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Update app.py
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app.py
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@@ -1,28 +1,34 @@
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# app.py (Translation Space)
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import gradio as gr
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from transformers import pipeline
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# Initialize models
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try:
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translator_ar_en = pipeline("translation_ar_to_en", model="Helsinki-NLP/opus-mt-ar-en")
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translator_en_ar = pipeline("translation_en_to_ar", model="Helsinki-NLP/opus-mt-en-ar")
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print("Translation
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except Exception as e:
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print(f"Error loading translation
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raise
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try:
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if source_lang == "ar" and target_lang == "en":
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elif source_lang == "en" and target_lang == "ar":
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else:
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return "Invalid language combination"
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return translation
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except Exception as e:
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print(f"Error in translation: {e}")
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return "Translation Error"
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# Gradio interface
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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@@ -32,13 +38,18 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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source_lang = gr.Dropdown(["ar", "en"], label="Source Language")
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target_lang = gr.Dropdown(["ar", "en"], label="Target Language")
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text_input = gr.Textbox(label="Input Text", lines=5)
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translation_output = gr.Textbox(label="Translated Text")
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submit = gr.Button("Translate", variant="primary")
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inputs=[text_input, source_lang, target_lang],
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outputs=[translation_output])
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# app.py (Translation Space)
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import gradio as gr
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from transformers import pipeline
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import asyncio
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# Initialize models
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try:
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translator_ar_en = pipeline("translation_ar_to_en", model="Helsinki-NLP/opus-mt-ar-en")
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translator_en_ar = pipeline("translation_en_to_ar", model="Helsinki-NLP/opus-mt-en-ar")
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print("Translation models loaded successfully!")
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except Exception as e:
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print(f"Error loading translation models: {e}")
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raise # Stop execution if models fail to load
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# Translation function (Batched)
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async def translate(texts, source_lang, target_lang):
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try:
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if not texts:
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return [] # Handle empty input
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if source_lang == "ar" and target_lang == "en":
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translations = translator_ar_en(texts)
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return [translation['translation_text'] for translation in translations]
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elif source_lang == "en" and target_lang == "ar":
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translations = translator_en_ar(texts)
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return [translation['translation_text'] for translation in translations]
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else:
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return ["Invalid language combination"] * len(texts) # Error for each input
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except Exception as e:
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print(f"Error in translation: {e}")
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return ["Translation Error"] * len(texts) # Indicate error for each input
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# Gradio interface
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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source_lang = gr.Dropdown(["ar", "en"], label="Source Language")
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target_lang = gr.Dropdown(["ar", "en"], label="Target Language")
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text_input = gr.Textbox(label="Input Text (Separate multiple texts with newlines)", lines=5)
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translation_output = gr.Textbox(label="Translated Text", lines=5)
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submit = gr.Button("Translate", variant="primary")
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async def process_translation(text_input, source_lang, target_lang):
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texts = text_input.split("\n") # Split input into multiple texts
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translations = await translate(texts, source_lang, target_lang)
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return "\n".join(translations) # Join translations with newlines
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submit.click(process_translation,
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inputs=[text_input, source_lang, target_lang],
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outputs=[translation_output])
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