import pytest from unittest.mock import patch, Mock from swarms.models.vilt import Vilt, Image, requests # Fixture for Vilt instance @pytest.fixture def vilt_instance(): return Vilt() # 1. Test Initialization def test_vilt_initialization(vilt_instance): assert isinstance(vilt_instance, Vilt) assert vilt_instance.processor is not None assert vilt_instance.model is not None # 2. Test Model Predictions @patch.object(requests, "get") @patch.object(Image, "open") def test_vilt_prediction(mock_image_open, mock_requests_get, vilt_instance): mock_image = Mock() mock_image_open.return_value = mock_image mock_requests_get.return_value.raw = Mock() # It's a mock response, so no real answer expected with pytest.raises(Exception): # Ensure exception is more specific vilt_instance( "What is this image", "https://images.unsplash.com/photo-1582538885592-e70a5d7ab3d3?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1770&q=80", ) # 3. Test Exception Handling for network @patch.object(requests, "get", side_effect=requests.RequestException("Network error")) def test_vilt_network_exception(vilt_instance): with pytest.raises(requests.RequestException): vilt_instance( "What is this image", "https://images.unsplash.com/photo-1582538885592-e70a5d7ab3d3?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1770&q=80", ) # Parameterized test cases for different inputs @pytest.mark.parametrize( "text,image_url", [ ("What is this?", "http://example.com/image1.jpg"), ("Who is in the image?", "http://example.com/image2.jpg"), ("Where was this picture taken?", "http://example.com/image3.jpg"), # ... Add more scenarios ], ) def test_vilt_various_inputs(text, image_url, vilt_instance): with pytest.raises(Exception): # Again, ensure exception is more specific vilt_instance(text, image_url) # Test with invalid or empty text @pytest.mark.parametrize( "text,image_url", [ ( "", "https://images.unsplash.com/photo-1582538885592-e70a5d7ab3d3?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1770&q=80", ), ( None, "https://images.unsplash.com/photo-1582538885592-e70a5d7ab3d3?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1770&q=80", ), ( " ", "https://images.unsplash.com/photo-1582538885592-e70a5d7ab3d3?ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D&auto=format&fit=crop&w=1770&q=80", ), # ... Add more scenarios ], ) def test_vilt_invalid_text(text, image_url, vilt_instance): with pytest.raises(ValueError): vilt_instance(text, image_url) # Test with invalid or empty image_url @pytest.mark.parametrize( "text,image_url", [ ("What is this?", ""), ("Who is in the image?", None), ("Where was this picture taken?", " "), ], ) def test_vilt_invalid_image_url(text, image_url, vilt_instance): with pytest.raises(ValueError): vilt_instance(text, image_url)