whisper.cpp/bindings/go/pkg/whisper/stateful_context.go

398 lines
11 KiB
Go

package whisper
import (
"fmt"
"io"
"runtime"
"strings"
"time"
// Bindings
whisper "github.com/ggerganov/whisper.cpp/bindings/go"
)
type StatefulContext struct {
n int
model *ModelContext
st *whisperState
params *Parameters
}
// NewStatefulContext creates a new stateful context
func NewStatefulContext(model *ModelContext, params *Parameters) (*StatefulContext, error) {
if model == nil {
return nil, errModelRequired
}
if params == nil {
return nil, errParametersRequired
}
c := new(StatefulContext)
c.model = model
c.params = params
// allocate isolated state per context
ctx, err := model.ctxAccessor().context()
if err != nil {
return nil, err
}
st := ctx.Whisper_init_state()
if st == nil {
return nil, errUnableToCreateState
}
c.st = newWhisperState(st)
// Return success
return c, nil
}
// DetectedLanguage returns the detected language for the current context data
func (context *StatefulContext) DetectedLanguage() string {
ctx, err := context.model.ctxAccessor().context()
if err != nil {
return ""
}
st, err := context.st.unsafeState()
if err != nil {
return ""
}
return whisper.Whisper_lang_str(
ctx.Whisper_full_lang_id_from_state(
st,
),
)
}
// Close frees the whisper state and marks the context as closed.
func (context *StatefulContext) Close() error {
return context.st.close()
}
// Params returns a high-level parameters wrapper
func (context *StatefulContext) Params() *Parameters {
return context.params
}
// ResetTimings resets the model performance timing counters.
// Deprecated: Use Model.ResetTimings() instead - these are model-level performance metrics.
func (context *StatefulContext) ResetTimings() {
context.model.ResetTimings()
}
// PrintTimings prints the model performance timings to stdout.
// Deprecated: Use Model.PrintTimings() instead - these are model-level performance metrics.
func (context *StatefulContext) PrintTimings() {
context.model.PrintTimings()
}
// SystemInfo returns the system information
func (context *StatefulContext) 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 for this context's state.
func (context *StatefulContext) WhisperLangAutoDetect(offset_ms int, n_threads int) ([]float32, error) {
ctx, err := context.model.ctxAccessor().context()
if err != nil {
return nil, err
}
st, err := context.st.unsafeState()
if err != nil {
return nil, err
}
langProbs, err := ctx.Whisper_lang_auto_detect_with_state(st, offset_ms, n_threads)
if err != nil {
return nil, err
}
return langProbs, nil
}
// Process new sample data and return any errors
func (context *StatefulContext) Process(
data []float32,
callEncoderBegin EncoderBeginCallback,
callNewSegment SegmentCallback,
callProgress ProgressCallback,
) error {
ctx, err := context.model.ctxAccessor().context()
if err != nil {
return err
}
// If the callback is defined then we force on single_segment mode
if callNewSegment != nil {
context.params.SetSingleSegment(true)
}
lowLevelParams, err := context.params.unsafeParams()
if err != nil {
return err
}
st, err := context.st.unsafeState()
if err != nil {
return err
}
if err := ctx.Whisper_full_with_state(st, *lowLevelParams, data, callEncoderBegin,
func(new int) {
if callNewSegment != nil {
num_segments := ctx.Whisper_full_n_segments_from_state(st)
s0 := num_segments - new
for i := s0; i < num_segments; i++ {
callNewSegment(toSegmentFromState(ctx, st, i))
}
}
}, func(progress int) {
if callProgress != nil {
callProgress(progress)
}
}); err != nil {
return err
}
// Return success
return nil
}
// NextSegment returns the next segment from the context buffer
func (context *StatefulContext) NextSegment() (Segment, error) {
ctx, err := context.model.ctxAccessor().context()
if err != nil {
return Segment{}, err
}
st, err := context.st.unsafeState()
if err != nil {
return Segment{}, err
}
if context.n >= ctx.Whisper_full_n_segments_from_state(st) {
return Segment{}, io.EOF
}
result := toSegmentFromState(ctx, st, context.n)
context.n++
return result, nil
}
func (context *StatefulContext) IsMultilingual() bool {
return context.model.IsMultilingual()
}
// Token helpers
// Deprecated: Use Model.IsText() instead - token checking is model-specific.
func (context *StatefulContext) IsText(t Token) bool {
result, _ := context.model.tokenIdentifier().IsText(t)
return result
}
// Deprecated: Use Model.IsBEG() instead - token checking is model-specific.
func (context *StatefulContext) IsBEG(t Token) bool {
result, _ := context.model.tokenIdentifier().IsBEG(t)
return result
}
// Deprecated: Use Model.IsSOT() instead - token checking is model-specific.
func (context *StatefulContext) IsSOT(t Token) bool {
result, _ := context.model.tokenIdentifier().IsSOT(t)
return result
}
// Deprecated: Use Model.IsEOT() instead - token checking is model-specific.
func (context *StatefulContext) IsEOT(t Token) bool {
result, _ := context.model.tokenIdentifier().IsEOT(t)
return result
}
// Deprecated: Use Model.IsPREV() instead - token checking is model-specific.
func (context *StatefulContext) IsPREV(t Token) bool {
result, _ := context.model.tokenIdentifier().IsPREV(t)
return result
}
// Deprecated: Use Model.IsSOLM() instead - token checking is model-specific.
func (context *StatefulContext) IsSOLM(t Token) bool {
result, _ := context.model.tokenIdentifier().IsSOLM(t)
return result
}
// Deprecated: Use Model.IsNOT() instead - token checking is model-specific.
func (context *StatefulContext) IsNOT(t Token) bool {
result, _ := context.model.tokenIdentifier().IsNOT(t)
return result
}
func (context *StatefulContext) SetLanguage(lang string) error {
if context.model.ctxAccessor().isClosed() {
// TODO: remove this logic after deprecating the ErrInternalAppError
return ErrModelClosed
}
if !context.model.IsMultilingual() {
return ErrModelNotMultilingual
}
return context.params.SetLanguage(lang)
}
// Deprecated: Use Model.IsLANG() instead - token checking is model-specific.
func (context *StatefulContext) IsLANG(t Token, lang string) bool {
result, _ := context.model.tokenIdentifier().IsLANG(t, lang)
return result
}
// State-backed helper functions
func toSegmentFromState(ctx *whisper.Context, st *whisper.State, n int) Segment {
return Segment{
Num: n,
Text: strings.TrimSpace(ctx.Whisper_full_get_segment_text_from_state(st, n)),
Start: time.Duration(ctx.Whisper_full_get_segment_t0_from_state(st, n)) * time.Millisecond * 10,
End: time.Duration(ctx.Whisper_full_get_segment_t1_from_state(st, n)) * time.Millisecond * 10,
Tokens: toTokensFromState(ctx, st, n),
SpeakerTurnNext: ctx.Whisper_full_get_segment_speaker_turn_next_from_state(st, n),
}
}
func toTokensFromState(ctx *whisper.Context, st *whisper.State, n int) []Token {
result := make([]Token, ctx.Whisper_full_n_tokens_from_state(st, n))
for i := 0; i < len(result); i++ {
data := ctx.Whisper_full_get_token_data_from_state(st, n, i)
result[i] = Token{
Id: int(ctx.Whisper_full_get_token_id_from_state(st, n, i)),
Text: ctx.Whisper_full_get_token_text_from_state(st, n, i),
P: ctx.Whisper_full_get_token_p_from_state(st, n, i),
Start: time.Duration(data.T0()) * time.Millisecond * 10,
End: time.Duration(data.T1()) * time.Millisecond * 10,
}
}
return result
}
// Deprecated: Use Params().Language() instead
func (context *StatefulContext) Language() string {
return context.params.Language()
}
// Deprecated: Use Params().SetAudioCtx() instead
func (context *StatefulContext) SetAudioCtx(n uint) {
context.params.SetAudioCtx(n)
}
// SetBeamSize implements Context.
// Deprecated: Use Params().SetBeamSize() instead
func (context *StatefulContext) SetBeamSize(v int) {
context.params.SetBeamSize(v)
}
// SetDuration implements Context.
// Deprecated: Use Params().SetDuration() instead
func (context *StatefulContext) SetDuration(v time.Duration) {
context.params.SetDuration(v)
}
// SetEntropyThold implements Context.
// Deprecated: Use Params().SetEntropyThold() instead
func (context *StatefulContext) SetEntropyThold(v float32) {
context.params.SetEntropyThold(v)
}
// SetInitialPrompt implements Context.
// Deprecated: Use Params().SetInitialPrompt() instead
func (context *StatefulContext) SetInitialPrompt(v string) {
context.params.SetInitialPrompt(v)
}
// SetMaxContext implements Context.
// Deprecated: Use Params().SetMaxContext() instead
func (context *StatefulContext) SetMaxContext(v int) {
context.params.SetMaxContext(v)
}
// SetMaxSegmentLength implements Context.
// Deprecated: Use Params().SetMaxSegmentLength() instead
func (context *StatefulContext) SetMaxSegmentLength(v uint) {
context.params.SetMaxSegmentLength(v)
}
// SetMaxTokensPerSegment implements Context.
// Deprecated: Use Params().SetMaxTokensPerSegment() instead
func (context *StatefulContext) SetMaxTokensPerSegment(v uint) {
context.params.SetMaxTokensPerSegment(v)
}
// SetOffset implements Context.
// Deprecated: Use Params().SetOffset() instead
func (context *StatefulContext) SetOffset(v time.Duration) {
context.params.SetOffset(v)
}
// SetSplitOnWord implements Context.
// Deprecated: Use Params().SetSplitOnWord() instead
func (context *StatefulContext) SetSplitOnWord(v bool) {
context.params.SetSplitOnWord(v)
}
// SetTemperature implements Context.
// Deprecated: Use Params().SetTemperature() instead
func (context *StatefulContext) SetTemperature(v float32) {
context.params.SetTemperature(v)
}
// SetTemperatureFallback implements Context.
// Deprecated: Use Params().SetTemperatureFallback() instead
func (context *StatefulContext) SetTemperatureFallback(v float32) {
context.params.SetTemperatureFallback(v)
}
// SetThreads implements Context.
// Deprecated: Use Params().SetThreads() instead
func (context *StatefulContext) SetThreads(v uint) {
context.params.SetThreads(v)
}
// SetTokenSumThreshold implements Context.
// Deprecated: Use Params().SetTokenSumThreshold() instead
func (context *StatefulContext) SetTokenSumThreshold(v float32) {
context.params.SetTokenSumThreshold(v)
}
// SetTokenThreshold implements Context.
// Deprecated: Use Params().SetTokenThreshold() instead
func (context *StatefulContext) SetTokenThreshold(v float32) {
context.params.SetTokenThreshold(v)
}
// SetTokenTimestamps implements Context.
// Deprecated: Use Params().SetTokenTimestamps() instead
func (context *StatefulContext) SetTokenTimestamps(v bool) {
context.params.SetTokenTimestamps(v)
}
// SetTranslate implements Context.
// Deprecated: Use Params().SetTranslate() instead
func (context *StatefulContext) SetTranslate(v bool) {
context.params.SetTranslate(v)
}
// Make stateful context compatible with the old deprecated interface for
// the simple migration into multi-threaded processing.
var _ Context = (*StatefulContext)(nil)