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Create app.py

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  1. app.py +55 -0
app.py ADDED
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+ import gradio as gr
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+ import whisper
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+ import os
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+ from groq import Groq
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+
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+ # 🔐 Get Groq API key securely from Hugging Face Secrets
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+ GROQ_API_KEY = os.getenv("GROQ_API_KEY")
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+ groq_client = Groq(api_key=GROQ_API_KEY)
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+ MODEL_NAME = "llama3-8b-8192"
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+
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+ # 🎙 Load Whisper
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+ transcriber = whisper.load_model("base")
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+
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+ def transcribe_and_summarize(audio):
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+ # Step 1: Transcribe + Detect Language
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+ result = transcriber.transcribe(audio)
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+ transcript = result["text"]
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+ detected_lang = result["language"]
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+
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+ # Step 2: Summarize in the same language
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+ if detected_lang == "en":
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+ system_prompt = "You are an expert English summarizer."
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+ user_prompt = f"Please summarize the following English text:\n\n{transcript}"
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+ elif detected_lang == "ur":
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+ system_prompt = "آپ ایک ماہر خلاصہ نگار ہیں جو اردو میں خلاصہ فراہم کرتے ہیں۔"
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+ user_prompt = f"براہ کرم مندرجہ ذیل اردو متن کا خلاصہ فراہم کریں:\n\n{transcript}"
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+ else:
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+ system_prompt = "You are a helpful summarizer."
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+ user_prompt = f"Summarize this text:\n\n{transcript}"
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+
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+ response = groq_client.chat.completions.create(
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+ model=MODEL_NAME,
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+ messages=[
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+ {"role": "system", "content": system_prompt},
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+ {"role": "user", "content": user_prompt}
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+ ]
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+ )
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+ summary = response.choices[0].message.content.strip()
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+
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+ lang_label = "English" if detected_lang == "en" else "Urdu" if detected_lang == "ur" else detected_lang.upper()
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+
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+ return f"[{lang_label}] {transcript}", f"[{lang_label}] {summary}"
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+
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+ demo = gr.Interface(
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+ fn=transcribe_and_summarize,
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+ inputs=gr.Audio(type="filepath", label="🎧 Upload Audio (English or Urdu)"),
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+ outputs=[
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+ gr.Textbox(label="📝 Transcript"),
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+ gr.Textbox(label="🧠 Summary")
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+ ],
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+ title="🗣️ Multilingual Audio Summarizer",
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+ description="Upload English or Urdu audio. The app transcribes and summarizes in the same language using Whisper + Groq."
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+ )
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+
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+ demo.launch()