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FAstAPI is an async framework. Data may be imported and exported, load and save, set and get asynchronously. Prevent interleaving data operations to corrupt the data. In the previous design sync and async data access was intermixed leading to data corruption. The basic data classes DataSequence and DataContainer and the derived classes like Provider and Measurement now are async. Data access is protected by several async locks. To support the async design of the data classes the database interface became async. The energy management is also adapted to the new async design. Optimization is still off-loaded to another thread, but the prepration for the optimization and the post optimization actions now follow the async design. Adapter operations are now also protected by async locks. Tests were adapted to the async design and new tests were created. Besides this major fix several other improvements and fixes are included in this PR. * fix: key_to_dict/list/array only regard data records with key value set. Before the exclusion of no value data records was only done if the dropna flag was set. * fix: test for visual result pdf generation Due to updates in the library the generated charts text was a little bit different. Adapt the test to create the comaprison pdf in the test data durectory and update the reference pdf. * chore: Remove MutableMapping from DataSequence and DataContainer. Mutable Mapping does not fit to the now async design. * chore: Add NoDB database backend This backend implements the full database backend interface but performs no actual persistence. It is intended for configurations where database persistence is disabled (`provider=None`). * chore: Improve measurement data import testing with real world scenarios. Added two new endpoints to support testing. * chore: Add mermaid to supported documentation tools * chore: Add documentation about async design * chore: Add documentation about generic data handling Covers the basics of measurement and prediction time series data handling. * chore: Add empty lines around markdown lists. * chore: sync pre-commit config to updated package versions Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
333 lines
12 KiB
Python
333 lines
12 KiB
Python
"""Tests for fixed electricity price prediction module."""
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import asyncio
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import json
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from pathlib import Path
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from unittest.mock import Mock, patch
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import numpy as np
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import pandas as pd
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import pytest
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from akkudoktoreos.config.configabc import ValueTimeWindow, ValueTimeWindowSequence
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from akkudoktoreos.core.cache import CacheFileStore
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from akkudoktoreos.core.coreabc import get_ems
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from akkudoktoreos.prediction.elecpricefixed import (
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ElecPriceFixed,
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ElecPriceFixedCommonSettings,
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)
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from akkudoktoreos.utils.datetimeutil import Duration, to_datetime
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DIR_TESTDATA = Path(__file__).absolute().parent.joinpath("testdata")
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FILE_TESTDATA_ELECPRICEFIXED_CONFIG_JSON = DIR_TESTDATA.joinpath("elecpricefixed_config.json")
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class TestElecPriceFixedCommonSettings:
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"""Tests for ElecPriceFixedCommonSettings model."""
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def test_create_settings_with_windows(self):
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"""Test creating settings with time windows."""
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settings_dict = {
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"time_windows": {
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"windows": [
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{
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"start_time": "00:00",
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"duration": "8 hours",
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"value": 0.288
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},
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{
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"start_time": "08:00",
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"duration": "16 hours",
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"value": 0.34
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}
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]
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}
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}
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settings = ElecPriceFixedCommonSettings(**settings_dict)
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assert settings is not None
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assert settings.time_windows is not None
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assert settings.time_windows.windows is not None
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assert len(settings.time_windows.windows) == 2
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def test_create_settings_without_windows(self):
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"""Test creating settings without time windows."""
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settings = ElecPriceFixedCommonSettings()
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assert settings.time_windows is not None
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assert settings.time_windows.windows == []
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@pytest.fixture
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def provider(monkeypatch, config_eos):
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"""Fixture to create a ElecPriceFixed provider instance."""
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# Set environment variables
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monkeypatch.setenv("EOS_ELECPRICE__ELECPRICE_PROVIDER", "ElecPriceFixed")
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# Create time windows
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time_windows = ValueTimeWindowSequence(
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windows=[
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ValueTimeWindow(
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start_time="00:00",
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duration="8 hours",
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value=0.288
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),
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ValueTimeWindow(
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start_time="08:00",
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duration="16 hours",
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value=0.34
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)
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]
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)
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# Create settings and assign to config
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config_eos.elecprice.elecpricefixed = ElecPriceFixedCommonSettings(time_windows=time_windows)
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ElecPriceFixed.reset_instance()
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return ElecPriceFixed()
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@pytest.fixture
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def cache_store():
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"""A pytest fixture that creates a new CacheFileStore instance for testing."""
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return CacheFileStore()
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@pytest.mark.asyncio
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class TestElecPriceFixed:
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"""Tests for ElecPriceFixed provider."""
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def test_provider_id(self, provider):
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"""Test provider ID returns correct value."""
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assert provider.provider_id() == "ElecPriceFixed"
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def test_singleton_instance(self, provider):
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"""Test that ElecPriceFixed behaves as a singleton."""
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another_instance = ElecPriceFixed()
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assert provider is another_instance
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def test_invalid_provider(self, provider, monkeypatch):
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"""Test requesting an unsupported provider."""
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monkeypatch.setenv("EOS_ELECPRICE__ELECPRICE_PROVIDER", "<invalid>")
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provider.config.reset_settings()
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assert not provider.enabled()
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async def test_update_data_hourly_intervals(self, provider, config_eos):
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"""Test updating data with hourly intervals (3600s)."""
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# Set start datetime
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ems_eos = get_ems()
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start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
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ems_eos.set_start_datetime(start_dt)
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# Configure hourly intervals
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config_eos.optimization.interval = 3600
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config_eos.prediction.hours = 24
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# Update data
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await provider.update_data(force_enable=True, force_update=True)
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# Verify data was generated
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assert len(provider) == 24 # 24 hours * 1 interval per hour
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# Check prices
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records = provider.records
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# First 8 hours should be night rate (0.288 kWh = 0.000288 Wh)
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for i in range(8):
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assert abs(records[i].elecprice_marketprice_wh - 0.000288) < 1e-6
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# Verify timestamps are on hour boundaries
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assert records[i].date_time.minute == 0
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assert records[i].date_time.second == 0
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# Next 16 hours should be day rate (0.34 kWh = 0.00034 Wh)
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for i in range(8, 24):
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assert abs(records[i].elecprice_marketprice_wh - 0.00034) < 1e-6
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async def test_update_data_15min_intervals(self, provider, config_eos):
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"""Test updating data with 15-minute intervals (900s)."""
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ems_eos = get_ems()
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start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
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ems_eos.set_start_datetime(start_dt)
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config_eos.optimization.interval = 900
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config_eos.prediction.hours = 10 # spans both windows: 00:00–10:00 = 40 intervals
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await provider.update_data(force_enable=True, force_update=True)
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# 10 hours * 4 intervals per hour = 40 intervals
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assert len(provider) == 40
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records = provider.records
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# Check timestamps are on 15-minute boundaries
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for record in records:
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assert record.date_time.minute in (0, 15, 30, 45)
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assert record.date_time.second == 0
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# First 32 intervals: 00:00–08:00, night rate (8h * 4 = 32)
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for i in range(32):
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assert abs(records[i].elecprice_marketprice_wh - 0.000288) < 1e-6, (
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f"Expected night rate at interval {i}, got {records[i].elecprice_marketprice_wh}"
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)
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# Remaining 8 intervals: 08:00–10:00, day rate (2h * 4 = 8)
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for i in range(32, 40):
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assert abs(records[i].elecprice_marketprice_wh - 0.00034) < 1e-6, (
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f"Expected day rate at interval {i}, got {records[i].elecprice_marketprice_wh}"
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)
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async def test_update_data_30min_intervals(self, provider, config_eos):
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"""Test updating data with 30-minute intervals (1800s)."""
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ems_eos = get_ems()
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start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
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ems_eos.set_start_datetime(start_dt)
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config_eos.optimization.interval = 1800
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config_eos.prediction.hours = 10 # spans both windows: 00:00–10:00 = 20 intervals
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await provider.update_data(force_enable=True, force_update=True)
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# 10 hours * 2 intervals per hour = 20 intervals
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assert len(provider) == 20
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records = provider.records
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# Check timestamps are on 30-minute boundaries
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for record in records:
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assert record.date_time.minute in (0, 30)
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assert record.date_time.second == 0
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# First 16 intervals: 00:00–08:00, night rate (8h * 2 = 16)
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for i in range(16):
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assert abs(records[i].elecprice_marketprice_wh - 0.000288) < 1e-6, (
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f"Expected night rate at interval {i}, got {records[i].elecprice_marketprice_wh}"
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)
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# Remaining 4 intervals: 08:00–10:00, day rate (2h * 2 = 4)
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for i in range(16, 20):
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assert abs(records[i].elecprice_marketprice_wh - 0.00034) < 1e-6, (
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f"Expected day rate at interval {i}, got {records[i].elecprice_marketprice_wh}"
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)
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async def test_update_data_without_config(self, provider, config_eos):
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"""Test update_data fails without configuration."""
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# Remove elecpricefixed settings
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config_eos.elecprice.elecpricefixed = {}
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with pytest.raises(ValueError, match="No time windows configured"):
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await provider.update_data(force_enable=True, force_update=True)
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async def test_update_data_without_time_windows(self, provider, config_eos):
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"""Test update_data fails without time windows."""
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# Set empty time windows
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empty_settings = ElecPriceFixedCommonSettings(time_windows=ValueTimeWindowSequence(windows=[]))
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config_eos.elecprice.elecpricefixed = empty_settings
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with pytest.raises(ValueError, match="No time windows configured"):
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await provider.update_data(force_enable=True, force_update=True)
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async def test_key_to_array_resampling(self, provider, config_eos):
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"""Test that key_to_array can resample to different intervals."""
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# Setup provider with hourly data
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ems_eos = get_ems()
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start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
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ems_eos.set_start_datetime(start_dt)
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config_eos.optimization.interval = 3600
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config_eos.prediction.hours = 24
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await provider.update_data(force_enable=True, force_update=True)
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# Get data as hourly array (original)
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hourly_array = await provider.key_to_array(
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key="elecprice_marketprice_wh",
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start_datetime=start_dt,
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end_datetime=start_dt.add(hours=24)
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)
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assert len(hourly_array) == 24
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assert abs(hourly_array[0] - 0.000288) < 1e-6 # Night rate
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assert abs(hourly_array[8] - 0.00034) < 1e-6 # Day rate
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# Resample to 15-minute intervals
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quarter_hour_array = await provider.key_to_array(
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key="elecprice_marketprice_wh",
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start_datetime=start_dt,
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end_datetime=start_dt.add(hours=24),
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interval="15 minutes"
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)
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assert len(quarter_hour_array) == 96 # 24 * 4
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# First 4 15-min intervals should be night rate
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for i in range(4):
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assert abs(quarter_hour_array[i] - 0.000288) < 1e-6
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# Resample to 30-minute intervals
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half_hour_array = await provider.key_to_array(
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key="elecprice_marketprice_wh",
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start_datetime=start_dt,
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end_datetime=start_dt.add(hours=24),
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interval="30 minutes"
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)
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assert len(half_hour_array) == 48 # 24 * 2
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# First 2 30-min intervals should be night rate
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for i in range(2):
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assert abs(half_hour_array[i] - 0.000288) < 1e-6
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class TestElecPriceFixedIntegration:
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"""Integration tests for ElecPriceFixed."""
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@pytest.mark.skip(reason="For development only")
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async def test_fixed_price_development(self, config_eos):
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"""Test fixed price provider with real configuration."""
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# Create provider with config
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provider = ElecPriceFixed()
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# Setup realistic test scenario
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ems_eos = get_ems()
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start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
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ems_eos.set_start_datetime(start_dt)
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# Configure with realistic German electricity prices (2024)
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time_windows = ValueTimeWindowSequence(
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windows=[
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ValueTimeWindow(
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start_time="00:00",
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duration="8 hours",
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value=0.288 # Night rate
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),
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ValueTimeWindow(
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start_time="08:00",
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duration="16 hours",
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value=0.34 # Day rate
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)
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]
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)
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config_eos.elecprice.elecpricefixed = ElecPriceFixedCommonSettings(time_windows=time_windows)
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config_eos.prediction.hours = 168 # 7 days
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config_eos.optimization.interval = 900 # 15 minutes
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# Update data
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await provider.update_data(force_enable=True, force_update=True)
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# Verify data
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expected_intervals = 168 * 4 # 7 days * 24h * 4 intervals
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assert len(provider) == expected_intervals
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# Save configuration for documentation
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config_data = {
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"time_windows": [
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{
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"start_time": str(window.start_time),
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"duration": str(window.duration),
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"value": window.value
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}
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for window in config_eos.elecprice.elecpricefixed.time_windows.windows
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]
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}
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with FILE_TESTDATA_ELECPRICEFIXED_CONFIG_JSON.open("w", encoding="utf-8") as f:
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json.dump(config_data, f, indent=4)
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