itproject-code/test/test_feature_extractors.py

"""test_feature_extractors.py - test pipeline feature extractors"""
import unittest
import os
import pytest
import pipeline.feature_extractors as extractors

from pipeline.utils import Source, SourceMedia # technically makes this an integration test, but...
class TestSource():
    """Provide utils.Source for testing"""
    def one_colour_silent_audio(self):
        """Provide a source with a silent mono-colour video"""
        TEST_DIR = os.path.dirname(os.path.realpath(__file__))
        SAMPLE_VIDEO = f"{TEST_DIR}/sample_videos/test_video_red_silentaudio.mp4" # silent video definitely has no laughter
        return Source(source=SAMPLE_VIDEO, path=SAMPLE_VIDEO, provider="test")

class TestSourceMedia():
    """Provide utils.SourceMedia for testing"""
    def one_colour_silent_audio(self):
        """Provide a source with a silent mono-colour video"""
        return SourceMedia(sources=[TestSource().one_colour_silent_audio()])

class TestLaughterFeatureExtractor(unittest.TestCase):
    """Test LaughterFeatureExtractor"""
    def test_init(self):
        test_extractor = extractors.LaughterFeatureExtractor()
        self.assertTrue(test_extractor)

    def test_setup_noinput(self):
        """test setup - no input files"""
        test_extractor = extractors.LaughterFeatureExtractor()
        with self.assertRaises(ValueError):
            test_extractor.setup()
        # NB test WITH sources implicitly tested in test_extract

class TestRandomFeatureExtractor(unittest.TestCase):
    """Test RandomFeatureExtractor"""
    def test_init(self):
        test_extractor = extractors.RandomFeatureExtractor()
        self.assertTrue(test_extractor)

    def test_setup_noinput(self):
        """test setup - no input files"""
        test_extractor = extractors.RandomFeatureExtractor()
        with self.assertRaises(ValueError):
            test_extractor.setup()
        # NB test WITH sources implicitly tested in test_extract

    def test_extract_noinput(self):
        """Test extract with no input files"""
        test_extractor = extractors.RandomFeatureExtractor()
        with self.assertRaises(ValueError):
            test_extractor.run()

    def test_extract(self):
        """Test extract with input files"""
        video_source = TestSourceMedia().one_colour_silent_audio()
        test_extractor = extractors.RandomFeatureExtractor(input_files=video_source)
        test_extractor.setup()
        test_extractor.run()
        test_extractor.teardown()
        self.assertTrue(test_extractor.features)

class TestLoudAudioFeatureExtractor(unittest.TestCase):
    """Test LoudAudioFeatureExtractor"""
    def test_init(self):
        video_source = TestSourceMedia().one_colour_silent_audio()
        test_extractor = extractors.LoudAudioFeatureExtractor(input_files=video_source)
        self.assertTrue(test_extractor)

    def test_init_noinput(self):
        """test init - no input files"""
        with self.assertRaises(ValueError):
            test_extractor = extractors.LoudAudioFeatureExtractor()

    def test_extract(self):
        """Test extract with input files"""
        video_source = TestSourceMedia().one_colour_silent_audio()
        test_extractor = extractors.LoudAudioFeatureExtractor(input_files=video_source)
        test_extractor.setup()
        test_extractor.run()
        test_extractor.teardown()
        self.assertEqual(test_extractor.features, [])

class TestVideoActivityFeatureExtractor(unittest.TestCase):
    """Test VideoActivityFeatureExtractor"""

    def test_init(self):
        video_source = TestSourceMedia().one_colour_silent_audio()
        test_extractor = extractors.VideoActivityFeatureExtractor(input_files=video_source)
        self.assertTrue(test_extractor)

    def test_init_noinput(self):
        """test init - no input files"""
        with self.assertRaises(ValueError):
            test_extractor = extractors.VideoActivityFeatureExtractor()

    def test_extract(self):
        """Test extract with basic input file runs with no errors"""
        video_source = TestSourceMedia().one_colour_silent_audio()
        test_extractor = extractors.VideoActivityFeatureExtractor(input_files=video_source)
        test_extractor.setup()
        test_extractor.run()
        test_extractor.teardown()
        self.assertTrue(test_extractor.features)

    # TODO: add sample video with activity to test _activitydetect()