Spaces:
Sleeping
Sleeping
MilesCranmer
commited on
Commit
•
af8d4da
1
Parent(s):
34d37c0
Add test for high precision output
Browse files- test/test.py +15 -0
test/test.py
CHANGED
@@ -82,6 +82,21 @@ class TestPipeline(unittest.TestCase):
|
|
82 |
print(model.equations_)
|
83 |
self.assertLessEqual(model.equations_.iloc[-1]["loss"], 1e-4)
|
84 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
85 |
def test_multioutput_custom_operator_quiet_custom_complexity(self):
|
86 |
y = self.X[:, [0, 1]] ** 2
|
87 |
model = PySRRegressor(
|
|
|
82 |
print(model.equations_)
|
83 |
self.assertLessEqual(model.equations_.iloc[-1]["loss"], 1e-4)
|
84 |
|
85 |
+
def test_high_precision_search(self):
|
86 |
+
y = 1.23456789 * self.X[:, 0]
|
87 |
+
model = PySRRegressor(
|
88 |
+
**self.default_test_kwargs,
|
89 |
+
early_stop_condition="stop_if(loss, complexity) = loss < 1e-25 && complexity == 3",
|
90 |
+
precision=64,
|
91 |
+
)
|
92 |
+
model.fit(self.X, y)
|
93 |
+
self.assertIn("1.23456789", model.equations_.iloc[-1]["equation"])
|
94 |
+
|
95 |
+
from pysr.sr import Main
|
96 |
+
# We should have that the model state is now a Float64 hof:
|
97 |
+
Main.test_state = model.raw_julia_state_
|
98 |
+
self.assertTrue(Main.eval("typeof(test_state[2]).parameters[1] == Float64"))
|
99 |
+
|
100 |
def test_multioutput_custom_operator_quiet_custom_complexity(self):
|
101 |
y = self.X[:, [0, 1]] ** 2
|
102 |
model = PySRRegressor(
|