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| 1 | +from __future__ import annotations |
| 2 | + |
| 3 | +# ActivitySim |
| 4 | +# See full license in LICENSE.txt. |
| 5 | +import importlib.resources |
| 6 | +import os |
| 7 | +from shutil import copytree |
| 8 | + |
| 9 | +import pandas as pd |
| 10 | +import pytest |
| 11 | +import yaml |
| 12 | + |
| 13 | +from activitysim.core import workflow |
| 14 | + |
| 15 | + |
| 16 | +def example_path(dirname): |
| 17 | + resource = os.path.join("examples", "prototype_mtc", dirname) |
| 18 | + return str(importlib.resources.files("activitysim").joinpath(resource)) |
| 19 | + |
| 20 | + |
| 21 | +def dir_test_path(dirname): |
| 22 | + return os.path.join(os.path.dirname(__file__), dirname) |
| 23 | + |
| 24 | + |
| 25 | +data_dir = example_path("data") |
| 26 | +new_configs_dir = dir_test_path("configs") |
| 27 | +new_settings_file = os.path.join(new_configs_dir, "settings.yaml") |
| 28 | +# copy example configs to test/skip_failed_choices/configs if not already there |
| 29 | +if not os.path.exists(new_configs_dir): |
| 30 | + copytree(example_path("configs"), new_configs_dir) |
| 31 | + |
| 32 | + |
| 33 | +def update_settings(settings_file, key, value): |
| 34 | + with open(settings_file, "r") as f: |
| 35 | + settings = yaml.safe_load(f) |
| 36 | + f.close() |
| 37 | + |
| 38 | + settings[key] = value |
| 39 | + |
| 40 | + with open(settings_file, "w") as f: |
| 41 | + yaml.safe_dump(settings, f) |
| 42 | + f.close() |
| 43 | + |
| 44 | + |
| 45 | +def update_uec_csv(uec_file, expression, coef_value): |
| 46 | + # read in the uec file |
| 47 | + df = pd.read_csv(uec_file) |
| 48 | + # append a new row, set expression and coef_value |
| 49 | + df.loc[len(df), "Expression"] = expression |
| 50 | + # from the 4th column onward are coefficients |
| 51 | + for col in df.columns[3:]: |
| 52 | + df.loc[len(df) - 1, col] = coef_value |
| 53 | + df.to_csv(uec_file, index=False) |
| 54 | + |
| 55 | + |
| 56 | +@pytest.fixture |
| 57 | +def state(): |
| 58 | + configs_dir = new_configs_dir |
| 59 | + output_dir = dir_test_path("output") |
| 60 | + data_dir = example_path("data") |
| 61 | + |
| 62 | + # turn the global setting on to skip failed choices |
| 63 | + update_settings(new_settings_file, "skip_failed_choices", True) |
| 64 | + |
| 65 | + # make some choices fail by setting extreme coefficients in the uec |
| 66 | + # auto ownership |
| 67 | + auto_ownership_uec_file = os.path.join(new_configs_dir, "auto_ownership.csv") |
| 68 | + # forcing households in home zone 8 (recoded 7) to fail auto ownership choice |
| 69 | + update_uec_csv(auto_ownership_uec_file, "@df.home_zone_id==7", -999.0) |
| 70 | + |
| 71 | + # work location choice |
| 72 | + work_location_choice_uec_file = os.path.join( |
| 73 | + new_configs_dir, "workplace_location.csv" |
| 74 | + ) |
| 75 | + # forcing workers from home zone 18 to fail work location choice |
| 76 | + # as if there is a network connection problem for zone 18 |
| 77 | + update_uec_csv(work_location_choice_uec_file, "@df.home_zone_id==18", -999.0) |
| 78 | + |
| 79 | + # trip mode choice |
| 80 | + trip_mode_choice_uec_file = os.path.join(new_configs_dir, "trip_mode_choice.csv") |
| 81 | + # forcing trips on drivealone tours to fail trip mode choice |
| 82 | + update_uec_csv(trip_mode_choice_uec_file, "@df.tour_mode=='DRIVEALONEFREE'", -999.0) |
| 83 | + |
| 84 | + state = workflow.State.make_default( |
| 85 | + configs_dir=configs_dir, |
| 86 | + output_dir=output_dir, |
| 87 | + data_dir=data_dir, |
| 88 | + ) |
| 89 | + |
| 90 | + from activitysim.abm.tables.skims import network_los_preload |
| 91 | + |
| 92 | + state.get(network_los_preload) |
| 93 | + |
| 94 | + state.logging.config_logger() |
| 95 | + return state |
| 96 | + |
| 97 | + |
| 98 | +def test_skip_failed_choices(state): |
| 99 | + |
| 100 | + # check that the setting is indeed set to True |
| 101 | + assert state.settings.skip_failed_choices is True |
| 102 | + |
| 103 | + state.run(models=state.settings.models, resume_after=None) |
| 104 | + |
| 105 | + # check that the number of skipped households is recorded in state |
| 106 | + assert state.get("num_skipped_households", 0) == 943 |
| 107 | + |
| 108 | + # check that there are no DRIVEALONEFREE tours in the final tours |
| 109 | + final_tours_df = state.get_dataframe("tours") |
| 110 | + assert "DRIVEALONEFREE" not in final_tours_df["tour_mode"].values |
| 111 | + |
| 112 | + # check that there are no households in home zone 8 (recoded 7) in the final households |
| 113 | + final_households_df = state.get_dataframe("households") |
| 114 | + assert not any(final_households_df["home_zone_id"] == 7) |
| 115 | + |
| 116 | + # check that there are no workers from households in home zone 18 in the final persons |
| 117 | + final_persons_df = state.get_dataframe("persons") |
| 118 | + assert not any( |
| 119 | + (final_persons_df["home_zone_id"] == 18) |
| 120 | + & (final_persons_df["is_worker"] == True) |
| 121 | + ) |
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