Upload 2 files
Browse files- app.py +47 -0
- requirements.txt +5 -0
app.py
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import whisper
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from groq import Groq
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from gtts import gTTS
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import gradio as gr
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import os
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import tempfile
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# Load Whisper model for transcription
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whisper_model = whisper.load_model("base")
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# Set up Groq client for LLM interaction
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os.environ["GROQ_API_KEY"] = "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"
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client = Groq(api_key=os.environ.get("GROQ_API_KEY"))
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def process_speech_to_speech(audio):
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# Step 1: Transcribe the audio using Whisper
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transcript = whisper_model.transcribe(audio)["text"]
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# Step 2: Send transcription to the LLM via Groq
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chat_completion = client.chat.completions.create(
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messages=[{"role": "user", "content": transcript}],
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model="llama3-8b-8192"
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)
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response_text = chat_completion.choices[0].message.content
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# Step 3: Convert LLM response to speech using gTTS
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tts = gTTS(text=response_text, lang="en")
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with tempfile.NamedTemporaryFile(delete=False, suffix=".mp3") as fp:
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tts.save(fp.name)
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audio_output = fp.name # Path to the generated speech file
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return response_text, audio_output
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# Gradio interface to deploy the application
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iface = gr.Interface(
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fn=process_speech_to_speech,
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inputs=gr.Audio(type="filepath", label="Record your audio"),
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outputs=[gr.Textbox(label="LLM Response"), gr.Audio(type="filepath", label="Spoken Response")],
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live=True
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)
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iface.launch()
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requirements.txt
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whisper
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groq
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gtts
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gradio
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tempfile
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