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My Python math utilities
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# To use this, run `python3 -i domath.py`. | |
import math | |
from math import * | |
from matplotlib import pyplot | |
from numpy import inf | |
import numpy as np | |
from numpy.linalg import det, inv, matrix_power, eigvals, eig, solve, matrix_rank | |
from sympy import Matrix, flatten | |
import os | |
def sci(num): | |
return "{:e}".format(num) | |
def plot_it(x_begin, x_end, *funcs, step=0.0001, upper_bound=inf, lower_bound=-inf, equalize_axes=False): | |
for f in funcs: | |
x_values = [] | |
y_values = [] | |
i = x_begin | |
while i <= x_end: | |
i += step | |
x_values.append(i) | |
if f(i) > upper_bound: | |
y_values.append(upper_bound) | |
continue | |
if f(i) < lower_bound: | |
y_values.append(lower_bound) | |
continue | |
y_values.append(f(i)) | |
pyplot.plot(x_values, y_values) | |
pyplot.grid(True) | |
if equalize_axes: pyplot.gca().set_aspect('equal', adjustable='box') | |
pyplot.show() | |
# Helper methods for using degrees instead of radians | |
mode = os.getenv('TRIGMODE') | |
if mode and mode.startswith("deg"): | |
def sin(x): | |
return math.sin(radians(x)) | |
def cos(x): | |
return math.cos(radians(x)) | |
def tan(x): | |
return math.tan(radians(x)) | |
def asin(x): | |
return degrees(math.asin(x)) | |
def acos(x): | |
return degrees(math.acos(x)) | |
def atan(x): | |
return degrees(math.atan(x)) | |
def sec(x): | |
return 1.0 / cos(x) | |
def csc(x): | |
return 1.0 / sin(x) | |
def cot(x): | |
return 1.0 / tan(x) | |
# TODO: optimize i guess | |
def factorize(x): | |
if x != floor(x): raise RuntimeError("factorize accepts only whole numbers") | |
if x == 0: return [0] | |
if x == 1: return [1] | |
factors = [] | |
i = 1 | |
orig_x = x | |
if x < 0: | |
factors.append(-1) | |
x *= -1 | |
while prod(factors) != orig_x: | |
# if len(factors) > 0 and i > orig_x / factors[len(factors)-1]: | |
# break | |
while x % i == 0 and i != 1: | |
factors.append(i) | |
x /= i | |
i += 1 | |
return factors | |
from time import time_ns | |
def factorize_benchmark(): | |
times = [] | |
for i in range(10000): | |
start_time = time_ns() | |
for i in range(10): factorize(i) | |
end_time = time_ns() | |
times.append(end_time - start_time) | |
def f(x): | |
time_s = times[x]/1e9 | |
# if x > 0 and times[x-1]/times[x] > 3: | |
# return times[x-1]/1e9 | |
return time_s | |
plot_it(0, 998, f, step=1) | |
# Chemistry | |
# Avogadro's number (1 mole) | |
avogadro = 6.02214076e23 | |
# specific heat capacity of water (J/g/K) | |
c_water = 4.184 | |
# atomic masses | |
H = 1.00794 | |
Li = 6.941 | |
Be = 9.0122 | |
B = 10.811 | |
C = 12.011 | |
N = 14.0067 | |
O = 15.9994 | |
F = 18.9984 | |
Na = 22.9898 | |
Mg = 24.305 | |
Al = 26.9815 | |
P = 30.9738 | |
S = 32.066 | |
Cl = 35.453 | |
K = 39.0983 | |
Ca = 40.078 | |
V = 50.9415 | |
Cr = 51.9961 | |
Fe = 55.845 | |
Ni = 58.6934 | |
Cu = 63.546 | |
Zn = 65.38 | |
Br = 79.904 | |
Ag = 107.8682 | |
I = 126.90447 | |
Ba = 137.327 | |
W = 183.84 | |
Pb = 207.2 | |
# molecular masses | |
H2 = H*2 | |
N2 = N*2 | |
O2 = O*2 | |
H2O = H*2 + O | |
OH = O + H | |
NaOH = Na + O + H | |
H2O2 = H*2 + O*2 | |
NH3 = N + H*3 | |
NH2 = N + H*2 | |
CO2 = C + O*2 | |
CO = C + O | |
H2SO4 = H*2 + S + O*4 | |
H3PO4 = H*3 + P + O*4 | |
KOH = K + O + H | |
C2H4O2 = C*2 + H*4 + O*2 | |
C11H22O2 = C*11 + H*22 + O*2 | |
C6H12O6 = C*6 + H*12 + O*6 | |
C3H8O3 = C*3 + H*8 + O*3 | |
NaHCO3 = Na + H + C + O*3 | |
NiCl2 = Ni + Cl*2 | |
AgCl = Ag + Cl | |
NaCl = Na + Cl | |
KCl = K + Cl | |
HBr = H + Br | |
# Physics | |
# electrostatics | |
# Coulomb's constant | |
k = 8.9875517923e9 | |
# elementary charge | |
q_0 = 1.602176634e-19 | |
# permittivity of free space | |
epsilon_0 = 8.8541878128e-12 | |
# permeability of free space | |
mu_0 = 1.25663706212e-6 | |
def coulomb_force(q1, q2, r): | |
return k * q1 * q2 / r**2 | |
# Linear Algebra | |
def _3x3(*nums): | |
return np.array(nums).reshape(3, 3) | |
def _2x2(*nums): | |
return np.array(nums).reshape(2, 2) | |
def _(dims, *nums): | |
return np.array(nums).reshape(*dims) | |
def rref(matrix): | |
shape = matrix.shape | |
return np.array( | |
flatten( Matrix(matrix).rref()[0] ) # ignore pivot columns for now | |
).astype(np.float64).reshape(shape) |
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