"""Fixture for testing the `urban_meal_delivery.forecast.timify` module.""" import pandas as pd import pytest from tests import config as test_config from urban_meal_delivery import config from urban_meal_delivery.forecasts import timify @pytest.fixture def good_pixel_id(pixel): """A `pixel_id` that is on the `grid`.""" return pixel.id # `== 1` @pytest.fixture def order_totals(good_pixel_id): """A mock for `OrderHistory.totals`. To be a bit more realistic, we sample two pixels on the `grid`. Uses the LONG_TIME_STEP as the length of a time step. """ pixel_ids = [good_pixel_id, good_pixel_id + 1] gen = ( (pixel_id, start_at) for pixel_id in pixel_ids for start_at in pd.date_range( test_config.START, test_config.END, freq=f'{test_config.LONG_TIME_STEP}T', ) if config.SERVICE_START <= start_at.hour < config.SERVICE_END ) # Re-index `data` filling in `0`s where there is no demand. index = pd.MultiIndex.from_tuples(gen) index.names = ['pixel_id', 'start_at'] df = pd.DataFrame(data={'n_orders': 1}, index=index) # Sanity check: n_pixels * n_time_steps_per_day * n_weekdays * n_weeks. assert len(df) == 2 * 12 * (7 * 2 + 1) return df @pytest.fixture def order_history(order_totals, grid): """An `OrderHistory` object that does not need the database.""" oh = timify.OrderHistory(grid=grid, time_step=test_config.LONG_TIME_STEP) oh._data = order_totals return oh