mirror of
https://github.com/Ahp06/SUMO_Emissions.git
synced 2024-11-22 03:26:30 +00:00
commit
72e8e6d3ad
@ -4,15 +4,15 @@ Created on 17 oct. 2018
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@author: Axel Huynh-Phuc, Thibaud Gasser
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@author: Axel Huynh-Phuc, Thibaud Gasser
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"""
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"""
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from typing import Iterable
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import traci
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from model import Area, Vehicle
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"""
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"""
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This module defines all possible actions on the simulation
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This module defines all possible actions on the simulation
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"""
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"""
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import traci
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from typing import Iterable
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from model import Area, Vehicle
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def compute_edge_weight(edge_id):
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def compute_edge_weight(edge_id):
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"""
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"""
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@ -4,6 +4,10 @@ Created on 17 oct. 2018
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@author: Axel Huynh-Phuc, Thibaud Gasser
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@author: Axel Huynh-Phuc, Thibaud Gasser
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"""
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"""
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"""
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This module defines the global configuration for the simulation
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"""
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import datetime
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import datetime
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import json
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import json
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import logging
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import logging
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@ -12,10 +16,6 @@ import sys
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from model import Emission
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from model import Emission
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"""
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This module defines the global configuration for the simulation
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"""
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class Config:
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class Config:
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"""
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"""
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@ -38,7 +38,7 @@ class Config:
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:param config_file: The path to your configuration file
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:param config_file: The path to your configuration file
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:return:
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:return:
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"""
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"""
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with open(config_file, 'r') as f:
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with open(f'files/configs/{config_file}.json', 'r') as f:
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data = json.load(f)
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data = json.load(f)
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for option in data:
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for option in data:
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@ -102,10 +102,10 @@ class Config:
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now = datetime.datetime.now()
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now = datetime.datetime.now()
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current_date = now.strftime("%Y_%m_%d_%H_%M_%S")
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current_date = now.strftime("%Y_%m_%d_%H_%M_%S")
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if not os.path.exists('logs'):
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if not os.path.exists('files/logs'):
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os.makedirs('logs')
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os.makedirs('logs')
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log_filename = f'logs/sumo_logs_{current_date}_{self.config_filename}.log'
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log_filename = f'files/logs/sumo_logs_{current_date}_{self.config_filename}.log'
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logger = logging.getLogger("sumo_logger")
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logger = logging.getLogger("sumo_logger")
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logger.setLevel(logging.INFO)
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logger.setLevel(logging.INFO)
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130
sumo_project/data.py
Normal file
130
sumo_project/data.py
Normal file
@ -0,0 +1,130 @@
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"""
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Created on 17 oct. 2018
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@author: Axel Huynh-Phuc, Thibaud Gasser
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"""
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"""
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This module is used for loading simulation data
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"""
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import argparse
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import csv
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import datetime
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import itertools
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import json
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import os
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import pprint
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import sys
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import time
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import traci
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from typing import List
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import jsonpickle
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from parse import search
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from shapely.geometry import LineString
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import actions
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from config import Config
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from model import Area, Vehicle, Lane, TrafficLight, Phase, Logic, Emission
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class Data:
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def __init__(self, map_bounds, config : Config):
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"""
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Data constructor
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"""
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self.map_bounds = map_bounds
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self.config = config
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def init_grid(self):
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"""
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Initialize the grid of the loaded map from the configuration
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:param self.map_bounds: The map bounds
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:param areas_number: The number of areas
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:param window_size: The size of the acquisition window
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:return: A list of areas
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"""
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self.grid = list()
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areas_number = self.config.areas_number
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window_size = self.config.window_size
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width = self.map_bounds[1][0] / areas_number
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height = self.map_bounds[1][1] / areas_number
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for i in range(areas_number):
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for j in range(areas_number):
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# bounds coordinates for the area : (xmin, ymin, xmax, ymax)
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ar_bounds = ((i * width, j * height), (i * width, (j + 1) * height),
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((i + 1) * width, (j + 1) * height), ((i + 1) * width, j * height))
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name = 'Area ({},{})'.format(i, j)
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area = Area(ar_bounds, name, window_size)
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self.grid.append(area)
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return self.grid
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def get_all_lanes(self) -> List[Lane]:
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"""
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Recover and creates a list of Lane objects
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:return: The lanes list
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"""
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lanes = []
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for lane_id in traci.lane.getIDList():
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polygon_lane = LineString(traci.lane.getShape(lane_id))
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initial_max_speed = traci.lane.getMaxSpeed(lane_id)
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lanes.append(Lane(lane_id, polygon_lane, initial_max_speed))
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return lanes
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def parse_phase(self, phase_repr):
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"""
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Because the SUMO object Phase does not contain accessors,
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we parse the string representation to retrieve data members.
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:param phase_repr: The Phase string representation
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:return: An new Phase instance
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"""
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duration = search('duration: {:f}', phase_repr)
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min_duration = search('minDuration: {:f}', phase_repr)
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max_duration = search('maxDuration: {:f}', phase_repr)
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phase_def = search('phaseDef: {}\n', phase_repr)
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if phase_def is None:
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phase_def = ''
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else:
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phase_def = phase_def[0]
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return Phase(duration[0], min_duration[0], max_duration[0], phase_def)
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def add_data_to_areas(self):
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"""
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Adds all recovered data to different areas
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:param areas: The list of areas
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:return:
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"""
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lanes = self.get_all_lanes()
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for area in self.grid:
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for lane in lanes: # add lanes
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if area.rectangle.intersects(lane.polygon):
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area.add_lane(lane)
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for tl_id in traci.trafficlight.getIDList(): # add traffic lights
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if lane.lane_id in traci.trafficlight.getControlledLanes(tl_id):
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logics = []
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for l in traci.trafficlight.getCompleteRedYellowGreenDefinition(tl_id): # add logics
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phases = []
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for phase in traci.trafficlight.Logic.getPhases(l): # add phases to logics
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phases.append(self.parse_phase(phase.__repr__()))
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logics.append(Logic(l, phases))
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area.add_tl(TrafficLight(tl_id, logics))
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def save(self, dump_name):
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"""
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Save simulation data into a json file
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:param dump_name: The name of your data dump
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:return:
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"""
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dump_dir = 'files/dump'
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if not os.path.exists(dump_dir):
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os.mkdir(dump_dir)
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s = json.dumps(json.loads(jsonpickle.encode(self)), indent=4) # for pretty JSON
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with open(f'{dump_dir}/{dump_name}.json', 'w') as f:
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f.write(s)
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@ -4,6 +4,10 @@ Created on 17 oct. 2018
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@author: Axel Huynh-Phuc, Thibaud Gasser
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@author: Axel Huynh-Phuc, Thibaud Gasser
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"""
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"""
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"""
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This module defines the entry point of the application
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"""
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import argparse
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import argparse
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import csv
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import csv
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import datetime
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import datetime
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@ -11,96 +15,17 @@ import itertools
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import os
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import os
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import sys
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import sys
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import time
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import time
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import traci
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from typing import List
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from typing import List
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import actions
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import jsonpickle
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import traci
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from config import Config
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from model import Area, Vehicle, Lane, TrafficLight, Phase, Logic, Emission
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from parse import search
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from parse import search
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from shapely.geometry import LineString
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from shapely.geometry import LineString
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"""
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import actions
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This module defines the entry point of the application
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from config import Config
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"""
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from data import Data
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from model import Area, Vehicle, Lane, TrafficLight, Phase, Logic, Emission
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def init_grid(simulation_bounds, areas_number, window_size):
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"""
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Initialize the grid of the loaded map from the configuration
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:param simulation_bounds: The map bounds
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:param areas_number: The number of areas
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:param window_size: The size of the acquisition window
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:return: A list of areas
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"""
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grid = list()
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width = simulation_bounds[1][0] / areas_number
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height = simulation_bounds[1][1] / areas_number
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for i in range(areas_number):
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for j in range(areas_number):
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# bounds coordinates for the area : (xmin, ymin, xmax, ymax)
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ar_bounds = ((i * width, j * height), (i * width, (j + 1) * height),
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((i + 1) * width, (j + 1) * height), ((i + 1) * width, j * height))
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name = 'Area ({},{})'.format(i, j)
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area = Area(ar_bounds, name, window_size)
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grid.append(area)
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traci.polygon.add(area.name, ar_bounds, (255, 0, 0)) # Add polygon for UI
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return grid
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def get_all_lanes() -> List[Lane]:
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"""
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Recover and creates a list of Lane objects
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:return: The lanes list
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"""
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lanes = []
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for lane_id in traci.lane.getIDList():
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polygon_lane = LineString(traci.lane.getShape(lane_id))
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initial_max_speed = traci.lane.getMaxSpeed(lane_id)
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lanes.append(Lane(lane_id, polygon_lane, initial_max_speed))
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return lanes
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def parse_phase(phase_repr):
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"""
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Because the SUMO object Phase does not contain accessors,
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we parse the string representation to retrieve data members.
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:param phase_repr: The Phase string representation
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:return: An new Phase instance
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"""
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duration = search('duration: {:f}', phase_repr)
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min_duration = search('minDuration: {:f}', phase_repr)
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max_duration = search('maxDuration: {:f}', phase_repr)
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phase_def = search('phaseDef: {}\n', phase_repr)
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if phase_def is None:
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phase_def = ''
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else:
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phase_def = phase_def[0]
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return Phase(duration[0], min_duration[0], max_duration[0], phase_def)
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def add_data_to_areas(areas: List[Area]):
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"""
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Adds all recovered data to different areas
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:param areas: The list of areas
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:return:
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"""
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lanes = get_all_lanes()
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for area in areas:
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for lane in lanes: # add lanes
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if area.rectangle.intersects(lane.polygon):
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area.add_lane(lane)
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for tl_id in traci.trafficlight.getIDList(): # add traffic lights
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if lane.lane_id in traci.trafficlight.getControlledLanes(tl_id):
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logics = []
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for l in traci.trafficlight.getCompleteRedYellowGreenDefinition(tl_id): # add logics
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phases = []
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for phase in traci.trafficlight.Logic.getPhases(l): # add phases to logics
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phases.append(parse_phase(phase.__repr__()))
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logics.append(Logic(l, phases))
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area.add_tl(TrafficLight(tl_id, logics))
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def compute_vehicle_emissions(veh_id):
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def compute_vehicle_emissions(veh_id):
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@ -195,13 +120,13 @@ def export_data_to_csv(config, grid):
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:param grid: The list of areas
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:param grid: The list of areas
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:return:
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:return:
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"""
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"""
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csv_dir = 'csv'
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csv_dir = 'files/csv'
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if not os.path.exists(csv_dir):
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if not os.path.exists(csv_dir):
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os.mkdir(csv_dir)
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os.mkdir(csv_dir)
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now = datetime.datetime.now().strftime("%Y_%m_%d_%H_%M_%S")
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now = datetime.datetime.now().strftime("%Y_%m_%d_%H_%M_%S")
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with open(f'csv/{now}.csv', 'w') as f:
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with open(f'files/csv/{now}.csv', 'w') as f:
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writer = csv.writer(f)
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writer = csv.writer(f)
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# Write CSV headers
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# Write CSV headers
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writer.writerow(itertools.chain(('Step',), (a.name for a in grid)))
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writer.writerow(itertools.chain(('Step',), (a.name for a in grid)))
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@ -210,125 +135,3 @@ def export_data_to_csv(config, grid):
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em_for_step = (f'{a.emissions_by_step[step].value():.3f}' for a in grid)
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em_for_step = (f'{a.emissions_by_step[step].value():.3f}' for a in grid)
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writer.writerow(itertools.chain((step,), em_for_step))
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writer.writerow(itertools.chain((step,), em_for_step))
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def run(config, logger, csv_export):
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"""
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Run the simulation with the configuration chosen
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:param config: The simulation configuration
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:param logger: The simulation logger
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:return:
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"""
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grid = list()
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try:
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traci.start(config.sumo_cmd)
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logger.info(f'Loaded simulation file : {config._SUMOCFG}')
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logger.info('Loading data for the simulation')
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start = time.perf_counter()
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grid = init_grid(traci.simulation.getNetBoundary(), config.areas_number, config.window_size)
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add_data_to_areas(grid)
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loading_time = round(time.perf_counter() - start, 2)
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logger.info(f'Data loaded ({loading_time}s)')
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logger.info('Simulation started...')
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step = 0
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while step < config.n_steps:
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traci.simulationStep()
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vehicles = get_all_vehicles()
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get_emissions(grid, vehicles, step, config, logger)
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step += 1
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print(f'step = {step}/{config.n_steps}', end='\r')
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finally:
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traci.close(False)
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if csv_export:
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export_data_to_csv(config, grid)
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logger.info(f'Exported data into the csv folder')
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simulation_time = round(time.perf_counter() - start, 2)
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logger.info(f'End of the simulation ({simulation_time}s)')
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# 1 step is equal to one second simulated
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logger.info(f'Real-time factor : {config.n_steps / simulation_time}')
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total_emissions = Emission()
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for area in grid:
|
|
||||||
total_emissions += area.sum_all_emissions()
|
|
||||||
|
|
||||||
logger.info(f'Total emissions = {total_emissions.value()} mg')
|
|
||||||
|
|
||||||
if not config.without_actions_mode: # If it's not a simulation without actions
|
|
||||||
ref = config.get_ref_emissions()
|
|
||||||
if not (ref is None): # If a reference value exist (add yours into config.py)
|
|
||||||
global_diff = (ref.value() - total_emissions.value()) / ref.value()
|
|
||||||
|
|
||||||
logger.info(f'Global reduction percentage of emissions = {global_diff * 100} %')
|
|
||||||
logger.info(f'-> CO2 emissions = {get_reduction_percentage(ref.co2, total_emissions.co2)} %')
|
|
||||||
logger.info(f'-> CO emissions = {get_reduction_percentage(ref.co, total_emissions.co)} %')
|
|
||||||
logger.info(f'-> Nox emissions = {get_reduction_percentage(ref.nox, total_emissions.nox)} %')
|
|
||||||
logger.info(f'-> HC emissions = {get_reduction_percentage(ref.hc, total_emissions.hc)} %')
|
|
||||||
logger.info(f'-> PMx emissions = {get_reduction_percentage(ref.pmx, total_emissions.pmx)} %')
|
|
||||||
|
|
||||||
|
|
||||||
def add_options(parser):
|
|
||||||
"""
|
|
||||||
Add command line options
|
|
||||||
:param parser: The command line parser
|
|
||||||
:return:
|
|
||||||
"""
|
|
||||||
parser.add_argument("-f", "--configfile", type=str, default='configs/default_config.json', required=False,
|
|
||||||
help='Choose your configuration file from your working directory')
|
|
||||||
parser.add_argument("-save", "--save", action="store_true",
|
|
||||||
help='Save the logs into the logs folder')
|
|
||||||
parser.add_argument("-steps", "--steps", type=int, default=200, required=False,
|
|
||||||
help='Choose the simulated time (in seconds)')
|
|
||||||
parser.add_argument("-ref", "--ref", action="store_true",
|
|
||||||
help='Launch a reference simulation (without acting on areas)')
|
|
||||||
parser.add_argument("-gui", "--gui", action="store_true",
|
|
||||||
help="Show UI")
|
|
||||||
parser.add_argument("-csv", "--csv", action="store_true",
|
|
||||||
help="Export all data emissions into a CSV file")
|
|
||||||
|
|
||||||
|
|
||||||
def main(args):
|
|
||||||
"""
|
|
||||||
The entry point of the application
|
|
||||||
:param args: Command line options
|
|
||||||
:return:
|
|
||||||
"""
|
|
||||||
parser = argparse.ArgumentParser(description="")
|
|
||||||
add_options(parser)
|
|
||||||
args = parser.parse_args(args)
|
|
||||||
|
|
||||||
config = Config()
|
|
||||||
config.import_config_file(args.configfile) # By default the configfile is default_config.json
|
|
||||||
config.init_traci()
|
|
||||||
logger = config.init_logger(save_logs=args.save)
|
|
||||||
csv_export = False
|
|
||||||
|
|
||||||
if args.ref:
|
|
||||||
config.without_actions_mode = True
|
|
||||||
logger.info(f'Reference simulation')
|
|
||||||
|
|
||||||
if args.steps:
|
|
||||||
config.n_steps = args.steps
|
|
||||||
|
|
||||||
if args.gui:
|
|
||||||
config._SUMOCMD = "sumo-gui"
|
|
||||||
|
|
||||||
if args.csv:
|
|
||||||
csv_export = True
|
|
||||||
|
|
||||||
config.check_config()
|
|
||||||
|
|
||||||
logger.info(f'Loaded configuration file : {args.configfile}')
|
|
||||||
logger.info(f'Simulated time : {args.steps}s')
|
|
||||||
run(config, logger, csv_export)
|
|
||||||
|
|
||||||
|
|
||||||
if __name__ == '__main__':
|
|
||||||
main(sys.argv[1:])
|
|
||||||
|
@ -1,13 +1,13 @@
|
|||||||
{
|
{
|
||||||
"_SUMOCMD": "sumo",
|
"_SUMOCMD": "sumo",
|
||||||
"_SUMOCFG": "simulations/mulhouse_simulation/osm.sumocfg",
|
"_SUMOCFG": "files/simulations/mulhouse_simulation/osm.sumocfg",
|
||||||
|
|
||||||
"areas_number": 10,
|
"areas_number": 10,
|
||||||
"emissions_threshold": 500000,
|
"emissions_threshold": 500000,
|
||||||
"n_steps": 200,
|
"n_steps": 200,
|
||||||
"window_size":100,
|
"window_size":100,
|
||||||
|
|
||||||
"without_actions_mode": false,
|
"without_actions_mode": true,
|
||||||
|
|
||||||
"limit_speed_mode": true,
|
"limit_speed_mode": true,
|
||||||
"speed_rf": 0.1,
|
"speed_rf": 0.1,
|
Before Width: | Height: | Size: 489 KiB After Width: | Height: | Size: 489 KiB |
@ -4,17 +4,17 @@ Created on 17 oct. 2018
|
|||||||
@author: Axel Huynh-Phuc, Thibaud Gasser
|
@author: Axel Huynh-Phuc, Thibaud Gasser
|
||||||
"""
|
"""
|
||||||
|
|
||||||
|
"""
|
||||||
|
This module defines the business model of our application
|
||||||
|
"""
|
||||||
|
|
||||||
import collections
|
import collections
|
||||||
|
from traci._trafficlight import Logic as SUMO_Logic
|
||||||
from typing import Tuple, Set
|
from typing import Tuple, Set
|
||||||
|
|
||||||
from shapely.geometry import Point, LineString
|
from shapely.geometry import Point, LineString
|
||||||
from shapely.geometry import Polygon
|
from shapely.geometry import Polygon
|
||||||
from shapely.geometry.base import BaseGeometry
|
from shapely.geometry.base import BaseGeometry
|
||||||
from traci._trafficlight import Logic as SUMO_Logic
|
|
||||||
|
|
||||||
"""
|
|
||||||
This module defines the business model of our application
|
|
||||||
"""
|
|
||||||
|
|
||||||
|
|
||||||
class Lane:
|
class Lane:
|
||||||
@ -150,7 +150,7 @@ class Emission:
|
|||||||
|
|
||||||
class Area:
|
class Area:
|
||||||
"""
|
"""
|
||||||
The Area class defines a grid area of the map
|
The Area class defines a grid area of the simulation map
|
||||||
"""
|
"""
|
||||||
|
|
||||||
def __init__(self, coords, name, window_size):
|
def __init__(self, coords, name, window_size):
|
||||||
|
145
sumo_project/runner.py
Normal file
145
sumo_project/runner.py
Normal file
@ -0,0 +1,145 @@
|
|||||||
|
'''
|
||||||
|
Created on 19 janv. 2019
|
||||||
|
|
||||||
|
@author: Admin
|
||||||
|
'''
|
||||||
|
|
||||||
|
import argparse
|
||||||
|
import os
|
||||||
|
import sys
|
||||||
|
import time
|
||||||
|
import traci
|
||||||
|
|
||||||
|
import jsonpickle
|
||||||
|
|
||||||
|
from config import Config
|
||||||
|
from data import Data
|
||||||
|
import emissions
|
||||||
|
from model import Emission
|
||||||
|
|
||||||
|
|
||||||
|
def add_options(parser):
|
||||||
|
"""
|
||||||
|
Add command line options
|
||||||
|
:param parser: The command line parser
|
||||||
|
:return:
|
||||||
|
"""
|
||||||
|
parser.add_argument("-new_dump", "--new_dump", metavar=('config_file', 'dump_name'), nargs=2, type=str,
|
||||||
|
required=False, help='Load an create a new data dump with the configuration file chosen')
|
||||||
|
parser.add_argument("-run", "--run", type=str, required=False,
|
||||||
|
help='Run a simulation with the dump chosen')
|
||||||
|
|
||||||
|
parser.add_argument("-save", "--save", action="store_true",
|
||||||
|
help='Save the logs into the logs folder')
|
||||||
|
parser.add_argument("-csv", "--csv", action="store_true",
|
||||||
|
help="Export all data emissions into a CSV file")
|
||||||
|
|
||||||
|
|
||||||
|
def create_dump(config_file, dump_name):
|
||||||
|
|
||||||
|
config = Config()
|
||||||
|
config.import_config_file(config_file)
|
||||||
|
config.check_config()
|
||||||
|
config.init_traci()
|
||||||
|
|
||||||
|
sumo_binary = os.path.join(os.environ['SUMO_HOME'], 'bin', 'sumo')
|
||||||
|
sumo_cmd = [sumo_binary, "-c", config._SUMOCFG]
|
||||||
|
|
||||||
|
traci.start(sumo_cmd)
|
||||||
|
if not os.path.isfile(f'files/dump/{dump_name}.json'):
|
||||||
|
start = time.perf_counter()
|
||||||
|
data = Data(traci.simulation.getNetBoundary(), config)
|
||||||
|
data.init_grid()
|
||||||
|
data.add_data_to_areas()
|
||||||
|
data.save(dump_name)
|
||||||
|
|
||||||
|
loading_time = round(time.perf_counter() - start, 2)
|
||||||
|
print(f'Data loaded ({loading_time}s)')
|
||||||
|
print(f'Dump {dump_name} created')
|
||||||
|
else:
|
||||||
|
print(f'Dump with name {dump_name} already exist')
|
||||||
|
|
||||||
|
traci.close(False)
|
||||||
|
|
||||||
|
|
||||||
|
def run(data : Data, config : Config, logger):
|
||||||
|
try:
|
||||||
|
traci.start(config.sumo_cmd)
|
||||||
|
|
||||||
|
for area in data.grid:
|
||||||
|
traci.polygon.add(area.name, area.rectangle.exterior.coords, (255, 0, 0)) # Add polygon for UI
|
||||||
|
|
||||||
|
logger.info(f'Loaded simulation file : {config._SUMOCFG}')
|
||||||
|
logger.info('Loading data for the simulation')
|
||||||
|
start = time.perf_counter()
|
||||||
|
|
||||||
|
logger.info('Simulation started...')
|
||||||
|
step = 0
|
||||||
|
while step < config.n_steps:
|
||||||
|
traci.simulationStep()
|
||||||
|
|
||||||
|
vehicles = emissions.get_all_vehicles()
|
||||||
|
emissions.get_emissions(data.grid, vehicles, step, config, logger)
|
||||||
|
step += 1
|
||||||
|
|
||||||
|
print(f'step = {step}/{config.n_steps}', end='\r')
|
||||||
|
|
||||||
|
finally:
|
||||||
|
traci.close(False)
|
||||||
|
|
||||||
|
|
||||||
|
def main(args):
|
||||||
|
"""
|
||||||
|
The entry point of the application
|
||||||
|
:param args: Command line options
|
||||||
|
:return:
|
||||||
|
"""
|
||||||
|
parser = argparse.ArgumentParser()
|
||||||
|
add_options(parser)
|
||||||
|
args = parser.parse_args(args)
|
||||||
|
|
||||||
|
if args.new_dump is not None:
|
||||||
|
create_dump(args.new_dump[0], args.new_dump[1])
|
||||||
|
|
||||||
|
if args.run is not None:
|
||||||
|
dump_path = f'files/dump/{args.run}.json'
|
||||||
|
if os.path.isfile(dump_path):
|
||||||
|
with open(dump_path, 'r') as f:
|
||||||
|
data = jsonpickle.decode(f.read())
|
||||||
|
config = data.config
|
||||||
|
logger = config.init_logger(save_logs=args.save)
|
||||||
|
logger.info(f'Running simulation dump {args.run}...')
|
||||||
|
start = time.perf_counter()
|
||||||
|
run(data, config, logger)
|
||||||
|
|
||||||
|
if args.csv:
|
||||||
|
emissions.export_data_to_csv(config, data.grid)
|
||||||
|
logger.info(f'Exported data into the csv folder')
|
||||||
|
|
||||||
|
simulation_time = round(time.perf_counter() - start, 2)
|
||||||
|
logger.info(f'End of the simulation ({simulation_time}s)')
|
||||||
|
|
||||||
|
# 1 step is equal to one second simulated
|
||||||
|
logger.info(f'Real-time factor : {config.n_steps / simulation_time}')
|
||||||
|
|
||||||
|
total_emissions = Emission()
|
||||||
|
for area in data.grid:
|
||||||
|
total_emissions += area.sum_all_emissions()
|
||||||
|
|
||||||
|
logger.info(f'Total emissions = {total_emissions.value()} mg')
|
||||||
|
|
||||||
|
if not config.without_actions_mode: # If it's not a simulation without actions
|
||||||
|
ref = config.get_ref_emissions()
|
||||||
|
if not (ref is None): # If a reference value exist (add yours into config.py)
|
||||||
|
global_diff = (ref.value() - total_emissions.value()) / ref.value()
|
||||||
|
|
||||||
|
logger.info(f'Global reduction percentage of emissions = {global_diff * 100} %')
|
||||||
|
logger.info(f'-> CO2 emissions = {emissions.get_reduction_percentage(ref.co2, total_emissions.co2)} %')
|
||||||
|
logger.info(f'-> CO emissions = {emissions.get_reduction_percentage(ref.co, total_emissions.co)} %')
|
||||||
|
logger.info(f'-> Nox emissions = {emissions.get_reduction_percentage(ref.nox, total_emissions.nox)} %')
|
||||||
|
logger.info(f'-> HC emissions = {emissions.get_reduction_percentage(ref.hc, total_emissions.hc)} %')
|
||||||
|
logger.info(f'-> PMx emissions = {emissions.get_reduction_percentage(ref.pmx, total_emissions.pmx)} %')
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == '__main__':
|
||||||
|
main(sys.argv[1:])
|
Loading…
Reference in New Issue
Block a user