"""Functions to help export PySR equations to LaTeX.""" import sympy from sympy.printing.latex import LatexPrinter import pandas as pd from typing import List class PreciseLatexPrinter(LatexPrinter): """Modified SymPy printer with custom float precision.""" def __init__(self, settings=None, prec=3): super().__init__(settings) self.prec = prec def _print_Float(self, expr): # Reduce precision of float: reduced_float = sympy.Float(expr, self.prec) return super()._print_Float(reduced_float) def to_latex(expr, prec=3, full_prec=True, **settings): """Convert sympy expression to LaTeX with custom precision.""" settings["full_prec"] = full_prec printer = PreciseLatexPrinter(settings=settings, prec=prec) return printer.doprint(expr) def generate_table_environment(columns=["equation", "complexity", "loss"]): margins = "".join([("l" if col == "equation" else "c") for col in columns]) column_map = { "complexity": "Complexity", "loss": "Loss", "equation": "Equation", "score": "Score", } columns = [column_map[col] for col in columns] top_pieces = [ r"\begin{table}[h]", r"\begin{center}", r"\begin{tabular}{@{}" + margins + r"@{}}", r"\toprule", " & ".join(columns) + r" \\", r"\midrule", ] bottom_pieces = [ r"\bottomrule", r"\end{tabular}", r"\end{center}", r"\end{table}", ] top_latex_table = "\n".join(top_pieces) bottom_latex_table = "\n".join(bottom_pieces) return top_latex_table, bottom_latex_table def generate_single_table( equations: pd.DataFrame, indices: List[int] = None, precision: int = 3, columns=["equation", "complexity", "loss", "score"], ): assert isinstance(equations, pd.DataFrame) latex_top, latex_bottom = generate_table_environment(columns) latex_table_content = [] if indices is None: indices = range(len(equations)) for i in indices: latex_equation = to_latex( equations.iloc[i]["sympy_format"], prec=precision, ) complexity = str(equations.iloc[i]["complexity"]) loss = to_latex( sympy.Float(equations.iloc[i]["loss"]), prec=precision, ) score = to_latex( sympy.Float(equations.iloc[i]["score"]), prec=precision, ) row_pieces = [] for col in columns: if col == "equation": row_pieces.append(latex_equation) elif col == "complexity": row_pieces.append(complexity) elif col == "loss": row_pieces.append(loss) elif col == "score": row_pieces.append(score) else: raise ValueError(f"Unknown column: {col}") row_pieces = ["$" + piece + "$" for piece in row_pieces] latex_table_content.append( " & ".join(row_pieces) + r" \\", ) return "\n".join([latex_top, *latex_table_content, latex_bottom]) def generate_multiple_tables( equations: List[pd.DataFrame], indices: List[List[int]] = None, precision: int = 3, columns=["equation", "complexity", "loss", "score"], ): latex_tables = [ generate_single_table( equations[i], (None if not indices else indices[i]), precision=precision, columns=columns, ) for i in range(len(equations)) ] return "\n\n".join(latex_tables)