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created app
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app.py
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import gradio as gr
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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import torch
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# Load model and tokenizer
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model_name = "prithivida/grammar_error_correcter_v1"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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def correct_grammar(input_text):
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inputs = tokenizer.encode("gec: " + input_text, return_tensors="pt", max_length=128, truncation=True)
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outputs = model.generate(inputs, max_length=128, num_beams=5, early_stopping=True)
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corrected = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return corrected
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# Gradio Interface
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iface = gr.Interface(
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fn=correct_grammar,
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inputs=gr.Textbox(lines=4, placeholder="Enter your sentence..."),
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outputs="text",
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title="Grammar Correction Tool",
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description="Enter text with errors. The model will return a grammatically corrected version."
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)
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iface.launch()
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