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import numpy as np | |
from pysr import pysr, best | |
# Dataset | |
X = 2*np.random.randn(100, 5) | |
y = 2*np.cos(X[:, 3]) + X[:, 0]**2 - 2 | |
# Learn equations | |
equations = pysr(X, y, niterations=5, | |
binary_operators=["plus", "mult"], | |
unary_operators=[ | |
"cos", "exp", "sin", #Pre-defined library of operators (see https://pysr.readthedocs.io/en/latest/docs/operators/) | |
"inv(x) = 1/x"], | |
loss='L1DistLoss()', | |
julia_project="../SymbolicRegression.jl") # Define your own operator! (Julia syntax) | |
...# (you can use ctl-c to exit early) | |
print(best(equations)) | |