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Create app.py
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app.py
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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model_name = "google/flan-t5-xl"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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gita_context = """
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The Bhagavad Gita is a 700-verse Hindu scripture that is part of the Indian epic Mahabharata. It is a dialogue between Prince Arjuna and Lord Krishna, who serves as his charioteer. The Gita's core message includes:
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1. The immortality of the soul (Atman)
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2. The nature of action (Karma) and duty (Dharma)
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3. The importance of devotion (Bhakti)
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4. The pursuit of knowledge (Jnana) and wisdom
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5. Different types of Yoga: Karma Yoga, Bhakti Yoga, Jnana Yoga, and Raja Yoga
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6. The concept of detachment from the fruits of one's actions
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7. The divine nature of Krishna as an avatar of Vishnu
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Key teachings include performing one's duty without attachment to results, the importance of self-realization, and the path to liberation (Moksha).
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"""
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def generate_response(question):
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prompt = f"Based on the following context about the Bhagavad Gita, answer the question.\n\nContext: {gita_context}\n\nQuestion: {question}\n\nAnswer:"
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input_ids = tokenizer(prompt, return_tensors="pt").input_ids
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outputs = model.generate(input_ids, max_new_tokens=200, do_sample=True, temperature=0.7, top_p=0.95)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return response
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iface = gr.Interface(
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fn=generate_response,
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inputs=gr.Textbox(lines=2, placeholder="Enter your question about the Bhagavad Gita here..."),
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outputs="text"
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)
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iface.launch()
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