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Rational approximation of irrational numbers
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#!/usr/bin/env python3 | |
# Find rational approximations of irrational numbers | |
import math | |
from typing import List | |
from timeit import timeit | |
class Ratio: | |
""" a/q approximation of an irrational """ | |
def __init__(self, a: int, q: int, t: float) -> None: | |
self.a: int = a # numerator | |
self.q: int = q # denominator | |
self.t: float = t # target | |
self.v: float = a / q # value | |
self.d: float = math.fabs(self.t - self.v) # delta | |
def __str__(self) -> str: | |
rational: str = f'{self.a}/{self.q}'.rjust(14) | |
delta: str = f' ∆ {self.d:.14f}' | |
value: str = f' {self.v:.14f}' | |
# efficiency: digits of fraction vs decimal precision | |
d_in: int = len(str(self.a)) + len(str(self.q)) | |
d_out: float = int(f'{self.d:e}'.split('-')[1]) | |
d_out += (1 - float(int(f'{self.d:e}'[0])) * 0.1) | |
s_in: str = str(d_in).rjust(2) | |
s_out: str = f'{d_out:2.1f}'.ljust(4) | |
gain: float = d_out - d_in | |
s_gain: str = ' ' if gain >= 0 else '' | |
s_gain += f"{gain:2.1f}{'+' * int(math.ceil(5 * gain))}" | |
efficiency = f' {s_in}:{s_out} {s_gain}' | |
return rational + delta + value + efficiency | |
def bar(cur: int = 1, | |
fin: int = 1_000_000, | |
width: int = 30, | |
clear: bool = False) -> None: | |
""" Progress bar """ | |
if clear: | |
print(' ' * (width + len(f' {fin:,}'))) | |
return | |
lhs: int = int(round((cur / fin * width))) | |
rhs: int = width - lhs | |
stat: str = f' {cur:,}' | |
print(f'{"■" * lhs}{"□" * rhs}{stat}', end='\r') | |
def search(target: float) -> None: | |
""" Find a/q approximations of an irrational where ∆ < 1/q² """ | |
best_delta: float = 1.0 | |
print(f'\nTarget: {target}\n') | |
header: str = ' Rational Delta vs Target' | |
header += ' Decimal Value in:out +/-' | |
print(header) | |
for q in range(1, 1_000_000 + 1): | |
if q % 10_000 == 0: | |
bar(q) | |
tolerance = 1 / q ** 2 | |
floor: int = math.floor(q * target) | |
for a in [floor, floor + 1]: | |
r = Ratio(a, q, target) | |
if r.d <= tolerance and r.d < best_delta: | |
best_delta = r.d | |
print(r) | |
bar(q) | |
bar(clear=True) | |
def main() -> None: | |
test_count: int = 1 | |
# Irrational numbers | |
pi: float = math.pi | |
tau: float = math.tau | |
e: float = math.e | |
root2: float = math.sqrt(2) | |
root5: float = math.sqrt(5) | |
splat: float = pi + tau + e + root2 + root5 | |
print('splat = pi + tau + e + root2 + root5 =', splat) | |
# Put an irrational number here ↓ | |
elapse: float = timeit(lambda: search(pi), number=test_count) | |
print(f'Total elapse: {elapse}\nAverage time: {elapse / test_count}') | |
if __name__ == '__main__': | |
main() |
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