Mr7Explorer commited on
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4d5c87f
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1 Parent(s): fd83687

Create app.py

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  1. app.py +37 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+
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+ try:
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+ model_name = "ai4bharat/IndicTrans3-beta"
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+ tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True, use_fast=False)
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+ model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True)
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+ except Exception as e:
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+ raise Exception(f"Error loading model: {str(e)}")
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+
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+ def translate(text, src_lang, tgt_lang):
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+ if not text:
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+ return "Please enter text to translate."
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+ try:
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+ prompt = f"Translate from {src_lang} to {tgt_lang}: {text}"
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+ inputs = tokenizer(prompt, return_tensors="pt", padding=True)
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+ outputs = model.generate(**inputs, max_new_tokens=50)
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+ return tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ except Exception as e:
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+ return f"Translation error: {str(e)}"
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+
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+ lang_options = ["en", "hi", "ta", "te"]
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+
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+ iface = gr.Interface(
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+ fn=translate,
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+ inputs=[
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+ gr.Textbox(label="Input Text", placeholder="Enter text here..."),
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+ gr.Dropdown(lang_options, label="Source Language", value="en"),
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+ gr.Dropdown(lang_options, label="Target Language", value="hi")
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+ ],
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+ outputs=gr.Textbox(label="Translation"),
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+ title="Indic Translator",
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+ description="Translate text using AI4Bharat's IndicTrans3-beta model."
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+ )
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+
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+ if __name__ == "__main__":
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+ iface.launch(server_name="0.0.0.0", server_port=7860)