๐Ÿ“ฆ AlistairKeiller / rustoracer

๐Ÿ“„ pure_pursuit.py ยท 52 lines
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52import time

import gymnasium as gym
import numpy as np

import rustoracerpy

LOOKAHEAD = 1.5
WHEELBASE = 0.3302
SPEED = 5.0

env = gym.make("Rustoracer-v0", yaml="maps/berlin.yaml", render_mode="human")
obs, info = env.reset()
env_unwrapped: rustoracerpy.RustoracerEnv = env.unwrapped  # type: ignore
waypoints = env_unwrapped.skeleton

try:
    while True:
        loop_start = time.perf_counter()
        (x, y, theta, *_) = info["state"]
        pos = np.array([x, y])

        # Find lookahead point
        nearest = int(np.argmin(np.linalg.norm(waypoints - pos, axis=1)))
        goal = waypoints[nearest]
        for j in range(1, len(waypoints)):
            idx = (nearest + j) % len(waypoints)
            if np.linalg.norm(waypoints[idx] - pos) >= LOOKAHEAD:
                goal = waypoints[idx]
                break

        # Pure pursuit steering
        dx, dy = goal[0] - x, goal[1] - y
        local_y = -np.sin(theta) * dx + np.cos(theta) * dy
        L2 = dx * dx + dy * dy
        steer = (
            float(np.clip(np.arctan(2.0 * local_y * WHEELBASE / L2), -0.4189, 0.4189))
            if L2 > 1e-12
            else 0.0
        )

        obs, reward, terminated, truncated, info = env.step(np.array([steer, SPEED]))
        env.render()
        elapsed = time.perf_counter() - loop_start
        time.sleep(max(0.0, 1.0 / 100.0 - elapsed))
        if terminated or truncated:
            obs, info = env.reset()
except KeyboardInterrupt:
    pass
finally:
    env.close()