Files
lerobot_aloha/collect_data/collect_data.py
2025-04-20 21:50:20 +08:00

115 lines
5.8 KiB
Python
Executable File

import os
import time
from aloha_mobile import AlohaRobotRos
from utils import save_data, init_keyboard_listener, load_config, log_say
def main(config_path):
args = load_config(config_path)
ros_operator = AlohaRobotRos(args)
dataset_dir = os.path.join(args.dataset_dir, args.task_name)
# Ensure dataset directory exists
os.makedirs(dataset_dir, exist_ok=True)
# Single episode collection mode
if args.num_episodes == 1:
print(f"Recording single episode {args.episode_idx}...")
timesteps, actions = ros_operator.process()
if len(actions) < args.max_timesteps:
print(f"\033[31m\nSave failure: Recorded only {len(actions)}/{args.max_timesteps} timesteps.\033[0m\n")
return -1
dataset_path = os.path.join(dataset_dir, f"episode_{args.episode_idx}")
save_data(args, timesteps, actions, dataset_path)
print(f"\033[32mEpisode {args.episode_idx} saved successfully at {dataset_path}\033[0m")
return 0
# Multi-episode collection mode
print("""
\033[1;36mKeyboard Controls:\033[0m
\033[1mLeft Arrow\033[0m: Start Recording
\033[1mRight Arrow\033[0m: Save Current Data
\033[1mDown Arrow\033[0m: Discard Current Data
\033[1mUp Arrow\033[0m: Replay Data (if implemented)
\033[1mESC\033[0m: Exit Program
""")
log_say("欢迎您为 具身智能科学家项目采集数据,您辛苦了。我已经将一切准备就绪,请您按方向左键开始录制数据。", play_sounds=True)
listener, events = init_keyboard_listener()
episode_idx = args.episode_idx
collected_episodes = 0
try:
while collected_episodes < args.num_episodes:
if events["exit_early"]:
print("\033[33mOperation terminated by user\033[0m")
log_say("操作被你停止了,如果这是个误操作,请重新开始。", play_sounds=True)
break
if events["record_start"]:
# Reset event states for new recording
events["record_start"] = False
events["save_data"] = False
events["discard_data"] = False
log_say(f"开始录制第{episode_idx}条轨迹,请开始操作机械臂。", play_sounds=True)
print(f"\n\033[1;32mRecording episode {episode_idx}...\033[0m")
timesteps, actions = ros_operator.process()
print(f"\033[1;33mRecorded {len(actions)} timesteps. (→ to save, ↓ to discard)\033[0m")
log_say(f"{episode_idx}条轨迹的录制已经到达最大时间步并录制结束,请选择是否保留该条轨迹。按方向右键保留,方向下键丢弃。", play_sounds=True)
# Wait for user decision to save or discard
while True:
if events["save_data"]:
events["save_data"] = False
if len(actions) < args.max_timesteps:
print(f"\033[31mSave failure: Recorded only {len(actions)}/{args.max_timesteps} timesteps.\033[0m")
log_say(f"由于当前轨迹的实际时间步数小于最大时间步数,因此无法保存该条轨迹。该条轨迹将被丢弃,请重新录制。", play_sounds=True)
else:
dataset_path = os.path.join(dataset_dir, f"episode_{episode_idx}")
log_say(f"你选择了保留该轨迹作为第{episode_idx}条轨迹数据。接下来请你按方向左键开始录制下一条轨迹。", play_sounds=True)
save_data(args, timesteps, actions, dataset_path)
print(f"\033[32mEpisode {episode_idx} saved successfully at {dataset_path}\033[0m")
episode_idx += 1
collected_episodes += 1
print(f"\033[1mProgress: {collected_episodes}/{args.num_episodes} episodes collected. (← to start new episode)\033[0m")
break
if events["discard_data"]:
events["discard_data"] = False
log_say(f"你选择了丢弃该轨迹作为第{episode_idx}条轨迹数据。接下来请你按方向左键开始录制下一条轨迹。", play_sounds=True)
print("\033[33mData discarded. Press ← to start a new recording.\033[0m")
break
if events["exit_early"]:
print("\033[33mOperation terminated by user\033[0m")
log_say("操作被你停止了,如果这是个误操作,请重新开始。", play_sounds=True)
return 0
time.sleep(0.1) # Reduce CPU usage
time.sleep(0.1) # Reduce CPU usage
if collected_episodes == args.num_episodes:
log_say("恭喜你,本次数据已经全部录制完成。您辛苦了~", play_sounds=True)
print(f"\n\033[1;32mData collection complete! All {args.num_episodes} episodes collected.\033[0m")
finally:
# Ensure listener is cleaned up
if listener:
listener.stop()
print("Keyboard listener stopped")
if __name__ == '__main__':
try:
exit_code = main("/home/ubuntu/LYT/lerobot_aloha/collect_data/aloha.yaml")
exit(exit_code if exit_code is not None else 0)
except KeyboardInterrupt:
print("\n\033[33mProgram interrupted by user\033[0m")
exit(0)
except Exception as e:
print(f"\n\033[31mError: {e}\033[0m")