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https://github.com/open-webui/open-webui
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feat: external stt
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parent
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commit
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@ -240,39 +240,73 @@ def transcribe(
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f.write(contents)
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f.close()
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whisper_kwargs = {
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"model_size_or_path": WHISPER_MODEL,
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"device": whisper_device_type,
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"compute_type": "int8",
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"download_root": WHISPER_MODEL_DIR,
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"local_files_only": not WHISPER_MODEL_AUTO_UPDATE,
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}
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if app.state.config.STT_ENGINE == "":
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whisper_kwargs = {
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"model_size_or_path": WHISPER_MODEL,
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"device": whisper_device_type,
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"compute_type": "int8",
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"download_root": WHISPER_MODEL_DIR,
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"local_files_only": not WHISPER_MODEL_AUTO_UPDATE,
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}
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log.debug(f"whisper_kwargs: {whisper_kwargs}")
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log.debug(f"whisper_kwargs: {whisper_kwargs}")
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try:
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model = WhisperModel(**whisper_kwargs)
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except:
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log.warning(
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"WhisperModel initialization failed, attempting download with local_files_only=False"
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try:
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model = WhisperModel(**whisper_kwargs)
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except:
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log.warning(
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"WhisperModel initialization failed, attempting download with local_files_only=False"
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)
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whisper_kwargs["local_files_only"] = False
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model = WhisperModel(**whisper_kwargs)
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segments, info = model.transcribe(file_path, beam_size=5)
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log.info(
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"Detected language '%s' with probability %f"
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% (info.language, info.language_probability)
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)
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whisper_kwargs["local_files_only"] = False
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model = WhisperModel(**whisper_kwargs)
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segments, info = model.transcribe(file_path, beam_size=5)
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log.info(
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"Detected language '%s' with probability %f"
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% (info.language, info.language_probability)
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)
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transcript = "".join([segment.text for segment in list(segments)])
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transcript = "".join([segment.text for segment in list(segments)])
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# save the transcript to a json file
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transcript_file = f"{file_dir}/{id}.json"
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with open(transcript_file, "w") as f:
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json.dump({"transcript": transcript}, f)
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# save the transcript to a json file
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transcript_file = f"{file_dir}/{id}.json"
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with open(transcript_file, "w") as f:
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json.dump({"transcript": transcript}, f)
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return {"text": transcript.strip()}
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return {"text": transcript.strip()}
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elif app.state.config.STT_ENGINE == "openai":
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headers = {"Authorization": f"Bearer {app.state.config.STT_OPENAI_API_KEY}"}
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files = {"file": (filename, open(file_path, "rb"))}
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data = {"model": "whisper-1"}
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r = None
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try:
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r = requests.post(
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url=f"{app.state.config.STT_OPENAI_API_BASE_URL}/audio/transcriptions",
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headers=headers,
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files=files,
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data=data,
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)
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r.raise_for_status()
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return r.json()
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except Exception as e:
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log.exception(e)
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error_detail = "Open WebUI: Server Connection Error"
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if r is not None:
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try:
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res = r.json()
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if "error" in res:
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error_detail = f"External: {res['error']['message']}"
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except:
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error_detail = f"External: {e}"
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raise HTTPException(
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status_code=r.status_code if r != None else 500,
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detail=error_detail,
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)
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except Exception as e:
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log.exception(e)
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