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Upload app.py
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app.py
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from transformers import pipeline
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from openai import OpenAI
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import gradio as gr
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import os
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import dotenv
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api_key = os.getenv("OPENROUTER_API_KEY")
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client = OpenAI(
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base_url="https://openrouter.ai/api/v1",
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api_key=api_key,
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)
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asr = pipeline("automatic-speech-recognition", "facebook/wav2vec2-base-960h")
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def speech_to_text(speech):
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text = asr(speech)["text"]
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text = text.lower()
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return text
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def chatbot(message, history):
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messages = []
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for human, assistant in history:
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messages.append({"role": "user", "content": human})
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messages.append({"role": "assistant", "content": assistant})
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messages.append({"role": "user", "content": message})
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response = client.chat.completions.create(
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model="meta-llama/llama-3.1-405b-instruct:free",
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messages=messages,
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temperature=0.7,
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max_tokens=1000
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)
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return response.choices[0].message.content
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with gr.Blocks() as demo:
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with gr.Row():
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audio_file = gr.Audio(type="filepath", label="Sube tu archivo de audio")
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text_input = gr.Textbox(label="Texto transcrito (o ingresa tu mensaje)", placeholder="El texto aparecerá aquí...")
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text_output = gr.Textbox(label="Respuesta del Chatbot", placeholder="La respuesta del chatbot aparecerá aquí...", interactive=False)
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b1 = gr.Button("Reconocer Audio y Preguntar al Chatbot")
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def process_audio_and_chat(audio_input, history):
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if audio_input:
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audio_text = speech_to_text(audio_input)
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response = chatbot(audio_text, history)
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print(response)
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return audio_text, response
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return "", "Por favor, sube un archivo de audio."
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b1.click(process_audio_and_chat, inputs=[audio_file, text_input], outputs=[text_input, text_output])
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demo.launch(debug=True)
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