Create app.py
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app.py
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import torch
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from fastapi.middleware.cors import CORSMiddleware
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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from happytransformer import HappyTextToText, TTSettings
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import gradio as gr
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# Load models
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happy_tt = HappyTextToText("T5", "prithivida/grammar_error_correcter_v1")
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def correct_grammar(text):
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args = TTSettings(num_beams=5, min_length=1)
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correction = happy_tt.generate_text("gec: " + text, args=args).text
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grammar_score = 100 - abs(len(text) - len(correction)) # Simplified scoring
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return correction, grammar_score
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# Gradio interface
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def process_input(text):
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return correct_grammar(text)
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# Add CORS support
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app = gr.Interface(
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fn=process_input,
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inputs=gr.Textbox(placeholder="Enter text here...", label="Input Text"),
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outputs=[
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gr.Textbox(label="Corrected Text"),
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gr.Number(label="Grammar Score")
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],
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title="Grammar Checker API",
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allow_flagging="never"
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)
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app.app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_methods=["*"],
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allow_headers=["*"],
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)
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if __name__ == "__main__":
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app.launch()
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