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Update app.py
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app.py
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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from transformers import T5ForConditionalGeneration, T5Tokenizer
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import torch
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import nest_asyncio
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import uvicorn
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# Initialize FastAPI app
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app = FastAPI()
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model = T5ForConditionalGeneration.from_pretrained(model_name)
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# Define request body model
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class ParaphraseRequest(BaseModel):
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text: str
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# Define response model
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class ParaphraseResponse(BaseModel):
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paraphrased_text: str
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# Function to generate paraphrased text
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def paraphrase_text(input_text: str) -> str:
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try:
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# Prepare input for T5 model (prepend "paraphrase:" to the input text)
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input_ids = tokenizer.encode("paraphrase: " + input_text, return_tensors="pt", max_length=512, truncation=True)
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# Generate paraphrased text
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outputs = model.generate(input_ids, max_length=512, num_beams=5, early_stopping=True)
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# Decode the generated text
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paraphrased_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return paraphrased_text
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except Exception as e:
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raise HTTPException(status_code=500, detail=f"Error during paraphrasing: {str(e)}")
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# API endpoint for paraphrasing
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@app.post("/paraphrase", response_model=ParaphraseResponse)
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async def paraphrase(request: ParaphraseRequest):
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paraphrased_text = paraphrase_text(request.text)
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return {"paraphrased_text": paraphrased_text}
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# Apply nest_asyncio to allow nested event loops
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nest_asyncio.apply()
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# Run the app with Uvicorn (use this command in terminal: uvicorn your_script_name:app --reload)
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if __name__ == "__main__":
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from fastapi import FastAPI, HTTPException
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import uvicorn
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# Initialize FastAPI app
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app = FastAPI()
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@app.route('/')
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def index():
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return "Hello"
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# Run the app with Uvicorn (use this command in terminal: uvicorn your_script_name:app --reload)
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if __name__ == "__main__":
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