EOS/tests/test_elecpriceakkudoktor.py
Bobby Noelte 80bfe4d0f0
Improve caching. (#431)
* Move the caching module to core.

Add an in memory cache that for caching function and method results
during an energy management run (optimization run). Two decorators
are provided for methods and functions.

* Improve the file cache store by load and save functions.

Make EOS load the cache file store on startup and save it on shutdown.
Add a cyclic task that cleans the cache file store from outdated cache files.

* Improve startup of EOSdash by EOS

Make EOS starting EOSdash adhere to path configuration given in EOS.
The whole environment from EOS is now passed to EOSdash.
Should also prevent test errors due to unwanted/ wrong config file creation.

Both servers now provide a health endpoint that can be used to detect whether
the server is running. This is also used for testing now.

* Improve startup of EOS

EOS now has got an energy management task that runs shortly after startup.
It tries to execute energy management runs with predictions newly fetched
or initialized from cached data on first run.

* Improve shutdown of EOS

EOS has now a shutdown task that shuts EOS down gracefully with some
time delay to allow REST API requests for shutdwon or restart to be fully serviced.

* Improve EMS

Add energy management task for repeated energy management controlled by
startup delay and interval configuration parameters.
Translate EnergieManagementSystem to english EnergyManagement.

* Add administration endpoints

  - endpoints to control caching from REST API.
  - endpoints to control server restart (will not work on Windows) and shutdown from REST API

* Improve doc generation

Use "\n" linenend convention also on Windows when generating doc files.
Replace Windows specific 127.0.0.1 address by standard 0.0.0.0.

* Improve test support (to be able to test caching)

  - Add system test option to pytest for running tests with "real" resources
  - Add new test fixture to start server for test class and test function
  - Make kill signal adapt to Windows/ Linux
  - Use consistently "\n" for lineends when writing text files in  doc test
  - Fix test_logging under Windows
  - Fix conftest config_default_dirs test fixture under Windows

From @Lasall

* Improve Windows support

 - Use 127.0.0.1 as default config host (model defaults) and
   addionally redirect 0.0.0.0 to localhost on Windows (because default
   config file still has 0.0.0.0).
 - Update install/startup instructions as package installation is
   required atm.

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
2025-02-12 21:35:51 +01:00

217 lines
7.2 KiB
Python

import json
from pathlib import Path
from unittest.mock import Mock, patch
import numpy as np
import pytest
import requests
from akkudoktoreos.core.cache import CacheFileStore
from akkudoktoreos.core.ems import get_ems
from akkudoktoreos.core.logging import get_logger
from akkudoktoreos.prediction.elecpriceakkudoktor import (
AkkudoktorElecPrice,
AkkudoktorElecPriceValue,
ElecPriceAkkudoktor,
)
from akkudoktoreos.utils.datetimeutil import to_datetime
DIR_TESTDATA = Path(__file__).absolute().parent.joinpath("testdata")
FILE_TESTDATA_ELECPRICEAKKUDOKTOR_1_JSON = DIR_TESTDATA.joinpath(
"elecpriceforecast_akkudoktor_1.json"
)
logger = get_logger(__name__)
@pytest.fixture
def provider(monkeypatch, config_eos):
"""Fixture to create a ElecPriceProvider instance."""
monkeypatch.setenv("EOS_ELECPRICE__ELECPRICE_PROVIDER", "ElecPriceAkkudoktor")
config_eos.reset_settings()
return ElecPriceAkkudoktor()
@pytest.fixture
def sample_akkudoktor_1_json():
"""Fixture that returns sample forecast data report."""
with FILE_TESTDATA_ELECPRICEAKKUDOKTOR_1_JSON.open(
"r", encoding="utf-8", newline=None
) as f_res:
input_data = json.load(f_res)
return input_data
@pytest.fixture
def cache_store():
"""A pytest fixture that creates a new CacheFileStore instance for testing."""
return CacheFileStore()
# ------------------------------------------------
# General forecast
# ------------------------------------------------
def test_singleton_instance(provider):
"""Test that ElecPriceForecast behaves as a singleton."""
another_instance = ElecPriceAkkudoktor()
assert provider is another_instance
def test_invalid_provider(provider, monkeypatch):
"""Test requesting an unsupported provider."""
monkeypatch.setenv("EOS_ELECPRICE__ELECPRICE_PROVIDER", "<invalid>")
provider.config.reset_settings()
assert not provider.enabled()
# ------------------------------------------------
# Akkudoktor
# ------------------------------------------------
@patch("akkudoktoreos.prediction.elecpriceakkudoktor.logger.error")
def test_validate_data_invalid_format(mock_logger, provider):
"""Test validation for invalid Akkudoktor data."""
invalid_data = '{"invalid": "data"}'
with pytest.raises(ValueError):
provider._validate_data(invalid_data)
mock_logger.assert_called_once_with(mock_logger.call_args[0][0])
@patch("requests.get")
def test_request_forecast(mock_get, provider, sample_akkudoktor_1_json):
"""Test requesting forecast from Akkudoktor."""
# Mock response object
mock_response = Mock()
mock_response.status_code = 200
mock_response.content = json.dumps(sample_akkudoktor_1_json)
mock_get.return_value = mock_response
# Test function
akkudoktor_data = provider._request_forecast()
assert isinstance(akkudoktor_data, AkkudoktorElecPrice)
assert akkudoktor_data.values[0] == AkkudoktorElecPriceValue(
start_timestamp=1733785200000,
end_timestamp=1733788800000,
start="2024-12-09T23:00:00.000Z",
end="2024-12-10T00:00:00.000Z",
marketprice=92.85,
unit="Eur/MWh",
marketpriceEurocentPerKWh=9.29,
)
@patch("requests.get")
def test_update_data(mock_get, provider, sample_akkudoktor_1_json, cache_store):
"""Test fetching forecast from Akkudoktor."""
# Mock response object
mock_response = Mock()
mock_response.status_code = 200
mock_response.content = json.dumps(sample_akkudoktor_1_json)
mock_get.return_value = mock_response
cache_store.clear(clear_all=True)
# Call the method
ems_eos = get_ems()
ems_eos.set_start_datetime(to_datetime("2024-12-11 00:00:00", in_timezone="Europe/Berlin"))
provider.update_data(force_enable=True, force_update=True)
# Assert: Verify the result is as expected
mock_get.assert_called_once()
assert (
len(provider) == 73
) # we have 48 datasets in the api response, we want to know 48h into the future. The data we get has already 23h into the future so we need only 25h more. 48+25=73
# Assert we get hours prioce values by resampling
np_price_array = provider.key_to_array(
key="elecprice_marketprice_wh",
start_datetime=provider.start_datetime,
end_datetime=provider.end_datetime,
)
assert len(np_price_array) == provider.total_hours
# with open(FILE_TESTDATA_ELECPRICEAKKUDOKTOR_2_JSON, "w") as f_out:
# f_out.write(provider.to_json())
@patch("requests.get")
def test_update_data_with_incomplete_forecast(mock_get, provider):
"""Test `_update_data` with incomplete or missing forecast data."""
incomplete_data: dict = {"meta": {}, "values": []}
mock_response = Mock()
mock_response.status_code = 200
mock_response.content = json.dumps(incomplete_data)
mock_get.return_value = mock_response
logger.info("The following errors are intentional and part of the test.")
with pytest.raises(ValueError):
provider._update_data(force_update=True)
@pytest.mark.parametrize(
"status_code, exception",
[(400, requests.exceptions.HTTPError), (500, requests.exceptions.HTTPError), (200, None)],
)
@patch("requests.get")
def test_request_forecast_status_codes(
mock_get, provider, sample_akkudoktor_1_json, status_code, exception
):
"""Test handling of various API status codes."""
mock_response = Mock()
mock_response.status_code = status_code
mock_response.content = json.dumps(sample_akkudoktor_1_json)
mock_response.raise_for_status.side_effect = (
requests.exceptions.HTTPError if exception else None
)
mock_get.return_value = mock_response
if exception:
with pytest.raises(exception):
provider._request_forecast()
else:
provider._request_forecast()
@patch("akkudoktoreos.core.cache.CacheFileStore")
def test_cache_integration(mock_cache, provider):
"""Test caching of 8-day electricity price data."""
mock_cache_instance = mock_cache.return_value
mock_cache_instance.get.return_value = None # Simulate no cache
provider._update_data(force_update=True)
mock_cache_instance.create.assert_called_once()
mock_cache_instance.get.assert_called_once()
def test_key_to_array_resampling(provider):
"""Test resampling of forecast data to NumPy array."""
provider.update_data(force_update=True)
array = provider.key_to_array(
key="elecprice_marketprice_wh",
start_datetime=provider.start_datetime,
end_datetime=provider.end_datetime,
)
assert isinstance(array, np.ndarray)
assert len(array) == provider.total_hours
# ------------------------------------------------
# Development Akkudoktor
# ------------------------------------------------
@pytest.mark.skip(reason="For development only")
def test_akkudoktor_development_forecast_data(provider):
"""Fetch data from real Akkudoktor server."""
# Preset, as this is usually done by update_data()
provider.start_datetime = to_datetime("2024-10-26 00:00:00")
akkudoktor_data = provider._request_forecast()
with FILE_TESTDATA_ELECPRICEAKKUDOKTOR_1_JSON.open(
"w", encoding="utf-8", newline="\n"
) as f_out:
json.dump(akkudoktor_data, f_out, indent=4)