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Create app.py

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  1. app.py +46 -0
app.py ADDED
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+ from flask import Flask, request, jsonify, send_file
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+ from flask_cors import CORS
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+ from faster_whisper import WhisperModel
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+ from transformers import pipeline
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+ from TTS.api import TTS
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+ import tempfile
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+ import os
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+
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+ app = Flask(__name__)
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+ CORS(app)
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+
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+ # Load models
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+ whisper_model = WhisperModel("small", device="cpu", compute_type="int8")
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+ llm = pipeline("text-generation", model="tiiuae/falcon-rw-1b", max_new_tokens=100)
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+ tts = TTS(model_name="tts_models/en/ljspeech/tacotron2-DDC", progress_bar=False, gpu=False)
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+
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+ @app.route("/talk", methods=["POST"])
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+ def talk():
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+ if "audio" not in request.files:
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+ return jsonify({"error": "No audio file"}), 400
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+
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+ # Save audio
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+ audio_file = request.files["audio"]
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+ with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as tmp:
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+ audio_path = tmp.name
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+ audio_file.save(audio_path)
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+
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+ # Transcribe
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+ segments, _ = whisper_model.transcribe(audio_path)
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+ transcription = "".join([seg.text for seg in segments])
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+
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+ # Generate response
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+ response = llm(transcription)[0]["generated_text"]
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+
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+ # Synthesize speech
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+ tts_audio_path = audio_path.replace(".wav", "_reply.wav")
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+ tts.tts_to_file(text=response, file_path=tts_audio_path)
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+
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+ return send_file(tts_audio_path, mimetype="audio/wav")
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+
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+ @app.route("/")
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+ def index():
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+ return "Metaverse AI Character API running."
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+
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+ if __name__ == "__main__":
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+ app.run(host="0.0.0.0", port=7860)