snapshot of https://github.com/ggml-org/whisper.cpp.git @ da54572229bcf64ba367d96c7ef15770376c4280 (2026-09-15)
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This commit is contained in:
2
bindings/go/.gitignore
vendored
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2
bindings/go/.gitignore
vendored
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@@ -0,0 +1,2 @@
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||||
build
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models
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||||
21
bindings/go/LICENSE
Normal file
21
bindings/go/LICENSE
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@@ -0,0 +1,21 @@
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MIT License
|
||||
|
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Copyright (c) 2022 David Thorpe
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Permission is hereby granted, free of charge, to any person obtaining a copy
|
||||
of this software and associated documentation files (the "Software"), to deal
|
||||
in the Software without restriction, including without limitation the rights
|
||||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
||||
copies of the Software, and to permit persons to whom the Software is
|
||||
furnished to do so, subject to the following conditions:
|
||||
|
||||
The above copyright notice and this permission notice shall be included in all
|
||||
copies or substantial portions of the Software.
|
||||
|
||||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
||||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
||||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
||||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
||||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
||||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
||||
SOFTWARE.
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||||
72
bindings/go/Makefile
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72
bindings/go/Makefile
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@@ -0,0 +1,72 @@
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ifndef UNAME_S
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UNAME_S := $(shell uname -s)
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endif
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|
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ifndef UNAME_P
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UNAME_P := $(shell uname -p)
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endif
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|
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ifndef UNAME_M
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UNAME_M := $(shell uname -m)
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endif
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GGML_METAL_PATH_RESOURCES := $(abspath ../..)
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BUILD_DIR := build_go
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MODELS_DIR := models
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EXAMPLES_DIR := $(wildcard examples/*)
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INCLUDE_PATH := $(abspath ../../include):$(abspath ../../ggml/include)
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LIBRARY_PATH := $(abspath ../../${BUILD_DIR}/src):$(abspath ../../${BUILD_DIR}/ggml/src)
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|
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ifeq ($(GGML_CUDA),1)
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LIBRARY_PATH := $(LIBRARY_PATH):$(CUDA_PATH)/targets/$(UNAME_M)-linux/lib/
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BUILD_FLAGS := -ldflags "-extldflags '-lcudart -lcuda -lcublas'"
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endif
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ifeq ($(UNAME_S),Darwin)
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LIBRARY_PATH := $(LIBRARY_PATH):$(abspath ../../${BUILD_DIR}/ggml/src/ggml-blas):$(abspath ../../${BUILD_DIR}/ggml/src/ggml-metal)
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EXT_LDFLAGS := -framework Foundation -framework Metal -framework MetalKit -lggml-metal -lggml-blas
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endif
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all: clean whisper examples
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whisper: mkdir
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cmake -S ../.. -B ../../${BUILD_DIR} \
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-DCMAKE_BUILD_TYPE=Release \
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-DBUILD_SHARED_LIBS=OFF
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cmake --build ../../${BUILD_DIR} --target whisper
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test: model-small whisper modtidy
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ifeq ($(UNAME_S),Darwin)
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@C_INCLUDE_PATH=${INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} GGML_METAL_PATH_RESOURCES=${GGML_METAL_PATH_RESOURCES} go test -ldflags "-extldflags '$(EXT_LDFLAGS)'" -v .
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@C_INCLUDE_PATH=${INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} GGML_METAL_PATH_RESOURCES=${GGML_METAL_PATH_RESOURCES} go test -ldflags "-extldflags '$(EXT_LDFLAGS)'" -v ./pkg/whisper/...
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else
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@C_INCLUDE_PATH=${INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} go test -v .
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@C_INCLUDE_PATH=${INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} go test -v ./pkg/whisper/...
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endif
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examples: $(EXAMPLES_DIR)
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model-small: mkdir examples/go-model-download
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@${BUILD_DIR}/go-model-download -out models ggml-small.en.bin
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$(EXAMPLES_DIR): mkdir whisper modtidy
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@echo Build example $(notdir $@)
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ifeq ($(UNAME_S),Darwin)
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@C_INCLUDE_PATH=${INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} GGML_METAL_PATH_RESOURCES=${GGML_METAL_PATH_RESOURCES} go build ${BUILD_FLAGS} -ldflags "-extldflags '$(EXT_LDFLAGS)'" -o ${BUILD_DIR}/$(notdir $@) ./$@
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else
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@C_INCLUDE_PATH=${INCLUDE_PATH} LIBRARY_PATH=${LIBRARY_PATH} go build ${BUILD_FLAGS} -o ${BUILD_DIR}/$(notdir $@) ./$@
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endif
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mkdir:
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@echo Mkdir ${BUILD_DIR}
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@install -d ${BUILD_DIR}
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@echo Mkdir ${MODELS_DIR}
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@install -d ${MODELS_DIR}
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modtidy:
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@go mod tidy
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clean:
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@echo Clean
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@rm -fr $(BUILD_DIR)
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@go clean
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106
bindings/go/README.md
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106
bindings/go/README.md
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@@ -0,0 +1,106 @@
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# Go bindings for Whisper
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This package provides Go bindings for whisper.cpp. They have been tested on:
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* Darwin (OS X) 12.6 on x64_64
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* Debian Linux on arm64
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* Fedora Linux on x86_64
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The "low level" bindings are in the `bindings/go` directory and there is a more
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Go-style package in the `bindings/go/pkg/whisper` directory. The most simple usage
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is as follows:
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|
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```go
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import (
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"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
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)
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func main() {
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var modelpath string // Path to the model
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var samples []float32 // Samples to process
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// Load the model
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model, err := whisper.New(modelpath)
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if err != nil {
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panic(err)
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}
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defer model.Close()
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// Process samples
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context, err := model.NewContext()
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if err != nil {
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panic(err)
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}
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if err := context.Process(samples, nil, nil, nil); err != nil {
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return err
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}
|
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|
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// Print out the results
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for {
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segment, err := context.NextSegment()
|
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if err != nil {
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break
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}
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fmt.Printf("[%6s->%6s] %s\n", segment.Start, segment.End, segment.Text)
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}
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}
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```
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## Building & Testing
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In order to build, you need to have the Go compiler installed. You can get it from [here](https://golang.org/dl/). Run the tests with:
|
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|
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```bash
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git clone https://github.com/ggml-org/whisper.cpp.git
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cd whisper.cpp/bindings/go
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make test
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```
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This will compile a static `libwhisper.a` in a `build` folder, download a model file, then run the tests. To build the examples:
|
||||
|
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```bash
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make examples
|
||||
```
|
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|
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To build using cuda support add `GGML_CUDA=1`:
|
||||
|
||||
```bash
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GGML_CUDA=1 make examples
|
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```
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|
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The examples are placed in the `build` directory. Once built, you can download all the models with the following command:
|
||||
|
||||
```bash
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./build/go-model-download -out models
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```
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|
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And you can then test a model against samples with the following command:
|
||||
|
||||
```bash
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./build/go-whisper -model models/ggml-tiny.en.bin samples/jfk.wav
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```
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## Using the bindings
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To use the bindings in your own software,
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1. Import `github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper` (or `github.com/ggerganov/whisper.cpp/bindings/go` into your package;
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2. Compile `libwhisper.a` (you can use `make whisper` in the `bindings/go` directory);
|
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3. Link your go binary against whisper by setting the environment variables `C_INCLUDE_PATH` and `LIBRARY_PATH`
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to point to the `whisper.h` file directory and `libwhisper.a` file directory respectively.
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|
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Look at the `Makefile` in the `bindings/go` directory for an example.
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The API Documentation:
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||||
|
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* https://pkg.go.dev/github.com/ggerganov/whisper.cpp/bindings/go
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* https://pkg.go.dev/github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper
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Getting help:
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* Follow the discussion for the go bindings [here](https://github.com/ggml-org/whisper.cpp/discussions/312)
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||||
## License
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||||
|
||||
The license for the Go bindings is the same as the license for the rest of the whisper.cpp project, which is the MIT License. See the `LICENSE` file for more details.
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||||
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5
bindings/go/doc.go
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5
bindings/go/doc.go
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@@ -0,0 +1,5 @@
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||||
/*
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||||
github.com/ggml-org/whisper.cpp/bindings/go
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||||
provides a speech-to-text service bindings for the Go programming language.
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||||
*/
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||||
package whisper
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||||
31
bindings/go/examples/go-model-download/context.go
Normal file
31
bindings/go/examples/go-model-download/context.go
Normal file
@@ -0,0 +1,31 @@
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||||
package main
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||||
|
||||
import (
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"context"
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"os"
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"os/signal"
|
||||
)
|
||||
|
||||
// ContextForSignal returns a context object which is cancelled when a signal
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||||
// is received. It returns nil if no signal parameter is provided
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||||
func ContextForSignal(signals ...os.Signal) context.Context {
|
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if len(signals) == 0 {
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||||
return nil
|
||||
}
|
||||
|
||||
ch := make(chan os.Signal, 1) // Buffered channel with space for 1 signal
|
||||
ctx, cancel := context.WithCancel(context.Background())
|
||||
|
||||
// Send message on channel when signal received
|
||||
signal.Notify(ch, signals...)
|
||||
|
||||
// When any signal is received, call cancel
|
||||
go func() {
|
||||
<-ch
|
||||
cancel()
|
||||
}()
|
||||
|
||||
// Return success
|
||||
return ctx
|
||||
}
|
||||
|
||||
311
bindings/go/examples/go-model-download/main.go
Normal file
311
bindings/go/examples/go-model-download/main.go
Normal file
@@ -0,0 +1,311 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"context"
|
||||
"flag"
|
||||
"fmt"
|
||||
"io"
|
||||
"net/http"
|
||||
"net/url"
|
||||
"os"
|
||||
"path/filepath"
|
||||
"strings"
|
||||
"syscall"
|
||||
"time"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// CONSTANTS
|
||||
|
||||
const (
|
||||
srcUrl = "https://huggingface.co/ggerganov/whisper.cpp/resolve/main/" // The location of the models
|
||||
srcExt = ".bin" // Filename extension
|
||||
bufSize = 1024 * 64 // Size of the buffer used for downloading the model
|
||||
)
|
||||
|
||||
var (
|
||||
// The models which will be downloaded, if no model is specified as an argument
|
||||
modelNames = []string{
|
||||
"tiny", "tiny-q5_1", "tiny-q8_0",
|
||||
"tiny.en", "tiny.en-q5_1", "tiny.en-q8_0",
|
||||
"base", "base-q5_1", "base-q8_0",
|
||||
"base.en", "base.en-q5_1", "base.en-q8_0",
|
||||
"small", "small-q5_1", "small-q8_0",
|
||||
"small.en", "small.en-q5_1", "small.en-q8_0",
|
||||
"medium", "medium-q5_0", "medium-q8_0",
|
||||
"medium.en", "medium.en-q5_0", "medium.en-q8_0",
|
||||
"large-v1",
|
||||
"large-v2", "large-v2-q5_0", "large-v2-q8_0",
|
||||
"large-v3", "large-v3-q5_0",
|
||||
"large-v3-turbo", "large-v3-turbo-q5_0", "large-v3-turbo-q8_0",
|
||||
}
|
||||
)
|
||||
|
||||
var (
|
||||
// The output folder. When not set, use current working directory.
|
||||
flagOut = flag.String("out", "", "Output folder")
|
||||
|
||||
// HTTP timeout parameter - will timeout if takes longer than this to download a model
|
||||
flagTimeout = flag.Duration("timeout", 30*time.Minute, "HTTP timeout")
|
||||
|
||||
// Quiet parameter - will not print progress if set
|
||||
flagQuiet = flag.Bool("quiet", false, "Quiet mode")
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// MAIN
|
||||
|
||||
func main() {
|
||||
flag.Usage = func() {
|
||||
name := filepath.Base(flag.CommandLine.Name())
|
||||
fmt.Fprintf(flag.CommandLine.Output(), `
|
||||
Usage: %s [options] [<model>...]
|
||||
|
||||
Options:
|
||||
-out string Specify the output folder where models will be saved.
|
||||
Default: Current working directory.
|
||||
-timeout duration Set the maximum duration for downloading a model.
|
||||
Example: 10m, 1h (default: 30m0s).
|
||||
-quiet Suppress all output except errors.
|
||||
|
||||
Examples:
|
||||
1. Download a specific model:
|
||||
%s -out ./models tiny-q8_0
|
||||
|
||||
2. Download all models:
|
||||
%s -out ./models
|
||||
|
||||
`, name, name, name)
|
||||
|
||||
flag.PrintDefaults()
|
||||
}
|
||||
flag.Parse()
|
||||
|
||||
// Get output path
|
||||
out, err := GetOut()
|
||||
if err != nil {
|
||||
fmt.Fprintln(os.Stderr, "Error:", err)
|
||||
os.Exit(-1)
|
||||
}
|
||||
|
||||
// Create context which quits on SIGINT or SIGQUIT
|
||||
ctx := ContextForSignal(os.Interrupt, syscall.SIGQUIT)
|
||||
|
||||
// Progress filehandle
|
||||
progress := os.Stdout
|
||||
if *flagQuiet {
|
||||
progress, err = os.Open(os.DevNull)
|
||||
if err != nil {
|
||||
fmt.Fprintln(os.Stderr, "Error:", err)
|
||||
os.Exit(-1)
|
||||
}
|
||||
defer progress.Close()
|
||||
}
|
||||
|
||||
// Download models - exit on error or interrupt
|
||||
for _, model := range GetModels() {
|
||||
url, err := URLForModel(model)
|
||||
if err != nil {
|
||||
fmt.Fprintln(os.Stderr, "Error:", err)
|
||||
continue
|
||||
} else if path, err := Download(ctx, progress, url, out); err == nil || err == io.EOF {
|
||||
continue
|
||||
} else if err == context.Canceled {
|
||||
os.Remove(path)
|
||||
fmt.Fprintln(progress, "\nInterrupted")
|
||||
break
|
||||
} else if err == context.DeadlineExceeded {
|
||||
os.Remove(path)
|
||||
fmt.Fprintln(progress, "Timeout downloading model")
|
||||
continue
|
||||
} else {
|
||||
os.Remove(path)
|
||||
fmt.Fprintln(os.Stderr, "Error:", err)
|
||||
break
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
// GetOut returns the path to the output directory
|
||||
func GetOut() (string, error) {
|
||||
if *flagOut == "" {
|
||||
return os.Getwd()
|
||||
}
|
||||
if info, err := os.Stat(*flagOut); err != nil {
|
||||
return "", err
|
||||
} else if !info.IsDir() {
|
||||
return "", fmt.Errorf("not a directory: %s", info.Name())
|
||||
} else {
|
||||
return *flagOut, nil
|
||||
}
|
||||
}
|
||||
|
||||
// GetModels returns the list of models to download
|
||||
func GetModels() []string {
|
||||
if flag.NArg() == 0 {
|
||||
fmt.Println("No model specified.")
|
||||
fmt.Println("Preparing to download all models...")
|
||||
|
||||
// Calculate total download size
|
||||
fmt.Println("Calculating total download size...")
|
||||
totalSize, err := CalculateTotalDownloadSize(modelNames)
|
||||
if err != nil {
|
||||
fmt.Println("Error calculating download sizes:", err)
|
||||
os.Exit(1)
|
||||
}
|
||||
|
||||
fmt.Println("View available models: https://huggingface.co/ggerganov/whisper.cpp/tree/main")
|
||||
fmt.Printf("Total download size: %.2f GB\n", float64(totalSize)/(1024*1024*1024))
|
||||
fmt.Println("Would you like to download all models? (y/N)")
|
||||
|
||||
// Prompt for user input
|
||||
var response string
|
||||
fmt.Scanln(&response)
|
||||
if response != "y" && response != "Y" {
|
||||
fmt.Println("Aborting. Specify a model to download.")
|
||||
os.Exit(0)
|
||||
}
|
||||
|
||||
return modelNames // Return all models if confirmed
|
||||
}
|
||||
return flag.Args() // Return specific models if arguments are provided
|
||||
}
|
||||
|
||||
func CalculateTotalDownloadSize(models []string) (int64, error) {
|
||||
var totalSize int64
|
||||
client := http.Client{}
|
||||
|
||||
for _, model := range models {
|
||||
modelURL, err := URLForModel(model)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
// Issue a HEAD request to get the file size
|
||||
req, err := http.NewRequest("HEAD", modelURL, nil)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
resp, err := client.Do(req)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
resp.Body.Close()
|
||||
|
||||
if resp.StatusCode != http.StatusOK {
|
||||
fmt.Printf("Warning: Unable to fetch size for %s (HTTP %d)\n", model, resp.StatusCode)
|
||||
continue
|
||||
}
|
||||
|
||||
size := resp.ContentLength
|
||||
totalSize += size
|
||||
}
|
||||
return totalSize, nil
|
||||
}
|
||||
|
||||
// URLForModel returns the URL for the given model on huggingface.co
|
||||
func URLForModel(model string) (string, error) {
|
||||
// Ensure "ggml-" prefix is added only once
|
||||
if !strings.HasPrefix(model, "ggml-") {
|
||||
model = "ggml-" + model
|
||||
}
|
||||
|
||||
// Ensure ".bin" extension is added only once
|
||||
if filepath.Ext(model) != srcExt {
|
||||
model += srcExt
|
||||
}
|
||||
|
||||
// Parse the base URL
|
||||
url, err := url.Parse(srcUrl)
|
||||
if err != nil {
|
||||
return "", err
|
||||
}
|
||||
|
||||
// Ensure no trailing slash in the base URL
|
||||
url.Path = fmt.Sprintf("%s/%s", strings.TrimSuffix(url.Path, "/"), model)
|
||||
return url.String(), nil
|
||||
}
|
||||
|
||||
// Download downloads the model from the given URL to the given output directory
|
||||
func Download(ctx context.Context, p io.Writer, model, out string) (string, error) {
|
||||
// Create HTTP client
|
||||
client := http.Client{
|
||||
Timeout: *flagTimeout,
|
||||
}
|
||||
|
||||
// Initiate the download
|
||||
req, err := http.NewRequest("GET", model, nil)
|
||||
if err != nil {
|
||||
return "", err
|
||||
}
|
||||
resp, err := client.Do(req)
|
||||
if err != nil {
|
||||
return "", err
|
||||
}
|
||||
defer resp.Body.Close()
|
||||
if resp.StatusCode != http.StatusOK {
|
||||
return "", fmt.Errorf("%s: %s", model, resp.Status)
|
||||
}
|
||||
|
||||
// If output file exists and is the same size as the model, skip
|
||||
path := filepath.Join(out, filepath.Base(model))
|
||||
if info, err := os.Stat(path); err == nil && info.Size() == resp.ContentLength {
|
||||
fmt.Fprintln(p, "Skipping", model, "as it already exists")
|
||||
return "", nil
|
||||
}
|
||||
|
||||
// Create file
|
||||
w, err := os.Create(path)
|
||||
if err != nil {
|
||||
return "", err
|
||||
}
|
||||
defer w.Close()
|
||||
|
||||
// Report
|
||||
fmt.Fprintln(p, "Downloading", model, "to", out)
|
||||
|
||||
// Progressively download the model
|
||||
data := make([]byte, bufSize)
|
||||
count, pct := int64(0), int64(0)
|
||||
ticker := time.NewTicker(5 * time.Second)
|
||||
for {
|
||||
select {
|
||||
case <-ctx.Done():
|
||||
// Cancelled, return error
|
||||
return path, ctx.Err()
|
||||
case <-ticker.C:
|
||||
pct = DownloadReport(p, pct, count, resp.ContentLength)
|
||||
default:
|
||||
// Read body
|
||||
n, err := resp.Body.Read(data)
|
||||
if n > 0 {
|
||||
if m, err := w.Write(data[:n]); err != nil {
|
||||
return path, err
|
||||
} else {
|
||||
count += int64(m)
|
||||
}
|
||||
}
|
||||
|
||||
if err != nil {
|
||||
if err == io.EOF {
|
||||
DownloadReport(p, pct, count, resp.ContentLength)
|
||||
return path, nil
|
||||
}
|
||||
return path, err
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Report periodically reports the download progress when percentage changes
|
||||
func DownloadReport(w io.Writer, pct, count, total int64) int64 {
|
||||
pct_ := count * 100 / total
|
||||
if pct_ > pct {
|
||||
fmt.Fprintf(w, " ...%d MB written (%d%%)\n", count/1e6, pct_)
|
||||
}
|
||||
return pct_
|
||||
}
|
||||
22
bindings/go/examples/go-whisper/color.go
Normal file
22
bindings/go/examples/go-whisper/color.go
Normal file
@@ -0,0 +1,22 @@
|
||||
package main
|
||||
|
||||
import "fmt"
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// CONSTANTS
|
||||
|
||||
const (
|
||||
Reset = "\033[0m"
|
||||
RGBPrefix = "\033[38;5;" // followed by RGB values in decimal format separated by colons
|
||||
RGBSuffix = "m"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
// Colorize text with RGB values, from 0 to 23
|
||||
func Colorize(text string, v int) string {
|
||||
// https://en.wikipedia.org/wiki/ANSI_escape_code#8-bit
|
||||
// Grayscale colors are in the range 232-255
|
||||
return RGBPrefix + fmt.Sprint(v%24+232) + RGBSuffix + text + Reset
|
||||
}
|
||||
147
bindings/go/examples/go-whisper/flags.go
Normal file
147
bindings/go/examples/go-whisper/flags.go
Normal file
@@ -0,0 +1,147 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"flag"
|
||||
"fmt"
|
||||
"strings"
|
||||
"time"
|
||||
|
||||
// Packages
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// TYPES
|
||||
|
||||
type Flags struct {
|
||||
*flag.FlagSet
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// LIFECYCLE
|
||||
|
||||
func NewFlags(name string, args []string) (*Flags, error) {
|
||||
flags := &Flags{
|
||||
FlagSet: flag.NewFlagSet(name, flag.ContinueOnError),
|
||||
}
|
||||
|
||||
// Register the command line arguments
|
||||
registerFlags(flags)
|
||||
|
||||
// Parse command line
|
||||
if err := flags.Parse(args); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
// Return success
|
||||
return flags, nil
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
func (flags *Flags) GetModel() string {
|
||||
return flags.Lookup("model").Value.String()
|
||||
}
|
||||
|
||||
func (flags *Flags) GetLanguage() string {
|
||||
return flags.Lookup("language").Value.String()
|
||||
}
|
||||
|
||||
func (flags *Flags) IsTranslate() bool {
|
||||
return flags.Lookup("translate").Value.(flag.Getter).Get().(bool)
|
||||
}
|
||||
|
||||
func (flags *Flags) GetOffset() time.Duration {
|
||||
return flags.Lookup("offset").Value.(flag.Getter).Get().(time.Duration)
|
||||
}
|
||||
|
||||
func (flags *Flags) GetDuration() time.Duration {
|
||||
return flags.Lookup("duration").Value.(flag.Getter).Get().(time.Duration)
|
||||
}
|
||||
|
||||
func (flags *Flags) GetThreads() uint {
|
||||
return flags.Lookup("threads").Value.(flag.Getter).Get().(uint)
|
||||
}
|
||||
|
||||
func (flags *Flags) GetOut() string {
|
||||
return strings.ToLower(flags.Lookup("out").Value.String())
|
||||
}
|
||||
|
||||
func (flags *Flags) IsTokens() bool {
|
||||
return flags.Lookup("tokens").Value.String() == "true"
|
||||
}
|
||||
|
||||
func (flags *Flags) IsColorize() bool {
|
||||
return flags.Lookup("colorize").Value.String() == "true"
|
||||
}
|
||||
|
||||
func (flags *Flags) GetMaxLen() uint {
|
||||
return flags.Lookup("max-len").Value.(flag.Getter).Get().(uint)
|
||||
}
|
||||
|
||||
func (flags *Flags) GetMaxTokens() uint {
|
||||
return flags.Lookup("max-tokens").Value.(flag.Getter).Get().(uint)
|
||||
}
|
||||
|
||||
func (flags *Flags) GetWordThreshold() float32 {
|
||||
return float32(flags.Lookup("word-thold").Value.(flag.Getter).Get().(float64))
|
||||
}
|
||||
|
||||
func (flags *Flags) SetParams(context whisper.Context) error {
|
||||
if lang := flags.GetLanguage(); lang != "" && lang != "auto" {
|
||||
fmt.Fprintf(flags.Output(), "Setting language to %q\n", lang)
|
||||
if err := context.SetLanguage(lang); err != nil {
|
||||
return err
|
||||
}
|
||||
}
|
||||
if flags.IsTranslate() && context.IsMultilingual() {
|
||||
fmt.Fprintf(flags.Output(), "Setting translate to true\n")
|
||||
context.SetTranslate(true)
|
||||
}
|
||||
if offset := flags.GetOffset(); offset != 0 {
|
||||
fmt.Fprintf(flags.Output(), "Setting offset to %v\n", offset)
|
||||
context.SetOffset(offset)
|
||||
}
|
||||
if duration := flags.GetDuration(); duration != 0 {
|
||||
fmt.Fprintf(flags.Output(), "Setting duration to %v\n", duration)
|
||||
context.SetDuration(duration)
|
||||
}
|
||||
if threads := flags.GetThreads(); threads != 0 {
|
||||
fmt.Fprintf(flags.Output(), "Setting threads to %d\n", threads)
|
||||
context.SetThreads(threads)
|
||||
}
|
||||
if max_len := flags.GetMaxLen(); max_len != 0 {
|
||||
fmt.Fprintf(flags.Output(), "Setting max_segment_length to %d\n", max_len)
|
||||
context.SetMaxSegmentLength(max_len)
|
||||
}
|
||||
if max_tokens := flags.GetMaxTokens(); max_tokens != 0 {
|
||||
fmt.Fprintf(flags.Output(), "Setting max_tokens to %d\n", max_tokens)
|
||||
context.SetMaxTokensPerSegment(max_tokens)
|
||||
}
|
||||
if word_threshold := flags.GetWordThreshold(); word_threshold != 0 {
|
||||
fmt.Fprintf(flags.Output(), "Setting word_threshold to %f\n", word_threshold)
|
||||
context.SetTokenThreshold(word_threshold)
|
||||
}
|
||||
|
||||
// Return success
|
||||
return nil
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PRIVATE METHODS
|
||||
|
||||
func registerFlags(flag *Flags) {
|
||||
flag.String("model", "", "Path to the model file")
|
||||
flag.String("language", "", "Spoken language")
|
||||
flag.Bool("translate", false, "Translate from source language to english")
|
||||
flag.Duration("offset", 0, "Time offset")
|
||||
flag.Duration("duration", 0, "Duration of audio to process")
|
||||
flag.Uint("threads", 0, "Number of threads to use")
|
||||
flag.Uint("max-len", 0, "Maximum segment length in characters")
|
||||
flag.Uint("max-tokens", 0, "Maximum tokens per segment")
|
||||
flag.Float64("word-thold", 0, "Maximum segment score")
|
||||
flag.Bool("tokens", false, "Display tokens")
|
||||
flag.Bool("colorize", false, "Colorize tokens")
|
||||
flag.String("out", "", "Output format (srt, none or leave as empty string)")
|
||||
}
|
||||
43
bindings/go/examples/go-whisper/main.go
Normal file
43
bindings/go/examples/go-whisper/main.go
Normal file
@@ -0,0 +1,43 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"flag"
|
||||
"fmt"
|
||||
"os"
|
||||
"path/filepath"
|
||||
|
||||
// Packages
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
|
||||
)
|
||||
|
||||
func main() {
|
||||
flags, err := NewFlags(filepath.Base(os.Args[0]), os.Args[1:])
|
||||
if err == flag.ErrHelp {
|
||||
os.Exit(0)
|
||||
} else if err != nil {
|
||||
fmt.Fprintln(os.Stderr, err)
|
||||
os.Exit(1)
|
||||
} else if flags.GetModel() == "" {
|
||||
fmt.Fprintln(os.Stderr, "Use -model flag to specify which model file to use")
|
||||
os.Exit(1)
|
||||
} else if flags.NArg() == 0 {
|
||||
fmt.Fprintln(os.Stderr, "No input files specified")
|
||||
os.Exit(1)
|
||||
}
|
||||
|
||||
// Load model
|
||||
model, err := whisper.New(flags.GetModel())
|
||||
if err != nil {
|
||||
fmt.Fprintln(os.Stderr, err)
|
||||
os.Exit(1)
|
||||
}
|
||||
defer model.Close()
|
||||
|
||||
// Process files
|
||||
for _, filename := range flags.Args() {
|
||||
if err := Process(model, filename, flags); err != nil {
|
||||
fmt.Fprintln(os.Stderr, err)
|
||||
continue
|
||||
}
|
||||
}
|
||||
}
|
||||
132
bindings/go/examples/go-whisper/process.go
Normal file
132
bindings/go/examples/go-whisper/process.go
Normal file
@@ -0,0 +1,132 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"io"
|
||||
"os"
|
||||
"time"
|
||||
|
||||
// Package imports
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
|
||||
wav "github.com/go-audio/wav"
|
||||
)
|
||||
|
||||
func Process(model whisper.Model, path string, flags *Flags) error {
|
||||
var data []float32
|
||||
|
||||
// Create processing context
|
||||
context, err := model.NewContext()
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
// Set the parameters
|
||||
if err := flags.SetParams(context); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
fmt.Printf("\n%s\n", context.SystemInfo())
|
||||
|
||||
// Open the file
|
||||
fmt.Fprintf(flags.Output(), "Loading %q\n", path)
|
||||
fh, err := os.Open(path)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
defer fh.Close()
|
||||
|
||||
// Decode the WAV file - load the full buffer
|
||||
dec := wav.NewDecoder(fh)
|
||||
if buf, err := dec.FullPCMBuffer(); err != nil {
|
||||
return err
|
||||
} else if dec.SampleRate != whisper.SampleRate {
|
||||
return fmt.Errorf("unsupported sample rate: %d", dec.SampleRate)
|
||||
} else if dec.NumChans != 1 {
|
||||
return fmt.Errorf("unsupported number of channels: %d", dec.NumChans)
|
||||
} else {
|
||||
data = buf.AsFloat32Buffer().Data
|
||||
}
|
||||
|
||||
// Segment callback when -tokens is specified
|
||||
var cb whisper.SegmentCallback
|
||||
if flags.IsTokens() {
|
||||
cb = func(segment whisper.Segment) {
|
||||
fmt.Fprintf(flags.Output(), "%02d [%6s->%6s] ", segment.Num, segment.Start.Truncate(time.Millisecond), segment.End.Truncate(time.Millisecond))
|
||||
for _, token := range segment.Tokens {
|
||||
if flags.IsColorize() && context.IsText(token) {
|
||||
fmt.Fprint(flags.Output(), Colorize(token.Text, int(token.P*24.0)), " ")
|
||||
} else {
|
||||
fmt.Fprint(flags.Output(), token.Text, " ")
|
||||
}
|
||||
}
|
||||
fmt.Fprintln(flags.Output(), "")
|
||||
fmt.Fprintln(flags.Output(), "")
|
||||
}
|
||||
}
|
||||
|
||||
// Process the data
|
||||
fmt.Fprintf(flags.Output(), " ...processing %q\n", path)
|
||||
context.ResetTimings()
|
||||
if err := context.Process(data, nil, cb, nil); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
context.PrintTimings()
|
||||
|
||||
// Print out the results
|
||||
switch {
|
||||
case flags.GetOut() == "srt":
|
||||
return OutputSRT(os.Stdout, context)
|
||||
case flags.GetOut() == "none":
|
||||
return nil
|
||||
default:
|
||||
return Output(os.Stdout, context, flags.IsColorize())
|
||||
}
|
||||
}
|
||||
|
||||
// Output text as SRT file
|
||||
func OutputSRT(w io.Writer, context whisper.Context) error {
|
||||
n := 1
|
||||
for {
|
||||
segment, err := context.NextSegment()
|
||||
if err == io.EOF {
|
||||
return nil
|
||||
} else if err != nil {
|
||||
return err
|
||||
}
|
||||
fmt.Fprintln(w, n)
|
||||
fmt.Fprintln(w, srtTimestamp(segment.Start), " --> ", srtTimestamp(segment.End))
|
||||
fmt.Fprintln(w, segment.Text)
|
||||
fmt.Fprintln(w, "")
|
||||
n++
|
||||
}
|
||||
}
|
||||
|
||||
// Output text to terminal
|
||||
func Output(w io.Writer, context whisper.Context, colorize bool) error {
|
||||
for {
|
||||
segment, err := context.NextSegment()
|
||||
if err == io.EOF {
|
||||
return nil
|
||||
} else if err != nil {
|
||||
return err
|
||||
}
|
||||
fmt.Fprintf(w, "[%6s->%6s]", segment.Start.Truncate(time.Millisecond), segment.End.Truncate(time.Millisecond))
|
||||
if colorize {
|
||||
for _, token := range segment.Tokens {
|
||||
if !context.IsText(token) {
|
||||
continue
|
||||
}
|
||||
fmt.Fprint(w, " ", Colorize(token.Text, int(token.P*24.0)))
|
||||
}
|
||||
fmt.Fprint(w, "\n")
|
||||
} else {
|
||||
fmt.Fprintln(w, " ", segment.Text)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Return srtTimestamp
|
||||
func srtTimestamp(t time.Duration) string {
|
||||
return fmt.Sprintf("%02d:%02d:%02d,%03d", t/time.Hour, (t%time.Hour)/time.Minute, (t%time.Minute)/time.Second, (t%time.Second)/time.Millisecond)
|
||||
}
|
||||
16
bindings/go/go.mod
Normal file
16
bindings/go/go.mod
Normal file
@@ -0,0 +1,16 @@
|
||||
module github.com/ggerganov/whisper.cpp/bindings/go
|
||||
|
||||
go 1.23
|
||||
|
||||
require (
|
||||
github.com/go-audio/wav v1.1.0
|
||||
github.com/stretchr/testify v1.9.0
|
||||
)
|
||||
|
||||
require (
|
||||
github.com/davecgh/go-spew v1.1.1 // indirect
|
||||
github.com/go-audio/audio v1.0.0 // indirect
|
||||
github.com/go-audio/riff v1.0.0 // indirect
|
||||
github.com/pmezard/go-difflib v1.0.0 // indirect
|
||||
gopkg.in/yaml.v3 v3.0.1 // indirect
|
||||
)
|
||||
16
bindings/go/go.sum
Normal file
16
bindings/go/go.sum
Normal file
@@ -0,0 +1,16 @@
|
||||
github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
|
||||
github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
|
||||
github.com/go-audio/audio v1.0.0 h1:zS9vebldgbQqktK4H0lUqWrG8P0NxCJVqcj7ZpNnwd4=
|
||||
github.com/go-audio/audio v1.0.0/go.mod h1:6uAu0+H2lHkwdGsAY+j2wHPNPpPoeg5AaEFh9FlA+Zs=
|
||||
github.com/go-audio/riff v1.0.0 h1:d8iCGbDvox9BfLagY94fBynxSPHO80LmZCaOsmKxokA=
|
||||
github.com/go-audio/riff v1.0.0/go.mod h1:l3cQwc85y79NQFCRB7TiPoNiaijp6q8Z0Uv38rVG498=
|
||||
github.com/go-audio/wav v1.1.0 h1:jQgLtbqBzY7G+BM8fXF7AHUk1uHUviWS4X39d5rsL2g=
|
||||
github.com/go-audio/wav v1.1.0/go.mod h1:mpe9qfwbScEbkd8uybLuIpTgHyrISw/OTuvjUW2iGtE=
|
||||
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
|
||||
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
|
||||
github.com/stretchr/testify v1.9.0 h1:HtqpIVDClZ4nwg75+f6Lvsy/wHu+3BoSGCbBAcpTsTg=
|
||||
github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
|
||||
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405 h1:yhCVgyC4o1eVCa2tZl7eS0r+SDo693bJlVdllGtEeKM=
|
||||
gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
|
||||
gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
|
||||
gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
|
||||
244
bindings/go/params.go
Normal file
244
bindings/go/params.go
Normal file
@@ -0,0 +1,244 @@
|
||||
package whisper
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// CGO
|
||||
|
||||
/*
|
||||
#include <whisper.h>
|
||||
*/
|
||||
import "C"
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
func (p *Params) SetTranslate(v bool) {
|
||||
p.translate = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetSplitOnWord(v bool) {
|
||||
p.split_on_word = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetNoContext(v bool) {
|
||||
p.no_context = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetSingleSegment(v bool) {
|
||||
p.single_segment = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetPrintSpecial(v bool) {
|
||||
p.print_special = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetPrintProgress(v bool) {
|
||||
p.print_progress = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetPrintRealtime(v bool) {
|
||||
p.print_realtime = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetPrintTimestamps(v bool) {
|
||||
p.print_timestamps = toBool(v)
|
||||
}
|
||||
|
||||
// Voice Activity Detection (VAD)
|
||||
func (p *Params) SetVAD(v bool) {
|
||||
p.vad = toBool(v)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADModelPath(path string) {
|
||||
p.vad_model_path = C.CString(path)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADThreshold(t float32) {
|
||||
p.vad_params.threshold = C.float(t)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADMinSpeechMs(ms int) {
|
||||
p.vad_params.min_speech_duration_ms = C.int(ms)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADMinSilenceMs(ms int) {
|
||||
p.vad_params.min_silence_duration_ms = C.int(ms)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADMaxSpeechSec(s float32) {
|
||||
p.vad_params.max_speech_duration_s = C.float(s)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADSpeechPadMs(ms int) {
|
||||
p.vad_params.speech_pad_ms = C.int(ms)
|
||||
}
|
||||
|
||||
func (p *Params) SetVADSamplesOverlap(sec float32) {
|
||||
p.vad_params.samples_overlap = C.float(sec)
|
||||
}
|
||||
|
||||
// Set language id
|
||||
func (p *Params) SetLanguage(lang int) error {
|
||||
if lang == -1 {
|
||||
p.language = nil
|
||||
return nil
|
||||
}
|
||||
str := C.whisper_lang_str(C.int(lang))
|
||||
if str == nil {
|
||||
return ErrInvalidLanguage
|
||||
} else {
|
||||
p.language = str
|
||||
}
|
||||
return nil
|
||||
}
|
||||
|
||||
// Get language id
|
||||
func (p *Params) Language() int {
|
||||
if p.language == nil {
|
||||
return -1
|
||||
}
|
||||
return int(C.whisper_lang_id(p.language))
|
||||
}
|
||||
|
||||
// Threads available
|
||||
func (p *Params) Threads() int {
|
||||
return int(p.n_threads)
|
||||
}
|
||||
|
||||
// Set number of threads to use
|
||||
func (p *Params) SetThreads(threads int) {
|
||||
p.n_threads = C.int(threads)
|
||||
}
|
||||
|
||||
// Set start offset in ms
|
||||
func (p *Params) SetOffset(offset_ms int) {
|
||||
p.offset_ms = C.int(offset_ms)
|
||||
}
|
||||
|
||||
// Set audio duration to process in ms
|
||||
func (p *Params) SetDuration(duration_ms int) {
|
||||
p.duration_ms = C.int(duration_ms)
|
||||
}
|
||||
|
||||
// Set timestamp token probability threshold (~0.01)
|
||||
func (p *Params) SetTokenThreshold(t float32) {
|
||||
p.thold_pt = C.float(t)
|
||||
}
|
||||
|
||||
// Set timestamp token sum probability threshold (~0.01)
|
||||
func (p *Params) SetTokenSumThreshold(t float32) {
|
||||
p.thold_ptsum = C.float(t)
|
||||
}
|
||||
|
||||
// Set max segment length in characters
|
||||
func (p *Params) SetMaxSegmentLength(n int) {
|
||||
p.max_len = C.int(n)
|
||||
}
|
||||
|
||||
func (p *Params) SetTokenTimestamps(b bool) {
|
||||
p.token_timestamps = toBool(b)
|
||||
}
|
||||
|
||||
// Set max tokens per segment (0 = no limit)
|
||||
func (p *Params) SetMaxTokensPerSegment(n int) {
|
||||
p.max_tokens = C.int(n)
|
||||
}
|
||||
|
||||
// Set audio encoder context
|
||||
func (p *Params) SetAudioCtx(n int) {
|
||||
p.audio_ctx = C.int(n)
|
||||
}
|
||||
|
||||
func (p *Params) SetMaxContext(n int) {
|
||||
p.n_max_text_ctx = C.int(n)
|
||||
}
|
||||
|
||||
func (p *Params) SetBeamSize(n int) {
|
||||
p.beam_search.beam_size = C.int(n)
|
||||
}
|
||||
|
||||
func (p *Params) SetEntropyThold(t float32) {
|
||||
p.entropy_thold = C.float(t)
|
||||
}
|
||||
|
||||
func (p *Params) SetTemperature(t float32) {
|
||||
p.temperature = C.float(t)
|
||||
}
|
||||
|
||||
// Sets the fallback temperature incrementation
|
||||
// Pass -1.0 to disable this feature
|
||||
func (p *Params) SetTemperatureFallback(t float32) {
|
||||
p.temperature_inc = C.float(t)
|
||||
}
|
||||
|
||||
// Set initial prompt
|
||||
func (p *Params) SetInitialPrompt(prompt string) {
|
||||
p.initial_prompt = C.CString(prompt)
|
||||
}
|
||||
|
||||
func (p *Params) SetCarryInitialPrompt(v bool) {
|
||||
p.carry_initial_prompt = toBool(v)
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PRIVATE METHODS
|
||||
|
||||
func toBool(v bool) C.bool {
|
||||
if v {
|
||||
return C.bool(true)
|
||||
}
|
||||
return C.bool(false)
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// STRINGIFY
|
||||
|
||||
func (p *Params) String() string {
|
||||
str := "<whisper.params"
|
||||
str += fmt.Sprintf(" strategy=%v", p.strategy)
|
||||
str += fmt.Sprintf(" n_threads=%d", p.n_threads)
|
||||
if p.language != nil {
|
||||
str += fmt.Sprintf(" language=%s", C.GoString(p.language))
|
||||
}
|
||||
str += fmt.Sprintf(" n_max_text_ctx=%d", p.n_max_text_ctx)
|
||||
str += fmt.Sprintf(" offset_ms=%d", p.offset_ms)
|
||||
str += fmt.Sprintf(" duration_ms=%d", p.duration_ms)
|
||||
str += fmt.Sprintf(" audio_ctx=%d", p.audio_ctx)
|
||||
str += fmt.Sprintf(" initial_prompt=%s", C.GoString(p.initial_prompt))
|
||||
str += fmt.Sprintf(" entropy_thold=%f", p.entropy_thold)
|
||||
str += fmt.Sprintf(" temperature=%f", p.temperature)
|
||||
str += fmt.Sprintf(" temperature_inc=%f", p.temperature_inc)
|
||||
str += fmt.Sprintf(" beam_size=%d", p.beam_search.beam_size)
|
||||
if p.translate {
|
||||
str += " translate"
|
||||
}
|
||||
if p.no_context {
|
||||
str += " no_context"
|
||||
}
|
||||
if p.single_segment {
|
||||
str += " single_segment"
|
||||
}
|
||||
if p.print_special {
|
||||
str += " print_special"
|
||||
}
|
||||
if p.print_progress {
|
||||
str += " print_progress"
|
||||
}
|
||||
if p.print_realtime {
|
||||
str += " print_realtime"
|
||||
}
|
||||
if p.print_timestamps {
|
||||
str += " print_timestamps"
|
||||
}
|
||||
if p.token_timestamps {
|
||||
str += " token_timestamps"
|
||||
}
|
||||
if p.carry_initial_prompt {
|
||||
str += " carry_initial_prompt"
|
||||
}
|
||||
|
||||
return str + ">"
|
||||
}
|
||||
28
bindings/go/pkg/whisper/consts.go
Normal file
28
bindings/go/pkg/whisper/consts.go
Normal file
@@ -0,0 +1,28 @@
|
||||
package whisper
|
||||
|
||||
import (
|
||||
"errors"
|
||||
|
||||
// Bindings
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// ERRORS
|
||||
|
||||
var (
|
||||
ErrUnableToLoadModel = errors.New("unable to load model")
|
||||
ErrInternalAppError = errors.New("internal application error")
|
||||
ErrProcessingFailed = errors.New("processing failed")
|
||||
ErrUnsupportedLanguage = errors.New("unsupported language")
|
||||
ErrModelNotMultilingual = errors.New("model is not multilingual")
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// CONSTANTS
|
||||
|
||||
// SampleRate is the sample rate of the audio data.
|
||||
const SampleRate = whisper.SampleRate
|
||||
|
||||
// SampleBits is the number of bytes per sample.
|
||||
const SampleBits = whisper.SampleBits
|
||||
385
bindings/go/pkg/whisper/context.go
Normal file
385
bindings/go/pkg/whisper/context.go
Normal file
@@ -0,0 +1,385 @@
|
||||
package whisper
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"io"
|
||||
"runtime"
|
||||
"strings"
|
||||
"time"
|
||||
|
||||
// Bindings
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// TYPES
|
||||
|
||||
type context struct {
|
||||
n int
|
||||
model *model
|
||||
params whisper.Params
|
||||
}
|
||||
|
||||
// Make sure context adheres to the interface
|
||||
var _ Context = (*context)(nil)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// LIFECYCLE
|
||||
|
||||
func newContext(model *model, params whisper.Params) (Context, error) {
|
||||
context := new(context)
|
||||
context.model = model
|
||||
context.params = params
|
||||
|
||||
// Return success
|
||||
return context, nil
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
// Set the language to use for speech recognition.
|
||||
func (context *context) SetLanguage(lang string) error {
|
||||
if context.model.ctx == nil {
|
||||
return ErrInternalAppError
|
||||
}
|
||||
if !context.model.IsMultilingual() {
|
||||
return ErrModelNotMultilingual
|
||||
}
|
||||
|
||||
if lang == "auto" {
|
||||
context.params.SetLanguage(-1)
|
||||
} else if id := context.model.ctx.Whisper_lang_id(lang); id < 0 {
|
||||
return ErrUnsupportedLanguage
|
||||
} else if err := context.params.SetLanguage(id); err != nil {
|
||||
return err
|
||||
}
|
||||
// Return success
|
||||
return nil
|
||||
}
|
||||
|
||||
func (context *context) IsMultilingual() bool {
|
||||
return context.model.IsMultilingual()
|
||||
}
|
||||
|
||||
// Get language
|
||||
func (context *context) Language() string {
|
||||
id := context.params.Language()
|
||||
if id == -1 {
|
||||
return "auto"
|
||||
}
|
||||
return whisper.Whisper_lang_str(context.params.Language())
|
||||
}
|
||||
|
||||
func (context *context) DetectedLanguage() string {
|
||||
return whisper.Whisper_lang_str(context.model.ctx.Whisper_full_lang_id())
|
||||
}
|
||||
|
||||
// Set translate flag
|
||||
func (context *context) SetTranslate(v bool) {
|
||||
context.params.SetTranslate(v)
|
||||
}
|
||||
|
||||
// Voice Activity Detection (VAD)
|
||||
func (context *context) SetVAD(v bool) {
|
||||
context.params.SetVAD(v)
|
||||
}
|
||||
|
||||
func (context *context) SetVADModelPath(path string) {
|
||||
context.params.SetVADModelPath(path)
|
||||
}
|
||||
|
||||
func (context *context) SetVADThreshold(t float32) {
|
||||
context.params.SetVADThreshold(t)
|
||||
}
|
||||
|
||||
func (context *context) SetVADMinSpeechMs(ms int) {
|
||||
context.params.SetVADMinSpeechMs(ms)
|
||||
}
|
||||
|
||||
func (context *context) SetVADMinSilenceMs(ms int) {
|
||||
context.params.SetVADMinSilenceMs(ms)
|
||||
}
|
||||
|
||||
func (context *context) SetVADMaxSpeechSec(s float32) {
|
||||
context.params.SetVADMaxSpeechSec(s)
|
||||
}
|
||||
|
||||
func (context *context) SetVADSpeechPadMs(ms int) {
|
||||
context.params.SetVADSpeechPadMs(ms)
|
||||
}
|
||||
|
||||
func (context *context) SetVADSamplesOverlap(sec float32) {
|
||||
context.params.SetVADSamplesOverlap(sec)
|
||||
}
|
||||
|
||||
func (context *context) SetSplitOnWord(v bool) {
|
||||
context.params.SetSplitOnWord(v)
|
||||
}
|
||||
|
||||
// Set number of threads to use
|
||||
func (context *context) SetThreads(v uint) {
|
||||
context.params.SetThreads(int(v))
|
||||
}
|
||||
|
||||
// Set time offset
|
||||
func (context *context) SetOffset(v time.Duration) {
|
||||
context.params.SetOffset(int(v.Milliseconds()))
|
||||
}
|
||||
|
||||
// Set duration of audio to process
|
||||
func (context *context) SetDuration(v time.Duration) {
|
||||
context.params.SetDuration(int(v.Milliseconds()))
|
||||
}
|
||||
|
||||
// Set timestamp token probability threshold (~0.01)
|
||||
func (context *context) SetTokenThreshold(t float32) {
|
||||
context.params.SetTokenThreshold(t)
|
||||
}
|
||||
|
||||
// Set timestamp token sum probability threshold (~0.01)
|
||||
func (context *context) SetTokenSumThreshold(t float32) {
|
||||
context.params.SetTokenSumThreshold(t)
|
||||
}
|
||||
|
||||
// Set max segment length in characters
|
||||
func (context *context) SetMaxSegmentLength(n uint) {
|
||||
context.params.SetMaxSegmentLength(int(n))
|
||||
}
|
||||
|
||||
// Set token timestamps flag
|
||||
func (context *context) SetTokenTimestamps(b bool) {
|
||||
context.params.SetTokenTimestamps(b)
|
||||
}
|
||||
|
||||
// Set max tokens per segment (0 = no limit)
|
||||
func (context *context) SetMaxTokensPerSegment(n uint) {
|
||||
context.params.SetMaxTokensPerSegment(int(n))
|
||||
}
|
||||
|
||||
// Set audio encoder context
|
||||
func (context *context) SetAudioCtx(n uint) {
|
||||
context.params.SetAudioCtx(int(n))
|
||||
}
|
||||
|
||||
// Set maximum number of text context tokens to store
|
||||
func (context *context) SetMaxContext(n int) {
|
||||
context.params.SetMaxContext(n)
|
||||
}
|
||||
|
||||
// Set Beam Size
|
||||
func (context *context) SetBeamSize(n int) {
|
||||
context.params.SetBeamSize(n)
|
||||
}
|
||||
|
||||
// Set Entropy threshold
|
||||
func (context *context) SetEntropyThold(t float32) {
|
||||
context.params.SetEntropyThold(t)
|
||||
}
|
||||
|
||||
// Set Temperature
|
||||
func (context *context) SetTemperature(t float32) {
|
||||
context.params.SetTemperature(t)
|
||||
}
|
||||
|
||||
// Set the fallback temperature incrementation
|
||||
// Pass -1.0 to disable this feature
|
||||
func (context *context) SetTemperatureFallback(t float32) {
|
||||
context.params.SetTemperatureFallback(t)
|
||||
}
|
||||
|
||||
// Set initial prompt
|
||||
func (context *context) SetInitialPrompt(prompt string) {
|
||||
context.params.SetInitialPrompt(prompt)
|
||||
}
|
||||
|
||||
// ResetTimings resets the mode timings. Should be called before processing
|
||||
func (context *context) ResetTimings() {
|
||||
context.model.ctx.Whisper_reset_timings()
|
||||
}
|
||||
|
||||
// PrintTimings prints the model timings to stdout.
|
||||
func (context *context) PrintTimings() {
|
||||
context.model.ctx.Whisper_print_timings()
|
||||
}
|
||||
|
||||
// SystemInfo returns the system information
|
||||
func (context *context) SystemInfo() string {
|
||||
return fmt.Sprintf("system_info: n_threads = %d / %d | %s\n",
|
||||
context.params.Threads(),
|
||||
runtime.NumCPU(),
|
||||
whisper.Whisper_print_system_info(),
|
||||
)
|
||||
}
|
||||
|
||||
// Use mel data at offset_ms to try and auto-detect the spoken language
|
||||
// Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first.
|
||||
// Returns the probabilities of all languages.
|
||||
func (context *context) WhisperLangAutoDetect(offset_ms int, n_threads int) ([]float32, error) {
|
||||
langProbs, err := context.model.ctx.Whisper_lang_auto_detect(offset_ms, n_threads)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
return langProbs, nil
|
||||
}
|
||||
|
||||
// Process new sample data and return any errors
|
||||
func (context *context) Process(
|
||||
data []float32,
|
||||
callEncoderBegin EncoderBeginCallback,
|
||||
callNewSegment SegmentCallback,
|
||||
callProgress ProgressCallback,
|
||||
) error {
|
||||
if context.model.ctx == nil {
|
||||
return ErrInternalAppError
|
||||
}
|
||||
// If the callback is defined then we force on single_segment mode
|
||||
if callNewSegment != nil {
|
||||
context.params.SetSingleSegment(true)
|
||||
}
|
||||
|
||||
// We don't do parallel processing at the moment
|
||||
processors := 0
|
||||
if processors > 1 {
|
||||
if err := context.model.ctx.Whisper_full_parallel(context.params, data, processors, callEncoderBegin,
|
||||
func(new int) {
|
||||
if callNewSegment != nil {
|
||||
num_segments := context.model.ctx.Whisper_full_n_segments()
|
||||
s0 := num_segments - new
|
||||
for i := s0; i < num_segments; i++ {
|
||||
callNewSegment(toSegment(context.model.ctx, i))
|
||||
}
|
||||
}
|
||||
}); err != nil {
|
||||
return err
|
||||
}
|
||||
} else if err := context.model.ctx.Whisper_full(context.params, data, callEncoderBegin,
|
||||
func(new int) {
|
||||
if callNewSegment != nil {
|
||||
num_segments := context.model.ctx.Whisper_full_n_segments()
|
||||
s0 := num_segments - new
|
||||
for i := s0; i < num_segments; i++ {
|
||||
callNewSegment(toSegment(context.model.ctx, i))
|
||||
}
|
||||
}
|
||||
}, func(progress int) {
|
||||
if callProgress != nil {
|
||||
callProgress(progress)
|
||||
}
|
||||
}); err != nil {
|
||||
return err
|
||||
}
|
||||
|
||||
// Reset n so that more Segments can be available within NextSegment call
|
||||
context.n = 0
|
||||
|
||||
// Return success
|
||||
return nil
|
||||
}
|
||||
|
||||
// Return the next segment of tokens
|
||||
func (context *context) NextSegment() (Segment, error) {
|
||||
if context.model.ctx == nil {
|
||||
return Segment{}, ErrInternalAppError
|
||||
}
|
||||
if context.n >= context.model.ctx.Whisper_full_n_segments() {
|
||||
return Segment{}, io.EOF
|
||||
}
|
||||
|
||||
// Populate result
|
||||
result := toSegment(context.model.ctx, context.n)
|
||||
|
||||
// Increment the cursor
|
||||
context.n++
|
||||
|
||||
// Return success
|
||||
return result, nil
|
||||
}
|
||||
|
||||
// Test for text tokens
|
||||
func (context *context) IsText(t Token) bool {
|
||||
switch {
|
||||
case context.IsBEG(t):
|
||||
return false
|
||||
case context.IsSOT(t):
|
||||
return false
|
||||
case whisper.Token(t.Id) >= context.model.ctx.Whisper_token_eot():
|
||||
return false
|
||||
case context.IsPREV(t):
|
||||
return false
|
||||
case context.IsSOLM(t):
|
||||
return false
|
||||
case context.IsNOT(t):
|
||||
return false
|
||||
default:
|
||||
return true
|
||||
}
|
||||
}
|
||||
|
||||
// Test for "begin" token
|
||||
func (context *context) IsBEG(t Token) bool {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_beg()
|
||||
}
|
||||
|
||||
// Test for "start of transcription" token
|
||||
func (context *context) IsSOT(t Token) bool {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_sot()
|
||||
}
|
||||
|
||||
// Test for "end of transcription" token
|
||||
func (context *context) IsEOT(t Token) bool {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_eot()
|
||||
}
|
||||
|
||||
// Test for "start of prev" token
|
||||
func (context *context) IsPREV(t Token) bool {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_prev()
|
||||
}
|
||||
|
||||
// Test for "start of lm" token
|
||||
func (context *context) IsSOLM(t Token) bool {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_solm()
|
||||
}
|
||||
|
||||
// Test for "No timestamps" token
|
||||
func (context *context) IsNOT(t Token) bool {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_not()
|
||||
}
|
||||
|
||||
// Test for token associated with a specific language
|
||||
func (context *context) IsLANG(t Token, lang string) bool {
|
||||
if id := context.model.ctx.Whisper_lang_id(lang); id >= 0 {
|
||||
return whisper.Token(t.Id) == context.model.ctx.Whisper_token_lang(id)
|
||||
} else {
|
||||
return false
|
||||
}
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PRIVATE METHODS
|
||||
|
||||
func toSegment(ctx *whisper.Context, n int) Segment {
|
||||
return Segment{
|
||||
Num: n,
|
||||
Text: strings.TrimSpace(ctx.Whisper_full_get_segment_text(n)),
|
||||
Start: time.Duration(ctx.Whisper_full_get_segment_t0(n)) * time.Millisecond * 10,
|
||||
End: time.Duration(ctx.Whisper_full_get_segment_t1(n)) * time.Millisecond * 10,
|
||||
Tokens: toTokens(ctx, n),
|
||||
}
|
||||
}
|
||||
|
||||
func toTokens(ctx *whisper.Context, n int) []Token {
|
||||
result := make([]Token, ctx.Whisper_full_n_tokens(n))
|
||||
for i := 0; i < len(result); i++ {
|
||||
data := ctx.Whisper_full_get_token_data(n, i)
|
||||
|
||||
result[i] = Token{
|
||||
Id: int(ctx.Whisper_full_get_token_id(n, i)),
|
||||
Text: ctx.Whisper_full_get_token_text(n, i),
|
||||
P: ctx.Whisper_full_get_token_p(n, i),
|
||||
Start: time.Duration(data.T0()) * time.Millisecond * 10,
|
||||
End: time.Duration(data.T1()) * time.Millisecond * 10,
|
||||
}
|
||||
}
|
||||
return result
|
||||
}
|
||||
172
bindings/go/pkg/whisper/context_test.go
Normal file
172
bindings/go/pkg/whisper/context_test.go
Normal file
@@ -0,0 +1,172 @@
|
||||
package whisper_test
|
||||
|
||||
import (
|
||||
"os"
|
||||
"strings"
|
||||
"testing"
|
||||
|
||||
"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
|
||||
"github.com/go-audio/wav"
|
||||
assert "github.com/stretchr/testify/assert"
|
||||
)
|
||||
|
||||
func TestSetLanguage(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
|
||||
// This returns an error since
|
||||
// the model 'models/ggml-small.en.bin'
|
||||
// that is loaded is not multilingual
|
||||
err = context.SetLanguage("en")
|
||||
assert.Error(err)
|
||||
}
|
||||
|
||||
func TestContextModelIsMultilingual(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
|
||||
isMultilingual := context.IsMultilingual()
|
||||
|
||||
// This returns false since
|
||||
// the model 'models/ggml-small.en.bin'
|
||||
// that is loaded is not multilingual
|
||||
assert.False(isMultilingual)
|
||||
}
|
||||
|
||||
func TestLanguage(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
|
||||
// This always returns en since
|
||||
// the model 'models/ggml-small.en.bin'
|
||||
// that is loaded is not multilingual
|
||||
expectedLanguage := "en"
|
||||
actualLanguage := context.Language()
|
||||
assert.Equal(expectedLanguage, actualLanguage)
|
||||
}
|
||||
|
||||
func TestProcess(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
fh, err := os.Open(SamplePath)
|
||||
assert.NoError(err)
|
||||
defer fh.Close()
|
||||
|
||||
// Decode the WAV file - load the full buffer
|
||||
dec := wav.NewDecoder(fh)
|
||||
buf, err := dec.FullPCMBuffer()
|
||||
assert.NoError(err)
|
||||
assert.Equal(uint16(1), dec.NumChans)
|
||||
|
||||
data := buf.AsFloat32Buffer().Data
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
|
||||
err = context.Process(data, nil, nil, nil)
|
||||
assert.NoError(err)
|
||||
}
|
||||
|
||||
func TestProcessMaxTokensPerSegment(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
if _, err := os.Stat(ModelPath); os.IsNotExist(err) {
|
||||
t.Skip("Skipping test, model not found:", ModelPath)
|
||||
}
|
||||
|
||||
fh, err := os.Open(SamplePath)
|
||||
assert.NoError(err)
|
||||
defer fh.Close()
|
||||
|
||||
// Decode the WAV file - load the full buffer
|
||||
dec := wav.NewDecoder(fh)
|
||||
buf, err := dec.FullPCMBuffer()
|
||||
assert.NoError(err)
|
||||
assert.Equal(uint16(1), dec.NumChans)
|
||||
|
||||
data := buf.AsFloat32Buffer().Data
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
|
||||
context.SetMaxTokensPerSegment(5)
|
||||
|
||||
err = context.Process(data, nil, nil, nil)
|
||||
assert.NoError(err)
|
||||
|
||||
var text strings.Builder
|
||||
nSegments := 0
|
||||
for {
|
||||
segment, err := context.NextSegment()
|
||||
if err != nil {
|
||||
break
|
||||
}
|
||||
nSegments++
|
||||
text.WriteString(segment.Text)
|
||||
}
|
||||
|
||||
assert.Greater(nSegments, 1)
|
||||
assert.Contains(text.String(), "country")
|
||||
}
|
||||
|
||||
func TestDetectedLanguage(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
fh, err := os.Open(SamplePath)
|
||||
assert.NoError(err)
|
||||
defer fh.Close()
|
||||
|
||||
// Decode the WAV file - load the full buffer
|
||||
dec := wav.NewDecoder(fh)
|
||||
buf, err := dec.FullPCMBuffer()
|
||||
assert.NoError(err)
|
||||
assert.Equal(uint16(1), dec.NumChans)
|
||||
|
||||
data := buf.AsFloat32Buffer().Data
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
|
||||
err = context.Process(data, nil, nil, nil)
|
||||
assert.NoError(err)
|
||||
|
||||
expectedLanguage := "en"
|
||||
actualLanguage := context.DetectedLanguage()
|
||||
assert.Equal(expectedLanguage, actualLanguage)
|
||||
}
|
||||
4
bindings/go/pkg/whisper/doc.go
Normal file
4
bindings/go/pkg/whisper/doc.go
Normal file
@@ -0,0 +1,4 @@
|
||||
/*
|
||||
This is the higher-level speech-to-text whisper.cpp API for go
|
||||
*/
|
||||
package whisper
|
||||
118
bindings/go/pkg/whisper/interface.go
Normal file
118
bindings/go/pkg/whisper/interface.go
Normal file
@@ -0,0 +1,118 @@
|
||||
package whisper
|
||||
|
||||
import (
|
||||
"io"
|
||||
"time"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// TYPES
|
||||
|
||||
// SegmentCallback is the callback function for processing segments in real
|
||||
// time. It is called during the Process function
|
||||
type SegmentCallback func(Segment)
|
||||
|
||||
// ProgressCallback is the callback function for reporting progress during
|
||||
// processing. It is called during the Process function
|
||||
type ProgressCallback func(int)
|
||||
|
||||
// EncoderBeginCallback is the callback function for checking if we want to
|
||||
// continue processing. It is called during the Process function
|
||||
type EncoderBeginCallback func() bool
|
||||
|
||||
// Model is the interface to a whisper model. Create a new model with the
|
||||
// function whisper.New(string)
|
||||
type Model interface {
|
||||
io.Closer
|
||||
|
||||
// Return a new speech-to-text context.
|
||||
NewContext() (Context, error)
|
||||
|
||||
// Return true if the model is multilingual.
|
||||
IsMultilingual() bool
|
||||
|
||||
// Return all languages supported.
|
||||
Languages() []string
|
||||
}
|
||||
|
||||
// Context is the speech recognition context.
|
||||
type Context interface {
|
||||
SetLanguage(string) error // Set the language to use for speech recognition, use "auto" for auto detect language.
|
||||
SetTranslate(bool) // Set translate flag
|
||||
IsMultilingual() bool // Return true if the model is multilingual.
|
||||
Language() string // Get language
|
||||
DetectedLanguage() string // Get detected language
|
||||
|
||||
SetOffset(time.Duration) // Set offset
|
||||
SetDuration(time.Duration) // Set duration
|
||||
SetThreads(uint) // Set number of threads to use
|
||||
SetSplitOnWord(bool) // Set split on word flag
|
||||
SetTokenThreshold(float32) // Set timestamp token probability threshold
|
||||
SetTokenSumThreshold(float32) // Set timestamp token sum probability threshold
|
||||
SetMaxSegmentLength(uint) // Set max segment length in characters
|
||||
SetTokenTimestamps(bool) // Set token timestamps flag
|
||||
SetMaxTokensPerSegment(uint) // Set max tokens per segment (0 = no limit)
|
||||
SetAudioCtx(uint) // Set audio encoder context
|
||||
SetMaxContext(n int) // Set maximum number of text context tokens to store
|
||||
SetBeamSize(n int) // Set Beam Size
|
||||
SetEntropyThold(t float32) // Set Entropy threshold
|
||||
SetInitialPrompt(prompt string) // Set initial prompt
|
||||
SetTemperature(t float32) // Set temperature
|
||||
SetTemperatureFallback(t float32) // Set temperature incrementation
|
||||
|
||||
SetVAD(v bool)
|
||||
SetVADModelPath(path string)
|
||||
SetVADThreshold(t float32)
|
||||
SetVADMinSpeechMs(ms int)
|
||||
SetVADMinSilenceMs(ms int)
|
||||
SetVADMaxSpeechSec(s float32)
|
||||
SetVADSpeechPadMs(ms int)
|
||||
SetVADSamplesOverlap(sec float32)
|
||||
|
||||
// Process mono audio data and return any errors.
|
||||
// If defined, newly generated segments are passed to the
|
||||
// callback function during processing.
|
||||
Process([]float32, EncoderBeginCallback, SegmentCallback, ProgressCallback) error
|
||||
|
||||
// After process is called, return segments until the end of the stream
|
||||
// is reached, when io.EOF is returned.
|
||||
NextSegment() (Segment, error)
|
||||
|
||||
IsBEG(Token) bool // Test for "begin" token
|
||||
IsSOT(Token) bool // Test for "start of transcription" token
|
||||
IsEOT(Token) bool // Test for "end of transcription" token
|
||||
IsPREV(Token) bool // Test for "start of prev" token
|
||||
IsSOLM(Token) bool // Test for "start of lm" token
|
||||
IsNOT(Token) bool // Test for "No timestamps" token
|
||||
IsLANG(Token, string) bool // Test for token associated with a specific language
|
||||
IsText(Token) bool // Test for text token
|
||||
|
||||
// Timings
|
||||
PrintTimings()
|
||||
ResetTimings()
|
||||
|
||||
SystemInfo() string
|
||||
}
|
||||
|
||||
// Segment is the text result of a speech recognition.
|
||||
type Segment struct {
|
||||
// Segment Number
|
||||
Num int
|
||||
|
||||
// Time beginning and end timestamps for the segment.
|
||||
Start, End time.Duration
|
||||
|
||||
// The text of the segment.
|
||||
Text string
|
||||
|
||||
// The tokens of the segment.
|
||||
Tokens []Token
|
||||
}
|
||||
|
||||
// Token is a text or special token
|
||||
type Token struct {
|
||||
Id int
|
||||
Text string
|
||||
P float32
|
||||
Start, End time.Duration
|
||||
}
|
||||
101
bindings/go/pkg/whisper/model.go
Normal file
101
bindings/go/pkg/whisper/model.go
Normal file
@@ -0,0 +1,101 @@
|
||||
package whisper
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"os"
|
||||
"runtime"
|
||||
|
||||
// Bindings
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// TYPES
|
||||
|
||||
type model struct {
|
||||
path string
|
||||
ctx *whisper.Context
|
||||
}
|
||||
|
||||
// Make sure model adheres to the interface
|
||||
var _ Model = (*model)(nil)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// LIFECYCLE
|
||||
|
||||
func New(path string) (Model, error) {
|
||||
model := new(model)
|
||||
if _, err := os.Stat(path); err != nil {
|
||||
return nil, err
|
||||
} else if ctx := whisper.Whisper_init(path); ctx == nil {
|
||||
return nil, ErrUnableToLoadModel
|
||||
} else {
|
||||
model.ctx = ctx
|
||||
model.path = path
|
||||
}
|
||||
|
||||
// Return success
|
||||
return model, nil
|
||||
}
|
||||
|
||||
func (model *model) Close() error {
|
||||
if model.ctx != nil {
|
||||
model.ctx.Whisper_free()
|
||||
}
|
||||
|
||||
// Release resources
|
||||
model.ctx = nil
|
||||
|
||||
// Return success
|
||||
return nil
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// STRINGIFY
|
||||
|
||||
func (model *model) String() string {
|
||||
str := "<whisper.model"
|
||||
if model.ctx != nil {
|
||||
str += fmt.Sprintf(" model=%q", model.path)
|
||||
}
|
||||
return str + ">"
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
// Return true if model is multilingual (language and translation options are supported)
|
||||
func (model *model) IsMultilingual() bool {
|
||||
return model.ctx.Whisper_is_multilingual() != 0
|
||||
}
|
||||
|
||||
// Return all recognized languages. Initially it is set to auto-detect
|
||||
func (model *model) Languages() []string {
|
||||
result := make([]string, 0, whisper.Whisper_lang_max_id())
|
||||
for i := 0; i < whisper.Whisper_lang_max_id(); i++ {
|
||||
str := whisper.Whisper_lang_str(i)
|
||||
if model.ctx.Whisper_lang_id(str) >= 0 {
|
||||
result = append(result, str)
|
||||
}
|
||||
}
|
||||
return result
|
||||
}
|
||||
|
||||
func (model *model) NewContext() (Context, error) {
|
||||
if model.ctx == nil {
|
||||
return nil, ErrInternalAppError
|
||||
}
|
||||
|
||||
// Create new context
|
||||
params := model.ctx.Whisper_full_default_params(whisper.SAMPLING_GREEDY)
|
||||
params.SetTranslate(false)
|
||||
params.SetPrintSpecial(false)
|
||||
params.SetPrintProgress(false)
|
||||
params.SetPrintRealtime(false)
|
||||
params.SetPrintTimestamps(false)
|
||||
params.SetThreads(runtime.NumCPU())
|
||||
params.SetNoContext(true)
|
||||
|
||||
// Return new context
|
||||
return newContext(model, params)
|
||||
}
|
||||
91
bindings/go/pkg/whisper/model_test.go
Normal file
91
bindings/go/pkg/whisper/model_test.go
Normal file
@@ -0,0 +1,91 @@
|
||||
package whisper_test
|
||||
|
||||
import (
|
||||
"testing"
|
||||
|
||||
"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
|
||||
assert "github.com/stretchr/testify/assert"
|
||||
)
|
||||
|
||||
func TestNew(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
t.Run("valid model path", func(t *testing.T) {
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
})
|
||||
|
||||
t.Run("invalid model path", func(t *testing.T) {
|
||||
invalidModelPath := "invalid-model-path.bin"
|
||||
model, err := whisper.New(invalidModelPath)
|
||||
assert.Error(err)
|
||||
assert.Nil(model)
|
||||
})
|
||||
}
|
||||
|
||||
func TestClose(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
|
||||
err = model.Close()
|
||||
assert.NoError(err)
|
||||
}
|
||||
|
||||
func TestNewContext(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
context, err := model.NewContext()
|
||||
assert.NoError(err)
|
||||
assert.NotNil(context)
|
||||
}
|
||||
|
||||
func TestIsMultilingual(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
isMultilingual := model.IsMultilingual()
|
||||
|
||||
// This returns false since
|
||||
// the model 'models/ggml-small.en.bin'
|
||||
// that is loaded is not multilingual
|
||||
assert.False(isMultilingual)
|
||||
}
|
||||
|
||||
func TestLanguages(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
|
||||
model, err := whisper.New(ModelPath)
|
||||
assert.NoError(err)
|
||||
assert.NotNil(model)
|
||||
defer model.Close()
|
||||
|
||||
expectedLanguages := []string{
|
||||
"en", "zh", "de", "es", "ru", "ko", "fr", "ja", "pt", "tr", "pl",
|
||||
"ca", "nl", "ar", "sv", "it", "id", "hi", "fi", "vi", "he", "uk",
|
||||
"el", "ms", "cs", "ro", "da", "hu", "ta", "no", "th", "ur", "hr",
|
||||
"bg", "lt", "la", "mi", "ml", "cy", "sk", "te", "fa", "lv", "bn",
|
||||
"sr", "az", "sl", "kn", "et", "mk", "br", "eu", "is", "hy", "ne",
|
||||
"mn", "bs", "kk", "sq", "sw", "gl", "mr", "pa", "si", "km", "sn",
|
||||
"yo", "so", "af", "oc", "ka", "be", "tg", "sd", "gu", "am", "yi",
|
||||
"lo", "uz", "fo", "ht", "ps", "tk", "nn", "mt", "sa", "lb", "my",
|
||||
"bo", "tl", "mg", "as", "tt", "haw", "ln", "ha", "ba", "jw", "su",
|
||||
}
|
||||
|
||||
actualLanguages := model.Languages()
|
||||
|
||||
assert.Equal(expectedLanguages, actualLanguages)
|
||||
}
|
||||
6
bindings/go/pkg/whisper/util_test.go
Normal file
6
bindings/go/pkg/whisper/util_test.go
Normal file
@@ -0,0 +1,6 @@
|
||||
package whisper_test
|
||||
|
||||
const (
|
||||
ModelPath = "../../models/ggml-small.en.bin"
|
||||
SamplePath = "../../samples/jfk.wav"
|
||||
)
|
||||
BIN
bindings/go/samples/jfk.wav
Normal file
BIN
bindings/go/samples/jfk.wav
Normal file
Binary file not shown.
470
bindings/go/whisper.go
Normal file
470
bindings/go/whisper.go
Normal file
@@ -0,0 +1,470 @@
|
||||
package whisper
|
||||
|
||||
import (
|
||||
"errors"
|
||||
"unsafe"
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// CGO
|
||||
|
||||
/*
|
||||
#cgo LDFLAGS: -lwhisper -lggml -lggml-base -lggml-cpu -lm -lstdc++
|
||||
#cgo linux LDFLAGS: -fopenmp
|
||||
#cgo darwin LDFLAGS: -lggml-metal -lggml-blas
|
||||
#cgo darwin LDFLAGS: -framework Accelerate -framework Metal -framework Foundation -framework CoreGraphics
|
||||
#include <whisper.h>
|
||||
#include <stdlib.h>
|
||||
|
||||
extern void callNewSegment(void* user_data, int new);
|
||||
extern void callProgress(void* user_data, int progress);
|
||||
extern bool callEncoderBegin(void* user_data);
|
||||
|
||||
// Text segment callback
|
||||
// Called on every newly generated text segment
|
||||
// Use the whisper_full_...() functions to obtain the text segments
|
||||
static void whisper_new_segment_cb(struct whisper_context* ctx, struct whisper_state* state, int n_new, void* user_data) {
|
||||
if(user_data != NULL && ctx != NULL) {
|
||||
callNewSegment(user_data, n_new);
|
||||
}
|
||||
}
|
||||
|
||||
// Progress callback
|
||||
// Called on every newly generated text segment
|
||||
// Use the whisper_full_...() functions to obtain the text segments
|
||||
static void whisper_progress_cb(struct whisper_context* ctx, struct whisper_state* state, int progress, void* user_data) {
|
||||
if(user_data != NULL && ctx != NULL) {
|
||||
callProgress(user_data, progress);
|
||||
}
|
||||
}
|
||||
|
||||
// Encoder begin callback
|
||||
// If not NULL, called before the encoder starts
|
||||
// If it returns false, the computation is aborted
|
||||
static bool whisper_encoder_begin_cb(struct whisper_context* ctx, struct whisper_state* state, void* user_data) {
|
||||
if(user_data != NULL && ctx != NULL) {
|
||||
return callEncoderBegin(user_data);
|
||||
}
|
||||
return false;
|
||||
}
|
||||
|
||||
// Get default parameters and set callbacks
|
||||
static struct whisper_full_params whisper_full_default_params_cb(struct whisper_context* ctx, enum whisper_sampling_strategy strategy) {
|
||||
struct whisper_full_params params = whisper_full_default_params(strategy);
|
||||
params.new_segment_callback = whisper_new_segment_cb;
|
||||
params.new_segment_callback_user_data = (void*)(ctx);
|
||||
params.encoder_begin_callback = whisper_encoder_begin_cb;
|
||||
params.encoder_begin_callback_user_data = (void*)(ctx);
|
||||
params.progress_callback = whisper_progress_cb;
|
||||
params.progress_callback_user_data = (void*)(ctx);
|
||||
return params;
|
||||
}
|
||||
*/
|
||||
import "C"
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// TYPES
|
||||
|
||||
type (
|
||||
Context C.struct_whisper_context
|
||||
Token C.whisper_token
|
||||
TokenData C.struct_whisper_token_data
|
||||
SamplingStrategy C.enum_whisper_sampling_strategy
|
||||
Params C.struct_whisper_full_params
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// GLOBALS
|
||||
|
||||
const (
|
||||
SAMPLING_GREEDY SamplingStrategy = C.WHISPER_SAMPLING_GREEDY
|
||||
SAMPLING_BEAM_SEARCH SamplingStrategy = C.WHISPER_SAMPLING_BEAM_SEARCH
|
||||
)
|
||||
|
||||
const (
|
||||
SampleRate = C.WHISPER_SAMPLE_RATE // Expected sample rate, samples per second
|
||||
SampleBits = uint16(unsafe.Sizeof(C.float(0))) * 8 // Sample size in bits
|
||||
NumFFT = C.WHISPER_N_FFT
|
||||
HopLength = C.WHISPER_HOP_LENGTH
|
||||
ChunkSize = C.WHISPER_CHUNK_SIZE
|
||||
)
|
||||
|
||||
var (
|
||||
ErrTokenizerFailed = errors.New("whisper_tokenize failed")
|
||||
ErrAutoDetectFailed = errors.New("whisper_lang_auto_detect failed")
|
||||
ErrConversionFailed = errors.New("whisper_convert failed")
|
||||
ErrInvalidLanguage = errors.New("invalid language")
|
||||
)
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// PUBLIC METHODS
|
||||
|
||||
// Allocates all memory needed for the model and loads the model from the given file.
|
||||
// Returns NULL on failure.
|
||||
func Whisper_init(path string) *Context {
|
||||
cPath := C.CString(path)
|
||||
defer C.free(unsafe.Pointer(cPath))
|
||||
if ctx := C.whisper_init_from_file_with_params(cPath, C.whisper_context_default_params()); ctx != nil {
|
||||
return (*Context)(ctx)
|
||||
} else {
|
||||
return nil
|
||||
}
|
||||
}
|
||||
|
||||
// Frees all memory allocated by the model.
|
||||
func (ctx *Context) Whisper_free() {
|
||||
C.whisper_free((*C.struct_whisper_context)(ctx))
|
||||
}
|
||||
|
||||
// Convert RAW PCM audio to log mel spectrogram.
|
||||
// The resulting spectrogram is stored inside the provided whisper context.
|
||||
func (ctx *Context) Whisper_pcm_to_mel(data []float32, threads int) error {
|
||||
if C.whisper_pcm_to_mel((*C.struct_whisper_context)(ctx), (*C.float)(&data[0]), C.int(len(data)), C.int(threads)) == 0 {
|
||||
return nil
|
||||
} else {
|
||||
return ErrConversionFailed
|
||||
}
|
||||
}
|
||||
|
||||
// This can be used to set a custom log mel spectrogram inside the provided whisper context.
|
||||
// Use this instead of whisper_pcm_to_mel() if you want to provide your own log mel spectrogram.
|
||||
// n_mel must be 80
|
||||
func (ctx *Context) Whisper_set_mel(data []float32, n_mel int) error {
|
||||
if C.whisper_set_mel((*C.struct_whisper_context)(ctx), (*C.float)(&data[0]), C.int(len(data)), C.int(n_mel)) == 0 {
|
||||
return nil
|
||||
} else {
|
||||
return ErrConversionFailed
|
||||
}
|
||||
}
|
||||
|
||||
// Run the Whisper encoder on the log mel spectrogram stored inside the provided whisper context.
|
||||
// Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first.
|
||||
// offset can be used to specify the offset of the first frame in the spectrogram.
|
||||
func (ctx *Context) Whisper_encode(offset, threads int) error {
|
||||
if C.whisper_encode((*C.struct_whisper_context)(ctx), C.int(offset), C.int(threads)) == 0 {
|
||||
return nil
|
||||
} else {
|
||||
return ErrConversionFailed
|
||||
}
|
||||
}
|
||||
|
||||
// Run the Whisper decoder to obtain the logits and probabilities for the next token.
|
||||
// Make sure to call whisper_encode() first.
|
||||
// tokens + n_tokens is the provided context for the decoder.
|
||||
// n_past is the number of tokens to use from previous decoder calls.
|
||||
func (ctx *Context) Whisper_decode(tokens []Token, past, threads int) error {
|
||||
if C.whisper_decode((*C.struct_whisper_context)(ctx), (*C.whisper_token)(&tokens[0]), C.int(len(tokens)), C.int(past), C.int(threads)) == 0 {
|
||||
return nil
|
||||
} else {
|
||||
return ErrConversionFailed
|
||||
}
|
||||
}
|
||||
|
||||
// Convert the provided text into tokens. The tokens pointer must be large enough to hold the resulting tokens.
|
||||
// Returns the number of tokens on success
|
||||
func (ctx *Context) Whisper_tokenize(text string, tokens []Token) (int, error) {
|
||||
cText := C.CString(text)
|
||||
defer C.free(unsafe.Pointer(cText))
|
||||
if n := C.whisper_tokenize((*C.struct_whisper_context)(ctx), cText, (*C.whisper_token)(&tokens[0]), C.int(len(tokens))); n >= 0 {
|
||||
return int(n), nil
|
||||
} else {
|
||||
return 0, ErrTokenizerFailed
|
||||
}
|
||||
}
|
||||
|
||||
// Return the id of the specified language, returns -1 if not found
|
||||
// Examples:
|
||||
//
|
||||
// "de" -> 2
|
||||
// "german" -> 2
|
||||
func (ctx *Context) Whisper_lang_id(lang string) int {
|
||||
return int(C.whisper_lang_id(C.CString(lang)))
|
||||
}
|
||||
|
||||
// Largest language id (i.e. number of available languages - 1)
|
||||
func Whisper_lang_max_id() int {
|
||||
return int(C.whisper_lang_max_id())
|
||||
}
|
||||
|
||||
// Return the short string of the specified language id (e.g. 2 -> "de"),
|
||||
// returns empty string if not found
|
||||
func Whisper_lang_str(id int) string {
|
||||
return C.GoString(C.whisper_lang_str(C.int(id)))
|
||||
}
|
||||
|
||||
// Use mel data at offset_ms to try and auto-detect the spoken language
|
||||
// Make sure to call whisper_pcm_to_mel() or whisper_set_mel() first.
|
||||
// Returns the probabilities of all languages.
|
||||
// ref: https://github.com/openai/whisper/blob/main/whisper/decoding.py#L18-L69
|
||||
func (ctx *Context) Whisper_lang_auto_detect(offset_ms, n_threads int) ([]float32, error) {
|
||||
probs := make([]float32, Whisper_lang_max_id()+1)
|
||||
if n := int(C.whisper_lang_auto_detect((*C.struct_whisper_context)(ctx), C.int(offset_ms), C.int(n_threads), (*C.float)(&probs[0]))); n < 0 {
|
||||
return nil, ErrAutoDetectFailed
|
||||
} else {
|
||||
return probs, nil
|
||||
}
|
||||
}
|
||||
|
||||
func (ctx *Context) Whisper_n_len() int {
|
||||
return int(C.whisper_n_len((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
func (ctx *Context) Whisper_n_vocab() int {
|
||||
return int(C.whisper_n_vocab((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
func (ctx *Context) Whisper_n_text_ctx() int {
|
||||
return int(C.whisper_n_text_ctx((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
func (ctx *Context) Whisper_n_audio_ctx() int {
|
||||
return int(C.whisper_n_audio_ctx((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
func (ctx *Context) Whisper_is_multilingual() int {
|
||||
return int(C.whisper_is_multilingual((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// The probabilities for the next token
|
||||
//func (ctx *Whisper_context) Whisper_get_probs() []float32 {
|
||||
// return (*[1 << 30]float32)(unsafe.Pointer(C.whisper_get_probs((*C.struct_whisper_context)(ctx))))[:ctx.Whisper_n_vocab()]
|
||||
//}
|
||||
|
||||
// Token Id -> String. Uses the vocabulary in the provided context
|
||||
func (ctx *Context) Whisper_token_to_str(token Token) string {
|
||||
return C.GoString(C.whisper_token_to_str((*C.struct_whisper_context)(ctx), C.whisper_token(token)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_eot() Token {
|
||||
return Token(C.whisper_token_eot((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_sot() Token {
|
||||
return Token(C.whisper_token_sot((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_prev() Token {
|
||||
return Token(C.whisper_token_prev((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_solm() Token {
|
||||
return Token(C.whisper_token_solm((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_not() Token {
|
||||
return Token(C.whisper_token_not((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_beg() Token {
|
||||
return Token(C.whisper_token_beg((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Special tokens
|
||||
func (ctx *Context) Whisper_token_lang(lang_id int) Token {
|
||||
return Token(C.whisper_token_lang((*C.struct_whisper_context)(ctx), C.int(lang_id)))
|
||||
}
|
||||
|
||||
// Task tokens
|
||||
func (ctx *Context) Whisper_token_translate() Token {
|
||||
return Token(C.whisper_token_translate((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Task tokens
|
||||
func (ctx *Context) Whisper_token_transcribe() Token {
|
||||
return Token(C.whisper_token_transcribe((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Performance information
|
||||
func (ctx *Context) Whisper_print_timings() {
|
||||
C.whisper_print_timings((*C.struct_whisper_context)(ctx))
|
||||
}
|
||||
|
||||
// Performance information
|
||||
func (ctx *Context) Whisper_reset_timings() {
|
||||
C.whisper_reset_timings((*C.struct_whisper_context)(ctx))
|
||||
}
|
||||
|
||||
// Print system information
|
||||
func Whisper_print_system_info() string {
|
||||
return C.GoString(C.whisper_print_system_info())
|
||||
}
|
||||
|
||||
// Return default parameters for a strategy
|
||||
func (ctx *Context) Whisper_full_default_params(strategy SamplingStrategy) Params {
|
||||
// Get default parameters
|
||||
return Params(C.whisper_full_default_params_cb((*C.struct_whisper_context)(ctx), C.enum_whisper_sampling_strategy(strategy)))
|
||||
}
|
||||
|
||||
// Run the entire model: PCM -> log mel spectrogram -> encoder -> decoder -> text
|
||||
// Uses the specified decoding strategy to obtain the text.
|
||||
func (ctx *Context) Whisper_full(
|
||||
params Params,
|
||||
samples []float32,
|
||||
encoderBeginCallback func() bool,
|
||||
newSegmentCallback func(int),
|
||||
progressCallback func(int),
|
||||
) error {
|
||||
registerEncoderBeginCallback(ctx, encoderBeginCallback)
|
||||
registerNewSegmentCallback(ctx, newSegmentCallback)
|
||||
registerProgressCallback(ctx, progressCallback)
|
||||
defer registerEncoderBeginCallback(ctx, nil)
|
||||
defer registerNewSegmentCallback(ctx, nil)
|
||||
defer registerProgressCallback(ctx, nil)
|
||||
if C.whisper_full((*C.struct_whisper_context)(ctx), (C.struct_whisper_full_params)(params), (*C.float)(&samples[0]), C.int(len(samples))) == 0 {
|
||||
return nil
|
||||
} else {
|
||||
return ErrConversionFailed
|
||||
}
|
||||
}
|
||||
|
||||
// Split the input audio in chunks and process each chunk separately using whisper_full()
|
||||
// It seems this approach can offer some speedup in some cases.
|
||||
// However, the transcription accuracy can be worse at the beginning and end of each chunk.
|
||||
func (ctx *Context) Whisper_full_parallel(params Params, samples []float32, processors int, encoderBeginCallback func() bool, newSegmentCallback func(int)) error {
|
||||
registerEncoderBeginCallback(ctx, encoderBeginCallback)
|
||||
registerNewSegmentCallback(ctx, newSegmentCallback)
|
||||
defer registerEncoderBeginCallback(ctx, nil)
|
||||
defer registerNewSegmentCallback(ctx, nil)
|
||||
|
||||
if C.whisper_full_parallel((*C.struct_whisper_context)(ctx), (C.struct_whisper_full_params)(params), (*C.float)(&samples[0]), C.int(len(samples)), C.int(processors)) == 0 {
|
||||
return nil
|
||||
} else {
|
||||
return ErrConversionFailed
|
||||
}
|
||||
}
|
||||
|
||||
// Return the id of the autodetected language, returns -1 if not found
|
||||
// Added to whisper.cpp in
|
||||
// https://github.com/ggerganov/whisper.cpp/commit/a1c1583cc7cd8b75222857afc936f0638c5683d6
|
||||
//
|
||||
// Examples:
|
||||
//
|
||||
// "de" -> 2
|
||||
// "german" -> 2
|
||||
func (ctx *Context) Whisper_full_lang_id() int {
|
||||
return int(C.whisper_full_lang_id((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Number of generated text segments.
|
||||
// A segment can be a few words, a sentence, or even a paragraph.
|
||||
func (ctx *Context) Whisper_full_n_segments() int {
|
||||
return int(C.whisper_full_n_segments((*C.struct_whisper_context)(ctx)))
|
||||
}
|
||||
|
||||
// Get the start and end time of the specified segment.
|
||||
func (ctx *Context) Whisper_full_get_segment_t0(segment int) int64 {
|
||||
return int64(C.whisper_full_get_segment_t0((*C.struct_whisper_context)(ctx), C.int(segment)))
|
||||
}
|
||||
|
||||
// Get the start and end time of the specified segment.
|
||||
func (ctx *Context) Whisper_full_get_segment_t1(segment int) int64 {
|
||||
return int64(C.whisper_full_get_segment_t1((*C.struct_whisper_context)(ctx), C.int(segment)))
|
||||
}
|
||||
|
||||
// Get the text of the specified segment.
|
||||
func (ctx *Context) Whisper_full_get_segment_text(segment int) string {
|
||||
return C.GoString(C.whisper_full_get_segment_text((*C.struct_whisper_context)(ctx), C.int(segment)))
|
||||
}
|
||||
|
||||
// Get number of tokens in the specified segment.
|
||||
func (ctx *Context) Whisper_full_n_tokens(segment int) int {
|
||||
return int(C.whisper_full_n_tokens((*C.struct_whisper_context)(ctx), C.int(segment)))
|
||||
}
|
||||
|
||||
// Get the token text of the specified token index in the specified segment.
|
||||
func (ctx *Context) Whisper_full_get_token_text(segment int, token int) string {
|
||||
return C.GoString(C.whisper_full_get_token_text((*C.struct_whisper_context)(ctx), C.int(segment), C.int(token)))
|
||||
}
|
||||
|
||||
// Get the token of the specified token index in the specified segment.
|
||||
func (ctx *Context) Whisper_full_get_token_id(segment int, token int) Token {
|
||||
return Token(C.whisper_full_get_token_id((*C.struct_whisper_context)(ctx), C.int(segment), C.int(token)))
|
||||
}
|
||||
|
||||
// Get token data for the specified token in the specified segment.
|
||||
// This contains probabilities, timestamps, etc.
|
||||
func (ctx *Context) Whisper_full_get_token_data(segment int, token int) TokenData {
|
||||
return TokenData(C.whisper_full_get_token_data((*C.struct_whisper_context)(ctx), C.int(segment), C.int(token)))
|
||||
}
|
||||
|
||||
// Get the probability of the specified token in the specified segment.
|
||||
func (ctx *Context) Whisper_full_get_token_p(segment int, token int) float32 {
|
||||
return float32(C.whisper_full_get_token_p((*C.struct_whisper_context)(ctx), C.int(segment), C.int(token)))
|
||||
}
|
||||
|
||||
///////////////////////////////////////////////////////////////////////////////
|
||||
// CALLBACKS
|
||||
|
||||
var (
|
||||
cbNewSegment = make(map[unsafe.Pointer]func(int))
|
||||
cbProgress = make(map[unsafe.Pointer]func(int))
|
||||
cbEncoderBegin = make(map[unsafe.Pointer]func() bool)
|
||||
)
|
||||
|
||||
func registerNewSegmentCallback(ctx *Context, fn func(int)) {
|
||||
if fn == nil {
|
||||
delete(cbNewSegment, unsafe.Pointer(ctx))
|
||||
} else {
|
||||
cbNewSegment[unsafe.Pointer(ctx)] = fn
|
||||
}
|
||||
}
|
||||
|
||||
func registerProgressCallback(ctx *Context, fn func(int)) {
|
||||
if fn == nil {
|
||||
delete(cbProgress, unsafe.Pointer(ctx))
|
||||
} else {
|
||||
cbProgress[unsafe.Pointer(ctx)] = fn
|
||||
}
|
||||
}
|
||||
|
||||
func registerEncoderBeginCallback(ctx *Context, fn func() bool) {
|
||||
if fn == nil {
|
||||
delete(cbEncoderBegin, unsafe.Pointer(ctx))
|
||||
} else {
|
||||
cbEncoderBegin[unsafe.Pointer(ctx)] = fn
|
||||
}
|
||||
}
|
||||
|
||||
//export callNewSegment
|
||||
func callNewSegment(user_data unsafe.Pointer, new C.int) {
|
||||
if fn, ok := cbNewSegment[user_data]; ok {
|
||||
fn(int(new))
|
||||
}
|
||||
}
|
||||
|
||||
//export callProgress
|
||||
func callProgress(user_data unsafe.Pointer, progress C.int) {
|
||||
if fn, ok := cbProgress[user_data]; ok {
|
||||
fn(int(progress))
|
||||
}
|
||||
}
|
||||
|
||||
//export callEncoderBegin
|
||||
func callEncoderBegin(user_data unsafe.Pointer) C.bool {
|
||||
if fn, ok := cbEncoderBegin[user_data]; ok {
|
||||
if fn() {
|
||||
return C.bool(true)
|
||||
} else {
|
||||
return C.bool(false)
|
||||
}
|
||||
}
|
||||
return true
|
||||
}
|
||||
|
||||
func (t TokenData) T0() int64 {
|
||||
return int64(t.t0)
|
||||
}
|
||||
|
||||
func (t TokenData) T1() int64 {
|
||||
return int64(t.t1)
|
||||
}
|
||||
|
||||
func (t TokenData) Id() Token {
|
||||
return Token(t.id)
|
||||
}
|
||||
113
bindings/go/whisper_test.go
Normal file
113
bindings/go/whisper_test.go
Normal file
@@ -0,0 +1,113 @@
|
||||
package whisper_test
|
||||
|
||||
import (
|
||||
"os"
|
||||
"runtime"
|
||||
"testing"
|
||||
"time"
|
||||
|
||||
// Packages
|
||||
whisper "github.com/ggerganov/whisper.cpp/bindings/go"
|
||||
wav "github.com/go-audio/wav"
|
||||
assert "github.com/stretchr/testify/assert"
|
||||
)
|
||||
|
||||
const (
|
||||
ModelPath = "models/ggml-small.en.bin"
|
||||
SamplePath = "samples/jfk.wav"
|
||||
)
|
||||
|
||||
func Test_Whisper_000(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
if _, err := os.Stat(ModelPath); os.IsNotExist(err) {
|
||||
t.Skip("Skipping test, model not found:", ModelPath)
|
||||
}
|
||||
ctx := whisper.Whisper_init(ModelPath)
|
||||
assert.NotNil(ctx)
|
||||
ctx.Whisper_free()
|
||||
}
|
||||
|
||||
func Test_Whisper_001(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
if _, err := os.Stat(ModelPath); os.IsNotExist(err) {
|
||||
t.Skip("Skipping test, model not found:", ModelPath)
|
||||
}
|
||||
if _, err := os.Stat(SamplePath); os.IsNotExist(err) {
|
||||
t.Skip("Skipping test, sample not found:", SamplePath)
|
||||
}
|
||||
|
||||
// Open samples
|
||||
fh, err := os.Open(SamplePath)
|
||||
assert.NoError(err)
|
||||
defer fh.Close()
|
||||
|
||||
// Read samples
|
||||
d := wav.NewDecoder(fh)
|
||||
buf, err := d.FullPCMBuffer()
|
||||
assert.NoError(err)
|
||||
|
||||
// Run whisper
|
||||
ctx := whisper.Whisper_init(ModelPath)
|
||||
assert.NotNil(ctx)
|
||||
defer ctx.Whisper_free()
|
||||
params := ctx.Whisper_full_default_params(whisper.SAMPLING_GREEDY)
|
||||
data := buf.AsFloat32Buffer().Data
|
||||
err = ctx.Whisper_full(params, data, nil, nil, nil)
|
||||
assert.NoError(err)
|
||||
|
||||
// Print out tokens
|
||||
num_segments := ctx.Whisper_full_n_segments()
|
||||
assert.GreaterOrEqual(num_segments, 1)
|
||||
for i := 0; i < num_segments; i++ {
|
||||
str := ctx.Whisper_full_get_segment_text(i)
|
||||
assert.NotEmpty(str)
|
||||
t0 := time.Duration(ctx.Whisper_full_get_segment_t0(i)) * time.Millisecond
|
||||
t1 := time.Duration(ctx.Whisper_full_get_segment_t1(i)) * time.Millisecond
|
||||
t.Logf("[%6s->%-6s] %q", t0, t1, str)
|
||||
}
|
||||
}
|
||||
|
||||
func Test_Whisper_002(t *testing.T) {
|
||||
assert := assert.New(t)
|
||||
for i := 0; i < whisper.Whisper_lang_max_id(); i++ {
|
||||
str := whisper.Whisper_lang_str(i)
|
||||
assert.NotEmpty(str)
|
||||
t.Log(str)
|
||||
}
|
||||
}
|
||||
|
||||
func Test_Whisper_003(t *testing.T) {
|
||||
threads := runtime.NumCPU()
|
||||
assert := assert.New(t)
|
||||
if _, err := os.Stat(ModelPath); os.IsNotExist(err) {
|
||||
t.Skip("Skipping test, model not found:", ModelPath)
|
||||
}
|
||||
if _, err := os.Stat(SamplePath); os.IsNotExist(err) {
|
||||
t.Skip("Skipping test, sample not found:", SamplePath)
|
||||
}
|
||||
|
||||
// Open samples
|
||||
fh, err := os.Open(SamplePath)
|
||||
assert.NoError(err)
|
||||
defer fh.Close()
|
||||
|
||||
// Read samples
|
||||
d := wav.NewDecoder(fh)
|
||||
buf, err := d.FullPCMBuffer()
|
||||
assert.NoError(err)
|
||||
|
||||
// Make the model
|
||||
ctx := whisper.Whisper_init(ModelPath)
|
||||
assert.NotNil(ctx)
|
||||
defer ctx.Whisper_free()
|
||||
|
||||
// Get MEL
|
||||
assert.NoError(ctx.Whisper_pcm_to_mel(buf.AsFloat32Buffer().Data, threads))
|
||||
|
||||
// Get Languages
|
||||
languages, err := ctx.Whisper_lang_auto_detect(0, threads)
|
||||
assert.NoError(err)
|
||||
for i, p := range languages {
|
||||
t.Logf("%s: %f", whisper.Whisper_lang_str(i), p)
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user