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feat: Add CountdownGameDataset to reasoning_gym games module
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3 changed files with 230 additions and 1 deletions
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@ -5,14 +5,17 @@ Game tasks for training reasoning capabilities:
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- Strategy games
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"""
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from .countdown_game import CountdownGameConfig, CountdownGameDataset
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from .maze import MazeConfig, MazeDataset
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from .mini_sudoku import MiniSudokuConfig, MiniSudokuDataset
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from .sudoku import SudokuConfig, SudokuDataset
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__all__ = [
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"CountdownGameConfig",
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"CountdownGameDataset",
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"MiniSudokuConfig",
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"MiniSudokuDataset",
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"SudokuConfig",
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"SudokuConfig",
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"SudokuDataset",
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"MazeConfig",
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"MazeDataset",
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139
reasoning_gym/games/countdown_game.py
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139
reasoning_gym/games/countdown_game.py
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@ -0,0 +1,139 @@
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from dataclasses import dataclass
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from random import Random
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from typing import List, Optional, Tuple
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import sympy
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from sympy import Symbol, symbols
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from ..factory import ProceduralDataset, register_dataset
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@dataclass
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class CountdownGameConfig:
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"""Configuration for Countdown Number Game task generation"""
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min_numbers: int = 4 # Minimum numbers to provide
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max_numbers: int = 6 # Maximum numbers to provide
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min_value: int = 1 # Minimum value for source numbers
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max_value: int = 100 # Maximum value for source numbers
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min_target: int = 100 # Minimum target value
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max_target: int = 999 # Maximum target value
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operators: tuple = ("+", "-", "*", "/") # Allowed operators
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randomize_numbers: bool = True # Whether to randomize the order of source numbers
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seed: Optional[int] = None
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size: int = 500
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def validate(self) -> None:
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"""Validate configuration parameters"""
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assert self.min_numbers > 1, "min_numbers must be greater than 1"
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assert self.max_numbers >= self.min_numbers, "max_numbers must be >= min_numbers"
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assert self.min_value > 0, "min_value must be positive"
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assert self.max_value >= self.min_value, "max_value must be >= min_value"
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assert self.min_target > 0, "min_target must be positive"
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assert self.max_target >= self.min_target, "max_target must be >= min_target"
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assert len(self.operators) > 0, "must specify at least one operator"
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assert all(op in ("+", "-", "*", "/") for op in self.operators), "invalid operator specified"
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class CountdownGameDataset(ProceduralDataset):
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"""Generates Countdown Number Game tasks"""
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def __init__(self, config: CountdownGameConfig):
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self._prompt_templates = [
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"Using the numbers {numbers}, create an expression that equals {target}.\nYou can only use each number once.",
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"Find a way to make {target} using some or all of these numbers: {numbers}.\nEach number can only be used once.",
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"Calculate {target} using the numbers {numbers}.\nEach number may be used at most once.",
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]
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super().__init__(config=config, seed=config.seed, size=config.size)
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def __getitem__(self, idx: int) -> dict:
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"""Generate a single Countdown Game task
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Returns:
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dict with keys:
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- question: str, the task description with numbers and target
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- answer: str, one possible solution expression
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- metadata: dict with generation parameters
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"""
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rng = Random(self.seed + idx)
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# Generate a valid expression and its result
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expression, numbers, target = self._generate_expression(rng)
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# Optionally randomize the order of numbers
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if self.config.randomize_numbers:
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rng.shuffle(numbers)
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numbers_str = ", ".join(map(str, numbers))
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return {
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"question": rng.choice(self._prompt_templates).format(
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numbers=numbers_str,
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target=target
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),
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"answer": expression,
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"metadata": {
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"numbers": numbers,
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"target": target,
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"expression": expression,
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},
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}
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def _generate_expression(self, rng: Random) -> Tuple[str, List[int], int]:
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"""Generate a valid expression and its result
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Returns:
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Tuple of (expression string, list of numbers used, target value)
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"""
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num_terms = rng.randint(self.config.min_numbers, self.config.max_numbers)
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# Generate random numbers
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numbers = [rng.randint(self.config.min_value, self.config.max_value)
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for _ in range(num_terms)]
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# Create symbols for building expression
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syms = symbols(f"x:{num_terms}")
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# Build random expression
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expr = syms[0]
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used_nums = [numbers[0]]
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for i in range(1, num_terms):
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op = rng.choice(self.config.operators)
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if op == "+":
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expr = expr + syms[i]
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elif op == "-":
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expr = expr - syms[i]
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elif op == "*":
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expr = expr * syms[i]
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else: # division
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# Ensure division results in integer
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if numbers[i] != 0: # Avoid division by zero
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# Try to find a number that divides evenly
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remaining = [n for n in numbers[i:] if n != 0]
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if remaining:
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div = rng.choice(remaining)
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numbers[i] = div
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expr = expr / syms[i]
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else:
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# Fallback to multiplication
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expr = expr * syms[i]
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else:
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# Fallback to multiplication
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expr = expr * syms[i]
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used_nums.append(numbers[i])
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# Substitute actual numbers to get target
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subs = {sym: num for sym, num in zip(syms, numbers)}
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target = int(expr.subs(subs))
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# Convert to string expression
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expr_str = str(expr)
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for i, sym in enumerate(syms):
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expr_str = expr_str.replace(str(sym), str(numbers[i]))
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return expr_str, numbers, target
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# Register the dataset
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register_dataset("countdown_game", CountdownGameDataset, CountdownGameConfig)
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