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Create app.py
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app.py
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import streamlit as st
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from sympy import symbols, Eq, solve, log, sin, cos, tan, diff, integrate
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from sympy.parsing.sympy_parser import parse_expr
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from transformers import pipeline
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# Initialize the Hugging Face model for math question answering
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math_model = pipeline("text2text-generation", model="google/t5-small-ssm-nq")
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def solve_math_problem(problem):
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try:
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# Attempt to parse and solve mathematical expressions
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expr = parse_expr(problem)
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# Solve algebraic equations or expressions
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if isinstance(expr, Eq):
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return solve(expr)
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else:
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return expr
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except:
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# Handle complex cases or when sympy can't solve the problem
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result = math_model(problem)
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return result[0]['generated_text']
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def solve_trigonometric(problem):
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# Process trigonometric expressions
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try:
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if 'sin' in problem or 'cos' in problem or 'tan' in problem:
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expr = parse_expr(problem)
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return expr
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else:
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return "This doesn't seem to be a trigonometric expression."
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except:
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return "Unable to solve the trigonometric expression."
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def solve_de_morgan_law(problem):
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# Example function to handle de Morgan's law
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if "not" in problem and "or" in problem or "and" in problem:
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# This is a basic check, for detailed handling we can implement a parser
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return f"De Morgan's transformation for: {problem}."
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return "No de Morgan's law expression found."
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# Streamlit UI
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st.title("Math Solver App")
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st.write("This app can solve mathematical problems like algebra, trigonometry, and logic.")
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question = st.text_input("Enter your math question here:")
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if question:
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if "log" in question:
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# Handle logarithmic expressions
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result = solve_math_problem(question)
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st.write(f"Logarithmic result: {result}")
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elif "sin" in question or "cos" in question or "tan" in question:
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result = solve_trigonometric(question)
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st.write(f"Trigonometric result: {result}")
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elif "not" in question or "and" in question or "or" in question:
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result = solve_de_morgan_law(question)
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st.write(result)
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else:
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# For algebraic or other mathematical expressions
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result = solve_math_problem(question)
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st.write(f"Result: {result}")
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