This shader uses coopmat1 to do the Q*K^T multiply. The P*V multiply is more
difficult for various reasons so I haven't done it. Performance for this
shader is around 2.5x better than for the scalar shader when doing prompt
processing. Some of the benefit may be from other optimizations like staging
through shared memory, or splitting by rows.
* batched-bench : fix pp batch contents
* metal : optimize multi-sequence FA vec kernel
ggml-ci
* metal : use FA-vec kernel up to batch size 20
ggml-ci
This commit adds a check to `whisper_full_with_state` and if no VAD
segments are detected, the function will return early.
The motivation for this is that if no VAD segments are detected, the
function will not have any samples to process which can happen if an
audio sample does not contain any speech. I did not test this previously
and only discovered this when updating the stream example.
* vad : store VAD context in whisper_state
This commit stores the VAD context in the whisper_state structure,
allowing for better management and reuse of the VAD context across
multiple calls to the whisper_vad function.
The motivation for this change is that when updating the stream example
I noticed that the VAD context was being re-initialized every time the
whisper_vad function was called. This involved loading the VAD model
which is expensive and unnecessary if the context can be reused.
Storing this in the whisper_state seems follow the pattern simliar to
how whisper_coreml_context and whisper_openvion_context are stored.
* vad : free vad_context in whisper_free_state
This commit add `build_*/` to `.gitignore` to ignore all build
directories that start with `build_`.
The motivation for this is that the Go bindings creates a directory
named build_go, which is not ignored by the current .gitignore. I was
not sure if changing this to build-go could effect exising users so I
opted to update .gitignore instead.
* examples : add --print-confidence option to cli
This commit adds a new command-line option `--print-confidence` to the
whisper-cli. When enabled, this option prints the confidence level of each
token in the transcribed text using ANSI formatting codes.
The confidence levels are represented using different styles:
```console
main: confidence: highlighted (low confidence), underlined (medium), dim (high confidence)
```
Refs: https://github.com/ggml-org/whisper.cpp/issues/3135
* vad : add download-vad-model scripts
This commit adds a script to download VAD models.
* vad : add vad model download script for windows [no ci]
Refs: https://github.com/ggml-org/whisper.cpp/issues/3146
This commit adds the `--flash-attn` option to the usage output of the
server example.
The motivation for this change is that while it is possible to set this
option it is not printed in the usage output.
* llama/ggml: add LLM training support
more compact progress bar
llama_save_model_to_file
llama_opt_param_filter
ggml_graph_dup force_grads
refactor ggml_opt, fix test-opt
* remove logits_all
* refactor CUDA implementation for ACC
* reset graph at beginning of opt period
* ggml-cpu: Integrate fp32=bf16xbf16 SME KleidiAI kernel
Signed-off-by: Dan Johansson <dan.johansson@arm.com>
* * code review fixes
Signed-off-by: Dan Johansson <dan.johansson@arm.com>
* * adds a comment that clarifies barrier usage
Signed-off-by: Dan Johansson <dan.johansson@arm.com>
---------
Signed-off-by: Dan Johansson <dan.johansson@arm.com>
Co-authored-by: Charles Xu <charles.xu@arm.com>
* vulkan: scalar flash attention implementation
* vulkan: always use fp32 for scalar flash attention
* vulkan: use vector loads in scalar flash attention shader
* vulkan: remove PV matrix, helps with register usage
* vulkan: reduce register usage in scalar FA, but perf may be slightly worse
* vulkan: load each Q value once. optimize O reduction. more tuning
* vulkan: support q4_0/q8_0 KV in scalar FA
* CI: increase timeout to accommodate newly-supported tests
* vulkan: for scalar FA, select between 1 and 8 rows
* vulkan: avoid using Float16 capability in scalar FA
* sycl : Implemented reorder Q4_0 mmvq
Signed-off-by: Alberto Cabrera <alberto.cabrera@codeplay.com>
* sycl : Fixed mmvq being called when reorder is disabled
* sycl : Improved comments in the quants header
Signed-off-by: Alberto Cabrera <alberto.cabrera@codeplay.com>
* Use static_assert
* safe_div -> ceil_div
* Clarify qi comment
* change the reorder tensor from init to execute OP
* dbg
* Undo changes to test-backend-ops
* Refactor changes on top of q4_0 reorder fix
* Missing Reverts
* Refactored opt_for_reorder logic to simplify code path
* Explicit inlining and unroll
* Renamed mul_mat_algo enum for consistency
---------
Signed-off-by: Alberto Cabrera <alberto.cabrera@codeplay.com>
Co-authored-by: romain.biessy <romain.biessy@codeplay.com>
This assert fired running Qwen_Qwen3-30B-A3B-Q2_K.gguf:
GGML_ASSERT(nei0 * nei1 <= 3072);
The tensor is 8 x 512. Increase this array size to accommodate.
This commit adds an example that demonstrates how to use a VAD (Voice
Activity Detection) model to segment an audio file into speech segments.
Resolves: https://github.com/ggml-org/whisper.cpp/issues/3144
* vad : add initial Voice Activity Detection (VAD) support
This commit add support for Voice Activity Detection (VAD). When enabled
this feature will process the audio input and detect speech segments.
This information is then used to reduce the number of samples that need
to be processed by whisper_full.
Resolves: https://github.com/ggml-org/whisper.cpp/issues/3003
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
This commit adds a description of the color scheme used in the CLI
when the --print-colors option is enabled.
The motivation for this is that it is not immediately clear what the
color scheme is when using the CLI with the --print-colors option.
Example output:
```console
$ ./build/bin/whisper-cli -f samples/jfk.wav --print-colors
...
main: color scheme: red (low confidence), yellow (medium), green (high confidence)
[00:00:00.000 --> 00:00:11.000] And so my fellow Americans, ask not what your country can do for you, ask what you can do for your country.
```
The description will not be dispayed if the `--no-prints` options is
set.
Refs: https://github.com/ggml-org/whisper.cpp/issues/3135
This commit updates the link to Paul Tol's color scheme in the
`examples/common.h` file. The previous link was outdated and
pointed to a non-existent page.
* Test Ruby bindings' extra options only when commanded
* ruby : test extra build options only when env var specified
* Fix extra_options
* Update gem date
This commit omits the test for `test_build_options` when run locally as
it currently fails on Linux and MacOS platforms.
`
The motivation for this change is that currently when running the tests
locally on a non-macOS platform the test fails with the following error:
```console
.F
========================================================================
Failure: test_build_options(TestPackage):
<["ACCELERATE_FRAMEWORK",
"CMAKE_OSX_ARCHITECTURES",
"CMAKE_OSX_SYSROOT",
"FOUNDATION_LIBRARY",
"METALKIT_FRAMEWORK",
"METAL_FRAMEWORK"]> was expected to be empty.
/home/danbev/work/ai/whisper.cpp/bindings/ruby/tests/test_package.rb:43:in `test_build_options'
40: options = BuildOptions::Options.new
41: assert_empty options.missing_options
42: unless ENV["CI"]
=> 43: assert_empty options.extra_options
44: end
45: end
46: end
========================================================================
```
