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import numpy as np | |
from pysr import pysr | |
X = np.random.randn(100, 5) | |
y = X[:, 0] | |
equations = pysr(X, y, | |
niterations=100) | |
print(equations) | |
# Accuracy assertion | |
assert equations.iloc[-1]['MSE'] < 1e-10 | |
y = X[:, 0]**2 | |
equations = pysr(X, y, | |
unary_operators=["square(x) = x^2"], binary_operators=["plus"], | |
niterations=100) | |
print(equations) | |
# Accuracy assertion | |
assert equations.iloc[-1]['MSE'] < 1e-10 | |