import argparse from datetime import datetime import pandas as pd from pathlib import Path import rospy from tqdm import tqdm from active_grasp.controller import * from active_grasp.policy import make, registry from active_grasp.srv import Seed class Logger: def __init__(self, logdir, policy): stamp = datetime.now().strftime("%y%m%d-%H%M%S") name = "{}_policy={}".format(stamp, policy) self.path = logdir / (name + ".csv") def log_run(self, info): df = pd.DataFrame.from_records([info]) df.to_csv(self.path, mode="a", header=not self.path.exists(), index=False) def create_parser(): parser = argparse.ArgumentParser() parser.add_argument("policy", type=str, choices=registry.keys()) parser.add_argument("--runs", type=int, default=10) parser.add_argument("--logdir", type=Path, default="logs") parser.add_argument("--seed", type=int, default=12) return parser def seed_simulation(seed): rospy.ServiceProxy("seed", Seed)(seed) rospy.sleep(1.0) def main(): rospy.init_node("active_grasp") parser = create_parser() args = parser.parse_args() policy = make(args.policy) controller = GraspController(policy) logger = Logger(args.logdir, args.policy) seed_simulation(args.seed) for _ in tqdm(range(args.runs)): info = controller.run() logger.log_run(info) if __name__ == "__main__": main()