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fix: untangle pkg/grpc and core/schema for Transcription (#3419)
untangle pkg/grpc and core/schema in Transcribe Signed-off-by: Dave Lee <dave@gray101.com>
This commit is contained in:
parent
1655411ccd
commit
c2804c42fe
12 changed files with 162 additions and 186 deletions
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@ -1,104 +0,0 @@
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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/mudler/LocalAI/core/schema"
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)
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func ffmpegCommand(args []string) (string, error) {
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cmd := exec.Command("ffmpeg", args...) // Constrain this to ffmpeg to permit security scanner to see that the command is safe.
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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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commandArgs := []string{"-i", src, "-format", "s16le", "-ar", "16000", "-ac", "1", "-acodec", "pcm_s16le", dst}
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out, err := ffmpegCommand(commandArgs)
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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, translate bool, threads uint) (schema.TranscriptionResult, error) {
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res := schema.TranscriptionResult{}
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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 translate {
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context.SetTranslate(true)
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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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@ -1,26 +0,0 @@
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package main
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// This is a wrapper to statisfy the GRPC service interface
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// It is meant to be used by the main executable that is the server for the specific backend type (falcon, gpt3, etc)
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import (
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"github.com/ggerganov/whisper.cpp/bindings/go/pkg/whisper"
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"github.com/mudler/LocalAI/core/schema"
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"github.com/mudler/LocalAI/pkg/grpc/base"
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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)
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type Whisper struct {
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base.SingleThread
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whisper whisper.Model
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}
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func (sd *Whisper) Load(opts *pb.ModelOptions) error {
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// Note: the Model here is a path to a directory containing the model files
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w, err := whisper.New(opts.ModelFile)
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sd.whisper = w
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return err
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}
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func (sd *Whisper) AudioTranscription(opts *pb.TranscriptRequest) (schema.TranscriptionResult, error) {
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return Transcript(sd.whisper, opts.Dst, opts.Language, opts.Translate, uint(opts.Threads))
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}
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105
backend/go/transcribe/whisper/whisper.go
Normal file
105
backend/go/transcribe/whisper/whisper.go
Normal file
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@ -0,0 +1,105 @@
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package main
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// This is a wrapper to statisfy the GRPC service interface
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// It is meant to be used by the main executable that is the server for the specific backend type (falcon, gpt3, etc)
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import (
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"os"
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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/mudler/LocalAI/pkg/grpc/base"
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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"github.com/mudler/LocalAI/pkg/utils"
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)
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type Whisper struct {
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base.SingleThread
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whisper whisper.Model
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}
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func (sd *Whisper) Load(opts *pb.ModelOptions) error {
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// Note: the Model here is a path to a directory containing the model files
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w, err := whisper.New(opts.ModelFile)
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sd.whisper = w
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return err
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}
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func (sd *Whisper) AudioTranscription(opts *pb.TranscriptRequest) (pb.TranscriptResult, error) {
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dir, err := os.MkdirTemp("", "whisper")
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if err != nil {
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return pb.TranscriptResult{}, 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 := utils.AudioToWav(opts.Dst, convertedPath); err != nil {
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return pb.TranscriptResult{}, 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 pb.TranscriptResult{}, 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 pb.TranscriptResult{}, 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 := sd.whisper.NewContext()
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if err != nil {
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return pb.TranscriptResult{}, err
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}
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context.SetThreads(uint(opts.Threads))
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if opts.Language != "" {
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context.SetLanguage(opts.Language)
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} else {
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context.SetLanguage("auto")
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}
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if opts.Translate {
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context.SetTranslate(true)
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}
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if err := context.Process(data, nil, nil); err != nil {
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return pb.TranscriptResult{}, err
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}
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segments := []*pb.TranscriptSegment{}
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text := ""
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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 []int32
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for _, t := range s.Tokens {
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tokens = append(tokens, int32(t.Id))
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}
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segment := &pb.TranscriptSegment{Id: int32(s.Num), Text: s.Text, Start: int64(s.Start), End: int64(s.End), Tokens: tokens}
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segments = append(segments, segment)
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text += s.Text
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}
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return pb.TranscriptResult{
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Segments: segments,
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Text: text,
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}, nil
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}
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