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Create app.py
#1
by
dschandra
- opened
app.py
ADDED
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| 1 |
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import assemblyai as aai
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from elevenlabs import generate, stream
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from openai import OpenAI
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class AI_Assistant:
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def __init__(self):
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aai.settings.api_key = "ASSEMBLYAI-API-KEY"
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self.openai_client = OpenAI(api_key="OPENAI-API-KEY")
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self.elevenlabs_api_key = "ELEVENLABS-API-KEY"
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self.transcriber = None
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# Context for food ordering in a restaurant
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self.full_transcript = [
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{"role": "system", "content": "You are a virtual assistant for a restaurant. Help customers with food ordering, menu inquiries, and table reservations."},
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]
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def start_transcription(self):
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self.transcriber = aai.RealtimeTranscriber(
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sample_rate=16000,
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on_data=self.on_data,
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on_error=self.on_error,
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on_open=self.on_open,
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on_close=self.on_close,
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end_utterance_silence_threshold=1000,
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)
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self.transcriber.connect()
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microphone_stream = aai.extras.MicrophoneStream(sample_rate=16000)
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self.transcriber.stream(microphone_stream)
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def stop_transcription(self):
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if self.transcriber:
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self.transcriber.close()
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self.transcriber = None
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def on_open(self, session_opened: aai.RealtimeSessionOpened):
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print("Session ID:", session_opened.session_id)
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def on_data(self, transcript: aai.RealtimeTranscript):
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if not transcript.text:
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return
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if isinstance(transcript, aai.RealtimeFinalTranscript):
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self.generate_ai_response(transcript)
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else:
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print(transcript.text, end="\r")
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def on_error(self, error: aai.RealtimeError):
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print("An error occurred:", error)
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def on_close(self):
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print("Session closed.")
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def generate_ai_response(self, transcript):
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self.stop_transcription()
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self.full_transcript.append({"role": "user", "content": transcript.text})
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print(f"\nCustomer: {transcript.text}\n")
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response = self.openai_client.chat.completions.create(
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model="gpt-3.5-turbo",
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messages=self.full_transcript
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)
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ai_response = response.choices[0].message.content
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self.generate_audio(ai_response)
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self.start_transcription()
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print("\nListening for the next input...\n")
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def generate_audio(self, text):
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self.full_transcript.append({"role": "assistant", "content": text})
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print(f"\nAI Assistant: {text}")
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audio_stream = generate(
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api_key=self.elevenlabs_api_key,
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text=text,
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voice="Rachel",
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stream=True
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)
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stream(audio_stream)
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if __name__ == "__main__":
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greeting = "Welcome to Gourmet Bistro! My name is Sandy. How may I assist you today?"
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ai_assistant = AI_Assistant()
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ai_assistant.generate_audio(greeting)
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ai_assistant.start_transcription()
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