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136 lines
5.1 KiB
Python
Executable File
136 lines
5.1 KiB
Python
Executable File
#!/usr/bin/python3
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# This example will see how changing one traffic signal affects trip times.
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# Before running this script, start the API server:
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#
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# > cargo run --release --bin headless -- --port=1234 data/system/scenarios/montlake/weekday.bin
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import json
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# You may need to install https://requests.readthedocs.io
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import requests
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api = 'http://localhost:1234'
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hours_to_sim = '12:00:00'
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def main():
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# Make sure to start the simulation from the beginning
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print('Did you just start the simulation? Time is currently', requests.get(api + '/sim/get-time').text)
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print('Reset the simulation:', requests.get(api + '/sim/reset').text)
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print()
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# Run a few hours to get a baseline
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print('Simulating before any edits')
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trips1, delays1, thruput1 = run_experiment()
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print('Baseline: {} finished trips, total of {} seconds'.format(len(trips1), sum(trips1.values())))
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print()
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# Find the average position of all active pedestrians
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agents = [x['pos'] for x in requests.get(api + '/data/get-agent-positions').json()['agents'] if x['vehicle_type'] is None]
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avg_lon = sum([x['longitude'] for x in agents]) / len(agents)
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avg_lat = sum([x['latitude'] for x in agents]) / len(agents)
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print('Average position of all active pedestrians: {}, {}'.format(avg_lon, avg_lat))
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print()
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# Modify one traffic signal, doubling the duration of its second stage
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print('Modify a traffic signal')
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ts = requests.get(api + '/traffic-signals/get', params={'id': 67}).json()
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ts['stages'][1]['phase_type']['Fixed'] *= 2
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# Also start a new person, just to demonstrate the API
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if False:
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person = {
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'origin': {
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'longitude': -122.3056602,
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'latitude': 47.6458199
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},
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'trips': [
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{
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'departure': 13 * 3600,
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'position': {
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'longitude': -122.3072871,
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'latitude': 47.6383517
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},
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'mode': 'Drive'
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},
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{
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'departure': 19 * 3600,
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'position': {
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'longitude': -122.3056602,
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'latitude': 47.6458199
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},
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'mode': 'Drive'
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}
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]
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}
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print('Create a new person:', requests.post(api + '/sim/new-person', json=person).text)
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# Reset the simulation before applying the edit, since reset also clears edits.
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print('Reset the simulation:', requests.get(api + '/sim/reset').text)
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print('Update a traffic signal:', requests.post(api + '/traffic-signals/set', json=ts).text)
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# Sanity check that the edits were applied
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if False:
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print('Current map edits:\n', requests.get(api + '/map/get-edits').json())
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print()
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# Repeat the experiment
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print('Simulating after the edits')
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trips2, delays2, thruput2 = run_experiment()
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print('Experiment: {} finished trips, total of {} seconds'.format(len(trips2), sum(trips2.values())))
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print()
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# Compare -- did this help or not?
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print('{} more trips finished after the edits (higher is better)'.format(len(trips2) - len(trips1)))
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print('Experiment was {} seconds faster, over all trips'.format(sum(trips1.values()) - sum(trips2.values())))
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print()
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# Now we'll print some before/after stats per direction of travel through
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# the intersection
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col = '{:<40} {:>20} {:>20} {:>17} {:>17}'
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print(col.format('Direction', 'avg delay before', 'avg delay after', 'thruput before', 'thruput after'))
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for k in delays1.keys():
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print(col.format(k, delays1[k], delays2[k], thruput1[k], thruput2[k]))
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# Returns (trips, delay, throughput)
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def run_experiment():
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print(requests.get(api + '/sim/goto-time', params={'t': hours_to_sim}).text)
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raw_trips = requests.get(api + '/data/get-finished-trips').json()
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raw_delays = requests.get(api + '/traffic-signals/get-delays', params={'id': 67, 't1': '00:00:00', 't2': hours_to_sim}).json()
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raw_thruput = requests.get(api + '/traffic-signals/get-cumulative-thruput', params={'id': 67}).json()
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# Map trip ID to the duration (in seconds) of the trip. Filter out aborted
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# (failed) trips.
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trips = {}
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for trip in raw_trips:
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if trip['mode'] is not None:
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trips[trip['id']] = trip['duration']
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# The direction is a dict, but Python can't handle dicts as keys. Stringify
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# the keys, also filtering out crosswalks and empty directions.
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delays = {}
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for k, v in raw_delays['per_direction']:
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k = stringify_direction(k)
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if k and v:
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delays[k] = '{:.1f}'.format(sum(v) / len(v))
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thruput = {}
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for k, v in raw_thruput['per_direction']:
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k = stringify_direction(k)
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if k:
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thruput[k] = v
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return (trips, delays, thruput)
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def stringify_direction(direxn):
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if direxn['crosswalk']:
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return None
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return '{} -> {}'.format(stringify_road(direxn['from']), stringify_road(direxn['to']))
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def stringify_road(directed_road):
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return 'Road #{} ({})'.format(directed_road['id'], directed_road['dir'])
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if __name__ == '__main__':
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main()
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