Jeff Bolz
cde0e50536
vulkan: Add bfloat16 support (llama/12554)
...
* vulkan: Add bfloat16 support
This adds bfloat16 matrix multiply support based on VK_KHR_shader_bfloat16.
The extension is required for coopmat multiply support, but matrix-vector
multiply trivially promotes bf16 to fp32 and doesn't require the extension.
The copy/get_rows shaders also don't require the extension.
It's probably possible to fall back to non-coopmat and promote to fp32 when
the extension isn't supported, but this change doesn't do that.
The coopmat support also requires a glslc that supports the extension, which
currently requires a custom build.
* vulkan: Support bf16 tensors without the bf16 extension or coopmat support
Compile a variant of the scalar mul_mm shader that will promote the bf16
values to float, and use that when either the bf16 extension or the coopmat
extensions aren't available.
* vulkan: bfloat16 fixes (really works without bfloat16 support now)
* vulkan: fix spirv-val failure and reenable -O
2025-05-07 13:17:41 +03:00
Jeff Bolz
df458380d6
vulkan: Handle src1 batch dimension in non-contiguous mat-vec-mul shader (llama/13191)
...
* vulkan: Handle src1 batch dimension in non-contiguous mat-vec-mul shader
2025-05-07 13:17:41 +03:00
Acly
87b88ed01c
vulkan : kernels for depthwise 2D convolution (CONV_2D_DW) (ggml/1204)
...
* vulkan : add kernels for depthwise 2d convolution (OP_CONV_2D_DW)
* review: remove src_x/y < 0 checks; add performance tests
2025-05-07 13:17:39 +03:00
Daniel Bevenius
9b584b0cc0
ci : add zip extension to xcframework artifact name ( #3120 )
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This commit add the .zip extension to the xcframework artifact name in
the GitHub Actions workflow.
The motivation for this that the release job will look for .zip files
and will not find the xcframework artifact without the extension, and
hence will not upload it to the release.
2025-05-07 12:02:29 +02:00
Daniel Bevenius
09846f4e12
whisper: remove MSVC warnings pragmas ( #3090 )
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* ggml : remove MSVC warnings pragmas
This commit removes the MSVC-specific pragmas as these are now handled
in CMakeLists.txt.
* whisper : remove MSVC warning pragmas
This commit removes the MSVC-specific pragmas. These are now handled in
the CMakeLists.txt file.
2025-05-05 13:09:35 +02:00
Sacha Arbonel
bcf1ed0163
server: update abort mechanism to handle HTTP connection closure ( #3112 )
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2025-05-05 07:16:54 +02:00
Daniel Tang
934d4b3083
cli : support "-" for stdout like stdin ( #3050 )
...
This changes examples/cli/cli.cpp to be like
examples/common-whisper.cpp. "-of -" can be specified (or this can be
inferred from "-" as the input file) to output to stdout. This is useful
for piping to other applications.
Log fname_out consistently when not stdout
- Terminals have stdout=stderr, so remove the message before
successful output to ease copying
- Don't affect actual error messages
- Move opening the ofstream into the factory, fixing missing
open and/or error messages in output_score/output_wts
- Fix struct naming convention
Closes #3048
2025-05-05 07:15:39 +02:00
Arpit Jain
988dcd4b5b
docs : Update cli documentation ( #3102 )
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* docs : Update cli documentation
This updates the documentation of cli based on the actual output
In the longterm this should ideally be auto generated to prevent mismatch
* docs : Update cli documentation
This updates the documentation of cli based on the actual output
In the longterm this should ideally be auto generated to prevent mismatch
2025-05-02 14:18:33 +02:00
Jared Tweed
9f540ad8cb
cmake : removed stdc++fs ( #3097 )
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* removed stdc++fs
* kept line, but removed stdc++fs
2025-05-02 12:41:35 +03:00
Sacha Arbonel
1fa17bc752
server : update httplib.h to version 0.20.0 ( #3101 )
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2025-05-02 06:09:41 +02:00
KITAITI Makoto
366082d072
ruby : refine HTTP cache feature ( #3109 )
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* Use cache file when model host doesn't support if-modified-since
* Update gem date
* Revert "ruby : ignore "Downloading" output in test_log_suppress (#3106 )"
This reverts commit edbd4cb7f526897b48bf396e6cf3fccc3d74b378.
2025-05-01 23:04:53 +09:00
Georgi Gerganov
0778b6ff5f
talk-llama : sync llama.cpp
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ggml-ci
2025-05-01 13:29:02 +03:00
Georgi Gerganov
5cd59c9396
sync : ggml
2025-05-01 13:29:02 +03:00
Johannes Gäßler
d052e64d42
CUDA: batched+noncont MMQ, refactor bs>1 MoE code (llama/13199)
2025-05-01 13:29:02 +03:00
Jeff Bolz
780750a108
vulkan: use uint array index to avoid glslang bug (llama/13193)
2025-05-01 13:29:02 +03:00
shalinib-ibm
919c78e618
ggml : fix ppc64le build (llama/13176)
...
Build fails with compilation error on power pc.
This patch fixes the same.
Tested with unit tests run via
--build <build_dir> && cd <build_dir> && make test
Signed-off-by: Shalini Salomi Bodapati <Shalini.Salomi.Bodapati@ibm.com>
2025-05-01 13:29:02 +03:00
Aaron Teo
dc288f84cd
feat(ggml-cpu): enable z17 compile (llama/13182)
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z17 compilation requires GCC 15.1.0 and onwards
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-05-01 13:29:02 +03:00
Johannes Gäßler
1543a3600c
CUDA: fix non-cont. inputs for batched mat mul (llama/13155)
2025-05-01 13:29:02 +03:00
Ville Vesilehto
4872355f6e
fix(rpc): Improve input validation and error handling (llama/13069)
...
* fix(rpc): Improve input validation and error handling
The `rpc-server` was vulnerable to Denial of Service attacks via
several RPC commands (`SET_TENSOR`, `GRAPH_COMPUTE`, etc.). Malformed
messages could trigger failed assertions (e.g., invalid `ggml_type`)
or out-of-bounds reads/writes leading to `GGML_ABORT` calls,
crashing the server process.
This PR introduces robust input validation and replaces `abort()`
calls with graceful error handling:
- **Type Validation:** `deserialize_tensor` now checks if the
`tensor->type` is within the valid `GGML_TYPE_COUNT` range
*before* calling `ggml_new_tensor_4d`. Returns `nullptr` on
invalid type.
- **Bounds Checks:** Replaced `GGML_ABORT` in `set_tensor`,
`set_tensor_hash`, and `get_tensor` handlers with error
logging and returning `false` when data/offset parameters
are out of buffer bounds.
- **Size Checks:** Added safe arithmetic checks (for overflow) in
`graph_compute` when calculating required message sizes based
on client-provided `n_nodes` and `n_tensors`. Returns early
if the reported sizes conflict with the actual message size or
would lead to overflow.
- **Error Propagation:**
- `create_node` now checks for `nullptr` return values from
`deserialize_tensor` and its recursive calls, propagating
`nullptr` upwards on failure. Uses `find` instead of `at`
for safer map access.
- `copy_tensor` now checks for `nullptr` from `deserialize_tensor`
and sets the response status to failure if deserialization
or bounds checks fail.
- `graph_compute` now checks for `nullptr` return from
`create_node` and returns failure status correctly. The final
return value now reflects the actual computation status.
These changes improve the RPC server's resilience
against malformed client requests, preventing crashes and ensuring
errors are handled more gracefully.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* refactor(rpc): address pr comments
removed comments and unnecessary returns
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* refactor(rpc): ambiguous nullptr from create_node
rpc_server::create_node could previously return nullptr if the input ID
was 0 (valid) or if an internal error (deserialization, recursion
failure) occurred (invalid). This ambiguity made error handling
difficult for the caller (`graph_compute`).
This commit clarifies the meaning of nullptr:
- `graph_compute` now checks if the input 'id' was non-zero when
`create_node` returns nullptr, correctly identifying failures
versus intentional null links.
- `create_node` avoids recursive calls for zero IDs and propagates
nullptr unambiguously on failure during recursion.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* refactor(rpc): initial zero check in create_node
The caller (`graph_compute`) already checks `id != 0` when handling
a `nullptr` return from `create_node`, correctly distinguishing
intentional null links from actual errors. This makes the initial
`if (id == 0)` check redundant.
Also removes the log message when a tensor ID is not found in the
provided map which was added in this branch.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* fix(rpc): Handle get_alloc_size failure in server
Check the return value of `server.get_alloc_size` in the RPC server
loop. If the call fails, return early to close the connection.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* refactor(rpc): input size validation in graph_compute
Removes detailed, step-by-step size calculations and overflow
checks in favor of simpler direct comparisons, assuming 64-bit
overflow is unlikely.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* refactor(rpc): remove extra status code setting
Removes the explicit setting of `response.result = GGML_STATUS_FAILED`
when `create_node` returns `nullptr` within `graph_compute`.
Primary signal is the `false` return value in case of failure.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
* refactor(rpc): remove redundant check for tensor->type
Breaks CI on ubuntu-cpu-make. Tensor type is uint32_t, thus
the check is not needed.
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
---------
Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
2025-05-01 13:29:02 +03:00
Akarshan Biswas
1a76e97c28
SYCL: Add all missing unary kernels (llama/13074)
...
* SYCL: Add all missing unary kernels
ggml-ci
* decouple kernel launch range from data size using strided loop
* use ciel_div helper for num_blocks
ggml-ci
* clean auto imported header files
2025-05-01 13:29:02 +03:00
R0CKSTAR
7017c1d37d
musa: fix typo in cc control (llama/13144)
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Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-05-01 13:29:02 +03:00
Johannes Gäßler
670bf02662
CUDA: fix q_nope_absorbed prec for DS 2 Lite f16 (llama/13137)
2025-05-01 13:29:02 +03:00
R0CKSTAR
9fff2f751c
musa: fix build warning (llama/13129)
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Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-05-01 13:29:02 +03:00
SXX
46392f733f
ggml: move fp16/bf16 conversion optimizations to CPU backend + export conversion APIs (llama/13107)
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* ggml: dynamic x86_64 feature detection for FP32 <-> FP16/BF16 conversion
* move fp converter to ggml-cpu
* Switch ggml_compute_forward_get_rows_f16/bf16 to new ggml_cpu_fp16/bf16_to_fp32
2025-05-01 13:29:02 +03:00
Neo Zhang Jianyu
eeb259909e
change the reorder tensor from init to execute OP (llama/13003)
2025-05-01 13:29:02 +03:00
Radoslav Gerganov
fe21ddf0dc
rpc : do not wait for response when sending RPC_CMD_SET_TENSOR (llama/12943)
...
RPC_CMD_SET_TENSOR always returns an empty response and we send this 4
times per token. We can improve TG speed if we don't wait for this empty
response.
The performance impact of this change depends on the network latency.
2025-05-01 13:29:02 +03:00
Diego Devesa
33bdbfbb33
ggml : fix ggml_gallocr_ptr type (ggml/1205)
2025-05-01 13:29:02 +03:00
Daniel Bevenius
0f49edf0f3
whisper : add check that target name exists ( #3103 )
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This commit adds a check to makes sure that the target exists before
trying to add compile options to ignore warnings when using MSVC.
The motivation for this is currently the build is broken depending on
the cmake options provided. With this fix it should be possible to build
even if the targets are not actually available.
Refs: https://github.com/ggml-org/whisper.cpp/pull/3090#issuecomment-2842760104
2025-05-01 10:05:24 +02:00
Daniel Bevenius
25efcfe3ed
server : add --no-gpu option to print usage output ( #3098 )
...
This commit adds the the command line option `--no-gpu` to the server
examples print usage function.
The motivation for this is that this options is available and can be set
but it is not displayed in the usage message.
Refs: https://github.com/ggml-org/whisper.cpp/issues/3095
2025-05-01 09:15:12 +03:00
Daniel Bevenius
edbd4cb7f5
ruby : ignore "Downloading" output in test_log_suppress ( #3106 )
...
This commit adds a temporary fix to the `test_log_suppress` test in the
Ruby bindings.
The motivation for this changes is that I suspect that the recent
migration of the models to HuggingFace Xet has changed the way HTTP
caching works for the models. This is causing the test in question to
fail. This is a temporary fix so that CI is not broken while we
investigate this further.
2025-05-01 09:12:48 +03:00
Georgi Gerganov
3ae9b8416a
make : fix samples glob pattern ( #3100 )
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2025-04-30 14:21:51 +03:00
Daniel Bevenius
55d73a13f5
ggml : suppress Windows compiler warnings ( #3075 )
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* whisper: suppress Windows compiler warnings
This commit disables compiler warnings on window using MSVC.
The motivation for these changes is that some compilers generate
warnings for these conversion, for example Windows MSVC, and
there are quite a few of them. This makes it a little difficult to
spot new warnings that may be introduced and also can be difficult
for users/embedders of ggml where these warnings are hard to separate
from their own warnings.
* squash! whisper: suppress Windows compiler warnings
Move ggml related warnings into ggml. This commit also fixes the
indentation and adds a missing whitespace to the if statement.
2025-04-29 15:47:55 +02:00
Daniel Bevenius
2e30e6df59
whisper : fix grammar advance stack warning ( #3087 )
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This commit addresses a warnings that is present for Release builds:
```console
[ 30%] Building CXX object src/CMakeFiles/whisper.dir/whisper.cpp.o
In file included from /usr/include/c++/13/bits/stl_tree.h:63,
from /usr/include/c++/13/map:62,
from /home/danbev/work/ai/whisper.cpp/src/whisper-arch.h:5,
from /home/danbev/work/ai/whisper.cpp/src/whisper.cpp:2:
In static member function ‘static void std::__copy_move<false, false, std::random_access_iterator_tag>::__assign_one(_Tp*, _Up*) [with _Tp = const whisper_grammar_element*; _Up = const whisper_grammar_element* const]’,
inlined from ‘static _Up* std::__copy_move<_IsMove, true, std::random_access_iterator_tag>::__copy_m(_Tp*, _Tp*, _Up*) [with _Tp = const whisper_grammar_element* const; _Up = const whisper_grammar_element*; bool _IsMove = false]’ at /usr/include/c++/13/bits/stl_algobase.h:440:20,
inlined from ‘_OI std::__copy_move_a2(_II, _II, _OI) [with bool _IsMove = false; _II = const whisper_grammar_element* const*; _OI = const whisper_grammar_element**]’ at /usr/include/c++/13/bits/stl_algobase.h:506:30,
inlined from ‘_OI std::__copy_move_a1(_II, _II, _OI) [with bool _IsMove = false; _II = const whisper_grammar_element* const*; _OI = const whisper_grammar_element**]’ at /usr/include/c++/13/bits/stl_algobase.h:533:42,
...
```
This warning is caused by the fact that the `stack` vector is empty
when it is passed to `new_stacks.push_back(stack);`.
The suggested fix is to use `new_stacks.emplace_back();` instead of
`new_stacks.push_back(stack);`.
2025-04-28 19:11:38 +02:00
Sacha Arbonel
f0171f0616
examples : expose language detection probabilities to server example ( #3044 )
...
* feat: expose language detection probabilities to server.cpp
* feat: enhance language detection output in server.cpp
* Remove empty spaces.
2025-04-28 18:25:45 +02:00
Daniel Bevenius
b7db9e7aac
whisper : remove empty .gitmodules file [no ci] ( #3085 )
...
This commit removes the empty `.gitmodules` file from the repository.
The motivation of this is that this file is currently empty and the
project does not use any submodules at this time. Removing it mainly to
reduce clutter in the repository and any confusion when seen the file
in repo.
2025-04-28 15:52:05 +02:00
Georgi Gerganov
f3c42399a3
talk-llama : sync llama.cpp ( #3084 )
...
ggml-ci
2025-04-28 16:40:23 +03:00
Daniel Bevenius
28dcdff4c5
ci : disable publishing of java binding [no ci] ( #3086 )
...
This commit disables the publishing of the Java binding to the Maven
repository.
The motivation for this is that this job was disabled for some time and
recently it was re-enabled, but the publishing of the Java binding
caused the build to fail and needs to be investigated further.
Refs: https://github.com/ggml-org/whisper.cpp/issues/3079
2025-04-28 15:38:52 +02:00
R0CKSTAR
50218b935d
build : Add Moore Threads GPU support and update GitHub workflow for MUSA build ( #3069 )
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* Update PATH for main/main-cuda container
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* Add Dockerfile for musa, .dockerignore and update CI
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* Add Moore Threads GPU Support in README.md and replace ./main with whisper-cli
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* Forward GGML_CUDA/GGML_MUSA to cmake in Makefile
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* Minor updates for PATH ENV in Dockerfiles
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* Address comments
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
---------
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-04-28 11:06:41 +03:00
Pedro
f9b2dfdd8c
examples : fix deprecated FFmpeg functions ( #3073 )
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* Fix deprecated FFmpeg functions and free packet
* avcodec_free_context
2025-04-28 06:16:50 +02:00
KITAITI Makoto
50fda73f4c
ruby : add encoder begin callback related methods ( #3076 )
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* Lazy run TestBase.whisper
* Fix indentation
* Remove disused GGML_HIP_UMA from Ruby
* Add encoder_begin_callback
* Comment out existing abort mechanism
* Add test for encoder_begin_callback
* Add signatures for encoder_begin_callback related methods
* Update gem date
2025-04-26 04:33:11 +09:00
Daniel Bevenius
1c20f46887
ci : enable bindings java job ( #3070 )
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* ci : re-enable bindings-java (java) job
This commit re-enables the job previously name `java` which was
disabled in the build.yml file.
The motivation for this is that we recently fixed a few issue in the
java bindings and it should be possible to build them on windows.
Refs: https://github.com/ggerganov/whisper.cpp/pull/2949
Resolves: https://github.com/ggerganov/whisper.cpp/issues/2781
2025-04-25 14:56:06 +02:00
Georgi Gerganov
adaea088bc
ruby : add cmake option ( #0 )
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2025-04-24 20:39:16 +03:00
Georgi Gerganov
6c0d843f9d
cuda : fix unused variable compile warning ( #0 )
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ggml-ci
2025-04-24 20:39:16 +03:00
Georgi Gerganov
efb800557f
sync : ggml
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ggml-ci
2025-04-24 20:39:16 +03:00
Georgi Gerganov
337becefb9
opencl : remove obsolete files (skip) (ggml/1200)
2025-04-24 20:39:16 +03:00
Georgi Gerganov
11ae30c19e
sync : ggml
2025-04-24 20:39:16 +03:00
lhez
88c3cecd43
opencl: split ggml-opencl.cl into multiple files and cleanup (llama/12886)
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---------
Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com>
2025-04-24 20:39:16 +03:00
Georgi Gerganov
fe4acb33e3
ggml : fix trailing whitespaces (llama/0)
2025-04-24 20:39:16 +03:00
Johannes Gäßler
fd5a3e1bc6
CUDA: use switch statements in constexpr functions (llama/13095)
2025-04-24 20:39:16 +03:00
Georgi Gerganov
01e1600edd
metal : fix floating-point range of attention scores in FA kernels (llama/13090)
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ggml-ci
2025-04-24 20:39:16 +03:00
