whisper.cpp/bindings/go/pkg/whisper/context.go
Binozo 34972dbe22
go : add temperature options (#2417)
* Fixed go cuda bindings building

* Added note to go bindings Readme to build using cuda support

* Added temperature bindings for Go

---------

Co-authored-by: Binozo <entwickler@binozoworks.de>
2024-09-20 15:45:36 +03:00

343 lines
8.8 KiB
Go

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())
}
// Set translate flag
func (context *context) SetTranslate(v bool) {
context.params.SetTranslate(v)
}
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,
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, nil, 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, nil, 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
}
// 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
}