kparkhade commited on
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Created app.py

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  1. app.py +43 -0
app.py ADDED
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+ import gradio as gr
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+ import torch
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+
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+ # Load Phi-4 model from Hugging Face
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+ model_name = "microsoft/phi-4"
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+ model = AutoModelForCausalLM.from_pretrained(
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+ model_name,
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+ torch_dtype=torch.float16,
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+ device_map="auto"
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+ )
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+ tokenizer = AutoTokenizer.from_pretrained(model_name)
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+
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+ # Ensure tokenizer compatibility
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+ if tokenizer.pad_token_id is None:
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+ tokenizer.pad_token_id = tokenizer.eos_token_id
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+
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+ # Define the homework checker function
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+ def check_homework(exercise, solution):
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+ prompt = f"""
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+ Exercise: {exercise}
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+ Solution: {solution}
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+ Task: Validate the solution to the math problem provided by the user.
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+ If correct, confirm it; if incorrect, provide corrections and reasoning.
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+ """
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+ inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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+ outputs = model.generate(**inputs, max_new_tokens=1024)
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+ response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ return response
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+
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+ # Gradio UI
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+ interface = gr.Interface(
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+ fn=check_homework,
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+ inputs=[
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+ gr.Textbox(lines=2, placeholder="Enter the exercise...", label="Exercise"),
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+ gr.Textbox(lines=1, placeholder="Enter your solution...", label="Your Solution")
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+ ],
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+ outputs=gr.Textbox(label="Feedback"),
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+ title="AI Homework Checker",
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+ description="Validate and improve your math homework with AI.",
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+ )
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+
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+ interface.launch()