Kush26 commited on
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Create app.py

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  1. app.py +29 -0
app.py ADDED
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+ import gradio as gr
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+ import torch
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+ from model import model, tokenizer, translate_sentence, translate_beam_search, device
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+
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+ def translate(text, decoding_strategy, beam_size):
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+ if decoding_strategy == "Greedy":
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+ return translate_sentence(text, model, tokenizer, device)
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+ else:
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+ return translate_beam_search(text, model, tokenizer, device, pad_token_id=tokenizer.token_to_id('[PAD]'), beam_size=beam_size)
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+
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+ with gr.Blocks() as demo:
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+ gr.Markdown("Hindi-English Translation")
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+
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+ with gr.Row():
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+ inp = gr.Textbox(label="Input Sentence", placeholder="Enter sentence to translate", lines=2)
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+
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+ with gr.Row():
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+ decoding = gr.Radio(["Greedy", "Beam Search"], value="Greedy", label="Decoding Strategy")
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+ beam = gr.Slider(minimum=2, maximum=10, step=1, value=4, label="Beam Size (for Beam Search)")
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+
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+ out = gr.Textbox(label="Translation", lines=2)
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+
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+ def handle_translate(text, decoding_strategy, beam_size):
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+ return translate(text, decoding_strategy, beam_size)
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+
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+ btn = gr.Button("Translate")
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+ btn.click(fn=handle_translate, inputs=[inp, decoding, beam], outputs=out)
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+
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+ demo.launch()