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