Visualizer for exiting matsim solutions. Improvement to matsim engine
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@ -18,3 +18,5 @@ python main.py path/to/config.xml
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```
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```
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Two scenarios are provided in this repository: equil, sioux. The output for that given simulation will be in the output folder.
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Two scenarios are provided in this repository: equil, sioux. The output for that given simulation will be in the output folder.
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https://www.matsim.org/gallery/munich
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__pycache__/matsim_visualizer.cpython-39.pyc
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__pycache__/matsim_visualizer.cpython-39.pyc
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@ -2,7 +2,7 @@ import hub.helpers.constants as cte
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class HubFunctionToMatsimActivity:
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class HubFunctionToMatsimActivity:
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"""
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"""
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Hub function to nrcan construction function class
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Hub function to matsim activity construction function class
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"""
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"""
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def __init__(self):
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def __init__(self):
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self._dictionary = {
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self._dictionary = {
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@ -28,43 +28,43 @@ class HubFunctionToMatsimActivity:
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cte.SECONDARY_SCHOOL: 'edu',
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cte.SECONDARY_SCHOOL: 'edu',
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cte.UNIVERSITY: 'edu',
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cte.UNIVERSITY: 'edu',
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cte.LABORATORY_AND_RESEARCH_CENTER: 'edu',
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cte.LABORATORY_AND_RESEARCH_CENTER: 'edu',
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cte.STAND_ALONE_RETAIL: 'secondary',
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cte.STAND_ALONE_RETAIL: 'work,secondary',
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cte.HOSPITAL: 'work',
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cte.HOSPITAL: 'work',
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cte.OUT_PATIENT_HEALTH_CARE: 'work',
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cte.OUT_PATIENT_HEALTH_CARE: 'work',
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cte.HEALTH_CARE: 'work',
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cte.HEALTH_CARE: 'work',
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cte.RETIREMENT_HOME_OR_ORPHANAGE: 'home',
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cte.RETIREMENT_HOME_OR_ORPHANAGE: 'home,secondary',
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cte.COMMERCIAL: 'secondary',
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cte.COMMERCIAL: 'work,secondary',
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cte.STRIP_MALL: 'secondary',
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cte.STRIP_MALL: 'work,secondary',
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cte.SUPERMARKET: 'secondary',
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cte.SUPERMARKET: 'work,secondary',
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cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD: 'secondary',
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cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD: 'work,secondary',
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cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD: 'secondary',
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cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD: 'work,secondary',
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cte.RESTAURANT: 'secondary',
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cte.RESTAURANT: 'work,secondary',
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cte.QUICK_SERVICE_RESTAURANT: 'secondary',
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cte.QUICK_SERVICE_RESTAURANT: 'work,secondary',
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cte.FULL_SERVICE_RESTAURANT: 'secondary',
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cte.FULL_SERVICE_RESTAURANT: 'work,secondary',
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cte.HOTEL: 'work',
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cte.HOTEL: 'work,secondary',
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cte.HOTEL_MEDIUM_CLASS: 'work',
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cte.HOTEL_MEDIUM_CLASS: 'work,secondary',
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cte.SMALL_HOTEL: 'work',
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cte.SMALL_HOTEL: 'work,secondary',
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cte.LARGE_HOTEL: 'work',
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cte.LARGE_HOTEL: 'work,secondary',
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cte.DORMITORY: 'work',
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cte.DORMITORY: 'work',
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cte.EVENT_LOCATION: 'secondary',
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cte.EVENT_LOCATION: 'work,secondary',
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cte.CONVENTION_CENTER: 'secondary',
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cte.CONVENTION_CENTER: 'work,secondary',
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cte.HALL: 'secondary',
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cte.HALL: 'work',
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cte.GREEN_HOUSE: 'secondary',
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cte.GREEN_HOUSE: 'work',
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cte.INDUSTRY: 'work',
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cte.INDUSTRY: 'work',
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cte.WORKSHOP: 'work',
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cte.WORKSHOP: 'work',
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cte.WAREHOUSE: 'work',
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cte.WAREHOUSE: 'work',
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cte.WAREHOUSE_REFRIGERATED: 'work',
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cte.WAREHOUSE_REFRIGERATED: 'work',
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cte.SPORTS_LOCATION: 'secondary',
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cte.SPORTS_LOCATION: 'work,secondary',
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cte.SPORTS_ARENA: 'secondary',
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cte.SPORTS_ARENA: 'work,secondary',
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cte.GYMNASIUM: 'secondary',
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cte.GYMNASIUM: 'work,secondary',
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cte.MOTION_PICTURE_THEATRE: 'secondary',
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cte.MOTION_PICTURE_THEATRE: 'work,secondary',
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cte.MUSEUM: 'secondary',
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cte.MUSEUM: 'work,secondary',
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cte.PERFORMING_ARTS_THEATRE: 'secondary',
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cte.PERFORMING_ARTS_THEATRE: 'work,secondary',
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cte.TRANSPORTATION: 'secondary',
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cte.TRANSPORTATION: 'work',
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cte.AUTOMOTIVE_FACILITY: 'work',
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cte.AUTOMOTIVE_FACILITY: 'work',
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cte.PARKING_GARAGE: 'work',
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cte.PARKING_GARAGE: 'work',
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cte.RELIGIOUS: 'secondary',
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cte.RELIGIOUS: 'work,secondary',
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cte.NON_HEATED: 'secondary',
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cte.NON_HEATED: 'work',
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cte.DATACENTER: 'work',
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cte.DATACENTER: 'work',
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cte.FARM: 'work'
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cte.FARM: 'work'
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}
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}
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4
main.py
4
main.py
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@ -6,6 +6,7 @@ from hub.imports.usage_factory import UsageFactory
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from hub.helpers.dictionaries import Dictionaries
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from hub.helpers.dictionaries import Dictionaries
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from matsim_engine import MatSimEngine
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from matsim_engine import MatSimEngine
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from matsim_visualizer import MatSimVisualizer
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try:
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try:
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file_path = (Path(__file__).parent / 'input_files' / 'summerschool_all_buildings.geojson')
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file_path = (Path(__file__).parent / 'input_files' / 'summerschool_all_buildings.geojson')
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@ -32,6 +33,9 @@ try:
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MatSimEngine(city, 'output_files')
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MatSimEngine(city, 'output_files')
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# visualizer = MatSimVisualizer('output/output_network.xml.gz', 'output/output_events.xml.gz')
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# visualizer.visualize()
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except Exception as ex:
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except Exception as ex:
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print('error: ', ex)
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print('error: ', ex)
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print('[simulation abort]')
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print('[simulation abort]')
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@ -30,11 +30,13 @@ class MatSimEngine:
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# 1- Facilities
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# 1- Facilities
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# TODO: Add the ability for a building to have multiple activities
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# TODO: Add the ability for a building to have multiple activities
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for building in city.buildings:
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for building in city.buildings:
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activity = hub_function_to_matsim.dictionary[building.function]
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activity = hub_function_to_matsim.dictionary[building.function].split(',')
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schedule = matsim_schedule.dictionary[activity]
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schedule = matsim_schedule.dictionary[activity[0]]
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start_time, end_time = schedule.split('-')
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start_time, end_time = schedule.split('-')
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new_id = 0
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new_id = 0
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# TODO: building.grounds (TBD)
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for surface in building.surfaces:
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for surface in building.surfaces:
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for coord in surface.solid_polygon.coordinates:
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for coord in surface.solid_polygon.coordinates:
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new_id += 1
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new_id += 1
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@ -45,18 +47,21 @@ class MatSimEngine:
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'@id': building.name,
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'@id': building.name,
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'@x': str(building.centroid[0]),
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'@x': str(building.centroid[0]),
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'@y': str(building.centroid[1]),
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'@y': str(building.centroid[1]),
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'activity': {
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'activity': []
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'@type': activity,
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}
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for new_activity in activity:
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facility['activity'].append({
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'@type': new_activity,
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'capacity': {
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'capacity': {
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'@value': '4.0' # TODO: Replace with a proper value taken from function
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'@value': '4.0' # TODO: Replace with a proper value taken from function
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},
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},
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'opentime': {
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'opentime': {
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'@day': 'wkday',
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'@day': 'wkday',
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'@start_time': start_time,
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'@start_time': start_time,
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'@end_time': end_time
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'@end_time': end_time
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}
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}
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}
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})
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}
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facilities_dict['facilities']['facility'].append(facility)
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facilities_dict['facilities']['facility'].append(facility)
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gdf = gpd.GeoDataFrame(
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gdf = gpd.GeoDataFrame(
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@ -81,6 +86,9 @@ class MatSimEngine:
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subprocess.run(command)
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subprocess.run(command)
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# 3- Population
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# 3- Population
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# 3.1 - Public Transport
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# 4- Config Generation
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# 4- Config Generation
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def run(self):
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def run(self):
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113
matsim_visualizer.py
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matsim_visualizer.py
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@ -0,0 +1,113 @@
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import gzip
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import xmltodict
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import networkx as nx
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import matplotlib.pyplot as plt
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from matplotlib.animation import FuncAnimation
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from collections import defaultdict
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import matplotlib.cm as cm
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import matplotlib.colors as colors
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class MatSimVisualizer():
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def __init__(self, network_file_path, events_file_path):
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self.network_file_path = network_file_path
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self.events_file_path = events_file_path
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self.G = nx.Graph()
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self.pos = None
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self.traffic_per_tick = defaultdict(lambda: defaultdict(int))
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self.cumulative_traffic = defaultdict(lambda: defaultdict(int))
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self.cmap = cm.viridis
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self.norm = None
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def load_data(self):
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# Load network data
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with gzip.open(self.network_file_path, 'rb') as file:
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network_doc = xmltodict.parse(file.read().decode('utf-8'))
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# Parse nodes
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self.nodes = {node['@id']: (float(node['@x']), float(node['@y'])) for node in
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network_doc['network']['nodes']['node']}
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# Parse links
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self.links = [{
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'id': link['@id'],
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'from': link['@from'],
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'to': link['@to']
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} for link in network_doc['network']['links']['link']]
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link_state = defaultdict(list)
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# Load and parse the events file
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with gzip.open(self.events_file_path, 'rb') as file:
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events_doc = xmltodict.parse(file.read().decode('utf-8'))
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for event in events_doc['events']['event']:
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link_id = event.get('@link')
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event_type = event.get('@type')
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tick = float(event.get('@time'))
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vehicle_id = event.get('@vehicle')
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if link_id is not None and event_type is not None and tick is not None:
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if event_type == 'entered link' or event_type == 'vehicle enters traffic':
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self.traffic_per_tick[tick][link_id] += 1
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link_state[link_id].append(vehicle_id)
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elif event_type == 'left link' or event_type == 'vehicle leaves traffic':
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self.traffic_per_tick[tick][link_id] -= 1
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link_state[link_id].remove(vehicle_id)
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for link in self.links:
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self.cumulative_traffic[0][link['id']] = 0
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# Accumulate the counts to get the total number of vehicles on each link up to each tick
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actual_tick = 0
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sorted_ticks = sorted(self.traffic_per_tick.keys())
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for tick in sorted_ticks:
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if actual_tick not in self.cumulative_traffic:
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# Start with the vehicle counts of the previous tick
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self.cumulative_traffic[actual_tick] = defaultdict(int, self.cumulative_traffic.get(actual_tick - 1, {}))
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# Apply the changes recorded for the current tick
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for link_id, change in self.traffic_per_tick[tick].items():
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self.cumulative_traffic[actual_tick][link_id] += change
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actual_tick += 1 # Move to the next tick
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def create_graph(self):
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for node_id, coords in self.nodes.items():
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self.G.add_node(node_id, pos=coords)
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for link in self.links:
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self.G.add_edge(link['from'], link['to'])
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self.pos = nx.get_node_attributes(self.G, 'pos')
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def setup_color_mapping(self):
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# Find max traffic to setup the normalization instance
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max_traffic = max(max(self.cumulative_traffic[tick].values()) for tick in self.cumulative_traffic)
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self.norm = colors.Normalize(vmin=0, vmax=max_traffic)
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def update(self, frame_number):
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tick = sorted(self.cumulative_traffic.keys())[frame_number]
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traffic_data = self.cumulative_traffic[tick]
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edge_colors = [self.cmap(self.norm(traffic_data.get(link['id'], 0))) for link in self.links]
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edge_widths = [2 + self.norm(traffic_data.get(link['id'], 0)) * 3 for link in self.links]
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plt.cla()
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nx.draw(self.G, self.pos, node_size=10, node_color='blue', width=edge_widths, edge_color=edge_colors, with_labels=False,
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edge_cmap=self.cmap)
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plt.title(f"Time: {tick}")
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def visualize(self):
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self.load_data()
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self.create_graph()
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self.setup_color_mapping()
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fig, ax = plt.subplots()
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sm = plt.cm.ScalarMappable(cmap=self.cmap, norm=self.norm)
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sm.set_array([])
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plt.colorbar(sm, ax=ax, label='Traffic Density')
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ani = FuncAnimation(fig, self.update, frames=len(self.cumulative_traffic), repeat=False)
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ani.save('traffic_animation.gif', writer='ffmpeg', fps=5)
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plt.show()
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