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Naif901
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Commit
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708f0ce
1
Parent(s):
9bb2d27
Add Gradio app for Arabic text correction
Browse files
app.py
ADDED
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# -*- coding: utf-8 -*-
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"""app.ipynb
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Automatically generated by Colab.
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Original file is located at
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https://colab.research.google.com/drive/13MWFiF9_PiWlJkoiSMYYd-MFmF5QL2Fv
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"""
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import gradio as gr
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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# Load the model and tokenizer from Hugging Face
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model_name = "Slenko/Arabic-Text-Correction"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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# Define the function to correct Arabic text
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def correct_arabic_text(text):
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# Tokenize the input text
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inputs = tokenizer(text, return_tensors="pt", truncation=True)
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# Generate corrected output
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outputs = model.generate(**inputs)
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# Decode the output text
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corrected_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return corrected_text
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# Create the Gradio interface
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interface = gr.Interface(
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fn=correct_arabic_text, # Function to process the input
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inputs=gr.Textbox(lines=5, label="النص"), # Arabic text input field
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outputs=gr.Textbox(lines=5, label="التصحيح"), # Arabic text output field
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title="Arabic Text Correction",
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description="Enter Arabic text to correct grammar, spelling, and punctuation errors.",
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)
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# Launch the Gradio app
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if __name__ == "__main__":
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interface.launch()
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