Update app.py
Browse files
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 pyttsx3
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import tempfile
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import os
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# Load the NLLB model
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# model_path = "../text_translator/model/models--facebook--nllb-200-distilled-600M/snapshots/f8d333a098d19b4fd9a8b18f94170487ad3f821d"
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# translator = pipeline("translation", model=model_path)
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translator = pipeline("translation", model="facebook/nllb-200-distilled-600M")
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# Load language codes
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# def load_lang_codes(file_path='../text_translator/lang file/lang_code.json'):
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def load_lang_codes(file_path='lang_code.json'):
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try:
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with open(file_path, 'r', encoding='utf-8') as f:
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data = json.load(f)
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return {entry['Language']: entry['FLORES-200 code'] for entry in data}
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except Exception as e:
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print(f"Error loading language codes: {e}")
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return {}
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lang_dict = load_lang_codes()
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language_list = list(lang_dict.keys())
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# Text-to-Speech function using pyttsx3
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def text_to_speech(text):
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engine = pyttsx3.init()
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engine.setProperty('rate', 160)
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engine.setProperty('volume', 1.0)
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# Save speech to a temporary file
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with tempfile.NamedTemporaryFile(delete=False, suffix=".wav") as fp:
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filename = fp.name
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engine.save_to_file(text, filename)
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engine.runAndWait()
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return filename
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# Translation + TTS function
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def translate_and_speak(text, src_lang, tgt_lang):
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src_code = lang_dict.get(src_lang)
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tgt_code = lang_dict.get(tgt_lang)
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if not src_code or not tgt_code:
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return "Invalid language selected.", None
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try:
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result = translator(text, src_lang=src_code, tgt_lang=tgt_code)
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translated_text = result[0]['translation_text']
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audio_path = text_to_speech(translated_text)
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return translated_text, audio_path
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except Exception as e:
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return f"Translation error: {e}", None
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# Gradio UI
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with gr.Blocks(css="""
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.gradio-container {
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font-family: 'Segoe UI', sans-serif;
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background-color: #f4f4f4;
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padding: 40px;
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}
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h1 {
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color: black !important;
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font-size: 28px !important;
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margin-bottom: 30px !important;
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}
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.gr-button {
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font-size: 16px !important;
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padding: 10px 20px !important;
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}
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.gr-box {
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padding: 20px !important;
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}
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""") as demo:
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gr.Markdown("<h1 style='text-align: center;'>@GenAI MultiLanguage Translator Model</h1>")
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with gr.Row():
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with gr.Column(scale=1):
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input_text = gr.Textbox(
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label="π Enter Text",
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placeholder="Type something to translate...",
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lines=4
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)
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gr.Markdown("<br>")
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src_dropdown = gr.Dropdown(choices=language_list, label="π€ Source Language", value="English")
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tgt_dropdown = gr.Dropdown(choices=language_list, label="π₯ Target Language", value="French")
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gr.Markdown("<br>")
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translate_button = gr.Button("π Translate", variant="primary")
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with gr.Column(scale=1):
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output_text = gr.Textbox(label="β
Translated Text", lines=6, interactive=False)
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audio_output = gr.Audio(label="π Speak Translation", type="filepath", autoplay=True)
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translate_button.click(fn=translate_and_speak,
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inputs=[input_text, src_dropdown, tgt_dropdown],
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outputs=[output_text, audio_output])
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# Launch
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demo.launch()
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