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Create app.py
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app.py
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from peft import PeftModel
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# Model path
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model_name = "Qwen/Qwen3-0.6B"
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peft_model_path = "gauravprasadgp/Qwen3-0.6B_demeaner_hinglish"
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# Load tokenizer and model
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tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
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base_model = AutoModelForCausalLM.from_pretrained(model_name, trust_remote_code=True, device_map="auto")
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model = PeftModel.from_pretrained(base_model, peft_model_path)
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def generate_response(prompt, max_tokens, temperature, top_p):
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inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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outputs = model.generate(
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**inputs,
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max_new_tokens=max_tokens,
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temperature=temperature,
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top_p=top_p,
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do_sample=True
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)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return response[len(prompt):].strip() # Trim input from output
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# UI
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iface = gr.Interface(
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fn=generate_response,
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inputs=[
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gr.Textbox(label="Did Gaurav asked you to try me ???", lines=4, placeholder="Type something..."),
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gr.Slider(20, 512, value=128, step=8, label="Max Tokens"),
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gr.Slider(0.1, 1.0, value=0.7, step=0.1, label="Temperature"),
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gr.Slider(0.1, 1.0, value=0.9, step=0.1, label="Top-p (nucleus sampling)")
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],
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outputs=gr.Textbox(label="Model Response"),
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title="Hinglish Demeaner Model (Qwen3-0.6B)",
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description="This is a fine-tuned Qwen model to generate Hinglish responses with stylistic modifications.",
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theme="default"
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)
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if __name__ == "__main__":
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iface.launch()
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