2022-07-13-15-53-20-90023 selected. 2022-07-13-15-53-21-53895 selected. ingesting fashion_mnist ingested train_images: 60000x28x28:uint8 ingested train_labels: 60000:uint8 ingested test_images: 10000x28x28:uint8 ingested test_labels: 10000:uint8 ingested 10 class name(s): T-shirt/top, Trouser, Pullover, Dress, Coat, Sandal, Shirt, Sneaker, Bag, Ankle boot 2022-07-13-15-53-21-53895 += #fashion_mnist. 2022-07-13-15-53-20-90023 selected. 2022-07-13-15-53-21-53895 selected. 2022-07-13-15-53-21-53895 open download started. 2022-07-13-15-53-21-53895 download completed. 2022-07-13-15-53-20-90023 selected. image_classifier.train(2022-07-13-15-53-21-53895): ~color,~convnet,validate=1 image_classifier.train(/Users/kamangir/storage/abcli/2022-07-13-15-53-21-53895) -> /Users/kamangir/storage/abcli/2022-07-13-15-53-20-90023 input:28x28 train_images: 60000x28x28:uint8 train_labels: 60000x10:float32 test_images: 10000x28x28:uint8 test_labels: 10000x10:float32 10 class(es): T-shirt/top, Trouser, Pullover, Dress, Coat, Sandal, Shirt, Sneaker, Bag, Ankle boot NumExpr defaulting to 8 threads. test accuracy: 0.8609 Assets written to: /Users/kamangir/storage/abcli/2022-07-13-15-53-20-90023/image_classifier/model/assets image_classifier.model -> /Users/kamangir/storage/abcli/2022-07-13-15-53-20-90023/image_classifier/model image_classifier.predict(10000x28x28:float64,10000:int64)-> /Users/kamangir/storage/abcli/2022-07-13-15-53-20-90023 image_classifier.predict(): None / frame image_classifier.predict(): rendering confusion_matrix... graphics.render_confusion_matrix(10:10x10:float64) -> /Users/kamangir/storage/abcli/2022-07-13-15-53-20-90023/image_classifier/model/confusion_matrix.jpg image_classifier.predict(): rendering test_labels distribution... graphics.render_distribution(10:10:float64) -> /Users/kamangir/storage/abcli/2022-07-13-15-53-20-90023/image_classifier/model/label_distribution.jpg image_classifier.predict(): rendering 10 sheet(s)... 2022-07-13-15-53-20-90023 += #image_classifier. 2022-07-13-15-53-20-90023 += #train. 2022-07-13-15-53-20-90023 += #fashion_mnist. 2022-07-13-15-53-20-90023 open upload started. 2022-07-13-15-53-20-90023 download completed. 2022-07-13-15-53-20-90023 selected.