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solver.py
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| 1 |
+
import sympy as sp
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| 2 |
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from sympy.parsing.sympy_parser import parse_expr, standard_transformations, implicit_multiplication_application
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| 3 |
+
from sympy.solvers import solve
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| 4 |
+
from sympy import integrate, diff, latex,simplify, expand,sqrt, log, exp, sin, cos, tan, asin, acos, atan, Symbol, factorial, laplace_transform
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| 5 |
+
import re
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| 6 |
+
def format_expression(expr):
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| 7 |
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latex_expr = latex(expr)
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| 8 |
+
replacements = {
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| 9 |
+
'**': '^', # Power notation
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| 10 |
+
'*x': 'x', # Remove unnecessary multiplication signs
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| 11 |
+
'*(': '(', # Remove multiplication before parentheses
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| 12 |
+
'exp': 'e^', # Exponential notation
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| 13 |
+
'sqrt': '√', # Square root
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| 14 |
+
'factorial': '!', # Factorial symbol
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| 15 |
+
'gamma': 'Γ', # Gamma function
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| 16 |
+
'Gamma': 'Γ', # Sometimes SymPy capitalizes it
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| 17 |
+
'fresnels': 'S', # Fresnel S integral
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| 18 |
+
'fresnelc': 'C', # Fresnel C integral
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| 19 |
+
'hyper': '₁F₂', # Generalized hypergeometric function
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| 20 |
+
'log': 'ln', # Natural logarithm
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| 21 |
+
'oo': '∞', # Infinity symbol
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| 22 |
+
'pi': 'π', # Pi symbol
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| 23 |
+
'E': 'ℯ', # Euler's constant
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| 24 |
+
'I': '𝒊', # Imaginary unit
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| 25 |
+
'Abs': '|', # Absolute value
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| 26 |
+
'Integral': '∫', # Integral symbol
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| 27 |
+
'Derivative': 'd/dx', # Differentiation
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| 28 |
+
'Sum': 'Σ', # Summation symbol
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| 29 |
+
'Product': '∏', # Product symbol
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| 30 |
+
'sin': 'sin', 'cos': 'cos', 'tan': 'tan', # Trig functions (unchanged)
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| 31 |
+
'asin': 'sin⁻¹', 'acos': 'cos⁻¹', 'atan': 'tan⁻¹', # Inverse trig
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| 32 |
+
'sinh': 'sinh', 'cosh': 'cosh', 'tanh': 'tanh', # Hyperbolic trig
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| 33 |
+
'asinh': 'sinh⁻¹', 'acosh': 'cosh⁻¹', 'atanh': 'tanh⁻¹', # Inverse hyperbolic trig
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| 34 |
+
'diff': 'd/dx', # Derivative notation
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| 35 |
+
'integrate': '∫', # Integral notation
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| 36 |
+
'Limit': 'lim', # Limit notation
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| 37 |
+
'floor': '⌊', # Floor function
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| 38 |
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'ceiling': '⌈', # Ceiling function
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| 39 |
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'mod': 'mod', # Modulus (unchanged)
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| 40 |
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'Re': 'ℜ', # Real part
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| 41 |
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'Im': 'ℑ' # Imaginary part
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| 42 |
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}
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| 43 |
+
for old, new in replacements.items():
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| 44 |
+
latex_expr = latex_expr.replace(old, new)
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| 45 |
+
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| 46 |
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return f"$$ {latex_expr} $$"
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| 47 |
+
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| 48 |
+
def preprocess_equation(equation_str):
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| 49 |
+
"""Convert user-friendly equation format to SymPy format."""
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| 50 |
+
try:
|
| 51 |
+
# Replace common mathematical notations
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| 52 |
+
replacements = {
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| 53 |
+
'^': '**',
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| 54 |
+
'sin⁻¹': 'asin',
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| 55 |
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'cos⁻¹': 'acos',
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| 56 |
+
'tan⁻¹': 'atan',
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| 57 |
+
'e^': 'exp',
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| 58 |
+
'ln': 'log', # Convert ln to log (SymPy default)
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| 59 |
+
'√': 'sqrt', # Convert square root symbol to sqrt()
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| 60 |
+
'!': '.factorial()', # Convert factorial to function call
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| 61 |
+
}
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| 62 |
+
for old, new in replacements.items():
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| 63 |
+
equation_str = equation_str.replace(old, new)
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| 64 |
+
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| 65 |
+
equation_str = re.sub(r'(\d+)!', r'factorial(\1)', equation_str)
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| 66 |
+
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| 67 |
+
# Handle exponential expressions
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| 68 |
+
if 'exp' in equation_str:
|
| 69 |
+
parts = equation_str.split('exp')
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| 70 |
+
for i in range(1, len(parts)):
|
| 71 |
+
if parts[i] and parts[i][0] != '(':
|
| 72 |
+
parts[i] = '(' + parts[i]
|
| 73 |
+
if '=' in parts[i]:
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| 74 |
+
exp_part, rest = parts[i].split('=', 1)
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| 75 |
+
parts[i] = exp_part + ')=' + rest
|
| 76 |
+
else:
|
| 77 |
+
parts[i] = parts[i] + ')'
|
| 78 |
+
equation_str = 'exp'.join(parts)
|
| 79 |
+
|
| 80 |
+
# Add multiplication symbol where needed
|
| 81 |
+
processed = ''
|
| 82 |
+
i = 0
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| 83 |
+
while i < len(equation_str):
|
| 84 |
+
if i + 1 < len(equation_str):
|
| 85 |
+
if equation_str[i].isdigit() and equation_str[i+1] == 'x':
|
| 86 |
+
processed += equation_str[i] + '*'
|
| 87 |
+
i += 1
|
| 88 |
+
continue
|
| 89 |
+
processed += equation_str[i]
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| 90 |
+
i += 1
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| 91 |
+
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| 92 |
+
return processed
|
| 93 |
+
except Exception as e:
|
| 94 |
+
raise Exception(f"Error in equation format: {str(e)}")
|
| 95 |
+
|
| 96 |
+
def process_expression(expr_str):
|
| 97 |
+
"""Process mathematical expressions without equations."""
|
| 98 |
+
try:
|
| 99 |
+
processed_expr = preprocess_equation(expr_str)
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| 100 |
+
x = Symbol('x')
|
| 101 |
+
|
| 102 |
+
if expr_str.startswith('∫'): # Integration
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| 103 |
+
expr_to_integrate = processed_expr[1:].strip()
|
| 104 |
+
expr = parse_expr(expr_to_integrate, transformations=(standard_transformations + (implicit_multiplication_application,)))
|
| 105 |
+
result = integrate(expr, x)
|
| 106 |
+
return f"∫{format_expression(expr)} = {format_expression(result)}"
|
| 107 |
+
|
| 108 |
+
elif expr_str.startswith('d/dx'): # Differentiation
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| 109 |
+
expr_to_diff = processed_expr[4:].strip()
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| 110 |
+
if expr_to_diff.startswith('(') and expr_to_diff.endswith(')'):
|
| 111 |
+
expr_to_diff = expr_to_diff[1:-1]
|
| 112 |
+
expr = parse_expr(expr_to_diff, transformations=(standard_transformations + (implicit_multiplication_application,)))
|
| 113 |
+
result = diff(expr, x)
|
| 114 |
+
return f"d/dx({format_expression(expr)}) = {format_expression(result)}"
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| 115 |
+
|
| 116 |
+
|
| 117 |
+
elif 'sqrt' in processed_expr.lower():
|
| 118 |
+
try:
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| 119 |
+
transformations = standard_transformations + (implicit_multiplication_application,)
|
| 120 |
+
|
| 121 |
+
# Remove "sqrt" and parse the expression inside
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| 122 |
+
expr = sp.parse_expr(processed_expr.replace("sqrt", ""), transformations=transformations)
|
| 123 |
+
|
| 124 |
+
sqrt_result = sp.sqrt(expr)
|
| 125 |
+
|
| 126 |
+
# If it's sqrt(x^2), simplify it to |x|
|
| 127 |
+
simplified_result = sp.simplify(sqrt_result)
|
| 128 |
+
|
| 129 |
+
steps = []
|
| 130 |
+
steps.append(f"**Step 1:** Original expression: \n{to_latex(expr)}")
|
| 131 |
+
|
| 132 |
+
# Case 1: Perfect Squares → Show exact value (e.g., sqrt(9) = ±3)
|
| 133 |
+
if sqrt_result.is_Integer:
|
| 134 |
+
steps.append(f"**Step 2:** √{to_latex(expr)} is a perfect square")
|
| 135 |
+
steps.append(f"**Step 3:** Solution: \n±{to_latex(sqrt_result)}")
|
| 136 |
+
solution = "\n".join(steps)
|
| 137 |
+
|
| 138 |
+
# Case 2: Non-Perfect Squares → Show decimal value (e.g., sqrt(2) ≈ 1.41)
|
| 139 |
+
elif sqrt_result.is_real and not sqrt_result.is_rational:
|
| 140 |
+
decimal_value = float(sqrt_result.evalf())
|
| 141 |
+
steps.append(f"**Step 2:** √{to_latex(expr)} is not a perfect square")
|
| 142 |
+
steps.append(f"**Step 3:** Approximate value: \n{decimal_value}")
|
| 143 |
+
solution = "\n".join(steps)
|
| 144 |
+
|
| 145 |
+
# Case 3: Expressions like √x² → |x|
|
| 146 |
+
elif simplified_result != sqrt_result:
|
| 147 |
+
steps.append(f"**Step 2:** Simplification using identity: \n{to_latex(simplified_result)}")
|
| 148 |
+
solution = "\n".join(steps)
|
| 149 |
+
|
| 150 |
+
# Case 4: General Expression → Return as-is
|
| 151 |
+
else:
|
| 152 |
+
steps.append(f"**Step 2:** Taking square root: \n{to_latex(sqrt_result)}")
|
| 153 |
+
steps.append(f"**Step 3:** Considering both positive and negative roots: \n±{to_latex(sqrt_result)}")
|
| 154 |
+
solution = "\n".join(steps)
|
| 155 |
+
|
| 156 |
+
except Exception as e:
|
| 157 |
+
solution = f"Error: {str(e)}"
|
| 158 |
+
elif 'factorial' in processed_expr: # Factorial case
|
| 159 |
+
expr = parse_expr(processed_expr, transformations=(standard_transformations + (implicit_multiplication_application,)))
|
| 160 |
+
result = expr.doit() # Compute the factorial correctly
|
| 161 |
+
return f"{format_expression(expr)} = {result}"
|
| 162 |
+
|
| 163 |
+
|
| 164 |
+
elif '/' in expr_str: # Handle fractions and return decimal
|
| 165 |
+
expr = parse_expr(processed_expr, transformations=(standard_transformations + (implicit_multiplication_application,)))
|
| 166 |
+
simplified = simplify(expr)
|
| 167 |
+
decimal_value = float(simplified)
|
| 168 |
+
return f"Simplified: {format_expression(simplified)}\nDecimal: {decimal_value}"
|
| 169 |
+
|
| 170 |
+
else: # Regular expression simplification
|
| 171 |
+
expr = parse_expr(processed_expr, transformations=(standard_transformations + (implicit_multiplication_application,)))
|
| 172 |
+
simplified = simplify(expr)
|
| 173 |
+
expanded = expand(simplified)
|
| 174 |
+
return f"Simplified: {format_expression(simplified)}\nExpanded: {format_expression(expanded)}"
|
| 175 |
+
|
| 176 |
+
except Exception as e:
|
| 177 |
+
raise Exception(f"Error processing expression: {str(e)}")
|
| 178 |
+
|
| 179 |
+
|
| 180 |
+
except Exception as e:
|
| 181 |
+
raise Exception(f"Error processing expression: {str(e)}")
|
| 182 |
+
|
| 183 |
+
def solve_equation(equation_str):
|
| 184 |
+
"""Solve the given equation and return the solution."""
|
| 185 |
+
try:
|
| 186 |
+
if '=' not in equation_str:
|
| 187 |
+
return process_expression(equation_str)
|
| 188 |
+
|
| 189 |
+
# Preprocess equation
|
| 190 |
+
equation_str = preprocess_equation(equation_str)
|
| 191 |
+
|
| 192 |
+
# Split equation into left and right parts
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| 193 |
+
left_side, right_side = [side.strip() for side in equation_str.split('=')]
|
| 194 |
+
|
| 195 |
+
# Parse both sides with implicit multiplication
|
| 196 |
+
transformations = standard_transformations + (implicit_multiplication_application,)
|
| 197 |
+
left_expr = parse_expr(left_side, transformations=transformations)
|
| 198 |
+
right_expr = parse_expr(right_side, transformations=transformations)
|
| 199 |
+
equation = left_expr - right_expr
|
| 200 |
+
|
| 201 |
+
# Solve the equation
|
| 202 |
+
x = Symbol('x')
|
| 203 |
+
solution = solve(equation, x)
|
| 204 |
+
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| 205 |
+
# Format solution
|
| 206 |
+
if len(solution) == 0:
|
| 207 |
+
return "No solution exists"
|
| 208 |
+
elif len(solution) == 1:
|
| 209 |
+
return f"x = {format_expression(solution[0])}"
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| 210 |
+
else:
|
| 211 |
+
return "x = " + ", ".join([format_expression(sol) for sol in solution])
|
| 212 |
+
|
| 213 |
+
except Exception as e:
|
| 214 |
+
raise Exception(f"Invalid equation format: {str(e)}")
|
| 215 |
+
|
| 216 |
+
def generate_steps(equation_str):
|
| 217 |
+
"""Generate step-by-step solution for the equation or expression."""
|
| 218 |
+
steps = []
|
| 219 |
+
try:
|
| 220 |
+
if '=' not in equation_str:
|
| 221 |
+
steps.append(f"1. Original expression: {equation_str}")
|
| 222 |
+
result = process_expression(equation_str)
|
| 223 |
+
steps.append(f"2. Result: {result}")
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| 224 |
+
return steps
|
| 225 |
+
|
| 226 |
+
# Preprocess equation
|
| 227 |
+
processed_eq = preprocess_equation(equation_str)
|
| 228 |
+
|
| 229 |
+
# Split equation into left and right parts
|
| 230 |
+
left_side, right_side = [side.strip() for side in processed_eq.split('=')]
|
| 231 |
+
|
| 232 |
+
# Parse expressions with implicit multiplication
|
| 233 |
+
transformations = standard_transformations + (implicit_multiplication_application,)
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| 234 |
+
left_expr = parse_expr(left_side, transformations=transformations)
|
| 235 |
+
right_expr = parse_expr(right_side, transformations=transformations)
|
| 236 |
+
|
| 237 |
+
# Step 1: Show original equation
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| 238 |
+
steps.append(f"1. Original equation: {format_expression(left_expr)} = {format_expression(right_expr)}")
|
| 239 |
+
|
| 240 |
+
# Step 2: Move all terms to left side
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| 241 |
+
equation = left_expr - right_expr
|
| 242 |
+
steps.append(f"2. Move all terms to left side: {format_expression(equation)} = 0")
|
| 243 |
+
|
| 244 |
+
# Step 3: Factor if possible
|
| 245 |
+
factored = sp.factor(equation)
|
| 246 |
+
if factored != equation:
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| 247 |
+
steps.append(f"3. Factor the equation: {format_expression(factored)} = 0")
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| 248 |
+
|
| 249 |
+
# Step 4: Solve
|
| 250 |
+
x = Symbol('x')
|
| 251 |
+
solution = solve(equation, x)
|
| 252 |
+
steps.append(f"4. Solve for x: x = {', '.join([format_expression(sol) for sol in solution])}")
|
| 253 |
+
|
| 254 |
+
# Step 5: Verify solutions
|
| 255 |
+
steps.append("5. Verify solutions:")
|
| 256 |
+
for sol in solution:
|
| 257 |
+
result = equation.subs(x, sol)
|
| 258 |
+
steps.append(f" When x = {format_expression(sol)}, equation equals {format_expression(result)}")
|
| 259 |
+
|
| 260 |
+
return steps
|
| 261 |
+
|
| 262 |
+
except Exception as e:
|
| 263 |
+
raise Exception(f"Error generating steps: {str(e)}")
|