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Update app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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from fastapi import FastAPI
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from pydantic import BaseModel
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import uvicorn
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# Load the model
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model_name = "nvidia/Llama3-ChatQA-1.5-8B"
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qa_pipeline = pipeline("text-generation", model=model_name)
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# FastAPI app
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app = FastAPI()
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class Query(BaseModel):
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inputs: str
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@app.post("/predict")
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async def predict(query: Query):
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response = qa_pipeline(query.inputs, max_length=250)
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return {"generated_text": response[0]["generated_text"]}
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# Gradio app
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def generate_answer(question):
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response = qa_pipeline(question, max_length=250)
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return response[0]["generated_text"]
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iface = gr.Interface(fn=generate_answer, inputs="text", outputs="text", title="Llama3 ChatQA")
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#
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async def gradio_app():
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return gr.mount_gradio_app(app, iface)
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if __name__ == "__main__":
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uvicorn.run(app, host="0.0.0.0", port=7860)
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import gradio as gr
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from transformers import pipeline
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# Load the model
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model_name = "nvidia/Llama3-ChatQA-1.5-8B"
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qa_pipeline = pipeline("text-generation", model=model_name)
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def generate_answer(question):
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# Generate the answer using the model
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response = qa_pipeline(question, max_length=250)
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return response[0]["generated_text"]
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# Create the Gradio interface
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iface = gr.Interface(fn=generate_answer, inputs="text", outputs="text", title="Llama3 ChatQA")
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# Launch the interface and set share=True to create a public URL
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iface.launch(share=True)
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