reasoning-gym/reasoning_gym/arithmetic/count_bits.py
2025-02-10 22:12:50 +01:00

47 lines
1.4 KiB
Python

"""Count number of 1 bits in a number."""
from dataclasses import dataclass
from random import Random
from typing import Optional
from ..factory import ProceduralDataset, register_dataset
QUESTION_TEMPLATE = """How many 1 bits are there in the binary representation of the number {number}?"""
@dataclass
class CountBitsConfig:
"""Configuration for Count Bits dataset generation"""
max_n: int = 2**31 - 1 # Maximum number to consider
size: int = 500 # Virtual dataset size
seed: Optional[int] = None
def validate(self):
"""Validate configuration parameters"""
assert 1 <= self.max_n, "max_n must be at least 1"
class CountBitsDataset(ProceduralDataset):
"""Generates Count Bits exercises with configurable difficulty"""
def __init__(self, config: CountBitsConfig):
super().__init__(config=config, seed=config.seed, size=config.size)
def __getitem__(self, idx: int) -> dict:
"""Generate a single Count Bits question"""
rng = Random(self.seed + idx)
number = rng.randint(1, self.config.max_n)
binary = bin(number)[2:]
answer = binary.count("1")
return {
"question": QUESTION_TEMPLATE.format(number=number),
"answer": str(answer),
"metadata": {"number": number, "solution": answer, "binary": binary},
}
register_dataset("count_bits", CountBitsDataset, CountBitsConfig)