reasoning-gym/reasoning_gym/arithmetic/gsm_symbolic/generator_20.py

60 lines
2.3 KiB
Python

from random import Random
from typing import Dict, Any
def generate_from_variables(name: str, obj: str, surface: str,
capacity: int, total: int, num_trays: int) -> Dict[str, Any]:
max_capacity = capacity * num_trays
leftover = total - max_capacity
question = f"{name} places {obj}s on the {surface}. Each {surface} can hold {capacity} {obj}s. If he has {total} {obj}s and {num_trays} {surface}s, how many {obj}s won't he be able to place on the {surface}?"
answer_cot = f"{name} will be able to place a total of {capacity} x {num_trays} = {max_capacity} {obj}s.\nTherefore, there are {total} - {max_capacity} = {leftover} {obj}s that he won't be able to place on the {surface}.\n#### {leftover}"
return {
'question': question,
'answer': str(leftover),
'answer_cot': answer_cot,
'answer_value': leftover,
'variables': {
'name': name,
'obj': obj,
'surface': surface,
'capacity_per_tray': capacity,
'total_items': total,
'num_trays': num_trays,
'max_capacity': max_capacity,
'leftover': leftover
}
}
def generate_example(rng: Random, difficulty: float = 1.0) -> Dict[str, Any]:
names = ['James', 'John', 'Robert', 'Michael', 'William', 'David', 'Richard']
objects = ['olive', 'almond', 'cookie', 'cracker', 'banana']
surfaces = ['plate', 'table', 'bowl', 'tray', 'basket']
name = rng.choice(names)
obj = rng.choice(objects)
surface = rng.choice(surfaces)
capacity = int(rng.randint(20, int(51 * difficulty)))
num_trays = int(rng.randint(2, int(7 * difficulty)))
# Ensure total is greater than max capacity
max_capacity = capacity * num_trays
total = max_capacity + int(rng.randint(1, int(20 * difficulty)))
result = generate_from_variables(name, obj, surface, capacity, total, num_trays)
return {
'question': result['question'],
'answer': result['answer'],
'metadata': {
'difficulty': difficulty,
'answer_value': result['answer_value'],
'answer_cot': result['answer_cot'],
'variables': result['variables']
}
}
def original_example() -> Dict[str, Any]:
return generate_from_variables('Jaime', 'egg', 'tray', 24, 64, 2)