# Standard Modules from pathlib import Path from PIL import Image # External Packages import pytest # Internal Packages from src.utils.state import model from src.utils.constants import web_directory from src.search_type import image_search from src.utils.helpers import resolve_absolute_path from src.utils.rawconfig import ContentConfig, SearchConfig # Test # ---------------------------------------------------------------------------------------------------- @pytest.mark.skip(reason="upstream issues in loading image search model. disabled for now") def test_image_search_setup(content_config: ContentConfig, search_config: SearchConfig): # Act # Regenerate image search embeddings during image setup image_search_model = image_search.setup(content_config.image, search_config.image, regenerate=True) # Assert assert len(image_search_model.image_names) == 3 assert len(image_search_model.image_embeddings) == 3 # ---------------------------------------------------------------------------------------------------- @pytest.mark.skip(reason="results inconsistent currently") def test_image_search(content_config: ContentConfig, search_config: SearchConfig): # Arrange output_directory = resolve_absolute_path(web_directory) model.image_search = image_search.setup(content_config.image, search_config.image, regenerate=False) query_expected_image_pairs = [("kitten", "kitten_park.jpg"), ("horse and dog in a farm", "horse_dog.jpg"), ("A guinea pig eating grass", "guineapig_grass.jpg")] # Act for query, expected_image_name in query_expected_image_pairs: hits = image_search.query( query, count = 1, model = model.image_search) results = image_search.collate_results( hits, model.image_search.image_names, output_directory=output_directory, image_files_url='/static/images', count=1) actual_image = Image.open(output_directory.joinpath(Path(results[0]["entry"]).name)) expected_image = Image.open(content_config.image.input_directories[0].joinpath(expected_image_name)) # Assert assert expected_image == actual_image