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Create app.py
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app.py
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import torch
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import gradio as gr
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import json
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from transformers import pipeline
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import datetime
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text_translator = pipeline("translation", model="facebook/nllb-200-distilled-600M", torch_dtype=torch.bfloat16)
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try:
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with open("Files/languages.json", "r", encoding="utf-8") as file:
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data = json.load(file)
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except FileNotFoundError:
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print("File 'languages.json' not found.")
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data = []
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except json.JSONDecodeError:
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print("Failed to decode JSON file.")
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data = []
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def FLORES_code(source_language, target_language):
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src_code = tgt_code = None
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for entry in data:
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if entry["Language"].lower() == (source_language or "").lower():
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src_code = entry["FLORES-200 code"]
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if entry["Language"].lower() == (target_language or "").lower():
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tgt_code = entry["FLORES-200 code"]
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if src_code and tgt_code:
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return src_code, tgt_code
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return "Language not found in the dataset.", None
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def translate_text(text, source_language, target_language):
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src_code, target_code = FLORES_code(source_language, target_language)
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if src_code == "Language not found in the dataset." or not src_code or not target_code:
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return "Language not found in the dataset."
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translation = text_translator(text, src_lang=src_code, tgt_lang=target_code)
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return translation[0]["translation_text"]
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def save_translation(text):
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filename = f"translation_{datetime.datetime.now().strftime('%Y%m%d_%H%M%S')}.txt"
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with open(filename, "w", encoding="utf-8") as f:
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f.write(text)
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return filename
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gr.close_all()
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with gr.Blocks() as demo:
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gr.Markdown("# 🌐 Multilingual Translator")
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gr.Markdown("## Translate text between multiple languages.")
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with gr.Row():
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input_len_slider = gr.Slider(minimum=1, maximum=50, value=5, label="Input Textbox Height (Lines)")
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output_len_slider = gr.Slider(minimum=1, maximum=50, value=5, label="Output Textbox Height (Lines)")
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with gr.Row():
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with gr.Column(scale=1):
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src_dropdown = gr.Dropdown(
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label="Select Source Language",
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choices=[entry["Language"] for entry in data],
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value=None
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)
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tgt_dropdown = gr.Dropdown(
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label="Select Destination Language",
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choices=[entry["Language"] for entry in data],
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value=None
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)
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translate_btn = gr.Button("🌍 Translate", scale=0)
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with gr.Column(scale=3):
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text_input = gr.Textbox(
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label="Input Text",
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lines=5,
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placeholder="Enter text to translate..."
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)
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output_box = gr.Textbox(
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label="Translated Text",
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lines=5,
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placeholder="Translation will appear here..."
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)
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with gr.Row():
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save_btn = gr.Button("💾 Save Translation")
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file_output = gr.File(label="Download File")
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translate_btn.click(translate_text, inputs=[text_input, src_dropdown, tgt_dropdown], outputs=output_box)
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input_len_slider.change(lambda n: gr.update(lines=n), inputs=input_len_slider, outputs=text_input)
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output_len_slider.change(lambda n: gr.update(lines=n), inputs=output_len_slider, outputs=output_box)
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save_btn.click(save_translation, inputs=output_box, outputs=file_output)
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demo.launch()
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