mirror of
https://github.com/open-thought/reasoning-gym.git
synced 2026-04-19 12:58:07 +00:00
feat: Add ChainSum class for generating simple arithmetic tasks
This commit is contained in:
parent
a1bd52b75e
commit
c8aa98f4e8
3 changed files with 141 additions and 0 deletions
87
reasoning_gym/arithmetic/chain_sum.py
Normal file
87
reasoning_gym/arithmetic/chain_sum.py
Normal file
|
|
@ -0,0 +1,87 @@
|
|||
from dataclasses import dataclass
|
||||
from random import Random
|
||||
from typing import Optional
|
||||
|
||||
|
||||
@dataclass
|
||||
class ChainSumConfig:
|
||||
"""Configuration for chain sum task generation"""
|
||||
min_terms: int = 2
|
||||
max_terms: int = 6
|
||||
min_digits: int = 1
|
||||
max_digits: int = 4
|
||||
allow_negation: bool = False
|
||||
seed: Optional[int] = None
|
||||
size: int = 500
|
||||
|
||||
def validate(self):
|
||||
"""Validate configuration parameters"""
|
||||
assert self.min_terms > 0, "min_terms must be positive"
|
||||
assert self.max_terms >= self.min_terms, "max_terms must be >= min_terms"
|
||||
assert self.min_digits > 0, "min_digits must be positive"
|
||||
assert self.max_digits >= self.min_digits, "max_digits must be >= min_digits"
|
||||
|
||||
|
||||
class ChainSum:
|
||||
"""Generates simple arithmetic tasks using only + and - operators"""
|
||||
|
||||
def __init__(self, config: ChainSumConfig):
|
||||
self.config = config
|
||||
self.config.validate()
|
||||
self.rng = Random(config.seed)
|
||||
|
||||
def __len__(self) -> int:
|
||||
return self.config.size
|
||||
|
||||
def __getitem__(self, idx: int) -> dict:
|
||||
"""Generate a single chain sum task
|
||||
|
||||
Args:
|
||||
idx: Index of the item to generate
|
||||
|
||||
Returns:
|
||||
dict with keys:
|
||||
- question: str, the formatted arithmetic expression
|
||||
- answer: str, the ground truth result
|
||||
- metadata: dict with generation parameters
|
||||
"""
|
||||
# Use seed derived from idx for deterministic generation
|
||||
item_rng = Random(self.rng.randint(0, 2**32) + idx)
|
||||
|
||||
num_terms = item_rng.randint(self.config.min_terms, self.config.max_terms)
|
||||
num_digits = item_rng.randint(self.config.min_digits, self.config.max_digits)
|
||||
|
||||
expression, result = self._generate_task(item_rng, num_terms, num_digits)
|
||||
|
||||
return {
|
||||
"question": f"{expression} =",
|
||||
"answer": str(result),
|
||||
"metadata": {
|
||||
"num_terms": num_terms,
|
||||
"num_digits": num_digits,
|
||||
"expression": expression
|
||||
}
|
||||
}
|
||||
|
||||
def _generate_task(self, rng: Random, num_terms: int, num_digits: int) -> tuple[str, int]:
|
||||
"""Generate a chain sum task"""
|
||||
constants = [rng.randint(0, 10**num_digits) for _ in range(num_terms)]
|
||||
operators = [rng.choice(["+", "-"]) for _ in range(num_terms - 1)]
|
||||
|
||||
# Build expression and compute result
|
||||
expression_parts = []
|
||||
result = constants[0]
|
||||
|
||||
expression_parts.append(str(constants[0]))
|
||||
for i, op in enumerate(operators):
|
||||
c = constants[i + 1]
|
||||
expression_parts.append(op)
|
||||
expression_parts.append(str(c))
|
||||
|
||||
if op == "+":
|
||||
result += c
|
||||
else: # op == "-"
|
||||
result -= c
|
||||
|
||||
expression = " ".join(expression_parts)
|
||||
return expression, result
|
||||
Loading…
Add table
Add a link
Reference in a new issue