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Create main.py
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main.py
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import gradio as gr
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import requests
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API_URL = "https://api-inference.huggingface.co/models/tiiuae/falcon-7b-instruct"
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headers = {"Authorization": "Bearer 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"}
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def query(payload):
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response = requests.post(API_URL, headers=headers, json=payload)
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return response.json()
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API_URL2 = "https://api-inference.huggingface.co/models/valhalla/longformer-base-4096-finetuned-squadv1"
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headers2 = {"Authorization": "Bearer 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"}
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def query2(payload):
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response = requests.post(API_URL2, headers=headers2, json=payload)
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return response.json()
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def get_context(question):
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payload = {"inputs": question}
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result = query(payload)
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return result['answer']
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def ask_ai(question, context):
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payload = {"question": question, "context": context}
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result = query2(payload)
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return result['answer']
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iface = gr.Interface(
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fn=ask_ai,
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inputs=[gr.Textbox("Question", default=""), gr.Button("get_context", get_context)],
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outputs=gr.Textbox("Answer"),
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live=True,
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capture_session=True,
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)
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iface.launch()
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