reasoning-gym/reasoning_gym/arithmetic/fraction_simplification.py
2025-01-25 00:23:05 +01:00

143 lines
6 KiB
Python

"""Fraction simplification task generator"""
from dataclasses import dataclass
from math import gcd
from random import Random
from typing import Optional, Sequence, Tuple
from ..dataset import ProceduralDataset
@dataclass
class FractionSimplificationConfig:
"""Configuration for fraction simplification task generation"""
min_value: int = 1 # Minimum value for numerator/denominator
max_value: int = 1000 # Maximum value for numerator/denominator
min_factor: int = 1 # Minimum multiplication factor
max_factor: int = 100 # Maximum multiplication factor
styles: Sequence[str] = ("plain", "latex_inline", "latex_frac", "latex_dfrac") # Allowed fraction formatting styles
seed: Optional[int] = None
size: int = 500 # Virtual dataset size
def validate(self) -> None:
"""Validate configuration parameters"""
assert self.min_value > 0, "min_value must be positive"
assert self.max_value > self.min_value, "max_value must be > min_value"
assert self.min_factor >= 1, "min_factor must be at least 1"
assert self.max_factor >= self.min_factor, "max_factor must be >= min_factor"
# Validate styles
valid_styles = {"plain", "latex_inline", "latex_frac", "latex_dfrac"}
for style in self.styles:
assert style in valid_styles, f"Invalid style: {style}. Must be one of {valid_styles}"
class FractionSimplificationDataset(ProceduralDataset):
"""Generates fraction simplification tasks"""
def __init__(self, config: FractionSimplificationConfig):
super().__init__(config=config, seed=config.seed, size=config.size)
def _generate_fraction(self, rng: Random) -> Tuple[int, int, int, int]:
"""Generate a random fraction and its simplified form.
Returns (numerator, denominator, simplified_num, simplified_den)"""
# Try to generate valid fractions until we get one that meets our criteria
for _ in range(10): # Limit attempts to avoid infinite loop
# Generate the simplified fraction first
simplified_num = rng.randint(self.config.min_value, self.config.max_value)
simplified_den = rng.randint(self.config.min_value, self.config.max_value)
# Make sure they're coprime by dividing by their GCD
common = gcd(simplified_num, simplified_den)
simplified_num //= common
simplified_den //= common
# Check if simplified fraction is within bounds
if (
self.config.min_value <= simplified_num <= self.config.max_value
and self.config.min_value <= simplified_den <= self.config.max_value
):
# Ensure numerator is smaller than denominator
if simplified_num > simplified_den:
simplified_num, simplified_den = simplified_den, simplified_num
# Multiply both by a random factor to create the unsimplified version
factor = rng.randint(self.config.min_factor, self.config.max_factor)
numerator = simplified_num * factor
denominator = simplified_den * factor
return numerator, denominator, simplified_num, simplified_den
# If we failed to find a good fraction after max attempts,
# generate one that's guaranteed to be within bounds
simplified_num = rng.randint(self.config.min_value, self.config.max_value)
simplified_den = rng.randint(self.config.min_value, self.config.max_value)
# Ensure numerator is smaller than denominator
if simplified_num > simplified_den:
simplified_num, simplified_den = simplified_den, simplified_num
factor = rng.randint(self.config.min_factor, self.config.max_factor)
return (simplified_num * factor, simplified_den * factor, simplified_num, simplified_den)
def _format_fraction(self, num: int, den: int, style: str = "plain") -> str:
"""Format a fraction in various styles"""
match style:
case "plain":
return f"{num}/{den}"
case "latex_inline":
return f"${num}/{den}$"
case "latex_frac":
return f"$\\frac{{{num}}}{{{den}}}$"
case "latex_dfrac":
return f"$\\dfrac{{{num}}}{{{den}}}$"
case _:
raise ValueError(f"Unknown fraction style: {style}")
def __getitem__(self, idx: int) -> dict:
"""Generate a single fraction simplification task"""
rng = Random(self.seed + idx)
num, den, simple_num, simple_den = self._generate_fraction(rng)
# Choose a random style from configured styles
style = self.config.styles[rng.randint(0, len(self.config.styles) - 1)]
# Format both question and answer in the same style
question_fraction = self._format_fraction(num, den, style)
answer_fraction = self._format_fraction(simple_num, simple_den, style)
return {
"question": f"Simplify the fraction {question_fraction} to its lowest terms",
"answer": answer_fraction,
"metadata": {
"numerator": num,
"denominator": den,
"simplified_numerator": simple_num,
"simplified_denominator": simple_den,
"reduction_factor": num // simple_num, # Will be same as den // simple_den
"style": style,
},
}
def fraction_simplification_dataset(
min_value: int = 1,
max_value: int = 100,
min_factor: int = 2,
max_factor: int = 10,
styles: Sequence[str] = ("plain", "latex_inline", "latex_frac", "latex_dfrac"),
seed: Optional[int] = None,
size: int = 500,
) -> FractionSimplificationDataset:
"""Create a FractionSimplificationDataset with the given configuration."""
config = FractionSimplificationConfig(
min_value=min_value,
max_value=max_value,
min_factor=min_factor,
max_factor=max_factor,
styles=styles,
seed=seed,
size=size,
)
return FractionSimplificationDataset(config)