abstreet/headless/examples/python_client.py

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