#!/usr/bin/env python """ """ __author__ = "Théo de la Hogue" __credits__ = [] __copyright__ = "Copyright 2023, Ecole Nationale de l'Aviation Civile (ENAC)" __license__ = "BSD" import unittest from dataclasses import dataclass, field import os from argaze import DataFeatures import pandas import numpy class BasicDataClass(DataFeatures.TimestampedObject): """Define a basic dataclass for testing purpose.""" def __init__(self, value: tuple = (), **kwargs): DataFeatures.TimestampedObject.__init__(self, **kwargs) self.__value = value @property def value(self): return self.__value def random_data_list(size): """ Generate a random TimestampedObjectsList for testing purpose. Timestamps are current time. Values are tuples containing an expected value and a random value. """ import random import time data_list = [] for i in range(0, size): # Edit data random_data = BasicDataClass((i, random.random())) # Timestamp data random_data.timestamp = time.time() # Store data data_list.append(random_data) time.sleep(0.0001) return DataFeatures.TimestampedObjectsList(BasicDataClass, data_list) class TestTimestampedObjectsListClass(unittest.TestCase): """Test TimestampedObjectsList class.""" def test_new(self): """Test TimestampedObjectsList creation.""" # Check TimestampedObjectsList length after creation self.assertEqual(len(DataFeatures.TimestampedObjectsList(BasicDataClass)), 0) # Check TimestampedObjectsList timestamps after creation self.assertEqual(DataFeatures.TimestampedObjectsList(BasicDataClass).timestamps(), []) # Check TimestampedObjectsList items after creation self.assertEqual(DataFeatures.TimestampedObjectsList(BasicDataClass), []) # Check that TimestampedObjectsList creation fails when data are not timestamped with self.assertRaises(AssertionError): data_list = [BasicDataClass((0, 0))] DataFeatures.TimestampedObjectsList(BasicDataClass, data_list) def test_as_dataframe(self): """Test TimestampedObjectsList as_dataframe method.""" data_frame = random_data_list(10).as_dataframe() # Check dataframe conversion self.assertEqual(data_frame.index.name, "timestamp") self.assertEqual(data_frame.index.size, 10) self.assertEqual(data_frame.columns.size, 1) self.assertEqual(data_frame.index.dtype, 'float64') self.assertEqual(data_frame["value"].dtype, 'object') # Check data exclusion option data_frame = random_data_list(10).as_dataframe(exclude=["value"]) self.assertEqual(data_frame.index.name, "timestamp") self.assertEqual(data_frame.index.size, 10) self.assertEqual(data_frame.columns.size, 0) # Check dataframe split option data_frame = random_data_list(10).as_dataframe(split={"value": ["value_0", "value_1"]}) self.assertEqual(data_frame.index.name, "timestamp") self.assertEqual(data_frame.index.size, 10) self.assertEqual(data_frame.columns.size, 2) self.assertEqual(data_frame["value_0"].dtype, 'int64') self.assertEqual(data_frame["value_1"].dtype, 'float64') def test_from_dataframe(self): """Test TimestampedObjectsList creation from pandas dataframe.""" data_frame = random_data_list(10).as_dataframe() # Check dataframe conversion data_list = DataFeatures.TimestampedObjectsList.from_dataframe(BasicDataClass, data_frame) self.assertEqual(len(data_list), 10) @unittest.skip("DEBUG") def test_from_json(self): """Test TimestampedObjectsList creation from json file.""" # Edit dataframe csv file path current_directory = os.path.dirname(os.path.abspath(__file__)) json_filepath = os.path.join(current_directory, 'utils/ts_buffer.json') # Load TimestampedObjectsList from json file ts_buffer = DataFeatures.TimestampedObjectsList.from_json(json_filepath) self.assertEqual(len(ts_buffer), 3) @unittest.skip("DEBUG") def test___repr__(self): """Test TimestampedObjectsList string representation.""" self.assertEqual(repr(DataFeatures.TimestampedObjectsList()), "{}") self.assertEqual(repr(DataFeatures.TimestampedObjectsList({0: ""})), "{\"0\": \"\"}") self.assertEqual(repr(DataFeatures.TimestampedObjectsList({0.1: ""})), "{\"0.1\": \"\"}") data = BasicDataClass((123, 456)) ts_buffer = DataFeatures.TimestampedObjectsList({0: data}) self.assertEqual(repr(ts_buffer), "{\"0\": {\"value\": [123, 456]}}") array = numpy.zeros(3) ts_buffer = DataFeatures.TimestampedObjectsList({0: array}) self.assertEqual(repr(ts_buffer), "{\"0\": [0.0, 0.0, 0.0]}") @unittest.skip("DEBUG") def test___str__(self): """Test TimestampedObjectsList string representation.""" self.assertEqual(str(DataFeatures.TimestampedObjectsList()), "{}") self.assertEqual(str(DataFeatures.TimestampedObjectsList({0: ""})), "{\"0\": \"\"}") self.assertEqual(str(DataFeatures.TimestampedObjectsList({0.1: ""})), "{\"0.1\": \"\"}") data = BasicDataClass((123, 456)) ts_buffer = DataFeatures.TimestampedObjectsList({0: data}) self.assertEqual(str(ts_buffer), "{\"0\": {\"value\": [123, 456]}}") array = numpy.zeros(3) ts_buffer = DataFeatures.TimestampedObjectsList({0: array}) self.assertEqual(str(ts_buffer), "{\"0\": [0.0, 0.0, 0.0]}") @unittest.skip("DEBUG") def test_append(self): """Test TimestampedObjectsList append method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B"}) ts_buffer_next = DataFeatures.TimestampedObjectsList({2: "C", 3: "D"}) self.assertEqual(len(ts_buffer.append(ts_buffer_next)), 4) self.assertEqual(list(ts_buffer.append(ts_buffer_next).keys()), [0, 1, 2, 3]) @unittest.skip("DEBUG") def test_first(self): """Test TimestampedObjectsList first property.""" self.assertEqual(DataFeatures.TimestampedObjectsList({0: "A", 1: "B"}).first, (0, "A")) # Check that accessing to first item of an empty TimestampedObjectsList fails with self.assertRaises(IndexError): DataFeatures.TimestampedObjectsList().first @unittest.skip("DEBUG") def test_pop_first(self): """Test TimestampedObjectsList pop_first method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B"}) self.assertEqual(ts_buffer.pop_first(), (0, "A")) self.assertEqual(len(ts_buffer), 1) self.assertEqual(ts_buffer.first, (1, "B")) @unittest.skip("DEBUG") def test_pop_last_until(self): """Test TimestampedObjectsList pop_last_until method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) # Check pop until an existing timestamp pop_last_until_2 = ts_buffer.pop_last_until(2) self.assertEqual(pop_last_until_2, (2, "C")) self.assertEqual(len(ts_buffer), 2) self.assertEqual(ts_buffer.first, (2, "C")) # Check first until an none existing timestamp ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) pop_last_until_1dot5 = ts_buffer.pop_last_until(1.5) self.assertEqual(pop_last_until_1dot5, (1, "B")) self.assertEqual(len(ts_buffer), 3) self.assertEqual(ts_buffer.first, (1, "B")) @unittest.skip("DEBUG") def test_pop_last_before(self): """Test TimestampedObjectsList pop_last_before method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) # Check pop until an existing timestamp last_before_2 = ts_buffer.pop_last_before(2) self.assertEqual(last_before_2, (1, "B")) self.assertEqual(len(ts_buffer), 2) self.assertEqual(ts_buffer.first, (2, "C")) # Check pop until an none existing timestamp ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) first_until_1dot5 = ts_buffer.pop_last_before(1.5) self.assertEqual(first_until_1dot5, (1, "B")) self.assertEqual(len(ts_buffer), 2) self.assertEqual(ts_buffer.first, (2, "C")) @unittest.skip("DEBUG") def test_last(self): """Test TimestampedObjectsList last property.""" self.assertEqual(DataFeatures.TimestampedObjectsList({0: "A", 1: "B"}).last, (1, "B")) # Check that accessing to last item of an empty TimestampedObjectsList fails with self.assertRaises(IndexError): DataFeatures.TimestampedObjectsList().last @unittest.skip("DEBUG") def test_pop_last(self): """Test TimestampedObjectsList pop_last method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B"}) self.assertEqual(ts_buffer.pop_last(), (1, "B")) self.assertEqual(len(ts_buffer), 1) self.assertEqual(ts_buffer.last, (0, "A")) @unittest.skip("DEBUG") def test_get_first_from(self): """Test TimestampedObjectsList get_first_from method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) get_first_from_1 = ts_buffer.get_first_from(1) self.assertEqual(get_first_from_1, (1, "B")) self.assertEqual(len(ts_buffer), 4) get_first_from_1dot5 = ts_buffer.get_first_from(1.5) self.assertEqual(get_first_from_1dot5, (2, "C")) get_first_from_0 = ts_buffer.get_first_from(0) self.assertEqual(get_first_from_0, (0, "A")) # Check that accessing to lately timestamp fails with self.assertRaises(KeyError): ts_buffer.get_first_from(4) @unittest.skip("DEBUG") def test_get_last_before(self): """Test TimestampedObjectsList get_last_before method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) get_last_before_2 = ts_buffer.get_last_before(2) self.assertEqual(get_last_before_2, (1, "B")) self.assertEqual(len(ts_buffer), 4) get_last_before_1dot5 = ts_buffer.get_last_before(1.5) self.assertEqual(get_last_before_1dot5, (1, "B")) get_last_before_4 = ts_buffer.get_last_before(4) self.assertEqual(get_last_before_4, (3, "D")) # Check that accessing to early timestamp fails with self.assertRaises(KeyError): ts_buffer.get_last_before(-1) @unittest.skip("DEBUG") def test_get_last_until(self): """Test TimestampedObjectsList get_last_until method.""" ts_buffer = DataFeatures.TimestampedObjectsList({0: "A", 1: "B", 2: "C", 3: "D"}) get_last_until_2 = ts_buffer.get_last_until(2) self.assertEqual(get_last_until_2, (2, "C")) self.assertEqual(len(ts_buffer), 4) get_last_until_1dot5 = ts_buffer.get_last_until(1.5) self.assertEqual(get_last_until_1dot5, (1, "B")) get_last_until_4 = ts_buffer.get_last_until(4) self.assertEqual(get_last_until_4, (3, "D")) # Check that accessing to early timestamp fails with self.assertRaises(KeyError): ts_buffer.get_last_until(-1) if __name__ == '__main__': unittest.main()