2424 Commits

Author SHA1 Message Date
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
Georgi Gerganov
2b6d0d2200
rename : ggerganov -> ggml-org (#3005) 2025-04-04 16:11:52 +03:00
Daniel Bevenius
0b17d4507e
examples : update server.py to match github pages app [no ci] (#3004)
This commit updates examples/server.py which is used to serve the wasm
examples locally. The changes include:

- Added a redirect from the root URL to /whisper.cpp.
  So now accessing http://localhost:8000/ will redirect to
  http://localhost:8000/whisper.cpp/ which matches the url for the app
  deployed to github pages.

- Custom handling for coi-serviceworker.js to serve it to avoid
  and error in the console. This file is not strictly necessary
  for the local server to work as the headers are provided already but
  it is nice to not have an error in the console.

- Fixed the shutdown of the server to ensure it exits cleanly
  on Ctrl+C. Previously it would continue to hang onto the port even
  after the processed had exited.
2025-04-04 10:23:53 +02:00
Daniel Bevenius
77e0c86ab6
whisper.wasm : fix unknown language issue (#3000)
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* whisper.wasm : fix unknown language issue

This commit addresses an issue with whisper.wasm where the following
error was being displayed when running the application in github pages:
```
whisper_lang_id: unknown language 'д=␙c'
```

This turned out to be a memory corruption issue and further details
can be found in the reference issue below.

Refs: https://github.com/ggerganov/whisper.cpp/issues/2998
2025-04-03 19:50:47 +02:00
Georgi Gerganov
eac1bc9c47 examples : add new sources
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ggml-ci
2025-04-03 10:30:16 +03:00
Georgi Gerganov
cbde66d913 sync : ggml 2025-04-03 10:30:16 +03:00
cmdr2
513ecf8dc0 cpu: move all the operators into a separate c++ file (except mul_mat) (ggml/1167)
* cpu: refactor SIMD mappings and vectorized op functions into separate files

* Fix warning for ggml_float to float

* Fix warnings

* cpu: move all the operations (except mul_mat) to a separate c++ file

* fix whitespace

* Update ggml/src/ggml-cpu/vec.h

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

* Fix PR comments - use GGML_UNUSED, use cassert in ops.cpp

* Reverse the order of import for ops.h and vec.h, to match what was present in ggml-cpu.c previously

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-04-03 10:30:16 +03:00
Daniel Bevenius
cce5daf17b
docs : add xcframework section to README.md [no ci] (#2997)
This adds a section to the README.md file that describes how to use the
XCFramework.

The modification for this is that is not obvious how to use the
XCFramework and and example will help.
One thing to note is that the example is using the latest release
including the checksum. We are thinking about how we might automate
this in the future but for now this is a good start.
2025-04-03 09:06:53 +02:00
Georgi Gerganov
2c502b3c00
readme : update roadmap link
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2025-04-02 17:38:35 +03:00
Georgi Gerganov
51c6961c7b release : v1.7.5 v1.7.5 2025-04-02 16:39:48 +03:00
Georgi Gerganov
503a786c9a
bench : update numbers [no ci] (#2993) 2025-04-02 16:27:36 +03:00
Georgi Gerganov
ad4e350933 sync : ggml
ggml-ci
2025-04-02 15:51:57 +03:00
Chenguang Li
d7a9346ab1 get_rows and dup optimization (llama/12671)
* [CANN]get_rows and dup optimization.

Co-authored-by: hipudding <huafengchun@gmail.com>
Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]GET_ROWS and CPY/DUP optimization

Co-authored-by: hipudding <huafengchun@gmail.com>
Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]code style adjustment

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

* [CANN]code style adjustment

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

* [CANN]code style adjustment

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

* [CANN]code style adjustment

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

---------

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
Co-authored-by: noemotiovon <noemotiovon@gmail.com>
Co-authored-by: hipudding <huafengchun@gmail.com>
2025-04-02 15:51:57 +03:00
Junil Kim
b63d23f728 opencl : fix memory allocation size (llama/12649)
issue:
https://github.com/CodeLinaro/llama.cpp/pull/17#issuecomment-2760611283

This patch fixes the memory allocation size
not exceeding the maximum size of the OpenCL device.
2025-04-02 15:51:57 +03:00
Georgi Gerganov
f6ce10e4a1 metal : use F32 prec in FA kernels (llama/12688)
* metal : use F32 prec in FA kernels

ggml-ci

* cont : fix FA vec kernel

ggml-ci
2025-04-02 15:51:57 +03:00
R0CKSTAR
6cb2b86581 Fix clang warning in gguf_check_reserved_keys (llama/12686)
* Fix clang warning in gguf_check_reserved_keys

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

* Fix typo

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

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-04-02 15:51:57 +03:00
Wagner Bruna
801d6bd809 vulkan: fix build when glslc doesn't support coopmat (llama/12683) 2025-04-02 15:51:57 +03:00
Romain Biessy
ddf7e6a15d SYCL: Rename oneMKL to oneMath (llama/12192)
* Rename oneMKL Interface to oneMath

* Use oneMath for Intel vendor

* Rename occurences to mkl

* clang-format

* Silence verbose warnings

* Set oneMath HIP_TARGETS

* Fix silence warnings

* Remove step to build oneMath from build instructions

* Use fixed oneMath version

* Remove INTEL_CPU

* Fold CMake oneDNN conditions

* Use Intel oneMKL for Intel devices

* Improve CMake message

* Link against MKL::MKL_SYCL::BLAS only

* Move oneMath documentation to Nvidia and AMD sections
2025-04-02 15:51:57 +03:00
Akarshan Biswas
0d42097fd3 SYCL: switch to SYCL namespace (llama/12674) 2025-04-02 15:51:57 +03:00
a3sh
842b9c984c ggml : faster ssm scan (llama/10558)
* faster ssm_scan

* delete unused commnet

* clang format

* add space

* modify unnecessary calculations

* faster ssm conv implementatioin

* modify file name with dash
2025-04-02 15:51:57 +03:00