reasoning-gym/reasoning_gym/arithmetic/gcd.py

101 lines
3.5 KiB
Python

"""Greatest Common Divisor (GCD) task generator"""
from dataclasses import dataclass
from random import Random
from typing import List, Optional, Tuple
from math import gcd
from functools import reduce
@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):
"""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:
"""Generates Greatest Common Divisor (GCD) tasks"""
def __init__(self, config: GCDConfig):
self.config = config
self.config.validate()
self.seed = config.seed if config.seed is not None else Random().randint(0, 2**32)
def __len__(self) -> int:
return self.config.size
def __iter__(self):
self._current_idx = 0
return self
def __next__(self):
if self._current_idx >= self.config.size:
raise StopIteration
item = self[self._current_idx]
self._current_idx += 1
return item
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."""
for _ in range(3): # Try up to 3 times to get GCD > 1
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:
return numbers, result
# If we failed to find GCD > 1 after 3 tries, generate one final set
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)
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}",
"answer": str(result),
"metadata": {
"numbers": numbers,
"result": result
}
}
def gcd_dataset(
min_numbers: int = 2,
max_numbers: int = 2,
min_value: int = 1,
max_value: int = 1000,
seed: Optional[int] = None,
size: int = 500,
) -> GCDDataset:
"""Create a GCDDataset with the given configuration."""
config = GCDConfig(
min_numbers=min_numbers,
max_numbers=max_numbers,
min_value=min_value,
max_value=max_value,
seed=seed,
size=size,
)
return GCDDataset(config)