rabiyulfahim commited on
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Create app.py

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  1. app.py +21 -0
app.py ADDED
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+ from fastapi import FastAPI
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+ import torch
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+
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+ app = FastAPI(title="QA GPT2 API", description="Serving HuggingFace model with FastAPI")
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+
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+ # Load model once on startup
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+ model_id = "rabiyulfahim/qa_python_gpt2" # 👈 replace with your HF repo
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+ tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ model = AutoModelForCausalLM.from_pretrained(model_id)
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+
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+ @app.get("/")
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+ def home():
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+ return {"message": "Welcome to QA GPT2 API 🚀"}
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+
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+ @app.get("/ask")
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+ def ask(question: str, max_new_tokens: int = 50):
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+ inputs = tokenizer(question, return_tensors="pt")
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+ outputs = model.generate(**inputs, max_new_tokens=max_new_tokens)
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+ answer = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ return {"question": question, "answer": answer}