171 lines
5.1 KiB
Go
171 lines
5.1 KiB
Go
package huggingface
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import (
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"encoding/base64"
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"fmt"
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"github.com/maximhq/bifrost/core/providers/utils"
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schemas "github.com/maximhq/bifrost/core/schemas"
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)
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func ToHuggingFaceTranscriptionRequest(request *schemas.BifrostTranscriptionRequest) (*HuggingFaceTranscriptionRequest, error) {
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if request == nil {
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return nil, nil
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}
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if request.Input == nil {
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return nil, fmt.Errorf("transcription request input cannot be nil")
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}
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if len(request.Input.File) == 0 {
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return nil, fmt.Errorf("transcription request audio file cannot be empty")
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}
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inferenceProvider, modelName, nameErr := splitIntoModelProvider(request.Model)
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if nameErr != nil {
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return nil, nameErr
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}
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var hfRequest *HuggingFaceTranscriptionRequest
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// HuggingFace expects audio data in the Inputs field (for ASR - Automatic Speech Recognition)
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if inferenceProvider != falAI {
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hfRequest = &HuggingFaceTranscriptionRequest{
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Inputs: request.Input.File,
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Model: schemas.Ptr(modelName),
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Provider: schemas.Ptr(string(inferenceProvider)),
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}
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} else {
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encoded := base64.StdEncoding.EncodeToString(request.Input.File)
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mimeType := getMimeTypeForAudioType(utils.DetectAudioMimeType(request.Input.File))
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if mimeType == "audio/wav" {
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return nil, fmt.Errorf("fal-ai provider does not support audio/wav format; please use a different format like mp3 or ogg")
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}
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encoded = fmt.Sprintf("data:%s;base64,%s", mimeType, encoded)
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hfRequest = &HuggingFaceTranscriptionRequest{
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AudioURL: encoded,
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}
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}
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// Map parameters if present
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if request.Params != nil {
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hfRequest.Parameters = &HuggingFaceTranscriptionRequestParameters{}
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genParams := &HuggingFaceTranscriptionGenerationParameters{}
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if v, ok := schemas.SafeExtractIntPointer(request.Params.MaxNewTokens); ok {
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genParams.MaxNewTokens = v
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}
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if v, ok := schemas.SafeExtractIntPointer(request.Params.MaxLength); ok {
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genParams.MaxLength = v
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}
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if v, ok := schemas.SafeExtractIntPointer(request.Params.MinLength); ok {
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genParams.MinLength = v
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}
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if v, ok := schemas.SafeExtractIntPointer(request.Params.MinNewTokens); ok {
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genParams.MinNewTokens = v
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}
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if request.Params.ExtraParams != nil {
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extra := request.Params.ExtraParams
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if val, ok := extra["do_sample"].(bool); ok {
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delete(extra, "do_sample")
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genParams.DoSample = &val
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}
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if v, ok := schemas.SafeExtractIntPointer(extra["num_beams"]); ok {
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delete(extra, "num_beams")
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genParams.NumBeams = v
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}
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if v, ok := schemas.SafeExtractIntPointer(extra["num_beam_groups"]); ok {
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delete(extra, "num_beam_groups")
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genParams.NumBeamGroups = v
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}
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if val, ok := extra["penalty_alpha"].(float64); ok {
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delete(extra, "penalty_alpha")
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genParams.PenaltyAlpha = &val
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}
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if val, ok := extra["temperature"].(float64); ok {
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delete(extra, "temperature")
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genParams.Temperature = &val
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}
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if v, ok := schemas.SafeExtractIntPointer(extra["top_k"]); ok {
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delete(extra, "top_k")
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genParams.TopK = v
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}
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if val, ok := extra["top_p"].(float64); ok {
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delete(extra, "top_p")
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genParams.TopP = &val
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}
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if val, ok := extra["typical_p"].(float64); ok {
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delete(extra, "typical_p")
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genParams.TypicalP = &val
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}
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if val, ok := extra["use_cache"].(bool); ok {
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delete(extra, "use_cache")
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genParams.UseCache = &val
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}
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if val, ok := extra["epsilon_cutoff"].(float64); ok {
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delete(extra, "epsilon_cutoff")
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genParams.EpsilonCutoff = &val
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}
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if val, ok := extra["eta_cutoff"].(float64); ok {
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delete(extra, "eta_cutoff")
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genParams.EtaCutoff = &val
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}
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// Handle early_stopping (can be bool or string "never")
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if val, ok := extra["early_stopping"].(bool); ok {
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delete(extra, "early_stopping")
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genParams.EarlyStopping = &HuggingFaceTranscriptionEarlyStopping{BoolValue: &val}
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} else if val, ok := extra["early_stopping"].(string); ok {
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delete(extra, "early_stopping")
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genParams.EarlyStopping = &HuggingFaceTranscriptionEarlyStopping{StringValue: &val}
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}
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// Handle return_timestamps
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if val, ok := extra["return_timestamps"].(bool); ok {
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delete(extra, "return_timestamps")
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hfRequest.Parameters.ReturnTimestamps = &val
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}
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}
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hfRequest.ExtraParams = request.Params.ExtraParams
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hfRequest.Parameters.GenerationParameters = genParams
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}
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return hfRequest, nil
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}
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func (response *HuggingFaceTranscriptionResponse) ToBifrostTranscriptionResponse(requestedModel string) (*schemas.BifrostTranscriptionResponse, error) {
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if response == nil {
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return nil, nil
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}
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if requestedModel == "" {
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return nil, fmt.Errorf("model name cannot be empty")
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}
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// Create the base Bifrost response
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bifrostResponse := &schemas.BifrostTranscriptionResponse{
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Text: response.Text,
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}
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// Map chunks to segments if available
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if len(response.Chunks) > 0 {
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segments := make([]schemas.TranscriptionSegment, len(response.Chunks))
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for i, chunk := range response.Chunks {
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var start, end float64
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if len(chunk.Timestamp) >= 2 {
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start = chunk.Timestamp[0]
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end = chunk.Timestamp[1]
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}
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segments[i] = schemas.TranscriptionSegment{
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ID: i,
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Start: start,
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End: end,
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Text: chunk.Text,
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}
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}
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bifrostResponse.Segments = segments
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}
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return bifrostResponse, nil
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}
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