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e667c51
1
Parent(s):
b6ca787
Add feature to skip mutation failures
Browse files- pysr/sr.py +5 -0
- pysr/version.py +2 -2
pysr/sr.py
CHANGED
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@@ -412,6 +412,7 @@ class PySRRegressor(BaseEstimator, RegressorMixin):
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precision=32,
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multithreading=None,
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use_symbolic_utils=False,
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):
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"""Initialize settings for an equation search in PySR.
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@@ -533,6 +534,8 @@ class PySRRegressor(BaseEstimator, RegressorMixin):
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:type precision: int
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:param use_symbolic_utils: Whether to use SymbolicUtils during simplification.
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:type use_symbolic_utils: bool
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:returns: Initialized model. Call `.fit(X, y)` to fit your data!
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:type: PySRRegressor
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"""
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@@ -662,6 +665,7 @@ class PySRRegressor(BaseEstimator, RegressorMixin):
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precision=precision,
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multithreading=multithreading,
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use_symbolic_utils=use_symbolic_utils,
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),
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}
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@@ -1162,6 +1166,7 @@ class PySRRegressor(BaseEstimator, RegressorMixin):
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progress=self.params["progress"],
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timeout_in_seconds=self.params["timeout_in_seconds"],
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crossoverProbability=self.params["crossoverProbability"],
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)
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np_dtype = {16: np.float16, 32: np.float32, 64: np.float64}[
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precision=32,
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multithreading=None,
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use_symbolic_utils=False,
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skip_mutation_failures=True,
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):
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"""Initialize settings for an equation search in PySR.
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:type precision: int
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:param use_symbolic_utils: Whether to use SymbolicUtils during simplification.
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:type use_symbolic_utils: bool
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+
:param skip_mutation_failures: Whether to skip mutation and crossover failures, rather than simply re-sampling the current member.
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:type skip_mutation_failures: bool
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:returns: Initialized model. Call `.fit(X, y)` to fit your data!
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:type: PySRRegressor
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"""
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precision=precision,
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multithreading=multithreading,
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use_symbolic_utils=use_symbolic_utils,
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skip_mutation_failures=skip_mutation_failures,
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),
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}
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progress=self.params["progress"],
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timeout_in_seconds=self.params["timeout_in_seconds"],
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crossoverProbability=self.params["crossoverProbability"],
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skip_mutation_failures=self.params["skip_mutation_failures"],
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)
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np_dtype = {16: np.float16, 32: np.float32, 64: np.float64}[
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pysr/version.py
CHANGED
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@@ -1,2 +1,2 @@
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__version__ = "0.7.
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__symbolic_regression_jl_version__ = "0.7.
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__version__ = "0.7.8"
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__symbolic_regression_jl_version__ = "0.7.12"
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