{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import os\nimport keras\nfrom PIL import Image\nimport numpy as np\nimport pandas as pd","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Load model"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"\nmodel = keras.models.load_model('../input/model-4/model_4.h5')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"load weights"},{"metadata":{"trusted":true},"cell_type":"code","source":"model.load_weights('../input/new-model/temp_3.h5')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"test_data"},{"metadata":{"trusted":true},"cell_type":"code","source":"\ntest_dir = '../input/cassava-leaf-disease-classification/test_images/'\ntest_images = os.listdir(test_dir)\npredictions = []\n\nfor image in test_images:\n    img = Image.open(test_dir + image)\n    img = img.resize([512,512])\n    img = np.expand_dims(img, axis=0)\n    predictions.extend(model.predict(img).argmax(axis = 1))\n\n\nsub = pd.DataFrame({'image_id': test_images, 'label': predictions})\ndisplay(sub)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sub.to_csv('submission.csv', index = False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}