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EOS/tests/test_elecpricefixed.py
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chore: prepare for update of genetic algorithm (#1190)
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>
2026-07-29 12:56:08 +02:00

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"""Tests for fixed electricity price prediction module."""
import asyncio
import json
from pathlib import Path
from unittest.mock import Mock, patch
import numpy as np
import pandas as pd
import pytest
from akkudoktoreos.config.configabc import ValueTimeWindow, ValueTimeWindowSequence
from akkudoktoreos.core.cache import CacheFileStore
from akkudoktoreos.core.coreabc import get_ems
from akkudoktoreos.prediction.elecpricefixed import (
ElecPriceFixed,
ElecPriceFixedCommonSettings,
)
from akkudoktoreos.utils.datetimeutil import Duration, to_datetime
DIR_TESTDATA = Path(__file__).absolute().parent.joinpath("testdata")
FILE_TESTDATA_ELECPRICEFIXED_CONFIG_JSON = DIR_TESTDATA.joinpath("elecpricefixed_config.json")
class TestElecPriceFixedCommonSettings:
"""Tests for ElecPriceFixedCommonSettings model."""
def test_create_settings_with_windows(self):
"""Test creating settings with time windows."""
settings_dict = {
"time_windows": {
"windows": [
{
"start_time": "00:00",
"duration": "8 hours",
"value": 0.288
},
{
"start_time": "08:00",
"duration": "16 hours",
"value": 0.34
}
]
}
}
settings = ElecPriceFixedCommonSettings(**settings_dict)
assert settings is not None
assert settings.time_windows is not None
assert settings.time_windows.windows is not None
assert len(settings.time_windows.windows) == 2
def test_create_settings_without_windows(self):
"""Test creating settings without time windows."""
settings = ElecPriceFixedCommonSettings()
assert settings.time_windows is not None
assert settings.time_windows.windows == []
@pytest.fixture
def provider(monkeypatch, config_eos):
"""Fixture to create a ElecPriceFixed provider instance."""
# Set environment variables
monkeypatch.setenv("EOS_ELECPRICE__ELECPRICE_PROVIDER", "ElecPriceFixed")
# Create time windows
time_windows = ValueTimeWindowSequence(
windows=[
ValueTimeWindow(
start_time="00:00",
duration="8 hours",
value=0.288
),
ValueTimeWindow(
start_time="08:00",
duration="16 hours",
value=0.34
)
]
)
# Create settings and assign to config
config_eos.elecprice.elecpricefixed = ElecPriceFixedCommonSettings(time_windows=time_windows)
ElecPriceFixed.reset_instance()
return ElecPriceFixed()
@pytest.fixture
def cache_store():
"""A pytest fixture that creates a new CacheFileStore instance for testing."""
return CacheFileStore()
class TestElecPriceFixed:
"""Tests for ElecPriceFixed provider."""
def test_provider_id(self, provider):
"""Test provider ID returns correct value."""
assert provider.provider_id() == "ElecPriceFixed"
def test_singleton_instance(self, provider):
"""Test that ElecPriceFixed behaves as a singleton."""
another_instance = ElecPriceFixed()
assert provider is another_instance
def test_invalid_provider(self, provider, monkeypatch):
"""Test requesting an unsupported provider."""
monkeypatch.setenv("EOS_ELECPRICE__ELECPRICE_PROVIDER", "<invalid>")
provider.config.reset_settings()
assert not provider.enabled()
@pytest.mark.asyncio
async def test_update_data_15min_intervals(self, provider, config_eos):
"""Test updating data with 15-minute intervals (900s)."""
ems_eos = get_ems()
start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
ems_eos.set_start_datetime(start_dt)
config_eos.prediction.hours = 10 # spans both windows: 00:0010:00 = 40 intervals
await provider.update_data(force_enable=True, force_update=True)
# 10 hours * 4 intervals per hour = 40 intervals
assert len(provider) == 40
records = provider.records
# Check timestamps are on 15-minute boundaries
for record in records:
assert record.date_time.minute in (0, 15, 30, 45)
assert record.date_time.second == 0
# First 32 intervals: 00:0008:00, night rate (8h * 4 = 32)
for i in range(32):
assert abs(records[i].elecprice_marketprice_wh - 0.000288) < 1e-6, (
f"Expected night rate at interval {i}, got {records[i].elecprice_marketprice_wh}"
)
# Remaining 8 intervals: 08:0010:00, day rate (2h * 4 = 8)
for i in range(32, 40):
assert abs(records[i].elecprice_marketprice_wh - 0.00034) < 1e-6, (
f"Expected day rate at interval {i}, got {records[i].elecprice_marketprice_wh}"
)
@pytest.mark.asyncio
async def test_update_data_without_config(self, provider, config_eos):
"""Test update_data fails without configuration."""
# Remove elecpricefixed settings
config_eos.elecprice.elecpricefixed = {}
with pytest.raises(ValueError, match="No time windows configured"):
await provider.update_data(force_enable=True, force_update=True)
@pytest.mark.asyncio
async def test_update_data_without_time_windows(self, provider, config_eos):
"""Test update_data fails without time windows."""
# Set empty time windows
empty_settings = ElecPriceFixedCommonSettings(time_windows=ValueTimeWindowSequence(windows=[]))
config_eos.elecprice.elecpricefixed = empty_settings
with pytest.raises(ValueError, match="No time windows configured"):
await provider.update_data(force_enable=True, force_update=True)
@pytest.mark.asyncio
async def test_key_to_array_resampling(self, provider, config_eos):
"""Test that key_to_array can resample to different intervals."""
# Provider provides 15-minutes data
ems_eos = get_ems()
start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
ems_eos.set_start_datetime(start_dt)
config_eos.prediction.hours = 24
await provider.update_data(force_enable=True, force_update=True)
# Get data as hourly array (original)
hourly_array = await provider.key_to_array(
key="elecprice_marketprice_wh",
start_datetime=start_dt,
end_datetime=start_dt.add(hours=24),
fill_method="ffill",
)
assert len(hourly_array) == 24
assert abs(hourly_array[0] - 0.000288) < 1e-6 # Night rate
assert abs(hourly_array[8] - 0.00034) < 1e-6 # Day rate
# Resample to 15-minute intervals
quarter_hour_array = await provider.key_to_array(
key="elecprice_marketprice_wh",
start_datetime=start_dt,
end_datetime=start_dt.add(hours=24),
interval="15 minutes",
fill_method="ffill",
)
assert len(quarter_hour_array) == 96 # 24 * 4
# First 4 15-min intervals should be night rate
for i in range(4):
assert abs(quarter_hour_array[i] - 0.000288) < 1e-6
# Resample to 30-minute intervals
half_hour_array = await provider.key_to_array(
key="elecprice_marketprice_wh",
start_datetime=start_dt,
end_datetime=start_dt.add(hours=24),
interval="30 minutes",
fill_method="ffill",
)
assert len(half_hour_array) == 48 # 24 * 2
# First 2 30-min intervals should be night rate
for i in range(2):
assert abs(half_hour_array[i] - 0.000288) < 1e-6
class TestElecPriceFixedIntegration:
"""Integration tests for ElecPriceFixed."""
@pytest.mark.skip(reason="For development only")
async def test_fixed_price_development(self, config_eos):
"""Test fixed price provider with real configuration."""
# Create provider with config
provider = ElecPriceFixed()
# Setup realistic test scenario
ems_eos = get_ems()
start_dt = to_datetime("2024-01-01 00:00:00", in_timezone="Europe/Berlin")
ems_eos.set_start_datetime(start_dt)
# Configure with realistic German electricity prices (2024)
time_windows = ValueTimeWindowSequence(
windows=[
ValueTimeWindow(
start_time="00:00",
duration="8 hours",
value=0.288 # Night rate
),
ValueTimeWindow(
start_time="08:00",
duration="16 hours",
value=0.34 # Day rate
)
]
)
config_eos.elecprice.elecpricefixed = ElecPriceFixedCommonSettings(time_windows=time_windows)
config_eos.prediction.hours = 168 # 7 days
# Update data
await provider.update_data(force_enable=True, force_update=True)
# Verify data
expected_intervals = 168 * 4 # 7 days * 24h * 4 intervals
assert len(provider) == expected_intervals
# Save configuration for documentation
config_data = {
"time_windows": [
{
"start_time": str(window.start_time),
"duration": str(window.duration),
"value": window.value
}
for window in config_eos.elecprice.elecpricefixed.time_windows.windows
]
}
with FILE_TESTDATA_ELECPRICEFIXED_CONFIG_JSON.open("w", encoding="utf-8") as f:
json.dump(config_data, f, indent=4)