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MilesCranmer
commited on
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β’
09617a6
1
Parent(s):
7763215
refactor: move keyword suggester to utils
Browse files- pysr/sr.py +1 -12
- pysr/utils.py +12 -0
pysr/sr.py
CHANGED
@@ -1,8 +1,6 @@
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"""Define the PySRRegressor scikit-learn interface."""
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import copy
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import difflib
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import inspect
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import os
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import pickle as pkl
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import re
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@@ -57,6 +55,7 @@ from .utils import (
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_preprocess_julia_floats,
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_safe_check_feature_names_in,
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_subscriptify,
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)
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ALREADY_RAN = False
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@@ -2551,16 +2550,6 @@ class PySRRegressor(MultiOutputMixin, RegressorMixin, BaseEstimator):
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return with_preamble(table_string)
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def _suggest_keywords(cls, k: str) -> List[str]:
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valid_keywords = [
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param
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for param in inspect.signature(cls.__init__).parameters
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if param not in ["self", "kwargs"]
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]
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suggestions = difflib.get_close_matches(k, valid_keywords, n=3)
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return suggestions
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def idx_model_selection(equations: pd.DataFrame, model_selection: str):
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"""Select an expression and return its index."""
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if model_selection == "accuracy":
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"""Define the PySRRegressor scikit-learn interface."""
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import copy
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import os
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import pickle as pkl
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import re
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_preprocess_julia_floats,
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_safe_check_feature_names_in,
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_subscriptify,
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+
_suggest_keywords,
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)
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ALREADY_RAN = False
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return with_preamble(table_string)
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def idx_model_selection(equations: pd.DataFrame, model_selection: str):
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"""Select an expression and return its index."""
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if model_selection == "accuracy":
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pysr/utils.py
CHANGED
@@ -1,3 +1,5 @@
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import os
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import re
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from pathlib import Path
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@@ -61,3 +63,13 @@ def _subscriptify(i: int) -> str:
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For example, 123 -> "βββ".
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"""
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return "".join([chr(0x2080 + int(c)) for c in str(i)])
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+
import difflib
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import inspect
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import os
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import re
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from pathlib import Path
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For example, 123 -> "βββ".
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"""
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return "".join([chr(0x2080 + int(c)) for c in str(i)])
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+
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+
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+
def _suggest_keywords(cls, k: str) -> List[str]:
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valid_keywords = [
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param
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for param in inspect.signature(cls.__init__).parameters
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if param not in ["self", "kwargs"]
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]
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suggestions = difflib.get_close_matches(k, valid_keywords, n=3)
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return suggestions
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