Files
bifrost/core/providers/huggingface/transcription.go
Beyhan Oğur 880f412e2c first commit
2026-04-26 21:52:23 +03:00

171 lines
5.1 KiB
Go

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