import unittest import gradio.interpretation import gradio.test_data from gradio.processing_utils import decode_base64_to_image, encode_array_to_base64 from gradio import Interface import numpy as np class TestDefault(unittest.TestCase): def test_default_text(self): max_word_len = lambda text: max([len(word) for word in text.split(" ")]) text_interface = Interface(max_word_len, "textbox", "label", interpretation="default") interpretation = text_interface.interpret(["quickest brown fox"])[0][0] self.assertGreater(interpretation[0][1], 0) # Checks to see if the first word has >0 score. self.assertEqual(interpretation[-1][1], 0) # Checks to see if the last word has 0 score. ## Commented out since skimage is no longer a required dependency, this will fail in CircleCI TODO(abidlabs): have backup default segmentation # def test_default_image(self): # max_pixel_value = lambda img: img.max() # img_interface = Interface(max_pixel_value, "image", "number", interpretation="default") # array = np.zeros((100,100)) # array[0, 0] = 1 # img = encode_array_to_base64(array) # interpretation = img_interface.interpret([img])[0][0] # self.assertGreater(interpretation[0][0], 0) # Checks to see if the top-left has >0 score. class TestCustom(unittest.TestCase): def test_custom_text(self): max_word_len = lambda text: max([len(word) for word in text.split(" ")]) custom = lambda text: [(char, 1) for char in text] text_interface = Interface(max_word_len, "textbox", "label", interpretation=custom) result = text_interface.interpret(["quickest brown fox"])[0][0] self.assertEqual(result[0][1], 1) # Checks to see if the first letter has score of 1. def test_custom_img(self): max_pixel_value = lambda img: img.max() custom = lambda img: img.tolist() img_interface = Interface(max_pixel_value, "image", "label", interpretation=custom) result = img_interface.interpret([gradio.test_data.BASE64_IMAGE])[0][0] expected_result = np.asarray(decode_base64_to_image(gradio.test_data.BASE64_IMAGE).convert('RGB')).tolist() self.assertEqual(result, expected_result) if __name__ == '__main__': unittest.main()