"""Number sorting task generator""" from dataclasses import dataclass from random import Random from typing import Optional from ..factory import ProceduralDataset, register_dataset @dataclass class NumberSortingConfig: """Configuration for number sorting task generation""" min_numbers: int = 3 # Minimum numbers to sort max_numbers: int = 10 # Maximum numbers to sort min_decimals: int = 0 # Minimum decimal places max_decimals: int = 2 # Maximum decimal places min_value: float = -100.0 # Minimum value max_value: float = 100.0 # Maximum value seed: Optional[int] = None size: int = 500 # Virtual dataset size def validate(self) -> None: """Validate configuration parameters""" assert self.min_numbers > 0, "min_numbers must be positive" assert self.min_numbers <= self.max_numbers, "max_numbers must be >= min_numbers" assert self.min_decimals >= 0, "min_decimals must be non-negative" assert self.min_decimals <= self.max_decimals, "max_decimals must be >= min_decimals" assert self.min_value < self.max_value, "max_value must be > min_value" class NumberSortingDataset(ProceduralDataset): """Generates number sorting tasks""" def __init__(self, config: NumberSortingConfig): super().__init__(config=config, seed=config.seed, size=config.size) self.added_instruction = """ Please follow the instruction below: ## 1. Let all your answers be a list of numbers. Instead of reporting your answer as -69, -13, 1, 7, 11, 43, 59, 61, use ['-69', '-13', '1', '7', '11', '43', '59', '61'] instead ## 2. Convert all numbers in the square brackets as strings. For example, ['-69', '-13', '1', '7', '11', '43', '59', '61'] """ def _format_number(self, num: float, decimals: int) -> str: """Format number with specified decimal places""" formatted = f"{num:.{decimals}f}" # Reparse to ensure exact decimal representation return f"{float(formatted):.{decimals}f}" def _generate_numbers(self, rng: Random) -> tuple[list[float], list[str]]: """Generate list of numbers and their string representations""" count = rng.randint(self.config.min_numbers, self.config.max_numbers) decimals = rng.randint(self.config.min_decimals, self.config.max_decimals) numbers = [] number_strs = [] for _ in range(count): num = rng.uniform(self.config.min_value, self.config.max_value) num_str = self._format_number(num, decimals) # Reparse to ensure exact value num = float(num_str) numbers.append(num) number_strs.append(num_str) return numbers, number_strs def __getitem__(self, idx: int) -> dict: """Generate a single sorting task""" rng = Random(self.seed + idx) numbers, number_strs = self._generate_numbers(rng) # Generate both ascending and descending answers asc_numbers = sorted(numbers) desc_numbers = sorted(numbers, reverse=True) # Format answers as string lists decimals = len(number_strs[0].split(".")[-1]) if "." in number_strs[0] else 0 asc_answer = [self._format_number(n, decimals) for n in asc_numbers] desc_answer = [self._format_number(n, decimals) for n in desc_numbers] # Randomly choose ascending or descending is_ascending = rng.choice([True, False]) direction = "ascending" if is_ascending else "descending" answer = asc_answer if is_ascending else desc_answer question = f"Sort these numbers in {direction} order: {', '.join(number_strs)}" + self.added_instruction return { "question": question, "answer": str(answer), "metadata": {"original_numbers": number_strs, "direction": direction, "sorted_numbers": answer}, } register_dataset("number_sorting", NumberSortingDataset, NumberSortingConfig)