feat: Added function * function multiplication

This commit is contained in:
2025-06-17 14:26:26 -04:00
parent 8656b558b4
commit ee414ea0dc
2 changed files with 72 additions and 20 deletions

View File

@ -1,7 +1,7 @@
import math
import numpy as np
from dataclasses import dataclass
from typing import List, Optional
from typing import List, Optional, Union
import warnings
# Attempt to import CuPy for CUDA acceleration.
@ -392,36 +392,55 @@ class Function:
result_func = Function(len(new_coefficients) - 1)
result_func.set_coeffs(new_coefficients.tolist())
return result_func
def __mul__(self, scalar: int) -> 'Function':
"""Multiplies the function by a scalar constant."""
self._check_initialized()
if not isinstance(scalar, (int, float)):
return NotImplemented
def _multiply_by_scalar(self, scalar: Union[int, float]) -> 'Function':
"""Helper method to multiply the function by a scalar constant."""
self._check_initialized() # It's good practice to check here too
if scalar == 0:
result_func = Function(0)
result_func.set_coeffs([0])
return result_func
new_coefficients = self.coefficients * scalar
result_func = Function(self._largest_exponent)
result_func.set_coeffs(new_coefficients.tolist())
return result_func
def __rmul__(self, scalar: int) -> 'Function':
def _multiply_by_function(self, other: 'Function') -> 'Function':
"""Helper method for polynomial multiplication (Function * Function)."""
self._check_initialized()
other._check_initialized()
# np.polymul performs convolution of coefficients to multiply polynomials
new_coefficients = np.polymul(self.coefficients, other.coefficients)
# The degree of the resulting polynomial is derived from the new coefficients
new_degree = len(new_coefficients) - 1
result_func = Function(new_degree)
result_func.set_coeffs(new_coefficients.tolist())
return result_func
def __mul__(self, other: Union['Function', int, float]) -> 'Function':
"""Multiplies the function by a scalar constant."""
if isinstance(other, (int, float)):
return self._multiply_by_scalar(other)
elif isinstance(other, self.__class__):
return self._multiply_by_function(other)
else:
return NotImplemented
def __rmul__(self, scalar: Union[int, float]) -> 'Function':
"""Handles scalar multiplication from the right (e.g., 3 * func)."""
return self.__mul__(scalar)
def __imul__(self, scalar: int) -> 'Function':
def __imul__(self, other: Union['Function', int, float]) -> 'Function':
"""Performs in-place multiplication by a scalar (func *= 3)."""
self._check_initialized()
if not isinstance(scalar, (int, float)):
return NotImplemented
if scalar == 0:
raise ValueError("Cannot multiply a function by 0.")
self.coefficients *= scalar
self.coefficients *= other
return self
@ -506,4 +525,18 @@ if __name__ == '__main__':
# Multiplication: (x + 10) * 3 = 3x + 30
f_mul = f2 * 3
print(f"f2 * 3 = {f_mul}")
print(f"f2 * 3 = {f_mul}")
# f3 represents 2x^2 + 3x + 1
f3 = Function(2)
f3.set_coeffs([2, 3, 1])
print(f"Function f3: {f3}")
# f4 represents 5x - 4
f4 = Function(1)
f4.set_coeffs([5, -4])
print(f"Function f4: {f4}")
# Multiply the two functions
product_func = f3 * f4
print(f"f3 * f4 = {product_func}")