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", "") 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)