python setup.py install > /dev/null && python -c ' import pkg_resources version = pkg_resources.get_distribution("pysr").version version = [int(elem) for elem in version.split(".")] import numpy as np from pysr import pysr X=np.random.randn(100, 2)*5 y=2*np.sin((X[:, 0]+X[:, 1]))*np.exp(X[:, 1]/3) if version[1] >= 3 and version[2] >= 20: eq = pysr(X, y, binary_operators=["plus", "mult", "div", "pow"], unary_operators=["sin"], niterations=20, procs=4, parsimony=1e-10, population_size=1000, ncyclesperiteration=1000, maxdepth=6, fast_cycle=True, batching=True, batch_size=50) elif version[1] >= 3 and version[2] >= 17: eq = pysr(X, y, binary_operators=["plus", "mult", "div", "pow"], unary_operators=["sin"], niterations=20, procs=4, parsimony=1e-10, population_size=1000, ncyclesperiteration=1000, maxdepth=6, fast_cycle=True) elif version[1] >= 3 and version[2] >= 16: eq = pysr(X, y, binary_operators=["plus", "mult", "div", "pow"], unary_operators=["sin"], niterations=20, procs=4, parsimony=1e-10, population_size=1000, ncyclesperiteration=1000, maxdepth=6) elif version[1] >= 3 and version[2] >= 2: eq = pysr(X, y, binary_operators=["plus", "mult", "div", "pow"], unary_operators=["sin"], niterations=20, procs=4, parsimony=1e-10, population_size=1000, ncyclesperiteration=1000) else: eq = pysr(X, y, binary_operators=["plus", "mult", "div", "pow"], unary_operators=["sin"], niterations=20, threads=4, parsimony=1e-10, population_size=1000, ncyclesperiteration=1000) ' 2>&1 | grep 'per second' | tail -n 1 | vims '%s/ //g' -l 'df:'