Spaces:
Sleeping
Sleeping
"""Functions to help export PySR equations to LaTeX.""" | |
from typing import List, Optional, Tuple | |
import pandas as pd | |
import sympy # type: ignore | |
from sympy.printing.latex import LatexPrinter # type: ignore | |
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 sympy2latex(expr, prec=3, full_prec=True, **settings) -> str: | |
"""Convert sympy expression to LaTeX with custom precision.""" | |
settings["full_prec"] = full_prec | |
printer = PreciseLatexPrinter(settings=settings, prec=prec) | |
return str(printer.doprint(expr)) | |
def generate_table_environment( | |
columns: List[str] = ["equation", "complexity", "loss"] | |
) -> Tuple[str, str]: | |
margins = "c" * len(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 sympy2latextable( | |
equations: pd.DataFrame, | |
indices: Optional[List[int]] = None, | |
precision: int = 3, | |
columns: List[str] = ["equation", "complexity", "loss", "score"], | |
max_equation_length: int = 50, | |
output_variable_name: str = "y", | |
) -> str: | |
"""Generate a booktabs-style LaTeX table for a single set of equations.""" | |
assert isinstance(equations, pd.DataFrame) | |
latex_top, latex_bottom = generate_table_environment(columns) | |
latex_table_content = [] | |
if indices is None: | |
indices = list(equations.index) | |
for i in indices: | |
latex_equation = sympy2latex( | |
equations.iloc[i]["sympy_format"], | |
prec=precision, | |
) | |
complexity = str(equations.iloc[i]["complexity"]) | |
loss = sympy2latex( | |
sympy.Float(equations.iloc[i]["loss"]), | |
prec=precision, | |
) | |
score = sympy2latex( | |
sympy.Float(equations.iloc[i]["score"]), | |
prec=precision, | |
) | |
row_pieces = [] | |
for col in columns: | |
if col == "equation": | |
if len(latex_equation) < max_equation_length: | |
row_pieces.append( | |
"$" + output_variable_name + " = " + latex_equation + "$" | |
) | |
else: | |
broken_latex_equation = " ".join( | |
[ | |
r"\begin{minipage}{0.8\linewidth}", | |
r"\vspace{-1em}", | |
r"\begin{dmath*}", | |
output_variable_name + " = " + latex_equation, | |
r"\end{dmath*}", | |
r"\end{minipage}", | |
] | |
) | |
row_pieces.append(broken_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}") | |
latex_table_content.append( | |
" & ".join(row_pieces) + r" \\", | |
) | |
return "\n".join([latex_top, *latex_table_content, latex_bottom]) | |
def sympy2multilatextable( | |
equations: List[pd.DataFrame], | |
indices: Optional[List[List[int]]] = None, | |
precision: int = 3, | |
columns: List[str] = ["equation", "complexity", "loss", "score"], | |
output_variable_names: Optional[List[str]] = None, | |
) -> str: | |
"""Generate multiple latex tables for a list of equation sets.""" | |
# TODO: Let user specify custom output variable | |
latex_tables = [ | |
sympy2latextable( | |
equations[i], | |
(None if not indices else indices[i]), | |
precision=precision, | |
columns=columns, | |
output_variable_name=( | |
"y_{" + str(i) + "}" | |
if output_variable_names is None | |
else output_variable_names[i] | |
), | |
) | |
for i in range(len(equations)) | |
] | |
return "\n\n".join(latex_tables) | |
def with_preamble(table_string: str) -> str: | |
preamble_string = [ | |
r"\usepackage{breqn}", | |
r"\usepackage{booktabs}", | |
"", | |
"...", | |
"", | |
table_string, | |
] | |
return "\n".join(preamble_string) | |