mirror of
https://github.com/mudler/LocalAI.git
synced 2024-12-21 05:33:09 +00:00
101 lines
2.0 KiB
Go
101 lines
2.0 KiB
Go
package main
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import (
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"fmt"
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"os"
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"os/exec"
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"path/filepath"
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"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
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"github.com/go-audio/wav"
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"github.com/go-skynet/LocalAI/core/schema"
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)
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func runCommand(command []string) (string, error) {
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cmd := exec.Command(command[0], command[1:]...)
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cmd.Env = os.Environ()
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out, err := cmd.CombinedOutput()
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return string(out), err
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}
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// AudioToWav converts audio to wav for transcribe.
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// TODO: use https://github.com/mccoyst/ogg?
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func audioToWav(src, dst string) error {
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command := []string{"ffmpeg", "-i", src, "-format", "s16le", "-ar", "16000", "-ac", "1", "-acodec", "pcm_s16le", dst}
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out, err := runCommand(command)
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if err != nil {
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return fmt.Errorf("error: %w out: %s", err, out)
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}
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return nil
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}
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func Transcript(model whisper.Model, audiopath, language string, threads uint) (schema.Result, error) {
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res := schema.Result{}
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dir, err := os.MkdirTemp("", "whisper")
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if err != nil {
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return res, err
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}
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defer os.RemoveAll(dir)
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convertedPath := filepath.Join(dir, "converted.wav")
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if err := audioToWav(audiopath, convertedPath); err != nil {
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return res, err
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}
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// Open samples
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fh, err := os.Open(convertedPath)
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if err != nil {
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return res, err
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}
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defer fh.Close()
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// Read samples
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d := wav.NewDecoder(fh)
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buf, err := d.FullPCMBuffer()
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if err != nil {
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return res, err
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}
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data := buf.AsFloat32Buffer().Data
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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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return res, err
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}
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context.SetThreads(threads)
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if language != "" {
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context.SetLanguage(language)
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} else {
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context.SetLanguage("auto")
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}
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if err := context.Process(data, nil, nil); err != nil {
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return res, err
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}
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for {
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s, err := context.NextSegment()
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if err != nil {
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break
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}
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var tokens []int
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for _, t := range s.Tokens {
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tokens = append(tokens, t.Id)
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}
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segment := schema.Segment{Id: s.Num, Text: s.Text, Start: s.Start, End: s.End, Tokens: tokens}
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res.Segments = append(res.Segments, segment)
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res.Text += s.Text
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}
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return res, nil
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}
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