Math_Wizard / app.py
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Update app.py
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import torch
from transformers import AutoTokenizer, AutoModelForCausalLM, GenerationConfig
import gradio as gr
# Lightweight CPU-friendly model
model_name = "microsoft/phi-1_5"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)
model.generation_config = GenerationConfig.from_pretrained(model_name)
model.generation_config.pad_token_id = model.generation_config.eos_token_id
def solve_math_problem(question):
messages = [{"role": "user", "content": question}]
input_tensor = tokenizer.apply_chat_template(messages, add_generation_prompt=True, return_tensors="pt")
input_tensor = input_tensor.to(model.device)
with torch.no_grad():
outputs = model.generate(input_tensor, max_new_tokens=150)
response = tokenizer.decode(outputs[0][input_tensor.shape[1]:], skip_special_tokens=True)
return response.strip()
with gr.Blocks(css="footer {visibility: hidden}") as demo:
gr.Markdown("# ๐Ÿง™โ€โ™‚๏ธ Math Wizard AI")
gr.Markdown("""
<div style="font-size: 16px; line-height: 1.5">
Welcome to the <b>Math Wizard</b> โ€“ your intelligent assistant for solving math problems of all kinds! <br>
Ask anything from algebra, calculus, or even about famous mathematicians.<br><br>
</div>
""")
with gr.Tabs():
with gr.Tab("๐Ÿงฎ General Math"):
with gr.Row():
with gr.Column():
question_box = gr.Textbox(
label="Ask your question here:",
placeholder="E.g. What is the derivative of x^2 + 3x + 2?",
lines=3
)
submit_btn = gr.Button("๐Ÿ” Solve Now")
clear_btn = gr.Button("โŒ Clear")
with gr.Column():
answer_box = gr.Textbox(label="๐Ÿ“˜ Answer from the Wizard", lines=8, interactive=False)
copy_btn = gr.Button("๐Ÿ“‹ Copy Answer")
submit_btn.click(fn=solve_math_problem, inputs=question_box, outputs=answer_box)
clear_btn.click(lambda: ("", ""), outputs=[question_box, answer_box])
copy_btn.click(lambda x: x, inputs=answer_box, outputs=answer_box, show_progress=False)
with gr.Tab("๐Ÿง  Examples & Inspiration"):
gr.Markdown("""
<h4>Try asking things like:</h4>
<ul>
<li>๐Ÿงฉ Solve the equation xยฒ + 2x - 3 = 0</li>
<li>๐Ÿ“ What is the Pythagorean theorem?</li>
<li>๐Ÿ“Š Integrate sin(x) from 0 to ฯ€</li>
<li>๐Ÿงฎ Tell me about Euclid</li>
</ul>
""")
with gr.Tab("๐Ÿ“š About"):
gr.Markdown("""
<h4>About Math Wizard</h4>
<p>This assistant is powered by a lightweight AI model that runs smoothly even on CPUs.</p>
<p>Built with โค๏ธ using Gradio + HuggingFace Transformers</p>
<p>Model: <code>microsoft/phi-1_5</code> optimized for reasoning and small footprint.</p>
""")
if __name__ == "__main__":
demo.launch()