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Symbolic differentiation
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from symdiff import Term, Polynomial | |
expression = "4x**3 - x" | |
polynomial = Polynomial.from_string(expression) | |
print("Polynomial:", polynomial) | |
print("Differentiated:", polynomial.differentiate()) |
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class Term(object): | |
def __init__(self, coefficient, degree): | |
self.coefficient = float(coefficient) | |
self.degree = float(degree) | |
def __repr__(self): | |
return f'Term(coefficient={self.coefficient}, degree={self.degree})' | |
def __str__(self): | |
if not self.degree or not self.coefficient: | |
return f'{self.coefficient}' | |
if self.coefficient == 1: | |
coefficient_part = '' | |
elif self.coefficient == -1: | |
coefficient_part = '-' | |
else: | |
coefficient_part = self.coefficient | |
degree_part = 'x' if self.degree == 1 else f'x**{self.degree}' | |
return f'{coefficient_part}{degree_part}' | |
@classmethod | |
def from_string(cls, term_string): | |
try: # constant | |
return cls(coefficient=term_string, degree=0) | |
except ValueError: | |
coefficient, degree_info = term_string.split("x") | |
if coefficient == "": coefficient = 1 | |
if coefficient == "-": coefficient = -1 | |
# coefficient = 1 if coefficient == "" else -1 if coefficient == "-" else coefficient | |
try: # has an exponent | |
degree = degree_info.split("**").pop() | |
return cls(coefficient, degree=degree) | |
except: # degree 1 | |
return cls(coefficient, degree=1) | |
def differentiate(self): | |
if self.degree == 0: | |
return Term(coefficient=0, degree=0) | |
else: | |
coefficient = self.coefficient * self.degree | |
degree = self.degree - 1 | |
return Term(coefficient, degree) | |
class Polynomial(object): | |
def __init__(self, terms): | |
self.terms = terms | |
# or, omit zeros: | |
# self.terms = [t for t in terms if t is not None] or [Term(0, 0)] | |
def __repr__(self): | |
return f'Polynomial({repr(self.terms)})' | |
def __str__(self): | |
return " + ".join(str(t) for t in self.terms) | |
@classmethod | |
def from_string(cls, polynomial_string): | |
without_spaces = polynomial_string.replace(" ", "") | |
with_plus_signs = without_spaces.replace("-", "+-") | |
term_strings = [t for t in with_plus_signs.split("+") if t != ""] | |
terms = [Term.from_string(t) for t in term_strings] | |
return cls(terms) | |
def differentiate(self): | |
return Polynomial([t.differentiate() for t in self.terms]) | |
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