reasoning-gym/reasoning_gym/arithmetic/gcd.py

66 lines
2.4 KiB
Python

"""Greatest Common Divisor (GCD) task generator"""
from dataclasses import dataclass
from functools import reduce
from math import gcd
from random import Random
from typing import Optional
from ..factory import ProceduralDataset, register_dataset
@dataclass
class GCDConfig:
"""Configuration for GCD task generation"""
min_numbers: int = 2 # Minimum numbers to find GCD of
max_numbers: int = 2 # Maximum numbers to find GCD of
min_value: int = 1 # Minimum value for each number
max_value: int = 1000 # Maximum value for each number
seed: Optional[int] = None
size: int = 500 # Virtual dataset size
def validate(self) -> None:
"""Validate configuration parameters"""
assert self.min_numbers >= 2, "min_numbers must be at least 2"
assert self.max_numbers >= self.min_numbers, "max_numbers must be >= min_numbers"
assert self.min_value >= 1, "min_value must be positive"
assert self.max_value > self.min_value, "max_value must be > min_value"
class GCDDataset(ProceduralDataset):
"""Generates Greatest Common Divisor (GCD) tasks"""
def __init__(self, config: GCDConfig):
super().__init__(config=config, seed=config.seed, size=config.size)
def _generate_numbers(self, rng: Random) -> tuple[list[int], int]:
"""Generate a list of random positive integers and their GCD.
Will try up to 3 times to find numbers with GCD > 1."""
# Try up to 3 times to get GCD > 1
for _ in range(3):
num_count = rng.randint(self.config.min_numbers, self.config.max_numbers)
numbers = [rng.randint(self.config.min_value, self.config.max_value) for _ in range(num_count)]
result = reduce(gcd, numbers)
if result > 1:
break
# Return the last generated numbers, whether they met the criteria or not
return numbers, result
def __getitem__(self, idx: int) -> dict:
"""Generate a single GCD task"""
rng = Random(self.seed + idx)
numbers, result = self._generate_numbers(rng)
numbers_str = ", ".join(str(n) for n in numbers)
return {
"question": f"Find the Greatest Common Divisor (GCD) of these numbers: {numbers_str}. Give only the GCD as your final answer.",
"answer": str(result),
"metadata": {"numbers": numbers, "result": result},
}
register_dataset("gcd", GCDDataset, GCDConfig)