This commit is contained in:
Gokul Mohanarangan
2023-08-21 12:53:49 +05:30
parent 5b0883730f
commit acdd5f7dab
2 changed files with 26 additions and 28 deletions

View File

@@ -10,7 +10,7 @@ from modal import Image, Secret, Stub, asgi_app, method
from pydantic import BaseModel
# Whisper
WHISPER_MODEL: str = "tiny"
WHISPER_MODEL: str = "large-v2"
WHISPER_COMPUTE_TYPE: str = "float16"
WHISPER_NUM_WORKERS: int = 1
WHISPER_CACHE_DIR: str = "/cache/whisper"
@@ -18,7 +18,7 @@ WHISPER_CACHE_DIR: str = "/cache/whisper"
# Translation Model
TRANSLATION_MODEL = "facebook/m2m100_418M"
stub = Stub(name="reflector-translator")
stub = Stub(name="reflector-transcriber")
def download_whisper():
@@ -82,9 +82,9 @@ class Whisper:
self,
audio_data: str,
audio_suffix: str,
timestamp: float = 0,
source_language: str = "en",
target_language: str = "fr"
source_language: str,
target_language: str,
timestamp: float = 0
):
with tempfile.NamedTemporaryFile("wb+", suffix=f".{audio_suffix}") as fp:
fp.write(audio_data)
@@ -126,7 +126,8 @@ class Whisper:
forced_bos_token_id=forced_bos_token_id
)
result = self.translation_tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)
multilingual_transcript[target_language] = result[0].strip()
translation = result[0].strip()
multilingual_transcript[target_language] = translation
return {
"text": multilingual_transcript,
@@ -167,29 +168,26 @@ def web():
headers={"WWW-Authenticate": "Bearer"},
)
class TranscriptionRequest(BaseModel):
file: UploadFile
timestamp: Annotated[float, Form()] = 0
source_language: Annotated[str, Form()] = "en"
target_language: Annotated[str, Form()] = "en"
class TranscriptResponse(BaseModel):
result: dict
@app.post("/transcribe", dependencies=[Depends(apikey_auth)])
async def transcribe(
req
):
print(req)
audio_data = await req.file.read()
audio_suffix = req.file.filename.split(".")[-1]
file: UploadFile,
timestamp: Annotated[float, Form()] = 0,
source_language: Annotated[str, Form()] = "en",
target_language: Annotated[str, Form()] = "en"
) -> TranscriptResponse:
audio_data = await file.read()
audio_suffix = file.filename.split(".")[-1]
assert audio_suffix in supported_audio_file_types
func = transcriberstub.transcribe_segment.spawn(
audio_data=audio_data,
audio_suffix=audio_suffix,
source_language="en",
timestamp=req.timestamp
source_language=source_language,
target_language=target_language,
timestamp=timestamp
)
result = func.get()
return result