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Create translation_app.py
Browse files- translation_app.py +56 -0
translation_app.py
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import os
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import gradio as gr
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from langdetect import detect, LangDetectException
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from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer
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try:
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from groq import Groq
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except Exception:
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Groq = None
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# Config
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GROQ_API_KEY = os.getenv("GROQ_API_KEY")
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GROQ_MODEL = os.getenv("GROQ_MODEL", "mixtral-8x7b-32768")
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groq_client = None
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if GROQ_API_KEY and Groq is not None:
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try:
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groq_client = Groq(api_key=GROQ_API_KEY)
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except Exception:
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pass
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m2m_model_name = "facebook/m2m100_418M"
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m2m_tokenizer = M2M100Tokenizer.from_pretrained(m2m_model_name)
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m2m_model = M2M100ForConditionalGeneration.from_pretrained(m2m_model_name)
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LANG_UI_TO_CODE = {"English": "en", "Spanish": "es", "French": "fr"}
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def call_m2m(user_text, target_code):
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try:
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src_code = detect(user_text)
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except LangDetectException:
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src_code = "en"
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if src_code == target_code:
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return user_text
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m2m_tokenizer.src_lang = src_code
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encoded = m2m_tokenizer(user_text, return_tensors="pt")
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generated = m2m_model.generate(**encoded, forced_bos_token_id=m2m_tokenizer.get_lang_id(target_code))
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return m2m_tokenizer.decode(generated[0], skip_special_tokens=True)
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def translate_text(user_text, target_lang_ui):
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if not user_text.strip():
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return "⚠️ Please enter text."
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target_code = LANG_UI_TO_CODE.get(target_lang_ui, "en")
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try:
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return call_m2m(user_text, target_code)
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except:
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return "❌ Translation failed."
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with gr.Blocks() as demo:
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gr.Markdown("## 🌐 Universal Translator")
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with gr.Row():
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txt = gr.Textbox(label="Enter your text", lines=6)
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tgt = gr.Dropdown(choices=["English", "Spanish", "French"], value="English", label="Target Language")
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out = gr.Textbox(label="Translated Output", lines=6)
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btn = gr.Button("Translate")
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btn.click(fn=translate_text, inputs=[txt, tgt], outputs=[out])
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