 +02:00
Daniel Bevenius
cf794133de
xcf : use check for visionos build version (#3021)
This commit adds a check for the visionos build version used with vtool
in build-xcframework.sh. The script now checks the Xcode version and
determines whether to use "xros" or "visionos" for the build version.

This commit also uses xcrun for the vtool so that the version of vtool
in xcode command line tools is used instead of the one in the system
path.

Refs: https://github.com/ggml-org/whisper.cpp/pull/2994#issuecomment-2773292223
2025-04-09 16:34:58 +02:00
Olli
ef6cf357e7
ruby : fix types of arguments for rb_get_kwargs in ruby_whisper_params.c (#3022)
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Change param_names and values not to be references for rb_get_kwargs - so it can be compiled on ruby 3.3.6 and 3.4.1
2025-04-09 20:49:25 +09:00
Olli
b1f5c11b32
ruby : Update uri.rb (#3016)
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Bugfix ... without this Pathname the "/" operator wouldn't work and will throw an error
2025-04-08 22:27:40 +09:00
Greg Sadetsky
ada745f4a5
models : fix dead link to models in readme (#3006)
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2025-04-06 08:29:41 +03:00
KITAITI Makoto
01985c22c0
ruby : change homepage URI in Ruby gemspec (#3007)
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2025-04-05 07:55:09 +03:00
Fujimoto Seiji
448f3d3b93
tests : add script to benchmark whisper.cpp on LibriSpeech corpus (#2999)
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* tests : add script to benchmark whisper.cpp on LibriSpeech corpus

LibriSpeech is a widely-used benchmark dataset for training and
testing speech recognition models.

This adds a set of scripts to measure the recognition accuracy of
whisper.cpp models, following the common benchmark standards.

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>

* Document how to prepare `whisper-cli` and model files

Feedback from Daniel Bevenius.

This adds a short code example how to prepare the `whisper-cli`
command, to make the initial setup step a little bit clearer.

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>

* tests : Simplify how to set up Python environment

Based on a feedback from Georgi Gerganov.

Instead of setting up a virtual environment in Makefile, let users
set up the Python environment. This is better since users may have
their own preferred workflow/toolkit.

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>

---------

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>
2025-04-04 19:51:26 +03:00
Fujimoto Seiji
e6234cd435
whisper : fix "bench-all outputs an invalid result on larger models" (#3002)
The benchmark script 'scripts/bench-all.sh' assumes that the 11th
field of the output line is a timestamp. This assumption does not
hold when the target model takes a bit longer to process.

Fix this issue by introducing an explicit whitespace to the output
lines of `whisper_print_timings()`.

Signed-off-by: Fujimoto Seiji <fujimoto@ceptord.net>
2025-04-04 18:36:19 +03:00