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import numpy as np | |
from pysr import pysr, best, get_hof | |
import time | |
# Dataset | |
X = 2*np.random.randn(100, 5) | |
y = 2*np.cos(X[:, 3]) + X[:, 0]**2 - 2 | |
# Learn equations | |
start = time.time() | |
equations = pysr(X, y, niterations=5, | |
binary_operators=["plus", "mult"], | |
unary_operators=["cos", "exp", "sin"]) | |
# (you can use ctl-c to exit early) | |
print(best(equations)) | |
print(f"Took {time.time()-start} seconds") |