nbv_sim/scripts/run.py

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import argparse
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from datetime import datetime
import pandas as pd
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from pathlib import Path
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import rospy
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from tqdm import tqdm
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from active_grasp.controller import *
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from active_grasp.policy import make, registry
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from active_grasp.srv import Seed
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def main():
rospy.init_node("active_grasp")
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parser = create_parser()
args = parser.parse_args()
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policy = make(args.policy, args.rate)
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controller = GraspController(policy)
logger = Logger(args)
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seed_simulation(args.seed)
for _ in tqdm(range(args.runs)):
info = controller.run()
logger.log_run(info)
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def create_parser():
parser = argparse.ArgumentParser()
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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")
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parser.add_argument("--rate", type=int, default=5)
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parser.add_argument("--seed", type=int, default=12)
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return parser
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class Logger:
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def __init__(self, args):
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stamp = datetime.now().strftime("%y%m%d-%H%M%S")
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name = "{}_policy={},rate={},seed={}.csv".format(
stamp,
args.policy,
args.rate,
args.seed,
)
self.path = args.logdir / name
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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)
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def seed_simulation(seed):
rospy.ServiceProxy("seed", Seed)(seed)
rospy.sleep(1.0)
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if __name__ == "__main__":
main()