reasoning-gym/reasoning_gym/cognition/rectangle_count.py
2025-02-11 13:56:27 +01:00

135 lines
4.7 KiB
Python

from dataclasses import dataclass
from random import Random
from typing import Dict, Optional
from ..factory import ProceduralDataset, register_dataset
def draw_rectangles_with_overlap(n, width, height, rng):
# Create a grid that holds a count of how many times a cell is drawn.
grid = [[0 for _ in range(width)] for _ in range(height)]
rectangles = []
max_attempts = 100000 # Prevent infinite loops in case of a crowded grid
attempts = 0
while len(rectangles) < n and attempts < max_attempts:
attempts += 1
# Ensure minimum width and height of 3.
# For a rectangle to be at least 3 cells wide, right must be at least left + 2.
# Similarly, bottom must be at least top + 2.
left = rng.randint(0, width - 3)
right = rng.randint(left + 2, width - 1)
top = rng.randint(0, height - 3)
bottom = rng.randint(top + 2, height - 1)
# Prepare a list of all the cells that would be updated.
cells_to_update = []
# Top edge:
for col in range(left, right + 1):
cells_to_update.append((top, col))
# Bottom edge:
for col in range(left, right + 1):
cells_to_update.append((bottom, col))
# Left edge (excluding corners already drawn):
for row in range(top + 1, bottom):
cells_to_update.append((row, left))
# Right edge (excluding corners already drawn):
for row in range(top + 1, bottom):
cells_to_update.append((row, right))
# Check if drawing this rectangle would cause any cell to exceed a count of 2.
conflict = False
for r, c in cells_to_update:
if grid[r][c] >= 2:
conflict = True
break
if conflict:
continue # Skip this rectangle candidate
# No conflict: update the grid counts.
for r, c in cells_to_update:
grid[r][c] += 1
# Save the rectangle (stored as (left, right, top, bottom)).
rectangles.append((left, right, top, bottom))
if len(rectangles) < n:
print(f"Only placed {len(rectangles)} rectangles after {attempts} attempts.")
# Print the grid.
# Use ' ' for an untouched cell, '#' for a single hit, and '█' for exactly two hits.
lines = ""
for row in grid:
line = "".join(" " if count == 0 else ("#" if count == 1 else "") for count in row)
lines = lines + line + "\n"
return lines, len(rectangles)
@dataclass
class RectangleCountConfig:
"""Configuration for RectangleCount puzzle generation"""
max_rectangles: int = 10
width: int = 80
height: int = 80
seed: Optional[int] = None
size: int = 500
def validate(self):
"""Validate configuration parameters"""
assert self.width >= 10, "width must be gte 10"
assert self.height >= 10, "height must be gte 10"
class RectangleCountDataset(ProceduralDataset):
"""Generates [RectangleCount Puzzles](https://en.wikipedia.org/wiki/RectangleCount_Puzzle) with configurable parameters"""
def __init__(self, config: RectangleCountConfig):
super().__init__(config=config, seed=config.seed, size=config.size)
def __getitem__(self, idx: int) -> dict:
"""Generate a single RectangleCount task
Returns:
dict with keys:
- question: str, the task description
- answer: str, a solution string
- metadata: dict with generation parameters
"""
rng = Random(self.seed + idx)
target = rng.randint(1, self.config.max_rectangles)
puzzle, answer = draw_rectangles_with_overlap(target, self.config.width, self.config.height, rng)
puzz = f"How many rectangles do you see? Single rectangles are outlined with a '#', overlapping rectangles (max 2) are shown with ''. \n\n {puzzle}"
return {
"question": puzz,
"answer": str(answer),
"metadata": {},
}
def score_answer(self, answer: Optional[str], entry: Dict[str, any]) -> float:
"""Determine if the solution provided solves the RectangleCount task.
The function awards 1.0 for a correct answer.
Args:
answer (Optional[str]): The user's answer.
entry (Dict[str, any]): The original dataset entry containing the correct answer.
Returns:
float: The computed score between 0.0 and 1.0.
"""
if answer == None:
return 0.0
if answer.lower().replace("\n", "") != entry["answer"].lower().replace("\n", ""):
return 0.01
else:
return 1.0 # Yay
register_dataset("rectangle_count", RectangleCountDataset, RectangleCountConfig)