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241 lines
7.3 KiB
Go
241 lines
7.3 KiB
Go
package v1
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import (
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"bytes"
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"context"
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"mime"
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"net/http"
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"strings"
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"github.com/pkg/errors"
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"google.golang.org/grpc/codes"
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"google.golang.org/grpc/status"
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"github.com/usememos/memos/internal/ai"
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"github.com/usememos/memos/internal/ai/audiollm"
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audiollmgemini "github.com/usememos/memos/internal/ai/audiollm/gemini"
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"github.com/usememos/memos/internal/ai/stt"
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sttopenai "github.com/usememos/memos/internal/ai/stt/openai"
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v1pb "github.com/usememos/memos/proto/gen/api/v1"
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storepb "github.com/usememos/memos/proto/gen/store"
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)
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const (
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maxTranscriptionAudioSizeBytes = 25 * MebiByte
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maxTranscriptionFilenameLength = 255
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)
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var supportedTranscriptionContentTypes = map[string]bool{
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"audio/aac": true,
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"audio/aiff": true,
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"audio/flac": true,
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"audio/mpeg": true,
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"audio/mp3": true,
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"audio/mp4": true,
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"audio/mpga": true,
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"audio/ogg": true,
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"audio/wav": true,
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"audio/x-wav": true,
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"audio/x-flac": true,
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"audio/x-m4a": true,
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"audio/webm": true,
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"video/mp4": true,
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"video/mpeg": true,
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"video/webm": true,
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}
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// Transcribe transcribes an audio file using an instance AI provider.
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func (s *APIV1Service) Transcribe(ctx context.Context, request *v1pb.TranscribeRequest) (*v1pb.TranscribeResponse, error) {
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user, err := s.fetchCurrentUser(ctx)
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if err != nil {
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return nil, status.Errorf(codes.Internal, "failed to get current user: %v", err)
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}
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if user == nil {
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return nil, status.Errorf(codes.Unauthenticated, "user not authenticated")
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}
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if request.Audio == nil {
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return nil, status.Errorf(codes.InvalidArgument, "audio is required")
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}
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if request.Audio.GetUri() != "" {
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return nil, status.Errorf(codes.InvalidArgument, "audio uri is not supported")
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}
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content := request.Audio.GetContent()
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if len(content) == 0 {
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return nil, status.Errorf(codes.InvalidArgument, "audio content is required")
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}
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if len(content) > maxTranscriptionAudioSizeBytes {
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return nil, status.Errorf(codes.InvalidArgument, "audio file is too large; maximum size is 25 MiB")
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}
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filename := strings.TrimSpace(request.Audio.GetFilename())
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if len(filename) > maxTranscriptionFilenameLength {
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return nil, status.Errorf(codes.InvalidArgument, "filename is too long; maximum length is %d characters", maxTranscriptionFilenameLength)
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}
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contentType := strings.TrimSpace(request.Audio.GetContentType())
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if contentType == "" {
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contentType = http.DetectContentType(content)
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}
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if !isSupportedTranscriptionContentType(contentType) {
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return nil, status.Errorf(codes.InvalidArgument, "audio content type %q is not supported", contentType)
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}
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aiSetting, err := s.Store.GetInstanceAISetting(ctx)
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if err != nil {
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return nil, status.Errorf(codes.Internal, "failed to get AI setting: %v", err)
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}
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persisted := aiSetting.GetTranscription()
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providerID := persisted.GetProviderId()
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if providerID == "" {
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return nil, status.Errorf(codes.FailedPrecondition, "transcription is not configured")
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}
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provider, err := s.resolveAIProvider(aiSetting, providerID)
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if err != nil {
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return nil, err
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}
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model := persisted.GetModel()
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if model == "" {
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defaultModel, err := ai.DefaultTranscriptionModel(provider.Type)
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if err != nil {
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return nil, status.Errorf(codes.InvalidArgument, "%v", err)
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}
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model = defaultModel
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}
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var text string
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switch provider.Type {
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case ai.ProviderOpenAI:
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text, err = s.transcribeViaSTT(ctx, provider, persisted, model, content, filename, contentType)
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case ai.ProviderGemini:
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text, err = s.transcribeViaAudioLLM(ctx, provider, persisted, model, content, contentType)
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default:
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return nil, status.Errorf(codes.FailedPrecondition,
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"provider type %q is not supported for transcription", provider.Type)
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}
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if err != nil {
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return nil, status.Errorf(codes.Internal, "failed to transcribe audio: %v", err)
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}
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return &v1pb.TranscribeResponse{Text: text}, nil
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}
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func (*APIV1Service) transcribeViaSTT(
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ctx context.Context,
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provider ai.ProviderConfig,
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persisted *storepb.TranscriptionConfig,
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model string,
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content []byte,
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filename string,
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contentType string,
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) (string, error) {
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transcriber, err := sttopenai.New(provider, stt.ApplyOptions(nil))
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if err != nil {
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return "", errors.Wrap(err, "failed to create STT transcriber")
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}
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resp, err := transcriber.Transcribe(ctx, stt.Request{
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Audio: bytes.NewReader(content),
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Size: int64(len(content)),
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Filename: filename,
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ContentType: contentType,
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Model: model,
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Prompt: persisted.GetPrompt(),
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Language: persisted.GetLanguage(),
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})
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if err != nil {
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return "", err
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}
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return resp.Text, nil
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}
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func (*APIV1Service) transcribeViaAudioLLM(
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ctx context.Context,
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provider ai.ProviderConfig,
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persisted *storepb.TranscriptionConfig,
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model string,
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content []byte,
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contentType string,
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) (string, error) {
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m, err := audiollmgemini.New(provider, audiollm.ApplyOptions(nil))
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if err != nil {
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return "", errors.Wrap(err, "failed to create audio LLM")
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}
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resp, err := m.GenerateFromAudio(ctx, audiollm.Request{
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Audio: bytes.NewReader(content),
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Size: int64(len(content)),
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ContentType: contentType,
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Model: model,
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Instructions: buildTranscriptionInstructions(persisted.GetPrompt(), persisted.GetLanguage()),
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})
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if err != nil {
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return "", err
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}
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if resp.FinishReason != audiollm.FinishStop {
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return "", errors.Errorf("transcription incomplete (finish reason: %s)", resp.FinishReason)
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}
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if strings.TrimSpace(resp.Text) == "" {
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return "", errors.New("transcription response did not include text")
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}
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return resp.Text, nil
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}
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func buildTranscriptionInstructions(prompt, language string) string {
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parts := []string{
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"Transcribe the audio accurately. Return only the transcript text. " +
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"Do not summarize, explain, or add content that is not spoken.",
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}
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if language = strings.TrimSpace(language); language != "" {
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parts = append(parts, "The input language is "+language+".")
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}
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if prompt = strings.TrimSpace(prompt); prompt != "" {
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parts = append(parts, "Context and spelling hints:\n"+prompt)
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}
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return strings.Join(parts, "\n\n")
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}
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func (*APIV1Service) resolveAIProvider(setting *storepb.InstanceAISetting, providerID string) (ai.ProviderConfig, error) {
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providers := make([]ai.ProviderConfig, 0, len(setting.GetProviders()))
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for _, provider := range setting.GetProviders() {
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if provider == nil {
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continue
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}
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providers = append(providers, convertAIProviderConfigFromStore(provider))
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}
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provider, err := ai.FindProvider(providers, providerID)
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if err != nil {
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return ai.ProviderConfig{}, status.Errorf(codes.FailedPrecondition, "transcription provider is not configured")
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}
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return *provider, nil
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}
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func convertAIProviderConfigFromStore(provider *storepb.AIProviderConfig) ai.ProviderConfig {
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return ai.ProviderConfig{
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ID: provider.GetId(),
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Title: provider.GetTitle(),
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Type: convertAIProviderTypeFromStore(provider.GetType()),
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Endpoint: provider.GetEndpoint(),
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APIKey: provider.GetApiKey(),
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}
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}
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func convertAIProviderTypeFromStore(providerType storepb.AIProviderType) ai.ProviderType {
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switch providerType {
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case storepb.AIProviderType_OPENAI:
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return ai.ProviderOpenAI
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case storepb.AIProviderType_GEMINI:
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return ai.ProviderGemini
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default:
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return ""
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}
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}
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func isSupportedTranscriptionContentType(contentType string) bool {
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mediaType, _, err := mime.ParseMediaType(strings.TrimSpace(contentType))
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if err != nil {
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return false
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}
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mediaType = strings.ToLower(mediaType)
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return supportedTranscriptionContentTypes[mediaType]
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}
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