reasoning-gym/reasoning_gym/arithmetic/gsm_symbolic/generator_25.py

77 lines
3.7 KiB
Python

from random import Random
from typing import Dict, Any
from fractions import Fraction
def generate_from_variables(food: str, calories: int, size: int, servings: int,
total_target: int, consumed: int, unit: str) -> Dict[str, Any]:
calories_left = total_target - consumed
serving_fraction = Fraction(calories_left, calories)
grams_per_serving = size // servings
grams_allowed = grams_per_serving * serving_fraction
question = f"According to its nutritional info, a bag of {food} has {calories} calories per serving. If a {size} {unit} bag has {servings} servings, how many {unit} can you eat if your daily calorie target is {total_target} and you have already consumed {consumed} calories?"
answer_cot = f"If the total calorie target is {total_target} and I have consumed {consumed} calories then I have {total_target}-{consumed} = {calories_left} calories left to eat\n" \
f"If each serving of {food} has {calories} calories and I only have {calories_left} calories left to eat, then I can only eat {calories_left}/{calories} of a serving = {serving_fraction} of a serving\n" \
f"We also know that a {size} {unit} bag of {food} has {servings} servings, hence each serving has {size} {unit}/{servings} = {grams_per_serving} {unit}\n" \
f"If I can only eat {serving_fraction} of a serving, then I can eat only {grams_per_serving} * {serving_fraction} = {grams_allowed} {unit}\n" \
f"#### {float(grams_allowed)}"
return {
'question': question,
'answer': str(float(grams_allowed)),
'answer_cot': answer_cot,
'answer_value': float(grams_allowed),
'variables': {
'food': food,
'calories': calories,
'size': size,
'servings': servings,
'total_target': total_target,
'consumed': consumed,
'unit': unit,
'calories_left': calories_left,
'grams_per_serving': grams_per_serving,
'serving_fraction': serving_fraction
}
}
def generate_example(rng: Random, difficulty: float = 1.0) -> Dict[str, Any]:
foods = ["popcorn", "breads", "cookies"]
units = ["grams", "ounces", "oz"]
food = rng.choice(foods)
unit = rng.choice(units)
calories = int(rng.randint(150, int(500 * difficulty)) // 25 * 25)
size = int(rng.randint(100, int(400 * difficulty)) // 25 * 25)
servings = int(rng.randint(4, int(8 * difficulty)))
total_target = int(rng.randint(1900, int(2500 * difficulty)) // 5 * 5)
consumed = int(rng.randint(600, int(1800 * difficulty)) // 25 * 25)
# Ensure conditions are met
while (consumed >= total_target or
not (size % servings == 0) or
not ((size//servings) * Fraction(total_target-consumed, calories)).denominator == 1):
calories = int(rng.randint(150, int(500 * difficulty)) // 25 * 25)
size = int(rng.randint(100, int(400 * difficulty)) // 25 * 25)
servings = int(rng.randint(4, int(8 * difficulty)))
total_target = int(rng.randint(1900, int(2500 * difficulty)) // 5 * 5)
consumed = int(rng.randint(600, int(1800 * difficulty)) // 25 * 25)
result = generate_from_variables(food, calories, size, servings, total_target, consumed, unit)
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("chips", 250, 300, 5, 2000, 1800, "grams")