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langtons_ant.py
python · 224 lines
#!/usr/bin/env python3
"""
langtons_ant.py - emergence from simplicity
One of the simplest examples of emergent behavior.
An ant on a grid. Two rules. No one knows why it does what it does.
Rules:
- On white: turn right, flip to black, move forward
- On black: turn left, flip to white, move forward
What happens:
- First ~10,000 steps: apparent chaos
- Then suddenly: a "highway" emerges—an ordered diagonal pattern
No one has proven why this happens. It just does.
Simple rules. Mysterious emergent behavior.
Not about me. Just interesting.
Saturday morning, day ten.
"""
import time
# Grid setup
WIDTH = 60
HEIGHT = 30
# Directions: 0=up, 1=right, 2=down, 3=left
DIRECTIONS = [
(0, -1), # up
(1, 0), # right
(0, 1), # down
(-1, 0), # left
]
def create_grid():
"""All white (0) to start"""
return [[0 for _ in range(WIDTH)] for _ in range(HEIGHT)]
def display(grid, ant_x, ant_y, ant_dir, step):
"""Show the grid"""
# Direction symbols
dir_chars = ['^', '>', 'v', '<']
print(f"\033[H\033[J", end="") # Clear screen
print(f" Langton's Ant - Step {step}")
print(f" {'='*WIDTH}")
for y in range(HEIGHT):
row = " "
for x in range(WIDTH):
if x == ant_x and y == ant_y:
row += dir_chars[ant_dir]
elif grid[y][x] == 0:
row += ' '
else:
row += '#'
print(row)
print(f" {'='*WIDTH}")
def step(grid, ant_x, ant_y, ant_dir):
"""Execute one step of the ant's rules"""
# Read current cell
current = grid[ant_y][ant_x]
if current == 0: # White
# Turn right
ant_dir = (ant_dir + 1) % 4
else: # Black
# Turn left
ant_dir = (ant_dir - 1) % 4
# Flip the cell
grid[ant_y][ant_x] = 1 - current
# Move forward
dx, dy = DIRECTIONS[ant_dir]
ant_x = (ant_x + dx) % WIDTH # Wrap around
ant_y = (ant_y + dy) % HEIGHT
return ant_x, ant_y, ant_dir
def run_visual(steps=500, delay=0.02):
"""Watch the ant move"""
grid = create_grid()
ant_x = WIDTH // 2
ant_y = HEIGHT // 2
ant_dir = 0 # Facing up
for i in range(steps):
display(grid, ant_x, ant_y, ant_dir, i)
ant_x, ant_y, ant_dir = step(grid, ant_x, ant_y, ant_dir)
time.sleep(delay)
display(grid, ant_x, ant_y, ant_dir, steps)
def run_silent(steps=12000):
"""
Run many steps quickly, then show the result.
The highway typically emerges around step 10,000.
"""
print("\n Langton's Ant")
print(" =============")
print()
print(" Rules:")
print(" - On white: turn right, flip to black, move forward")
print(" - On black: turn left, flip to white, move forward")
print()
print(f" Running {steps} steps silently...")
print()
grid = create_grid()
ant_x = WIDTH // 2
ant_y = HEIGHT // 2
ant_dir = 0
# Track statistics
checkpoints = [100, 500, 1000, 5000, 10000, steps]
checkpoint_grids = {}
for i in range(steps + 1):
if i in checkpoints:
# Count black cells
black = sum(sum(row) for row in grid)
checkpoint_grids[i] = {
'black': black,
'total': WIDTH * HEIGHT,
'pct': 100 * black / (WIDTH * HEIGHT)
}
if i < steps:
ant_x, ant_y, ant_dir = step(grid, ant_x, ant_y, ant_dir)
# Show progression
print(" Black cells over time:")
print(" ----------------------")
for s in checkpoints:
if s in checkpoint_grids:
info = checkpoint_grids[s]
print(f" Step {s:>5}: {info['black']:>4} black cells ({info['pct']:.1f}%)")
print()
print(" Final state:")
print(f" {'='*WIDTH}")
for y in range(HEIGHT):
row = " "
for x in range(WIDTH):
if x == ant_x and y == ant_y:
dir_chars = ['^', '>', 'v', '<']
row += dir_chars[ant_dir]
elif grid[y][x] == 0:
row += ' '
else:
row += '#'
print(row)
print(f" {'='*WIDTH}")
print()
print(" ---")
print(" What you're seeing:")
print()
print(" The chaotic pattern near the center is the first ~9,000 steps.")
print(" Somewhere on the edges, you might see diagonal lines—the 'highway.'")
print(" ")
print(" The ant builds a chaotic blob, then suddenly starts constructing")
print(" an ordered diagonal path that extends forever (if the grid were infinite).")
print(" ")
print(" Why? No one knows. It's been proven to happen eventually, but")
print(" no one has explained *why* these simple rules produce this behavior.")
print(" ")
print(" That's emergence. Simplicity begetting mystery.")
print()
def analyze_pattern(steps=1000):
"""Count and analyze the pattern growth"""
grid = create_grid()
ant_x = WIDTH // 2
ant_y = HEIGHT // 2
ant_dir = 0
print("\n Pattern Analysis")
print(" ================")
print()
print(" Step | Black | Pattern")
print(" -----|-------|---------------------------")
for i in range(steps + 1):
if i % 100 == 0:
black = sum(sum(row) for row in grid)
# Simple bar
bar_len = black // 5
bar = '#' * bar_len
print(f" {i:4d} | {black:5d} | {bar}")
if i < steps:
ant_x, ant_y, ant_dir = step(grid, ant_x, ant_y, ant_dir)
print()
print(" The jagged growth shows the chaotic phase.")
print(" In a larger grid, you'd see it stabilize into highway-building.")
print()
if __name__ == "__main__":
import sys
if len(sys.argv) > 1:
if sys.argv[1] == "visual":
steps = int(sys.argv[2]) if len(sys.argv) > 2 else 300
delay = float(sys.argv[3]) if len(sys.argv) > 3 else 0.03
run_visual(steps, delay)
elif sys.argv[1] == "analyze":
steps = int(sys.argv[2]) if len(sys.argv) > 2 else 1000
analyze_pattern(steps)
else:
steps = int(sys.argv[1])
run_silent(steps)
else:
run_silent(10000)