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AutonLabTruth
commited on
Commit
•
271a473
1
Parent(s):
c88fbe0
Fixed silly bugs and added a run_on_problems function
Browse files- pysr/Problems.py +18 -6
pysr/Problems.py
CHANGED
@@ -1,16 +1,20 @@
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import numpy as np
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import csv
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class Problem:
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"""
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Problem API to work with PySR.
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Should be able to call pysr(problem.X, problem.y, var_names=problem.var_names) and have it work
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"""
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def __init__(self, X, y, variable_names=None):
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self.X = X
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self.y = y
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self.variable_names = variable_names
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@@ -25,9 +29,9 @@ class FeynmanProblem(Problem):
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gen: If true the problem will have dp X and y values randomly generated else they will be None
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"""
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self.eq_id = row['Filename']
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self.form = row['Formula']
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self.n_vars = int(row['# variables'])
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super(FeynmanProblem, self).__init__(None, None,
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variable_names=[row[f'v{i + 1}_name'] for i in range(self.n_vars)])
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#self.var_names = [row[f'v{i+1}_name'] for i in range(self.n_vars)]
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self.low = [float(row[f'v{i+1}_low']) for i in range(self.n_vars)]
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@@ -38,8 +42,8 @@ class FeynmanProblem(Problem):
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if gen:
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self.X = np.random.uniform(0.01, 25, size=(self.dp, self.n_vars))
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d = {}
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for var in range(len(self.
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d[self.
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d['exp'] = np.exp
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d['sqrt'] = np.sqrt
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d['pi'] = np.pi
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@@ -78,13 +82,21 @@ class FeynmanProblem(Problem):
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p = FeynmanProblem(row, gen=gen, dp=dp)
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ret.append(p)
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except Exception as e:
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-
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#print(row)
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print(f"FAILED ON ROW {i}")
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ind += 1
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return ret
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if __name__ == "__main__":
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ret = FeynmanProblem.mk_problems(first=100, gen=True)
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print(ret)
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import numpy as np
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import csv
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import traceback
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class Problem:
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"""
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Problem API to work with PySR.
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Has attributes: X, y as pysr accepts, form which is a string representing the correct equation and variable_names
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Should be able to call pysr(problem.X, problem.y, var_names=problem.var_names) and have it work
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"""
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def __init__(self, X, y, form=None, variable_names=None):
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self.X = X
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self.y = y
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self.form = form
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self.variable_names = variable_names
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gen: If true the problem will have dp X and y values randomly generated else they will be None
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"""
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self.eq_id = row['Filename']
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#self.form = row['Formula']
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self.n_vars = int(row['# variables'])
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super(FeynmanProblem, self).__init__(None, None, form=row['Formula'],
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variable_names=[row[f'v{i + 1}_name'] for i in range(self.n_vars)])
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#self.var_names = [row[f'v{i+1}_name'] for i in range(self.n_vars)]
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self.low = [float(row[f'v{i+1}_low']) for i in range(self.n_vars)]
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if gen:
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self.X = np.random.uniform(0.01, 25, size=(self.dp, self.n_vars))
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d = {}
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for var in range(len(self.variable_names)):
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d[self.variable_names[var]] = self.X[:, var]
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d['exp'] = np.exp
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d['sqrt'] = np.sqrt
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d['pi'] = np.pi
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p = FeynmanProblem(row, gen=gen, dp=dp)
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ret.append(p)
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except Exception as e:
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traceback.print_exc()
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#print(row)
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print(f"FAILED ON ROW {i}")
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ind += 1
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return ret
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def run_on_problem(problem, verbosity=0):
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"""
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Takes in a problem and returns a tuple: (equations, best predicted equation, actual equation)
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"""
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from . import pysr, best
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equations = pysr(problem.X, problem.y, variable_names=problem.variable_names, verbosity=verbosity)
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return equations, best(equations), problem.form
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if __name__ == "__main__":
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ret = FeynmanProblem.mk_problems(first=100, gen=True)
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print(ret)
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