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Andreas will update the genetic algorithm for 15-minutes optimization intervals. Copy the current GENETIC optimization algorithm to GENETIC0 to enable to keep the algorithm with the current functionality. Also copy resources like the load interpolator to the GENETIC0 algorithm to keep them despite possible later changes to the interpolator. Make the deprecated legacy /optimize endpoint use the GENETIC0 optimization algorithm to in-fact behave the same way even if there will later be changes to the GENETIC algorithm by Andreas. Add a new REST endpoint to provide the unprocessed optimisation results of the GENETIC and GENETIC0 algorithm in case one wants to use them as done with the deprecated /optimize endpoint. Adapt the optimization configuration to have distinct configurations for the GENETIC and the GENETIC0 algorithm. Create a copy of the current tests for the GENETIC algorithm to be used for the GENETIC0 algorithm. This avoids the tests for the GENETIC0 algorithm to be influenced by later changes by Andreas. Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
272 lines
9.7 KiB
Python
272 lines
9.7 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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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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@pytest.mark.asyncio
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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.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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@pytest.mark.asyncio
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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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@pytest.mark.asyncio
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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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@pytest.mark.asyncio
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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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# Provider provides 15-minutes 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.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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fill_method="ffill",
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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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fill_method="ffill",
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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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fill_method="ffill",
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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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# 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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