61 lines
1.7 KiB
Python
61 lines
1.7 KiB
Python
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from scenario_env import MultiAgentScenarioEnv
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from simple_idm_policy import ConstantVelocityPolicy
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from metadrive.engine.asset_loader import AssetLoader
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import time
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WAYMO_DATA_DIR = r"/home/huangfukk/MAGAIL4AutoDrive/Env"
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def main():
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"""带可视化的版本(低FPS,约15帧)"""
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env = MultiAgentScenarioEnv(
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config={
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"data_directory": AssetLoader.file_path(WAYMO_DATA_DIR, "exp_converted", unix_style=False),
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"is_multi_agent": True,
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"num_controlled_agents": 3,
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"horizon": 300,
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# 可视化设置(牺牲性能)
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"use_render": True,
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"manual_control": False,
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"sequential_seed": True,
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"reactive_traffic": True,
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},
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agent2policy=ConstantVelocityPolicy(target_speed=50)
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)
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obs = env.reset(0)
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start_time = time.time()
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total_steps = 0
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for step in range(10000):
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actions = {
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aid: env.controlled_agents[aid].policy.act()
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for aid in env.controlled_agents
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}
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obs, rewards, dones, infos = env.step(actions)
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env.render(mode="topdown") # 实时渲染
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total_steps += 1
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if step % 100 == 0 and step > 0:
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elapsed = time.time() - start_time
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fps = total_steps / elapsed
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print(f"Step {step}: FPS = {fps:.2f}, 车辆数 = {len(env.controlled_agents)}")
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if dones["__all__"]:
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break
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elapsed = time.time() - start_time
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fps = total_steps / elapsed
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print(f"\n总计: {total_steps} 步,耗时 {elapsed:.2f}s,平均FPS = {fps:.2f}")
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env.close()
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if __name__ == "__main__":
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main()
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