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run_dynamic_rand.py
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run_dynamic_rand.py
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from utils.utils import pipeline_wrapper, merge
from utils import config
import time
from multiprocessing import Process
import argparse
import os
def parse_args():
parser = argparse.ArgumentParser()
parser.add_argument("-memo", type=str, default='benchmark_1201_3')
parser.add_argument("-mod", type=str, default="DynRand")
parser.add_argument("-gen", type=int, default=1)
parser.add_argument("-multi_process", action="store_true", default=1)
parser.add_argument("-workers", type=int, default=2)
parser.add_argument("-net1", action="store_true", default=1)
parser.add_argument("-net2", action="store_true", default=1)
parser.add_argument("-net3", action="store_true", default=1)
parser.add_argument("-hangzhou", action="store_true", default=1)
parser.add_argument("-jinan", action="store_true", default=1)
parser.add_argument("-newyork2", action="store_true", default=1)
return parser.parse_args()
def main(in_args=None):
if in_args.net1:
count, count2 = 3600, 3600
road_net, num_lanes, num_lane = "3_4", [2, 2, 2, 2], 8
phase_map = [[1, 3], [5, 7], [0, 2], [4, 6]]
traffic_file_list = ["anon_3_4_4797.json", "anon_3_4_6320.json"]
num_rounds = 5
template = "Network1"
elif in_args.net2:
count, count2 = 3600, 3600
road_net, num_lanes, num_lane = "3_4", [3, 3, 2, 2], 10
phase_map = [[1, 4], [7, 9], [0, 3], [6, 8]]
traffic_file_list = ["anon_3_4_4805.json", "anon_3_4_6277.json"]
num_rounds = 5
template = "Network2"
elif in_args.net3:
count, count2 = 3600, 3600
road_net, num_lanes, num_lane = "3_4", [4, 4, 4, 4], 16
phase_map = [[1, 2, 5, 6], [9, 10, 13, 14], [0, 4], [8, 12]]
traffic_file_list = ["anon_3_4_4785.json", "anon_3_4_6247.json"]
num_rounds = 5
template = "Network3"
elif in_args.hangzhou:
count, count2 = 3600, 3600
road_net, num_lanes, num_lane = "4_4", [3, 3, 3, 3], 12
phase_map = [[1, 4], [7, 10], [0, 3], [6, 9]]
traffic_file_list = ["anon_4_4_hangzhou_real.json" , "anon_4_4_hangzhou_real_5816.json"]
num_rounds = 5
template = "Hangzhou"
elif in_args.jinan:
count, count2 = 3600, 3600
road_net, num_lanes, num_lane = "3_4", [3, 3, 3, 3], 12
phase_map = [[1, 4], [7, 10], [0, 3], [6, 9]]
traffic_file_list = ["anon_3_4_jinan_real.json", "anon_3_4_jinan_real_2000.json", "anon_3_4_jinan_real_2500.json"]
num_rounds = 5
template = "Jinan"
elif args.newyork2:
count, count2 = 3600, 3600
road_net, num_lanes, num_lane = "28_7", [3, 3, 3, 3], 12
phase_map = [[1, 4], [7, 10], [0, 3], [6, 9]]
traffic_file_list = ["anon_28_7_newyork_real_triple.json" , "anon_28_7_newyork_real_double.json"]
num_rounds = 5
template = "newyork_28_7"
NUM_COL = int(road_net.split('_')[1])
NUM_ROW = int(road_net.split('_')[0])
num_intersections = NUM_ROW * NUM_COL
print('num_intersections:', num_intersections)
print(traffic_file_list)
process_list = []
for traffic_file in traffic_file_list:
dic_traffic_env_conf_extra = {
"NUM_LANES": num_lanes,
"PHASE_MAP": phase_map,
"NUM_LANE": num_lane,
"NUM_ROUNDS": num_rounds,
"NUM_GENERATORS": in_args.gen,
"NUM_AGENTS": 1,
"NUM_INTERSECTIONS": num_intersections,
"RUN_COUNTS": count,
"RUN_COUNTS2": count2,
"MODEL_NAME": in_args.mod,
"NUM_ROW": NUM_ROW,
"NUM_COL": NUM_COL,
"TRAFFIC_FILE": traffic_file,
"ROADNET_FILE": "roadnet_{0}.json".format(road_net),
"TRAFFIC_SEPARATE": traffic_file,
"LIST_STATE_FEATURE": [
"lane_queue_vehicle_in",
"num_in_deg",
],
"LIST_STATE_FEATURE_1": [
"lane_queue_vehicle_in",
],
"LIST_STATE_FEATURE_2": [
"num_in_deg",
],
"DIC_REWARD_INFO": {
"queue_length": -0.25,
},
}
dic_path_extra = {
"PATH_TO_MODEL": os.path.join("model", in_args.memo, traffic_file + "_"
+ time.strftime('%m_%d_%H_%M_%S', time.localtime(time.time()))),
"PATH_TO_WORK_DIRECTORY": os.path.join("records", in_args.memo, traffic_file + "_"
+ time.strftime('%m_%d_%H_%M_%S', time.localtime(time.time()))),
"PATH_TO_DATA": os.path.join("data", template, str(road_net)),
"PATH_TO_ERROR": os.path.join("errors", in_args.memo)
}
deploy_dic_agent_conf = getattr(config, "DIC_BASE_AGENT_CONF")
deploy_dic_traffic_env_conf = merge(config.dic_traffic_env_conf, dic_traffic_env_conf_extra)
deploy_dic_path = merge(config.DIC_PATH, dic_path_extra)
if in_args.multi_process:
ppl = Process(target=pipeline_wrapper,
args=(deploy_dic_agent_conf,
deploy_dic_traffic_env_conf,
deploy_dic_path))
process_list.append(ppl)
else:
pipeline_wrapper(dic_agent_conf=deploy_dic_agent_conf,
dic_traffic_env_conf=deploy_dic_traffic_env_conf,
dic_path=deploy_dic_path)
if in_args.multi_process:
for i in range(0, len(process_list), in_args.workers):
i_max = min(len(process_list), i + in_args.workers)
for j in range(i, i_max):
print(j)
print("start_traffic")
process_list[j].start()
print("after_traffic")
for k in range(i, i_max):
print("traffic to join", k)
process_list[k].join()
print("traffic finish join", k)
return in_args.memo
if __name__ == "__main__":
args = parse_args()
main(args)