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MilesCranmer
commited on
Commit
•
90d3ef7
1
Parent(s):
0857108
Add unittest for complex numbers
Browse files- pysr/test/test.py +14 -0
pysr/test/test.py
CHANGED
@@ -181,6 +181,20 @@ class TestPipeline(unittest.TestCase):
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print("Model equations: ", model.sympy()[1])
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print("True equation: x1^2")
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def test_empty_operators_single_input_warm_start(self):
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X = self.rstate.randn(100, 1)
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y = X[:, 0] + 3.0
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print("Model equations: ", model.sympy()[1])
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print("True equation: x1^2")
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def test_complex_equations_anonymous_stop(self):
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X = self.rstate.randn(100, 3) + 1j * self.rstate.randn(100, 3)
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y = (2 + 1j) * np.cos(X[:, 0] * (0.5 - 0.3j))
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model = PySRRegressor(
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binary_operators=["+", "-", "*"],
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unary_operators=["cos"],
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**self.default_test_kwargs,
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early_stop_condition="(loss, complexity) -> loss <= 1e-4 && complexity <= 6",
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)
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model.fit(X, y)
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test_y = model.predict(X)
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self.assertTrue(np.issubdtype(test_y.dtype, np.complexfloating))
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self.assertLessEqual(np.average(np.abs(test_y - y) ** 2), 1e-4)
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def test_empty_operators_single_input_warm_start(self):
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X = self.rstate.randn(100, 1)
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y = X[:, 0] + 3.0
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