{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nfrom tqdm import tqdm\nimport os\nimport random\nimport functools\nimport matplotlib.pyplot as plt\nimport time\n\n# sklearn\nfrom sklearn.model_selection import train_test_split, KFold\n\n# tensorflow\nimport tensorflow as tf\ntf.enable_eager_execution()\nAUTOTUNE = tf.data.experimental.AUTOTUNE\n\n# keras\nimport keras.backend as K\n\nprint(os.listdir(\"../input\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":1,"outputs":[{"output_type":"stream","text":"['imet-2019-fgvc6', 'imetmetadata', 'imetpretrained', 'xception']\n","name":"stdout"},{"output_type":"stream","text":"Using TensorFlow backend.\n","name":"stderr"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"SIZE = 156\nBATCH_SIZE = 64","execution_count":2,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 1. Explore data analysis:"},{"metadata":{},"cell_type":"markdown","source":"- This is a multi-label classification problem\n- The train_val_df below contain information about label of each classes, with key to map is the image id\n- Using a dataframe generated from: https://www.kaggle.com/chewzy/train-file-with-labels-and-meta-data\n- This contains more detailed information of an image"},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"# training dataframe\ntrain_val_df = pd.read_csv(\"../input/imetmetadata/weird_images_w_labels.csv\")\ntrain_val_df.head()","execution_count":3,"outputs":[{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"                 id     ...     tag::zodiac\n0  1000483014d91860     ...             0.0\n1  1000fe2e667721fe     ...             0.0\n2  1001614cb89646ee     ...             0.0\n3  10041eb49b297c08     ...             0.0\n4  100501c227f8beea     ...             0.0\n\n[5 rows x 1121 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>attribute_ids</th>\n      <th>width</th>\n      <th>height</th>\n      <th>r_mean</th>\n      <th>r_std</th>\n      <th>g_mean</th>\n      <th>g_std</th>\n      <th>b_mean</th>\n      <th>b_std</th>\n      <th>r_edge_mean</th>\n      <th>r_edge_std</th>\n      <th>g_edge_mean</th>\n      <th>g_edge_std</th>\n      <th>b_edge_mean</th>\n      <th>b_edge_std</th>\n      <th>peak_index</th>\n      <th>peak_val</th>\n      <th>culture::abruzzi</th>\n      <th>culture::achaemenid</th>\n      <th>culture::aegean</th>\n      <th>culture::afghan</th>\n      <th>culture::after british</th>\n      <th>culture::after german</th>\n      <th>culture::after german original</th>\n      <th>culture::after italian</th>\n      <th>culture::after russian original</th>\n      <th>culture::akkadian</th>\n      <th>culture::alexandria-hadra</th>\n      <th>culture::algerian</th>\n      <th>culture::alsace</th>\n      <th>culture::american</th>\n      <th>culture::american or european</th>\n      <th>culture::amsterdam</th>\n      <th>culture::ansbach</th>\n      <th>culture::antwerp</th>\n      <th>culture::apulian</th>\n      <th>culture::arabian</th>\n      <th>culture::aragon</th>\n      <th>culture::arica</th>\n      <th>...</th>\n      <th>tag::vegetables</th>\n      <th>tag::venus</th>\n      <th>tag::vestments</th>\n      <th>tag::vests</th>\n      <th>tag::victory</th>\n      <th>tag::villages</th>\n      <th>tag::vines</th>\n      <th>tag::violas</th>\n      <th>tag::violins</th>\n      <th>tag::virgin mary</th>\n      <th>tag::vishnu</th>\n      <th>tag::volcanoes</th>\n      <th>tag::vulcan</th>\n      <th>tag::wagons</th>\n      <th>tag::walking</th>\n      <th>tag::wars</th>\n      <th>tag::washing</th>\n      <th>tag::watches</th>\n      <th>tag::waterfalls</th>\n      <th>tag::watermills</th>\n      <th>tag::waves</th>\n      <th>tag::weapons</th>\n      <th>tag::weights and measures</th>\n      <th>tag::wells</th>\n      <th>tag::wind</th>\n      <th>tag::windmills</th>\n      <th>tag::windows</th>\n      <th>tag::wine</th>\n      <th>tag::winter</th>\n      <th>tag::women</th>\n      <th>tag::working</th>\n      <th>tag::world war i</th>\n      <th>tag::worshiping</th>\n      <th>tag::wreaths</th>\n      <th>tag::writing</th>\n      <th>tag::writing implements</th>\n      <th>tag::writing systems</th>\n      <th>tag::zeus</th>\n      <th>tag::zigzag pattern</th>\n      <th>tag::zodiac</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1000483014d91860</td>\n      <td>147 616 813</td>\n      <td>339.0</td>\n      <td>300.0</td>\n      <td>193.991740</td>\n      <td>47.468273</td>\n      <td>182.179961</td>\n      <td>44.824124</td>\n      <td>169.927552</td>\n      <td>42.199740</td>\n      <td>64.077276</td>\n      <td>91.260457</td>\n      <td>63.554710</td>\n      <td>90.883635</td>\n      <td>63.069469</td>\n      <td>90.499120</td>\n      <td>707.0</td>\n      <td>0.043609</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1000fe2e667721fe</td>\n      <td>51 616 734 813</td>\n      <td>423.0</td>\n      <td>300.0</td>\n      <td>211.164563</td>\n      <td>47.995696</td>\n      <td>202.685390</td>\n      <td>47.376967</td>\n      <td>195.788723</td>\n      <td>47.269632</td>\n      <td>56.946785</td>\n      <td>88.436781</td>\n      <td>56.887746</td>\n      <td>88.284080</td>\n      <td>56.927352</td>\n      <td>88.050447</td>\n      <td>235.0</td>\n      <td>0.048597</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1001614cb89646ee</td>\n      <td>776</td>\n      <td>365.0</td>\n      <td>300.0</td>\n      <td>149.338986</td>\n      <td>59.436609</td>\n      <td>130.213662</td>\n      <td>61.325377</td>\n      <td>120.461196</td>\n      <td>56.884549</td>\n      <td>46.891087</td>\n      <td>80.245607</td>\n      <td>46.813242</td>\n      <td>79.913449</td>\n      <td>46.527963</td>\n      <td>79.297113</td>\n      <td>581.0</td>\n      <td>0.017114</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>10041eb49b297c08</td>\n      <td>51 671 698 813 1092</td>\n      <td>300.0</td>\n      <td>358.0</td>\n      <td>191.176155</td>\n      <td>53.101640</td>\n      <td>175.126024</td>\n      <td>53.289562</td>\n      <td>161.795326</td>\n      <td>52.821732</td>\n      <td>58.894004</td>\n      <td>88.164013</td>\n      <td>58.830549</td>\n      <td>88.092523</td>\n      <td>58.747598</td>\n      <td>87.832953</td>\n      <td>239.0</td>\n      <td>0.031480</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>100501c227f8beea</td>\n      <td>13 404 492 903 1093</td>\n      <td>300.0</td>\n      <td>528.0</td>\n      <td>155.093504</td>\n      <td>52.570650</td>\n      <td>134.016162</td>\n      <td>52.261422</td>\n      <td>112.345625</td>\n      <td>49.316927</td>\n      <td>21.012077</td>\n      <td>41.658056</td>\n      <td>20.801938</td>\n      <td>41.005110</td>\n      <td>20.511275</td>\n      <td>40.086849</td>\n      <td>647.0</td>\n      <td>0.015789</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>...</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"labels_df = pd.read_csv(\"../input/imet-2019-fgvc6/labels.csv\")\nlabels_df.head()","execution_count":4,"outputs":[{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"   attribute_id          attribute_name\n0             0        culture::abruzzi\n1             1     culture::achaemenid\n2             2         culture::aegean\n3             3         culture::afghan\n4             4  culture::after british","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>attribute_id</th>\n      <th>attribute_name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>culture::abruzzi</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>culture::achaemenid</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>culture::aegean</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>culture::afghan</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>culture::after british</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## 1.1. Number of classes:\n- Number of classes = 1103, highly imbalanced between class labels"},{"metadata":{"trusted":true},"cell_type":"code","source":"N_CLASSES = len(labels_df)\nprint(\"Number of classes:\", N_CLASSES)","execution_count":5,"outputs":[{"output_type":"stream","text":"Number of classes: 1103\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## 1.2. Images' width and height:\n- All the images in the training set have width or height = 300. We're gonna prove it below"},{"metadata":{"trusted":true},"cell_type":"code","source":"n_width_300 = len(train_val_df[train_val_df['width'] == 300])\nn_height_300 = len(train_val_df[train_val_df['height'] == 300])\nn_width_height_300 = len(train_val_df[(train_val_df['height'] == 300) & (train_val_df['width'] == 300)])\n\nn_all_images = len(train_val_df)\n\nprint(\"Total images: \", n_all_images)\nprint(\"Total images with width or height = 300: \", n_height_300 + n_width_300 - n_width_height_300)","execution_count":6,"outputs":[{"output_type":"stream","text":"Total images:  109237\nTotal images with width or height = 300:  109237\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"- An image with width >= height will have height = 300\n- An image with width <= height will have width = 300\n- Or we can say the min size of an image is always 300"},{"metadata":{"trusted":true},"cell_type":"code","source":"width_larger_equal_height = train_val_df[train_val_df['width'] >= train_val_df['height']]\nwidth_smaller_equal_height = train_val_df[train_val_df['width'] < train_val_df['height']]\n\nprint(\"Number of image with width >= height: \", len(width_larger_equal_height))\nprint(\"Number of image with height = 300: \", sum(width_larger_equal_height['height'] == 300))\n# print(n_width_smaller_height)\nprint(\"\\n\")\nprint(\"Number of image with width <= height: \", len(width_smaller_equal_height))\nprint(\"Number of image with width = 300: \", sum(width_smaller_equal_height['width'] == 300))","execution_count":7,"outputs":[{"output_type":"stream","text":"Number of image with width >= height:  51995\nNumber of image with height = 300:  51995\n\n\nNumber of image with width <= height:  57242\nNumber of image with width = 300:  57242\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"- What about test set ? The same thing happen on test set, let see if our assumption is right"},{"metadata":{"trusted":true},"cell_type":"code","source":"test_ids = pd.read_csv('../input/imet-2019-fgvc6/sample_submission.csv')['id']\nprint(\"Total number of images in test set: \", len(test_ids))\ntest_ids.head()","execution_count":8,"outputs":[{"output_type":"stream","text":"Total number of images in test set:  7443\n","name":"stdout"},{"output_type":"execute_result","execution_count":8,"data":{"text/plain":"0    10023b2cc4ed5f68\n1    100fbe75ed8fd887\n2    101b627524a04f19\n3    10234480c41284c6\n4    1023b0e2636dcea8\nName: id, dtype: object"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"ok = True\ntest_datasets = tf.data.Dataset.from_tensor_slices(test_ids).map(lambda x: tf.image.decode_jpeg(\n                                                                        tf.read_file(\"../input/imet-2019-fgvc6/test/\"+x+\".png\")))\nfor img in tqdm(test_datasets):\n    if((img.shape[0] != 300) & (img.shape[1] != 300)):\n        print(\"Assumption is not right\")\n        ok = False\n        break\n        \nif(ok == True):\n    print(\"All images in test set have width or height = 300\")\n        ","execution_count":9,"outputs":[{"output_type":"stream","text":"\r0it [00:00, ?it/s]","name":"stderr"},{"output_type":"stream","text":"WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/data/ops/iterator_ops.py:532: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nColocations handled automatically by placer.\n","name":"stdout"},{"output_type":"stream","text":"7443it [00:32, 227.54it/s]","name":"stderr"},{"output_type":"stream","text":"All images in test set have width or height = 300\n","name":"stdout"},{"output_type":"stream","text":"\n","name":"stderr"}]},{"metadata":{},"cell_type":"markdown","source":"### Image with aspect ratio (width / height) > 3 or < 1/3:\n- They tends to have repetitive pattern"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_val_df['aspect_ratio'] = train_val_df['width'] / train_val_df['height']","execution_count":10,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ar_larger_2 = train_val_df[(train_val_df['aspect_ratio'] > 3) & (train_val_df['height'] == 300)]\nar_larger_2['id'].head()","execution_count":11,"outputs":[{"output_type":"execute_result","execution_count":11,"data":{"text/plain":"45     101f609f4bfff5e6\n81     1037596d35059b86\n185    1077816007dca731\n309    10c06c5214058138\n445    110b8e8c399c3194\nName: id, dtype: object"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"grids = (3, 3)\nplt.figure(figsize=(7, 7))\n\nn_plot = grids[0] * grids[1]\n\nplot_image_names = random.choices(list(ar_larger_2['id']), k=n_plot)\nplot_dataset = tf.data.Dataset.from_tensor_slices(plot_image_names).map(lambda x: tf.image.decode_jpeg(\n                                                                        tf.read_file(\"../input/imet-2019-fgvc6/train/\"+x+\".png\")))\n\nfor i, img in enumerate(plot_dataset):\n    ax = plt.subplot(grids[0], grids[1], i+1)\n    ax = plt.imshow(img, cmap='brg')\n    ","execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 504x504 with 9 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"ar_smaller_1_2 = train_val_df[(train_val_df['aspect_ratio'] < 1/3.0) & (train_val_df['width'] == 300)]\nar_smaller_1_2['id'].head()","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"423    10fd0cfd734496e3\n568    11478c8c219e7c85\n607    115b1e6e5ab031bd\n649    117293e5f8a0c84b\n702    118ad1261e17b93b\nName: id, dtype: object"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"grids = (3, 3)\nplt.figure(figsize=(7, 7))\n\nn_plot = grids[0] * grids[1]\n\nplot_image_names = random.choices(list(ar_smaller_1_2['id']), k=n_plot)\nplot_dataset = tf.data.Dataset.from_tensor_slices(plot_image_names).map(lambda x: tf.image.decode_jpeg(\n                                                                        tf.read_file(\"../input/imet-2019-fgvc6/train/\"+x+\".png\")))\n\nfor i, img in enumerate(plot_dataset):\n    ax = plt.subplot(grids[0], grids[1], i+1)\n    ax = plt.imshow(img, cmap='brg')\n    ","execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 504x504 with 9 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Image processing strategy:\n- With image having size of aspect ratio > 3.0 or < 1/3.0 will be crop to size 300x300 and then resized to target size 156x156\n- The others will be resized to 156x156 (no crop)"},{"metadata":{},"cell_type":"markdown","source":"# 2. Prepare tensorflow dataset:"},{"metadata":{},"cell_type":"markdown","source":"## 2.1. Encode label to categorical vector:\n- Each label of image will be represented as a vector of shape (1, N_CLASSES)"},{"metadata":{"trusted":true},"cell_type":"code","source":"categorical_labels = np.zeros(shape=(len(train_val_df['attribute_ids']), N_CLASSES))\nfor i, label in enumerate(train_val_df['attribute_ids']):\n    list_indices = [int(k) for k in label.split(\" \")]\n    categorical_labels[i, list_indices] = 1\n    \nprint(categorical_labels.shape)","execution_count":15,"outputs":[{"output_type":"stream","text":"(109237, 1103)\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## 2.2. Some functions to create tf.data.Dataset"},{"metadata":{"trusted":true},"cell_type":"code","source":"def shift_img(img, width_shift_range, height_shift_range):\n    \"\"\"This fn will perform the horizontal or vertical shift\"\"\"\n    img_shape = img.get_shape()\n#     print(type(img_shape))\n    if width_shift_range or height_shift_range:\n        if width_shift_range:\n            width_shift_range = tf.random_uniform([], \n                                              -width_shift_range * img_shape[1].value,\n                                              width_shift_range * img_shape[1].value)\n        if height_shift_range:\n            height_shift_range = tf.random_uniform([],\n                                               -height_shift_range * img_shape[0].value,\n                                               height_shift_range * img_shape[0].value)\n        # Translate both \n        output_img = tf.contrib.image.translate(img,\n                                             [width_shift_range, height_shift_range])\n        return output_img\n    else:\n        return img\n\ndef rotate_img(img, angle_range):\n    rotate_angle = tf.random_uniform([], minval = angle_range[0]/180.0*3.1415, maxval=angle_range[1]/180.0*3.1415)\n    out_img = tf.contrib.image.rotate(img, angles=rotate_angle)\n    return out_img\n    \ndef flip_img(horizontal_flip, img):\n    if horizontal_flip:\n        flip_prob = tf.random_uniform([], 0.0, 1.0)\n        out_img = tf.cond(tf.less(flip_prob, 0.5),\n                                lambda: tf.image.flip_left_right(img),\n                                lambda: img)\n        return out_img\n    else:\n        return img","execution_count":16,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def load_img_label(image_name, label):\n    img_string = tf.read_file(\"../input/imet-2019-fgvc6/train/\"+ image_name + \".png\")\n    img = tf.image.decode_png(img_string)\n    shape = tf.shape(img)  # Use dynamic shape, only known at runtime\n    tfwidth = tf.to_float(shape[1])\n    tfheight = tf.to_float(shape[0])\n\n    img = tf.cond(tf.math.logical_or(tfwidth/tfheight > 3.0, tfwidth/tfheight < 1/3.0), \n            lambda: tf.image.random_crop(img, size=[300, 300, 3]), \n            lambda: img)\n\n    return img, label\n\ndef _augment(img,\n             label,\n             resize=None,  # Resize the image to some size e.g. [256, 256]\n             scale=1,  # Scale image e.g. 1 / 255.\n             hue_delta=0,  # Adjust the hue of an RGB image by random factor\n             horizontal_flip=False,  # Random left right flip,\n             width_shift_range=0,  # Randomly translate the image horizontally\n             height_shift_range=0,   # Randomly translate the image vertically \n             rotation_range = None):  \n    \n    if resize is not None:\n        img = tf.image.resize_images(img, resize)\n    if hue_delta:\n        img = tf.image.random_hue(img, hue_delta)\n    img = flip_img(horizontal_flip, img)\n    img = shift_img(img, width_shift_range, height_shift_range)\n    \n    if(rotation_range):\n        img = rotate_img(img, rotation_range)\n    \n    img = tf.to_float(img) * scale \n    return img, label\n\ndef create_dataset(filenames, \n                   labels,\n                    preproc_fn=functools.partial(_augment),\n                    threads=5, \n                    batch_size=BATCH_SIZE,\n                    shuffle=True):\n\n    num_x = len(filenames)\n    # Create a dataset from the filenames and labels\n    dataset = tf.data.Dataset.from_tensor_slices((filenames, labels))\n    # Map our preprocessing function to every element in our dataset, taking\n    # advantage of multithreading\n    \n    if shuffle:\n        dataset = dataset.apply(\n              tf.data.experimental.shuffle_and_repeat(buffer_size=num_x))\n    else:\n        dataset = dataset.repeat()\n        \n    # load image and label from file name\n    dataset = dataset.map(load_img_label)\n\n    if preproc_fn.keywords is not None and 'resize' not in preproc_fn.keywords:\n        assert batch_size == 1, \"Batching images must be of the same size\"\n\n    dataset = dataset.map(preproc_fn, num_parallel_calls=threads)\n        \n    # It's necessary to repeat our data for all epochs \n    dataset = dataset.batch(batch_size).prefetch(AUTOTUNE)\n    \n    return dataset","execution_count":17,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"tr_cfg = {\n    'resize': [SIZE, SIZE],\n    'scale': 1 / 255.,\n    # 'hue_delta': 0.4,\n    'horizontal_flip': True,\n    'width_shift_range': 0.2,\n    'height_shift_range': 0.2,\n    'rotation_range': (-15,15)\n}\n\ntr_preprocessing_fn = functools.partial(_augment, **tr_cfg)\n# train_dataset = create_dataset(train_img_names, train_categorical_labels, preproc_fn=tr_preprocessing_fn, threads=2)","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"val_cfg = {\n    'resize': [SIZE, SIZE],\n    'scale': 1 / 255.,\n}\n\nval_preprocessing_fn = functools.partial(_augment, **val_cfg)\n# val_dataset = create_dataset(val_img_names, val_categorical_labels, preproc_fn=val_preprocessing_fn, threads=2)","execution_count":19,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## 2.3. Plot some images to see our augmentation"},{"metadata":{"trusted":true},"cell_type":"code","source":"plot_dataset =  create_dataset(train_val_df['id'], categorical_labels, preproc_fn=tr_preprocessing_fn, threads=2, shuffle=True)\ncounter = 0\nplt.figure(figsize=(10,10))\ns = time.time()\nX, y = next(plot_dataset.make_one_shot_iterator())\ne = time.time()\n\nprint(e-s)\n\nfor img, label in zip(X,y):\n    plt.subplot(3,3, counter+1)\n    plt.imshow(img, cmap='brg')\n    if(counter >= 8):\n        break\n    else:\n        counter += 1\n        ","execution_count":20,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:From <ipython-input-17-73c42e464df3>:5: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nUse tf.cast instead.\n\nWARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\nFor more information, please see:\n  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n  * https://github.com/tensorflow/addons\nIf you depend on functionality not listed there, please file an issue.\n\n2.4585063457489014\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 9 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## 2.4. Function to generate Kfold cross validation data:"},{"metadata":{"trusted":true},"cell_type":"code","source":"# kfold\ndef generate_kfolds(n_folds=10, image_names=None, categorical_labels=None):\n    return KFold(n_splits=n_folds, random_state=333, shuffle=True)","execution_count":21,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 3. Build the model:\n- We will use XCeption net with no top pretrain + some custom top layers\n- Loss: focal loss\n- Metrics: f2_score\n- We will warm up the training by freeze all the layers of Xception net and train only our custom ones\n- Finally, set all layers' trainability = True and fine tuning"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Loss\n\ngamma = 2.0\nepsilon = tf.keras.backend.epsilon()\ndef focal_loss(y_true, y_pred):\n    pt = y_pred * y_true + (1-y_pred) * (1-y_true)\n    pt = tf.keras.backend.clip(pt, epsilon, 1-epsilon)\n    CE = -tf.log(pt)\n    FL = tf.pow(1-pt, gamma) * CE\n    loss = tf.keras.backend.sum(FL, axis=1)\n    return loss\n\n# Metric\ndef f2_score(y_true, y_pred):\n    beta = 2\n    true_positives = tf.keras.backend.sum(tf.round(tf.keras.backend.clip(y_true * y_pred, 0, 1)), axis=1)\n    predicted_positives = tf.keras.backend.sum(tf.round(tf.keras.backend.clip(y_pred, 0, 1)), axis=1)\n    possible_positives = tf.keras.backend.sum(tf.round(tf.keras.backend.clip(y_true, 0, 1)), axis=1)\n    \n    precision = true_positives / (predicted_positives + tf.keras.backend.epsilon())\n    recall = true_positives / (possible_positives + tf.keras.backend.epsilon())\n    \n    return tf.keras.backend.mean(((1+beta**2)*precision*recall) / ((beta**2)*precision+recall+tf.keras.backend.epsilon()))","execution_count":22,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## 3.1. Model architecture:"},{"metadata":{"trusted":true},"cell_type":"code","source":"custom_weight = True\ntraining = False","execution_count":23,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def create_model(input_shape, n_out):\n    input_tensor = tf.keras.layers.Input(shape=input_shape)\n    base_model = tf.keras.applications.Xception(include_top=False,\n                   weights=None,\n                   input_tensor=input_tensor)\n    if(not custom_weight):\n        base_model.load_weights('../input/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5')\n#     x = Conv2D(32, kernel_size=(1,1), activation='relu')(base_model.output)\n#     x = Flatten()(x)\n    x = tf.keras.layers.GlobalAveragePooling2D()(base_model.output)\n    # x = Dropout(0.5)(x)\n    x = tf.keras.layers.Dense(1024, activation='relu')(x)\n    # x = Dropout(0.5)(x)\n    final_output = tf.keras.layers.Dense(n_out, activation='sigmoid', name='final_output')(x)\n    model = tf.keras.Model(input_tensor, final_output)\n    if(custom_weight):\n        model.load_weights('../input/imetpretrained/imet_xception_val_f2_0.686829-f2_0.611568.h5')\n        \n    return model","execution_count":24,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = create_model(input_shape=(SIZE, SIZE, 3), n_out=N_CLASSES)\nmodel.summary()","execution_count":25,"outputs":[{"output_type":"stream","text":"__________________________________________________________________________________________________\nLayer (type)                    Output Shape         Param #     Connected to                     \n==================================================================================================\ninput_1 (InputLayer)            (None, 156, 156, 3)  0                                            \n__________________________________________________________________________________________________\nblock1_conv1 (Conv2D)           (None, 77, 77, 32)   864         input_1[0][0]                    \n__________________________________________________________________________________________________\nblock1_conv1_bn (BatchNormaliza (None, 77, 77, 32)   128         block1_conv1[0][0]               \n__________________________________________________________________________________________________\nblock1_conv1_act (Activation)   (None, 77, 77, 32)   0           block1_conv1_bn[0][0]            \n__________________________________________________________________________________________________\nblock1_conv2 (Conv2D)           (None, 75, 75, 64)   18432       block1_conv1_act[0][0]           \n__________________________________________________________________________________________________\nblock1_conv2_bn (BatchNormaliza (None, 75, 75, 64)   256         block1_conv2[0][0]               \n__________________________________________________________________________________________________\nblock1_conv2_act (Activation)   (None, 75, 75, 64)   0           block1_conv2_bn[0][0]            \n__________________________________________________________________________________________________\nblock2_sepconv1 (SeparableConv2 (None, 75, 75, 128)  8768        block1_conv2_act[0][0]           \n__________________________________________________________________________________________________\nblock2_sepconv1_bn (BatchNormal (None, 75, 75, 128)  512         block2_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock2_sepconv2_act (Activation (None, 75, 75, 128)  0           block2_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock2_sepconv2 (SeparableConv2 (None, 75, 75, 128)  17536       block2_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock2_sepconv2_bn (BatchNormal (None, 75, 75, 128)  512         block2_sepconv2[0][0]            \n__________________________________________________________________________________________________\nconv2d (Conv2D)                 (None, 38, 38, 128)  8192        block1_conv2_act[0][0]           \n__________________________________________________________________________________________________\nblock2_pool (MaxPooling2D)      (None, 38, 38, 128)  0           block2_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nbatch_normalization_v1 (BatchNo (None, 38, 38, 128)  512         conv2d[0][0]                     \n__________________________________________________________________________________________________\nadd (Add)                       (None, 38, 38, 128)  0           block2_pool[0][0]                \n                                                                 batch_normalization_v1[0][0]     \n__________________________________________________________________________________________________\nblock3_sepconv1_act (Activation (None, 38, 38, 128)  0           add[0][0]                        \n__________________________________________________________________________________________________\nblock3_sepconv1 (SeparableConv2 (None, 38, 38, 256)  33920       block3_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock3_sepconv1_bn (BatchNormal (None, 38, 38, 256)  1024        block3_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock3_sepconv2_act (Activation (None, 38, 38, 256)  0           block3_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock3_sepconv2 (SeparableConv2 (None, 38, 38, 256)  67840       block3_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock3_sepconv2_bn (BatchNormal (None, 38, 38, 256)  1024        block3_sepconv2[0][0]            \n__________________________________________________________________________________________________\nconv2d_1 (Conv2D)               (None, 19, 19, 256)  32768       add[0][0]                        \n__________________________________________________________________________________________________\nblock3_pool (MaxPooling2D)      (None, 19, 19, 256)  0           block3_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nbatch_normalization_v1_1 (Batch (None, 19, 19, 256)  1024        conv2d_1[0][0]                   \n__________________________________________________________________________________________________\nadd_1 (Add)                     (None, 19, 19, 256)  0           block3_pool[0][0]                \n                                                                 batch_normalization_v1_1[0][0]   \n__________________________________________________________________________________________________\nblock4_sepconv1_act (Activation (None, 19, 19, 256)  0           add_1[0][0]                      \n__________________________________________________________________________________________________\nblock4_sepconv1 (SeparableConv2 (None, 19, 19, 728)  188672      block4_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock4_sepconv1_bn (BatchNormal (None, 19, 19, 728)  2912        block4_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock4_sepconv2_act (Activation (None, 19, 19, 728)  0           block4_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock4_sepconv2 (SeparableConv2 (None, 19, 19, 728)  536536      block4_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock4_sepconv2_bn (BatchNormal (None, 19, 19, 728)  2912        block4_sepconv2[0][0]            \n__________________________________________________________________________________________________\nconv2d_2 (Conv2D)               (None, 10, 10, 728)  186368      add_1[0][0]                      \n__________________________________________________________________________________________________\nblock4_pool (MaxPooling2D)      (None, 10, 10, 728)  0           block4_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nbatch_normalization_v1_2 (Batch (None, 10, 10, 728)  2912        conv2d_2[0][0]                   \n__________________________________________________________________________________________________\nadd_2 (Add)                     (None, 10, 10, 728)  0           block4_pool[0][0]                \n                                                                 batch_normalization_v1_2[0][0]   \n__________________________________________________________________________________________________\nblock5_sepconv1_act (Activation (None, 10, 10, 728)  0           add_2[0][0]                      \n__________________________________________________________________________________________________\nblock5_sepconv1 (SeparableConv2 (None, 10, 10, 728)  536536      block5_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock5_sepconv1_bn (BatchNormal (None, 10, 10, 728)  2912        block5_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock5_sepconv2_act (Activation (None, 10, 10, 728)  0           block5_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock5_sepconv2 (SeparableConv2 (None, 10, 10, 728)  536536      block5_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock5_sepconv2_bn (BatchNormal (None, 10, 10, 728)  2912        block5_sepconv2[0][0]            \n__________________________________________________________________________________________________\nblock5_sepconv3_act (Activation (None, 10, 10, 728)  0           block5_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nblock5_sepconv3 (SeparableConv2 (None, 10, 10, 728)  536536      block5_sepconv3_act[0][0]        \n__________________________________________________________________________________________________\nblock5_sepconv3_bn (BatchNormal (None, 10, 10, 728)  2912        block5_sepconv3[0][0]            \n__________________________________________________________________________________________________\nadd_3 (Add)                     (None, 10, 10, 728)  0           block5_sepconv3_bn[0][0]         \n                                                                 add_2[0][0]                      \n__________________________________________________________________________________________________\nblock6_sepconv1_act (Activation (None, 10, 10, 728)  0           add_3[0][0]                      \n__________________________________________________________________________________________________\nblock6_sepconv1 (SeparableConv2 (None, 10, 10, 728)  536536      block6_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock6_sepconv1_bn (BatchNormal (None, 10, 10, 728)  2912        block6_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock6_sepconv2_act (Activation (None, 10, 10, 728)  0           block6_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock6_sepconv2 (SeparableConv2 (None, 10, 10, 728)  536536      block6_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock6_sepconv2_bn (BatchNormal (None, 10, 10, 728)  2912        block6_sepconv2[0][0]            \n__________________________________________________________________________________________________\nblock6_sepconv3_act (Activation (None, 10, 10, 728)  0           block6_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nblock6_sepconv3 (SeparableConv2 (None, 10, 10, 728)  536536      block6_sepconv3_act[0][0]        \n__________________________________________________________________________________________________\nblock6_sepconv3_bn (BatchNormal (None, 10, 10, 728)  2912        block6_sepconv3[0][0]            \n__________________________________________________________________________________________________\nadd_4 (Add)                     (None, 10, 10, 728)  0           block6_sepconv3_bn[0][0]         \n                                                                 add_3[0][0]                      \n__________________________________________________________________________________________________\nblock7_sepconv1_act (Activation (None, 10, 10, 728)  0           add_4[0][0]                      \n__________________________________________________________________________________________________\nblock7_sepconv1 (SeparableConv2 (None, 10, 10, 728)  536536      block7_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock7_sepconv1_bn (BatchNormal (None, 10, 10, 728)  2912        block7_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock7_sepconv2_act (Activation (None, 10, 10, 728)  0           block7_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock7_sepconv2 (SeparableConv2 (None, 10, 10, 728)  536536      block7_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock7_sepconv2_bn (BatchNormal (None, 10, 10, 728)  2912        block7_sepconv2[0][0]            \n__________________________________________________________________________________________________\nblock7_sepconv3_act (Activation (None, 10, 10, 728)  0           block7_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nblock7_sepconv3 (SeparableConv2 (None, 10, 10, 728)  536536      block7_sepconv3_act[0][0]        \n__________________________________________________________________________________________________\nblock7_sepconv3_bn (BatchNormal (None, 10, 10, 728)  2912        block7_sepconv3[0][0]            \n__________________________________________________________________________________________________\nadd_5 (Add)                     (None, 10, 10, 728)  0           block7_sepconv3_bn[0][0]         \n                                                                 add_4[0][0]                      \n__________________________________________________________________________________________________\nblock8_sepconv1_act (Activation (None, 10, 10, 728)  0           add_5[0][0]                      \n__________________________________________________________________________________________________\nblock8_sepconv1 (SeparableConv2 (None, 10, 10, 728)  536536      block8_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock8_sepconv1_bn (BatchNormal (None, 10, 10, 728)  2912        block8_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock8_sepconv2_act (Activation (None, 10, 10, 728)  0           block8_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock8_sepconv2 (SeparableConv2 (None, 10, 10, 728)  536536      block8_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock8_sepconv2_bn (BatchNormal (None, 10, 10, 728)  2912        block8_sepconv2[0][0]            \n__________________________________________________________________________________________________\nblock8_sepconv3_act (Activation (None, 10, 10, 728)  0           block8_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nblock8_sepconv3 (SeparableConv2 (None, 10, 10, 728)  536536      block8_sepconv3_act[0][0]        \n__________________________________________________________________________________________________\nblock8_sepconv3_bn (BatchNormal (None, 10, 10, 728)  2912        block8_sepconv3[0][0]            \n__________________________________________________________________________________________________\nadd_6 (Add)                     (None, 10, 10, 728)  0           block8_sepconv3_bn[0][0]         \n                                                                 add_5[0][0]                      \n__________________________________________________________________________________________________\nblock9_sepconv1_act (Activation (None, 10, 10, 728)  0           add_6[0][0]                      \n__________________________________________________________________________________________________\nblock9_sepconv1 (SeparableConv2 (None, 10, 10, 728)  536536      block9_sepconv1_act[0][0]        \n__________________________________________________________________________________________________\nblock9_sepconv1_bn (BatchNormal (None, 10, 10, 728)  2912        block9_sepconv1[0][0]            \n__________________________________________________________________________________________________\nblock9_sepconv2_act (Activation (None, 10, 10, 728)  0           block9_sepconv1_bn[0][0]         \n__________________________________________________________________________________________________\nblock9_sepconv2 (SeparableConv2 (None, 10, 10, 728)  536536      block9_sepconv2_act[0][0]        \n__________________________________________________________________________________________________\nblock9_sepconv2_bn (BatchNormal (None, 10, 10, 728)  2912        block9_sepconv2[0][0]            \n__________________________________________________________________________________________________\nblock9_sepconv3_act (Activation (None, 10, 10, 728)  0           block9_sepconv2_bn[0][0]         \n__________________________________________________________________________________________________\nblock9_sepconv3 (SeparableConv2 (None, 10, 10, 728)  536536      block9_sepconv3_act[0][0]        \n__________________________________________________________________________________________________\nblock9_sepconv3_bn (BatchNormal (None, 10, 10, 728)  2912        block9_sepconv3[0][0]            \n__________________________________________________________________________________________________\nadd_7 (Add)                     (None, 10, 10, 728)  0           block9_sepconv3_bn[0][0]         \n                                                                 add_6[0][0]                      \n__________________________________________________________________________________________________\nblock10_sepconv1_act (Activatio (None, 10, 10, 728)  0           add_7[0][0]                      \n__________________________________________________________________________________________________\nblock10_sepconv1 (SeparableConv (None, 10, 10, 728)  536536      block10_sepconv1_act[0][0]       \n__________________________________________________________________________________________________\nblock10_sepconv1_bn (BatchNorma (None, 10, 10, 728)  2912        block10_sepconv1[0][0]           \n__________________________________________________________________________________________________\nblock10_sepconv2_act (Activatio (None, 10, 10, 728)  0           block10_sepconv1_bn[0][0]        \n__________________________________________________________________________________________________\nblock10_sepconv2 (SeparableConv (None, 10, 10, 728)  536536      block10_sepconv2_act[0][0]       \n__________________________________________________________________________________________________\nblock10_sepconv2_bn (BatchNorma (None, 10, 10, 728)  2912        block10_sepconv2[0][0]           \n__________________________________________________________________________________________________\nblock10_sepconv3_act (Activatio (None, 10, 10, 728)  0           block10_sepconv2_bn[0][0]        \n__________________________________________________________________________________________________\nblock10_sepconv3 (SeparableConv (None, 10, 10, 728)  536536      block10_sepconv3_act[0][0]       \n__________________________________________________________________________________________________\nblock10_sepconv3_bn (BatchNorma (None, 10, 10, 728)  2912        block10_sepconv3[0][0]           \n__________________________________________________________________________________________________\nadd_8 (Add)                     (None, 10, 10, 728)  0           block10_sepconv3_bn[0][0]        \n                                                                 add_7[0][0]                      \n__________________________________________________________________________________________________\nblock11_sepconv1_act (Activatio (None, 10, 10, 728)  0           add_8[0][0]                      \n__________________________________________________________________________________________________\nblock11_sepconv1 (SeparableConv (None, 10, 10, 728)  536536      block11_sepconv1_act[0][0]       \n__________________________________________________________________________________________________\nblock11_sepconv1_bn (BatchNorma (None, 10, 10, 728)  2912        block11_sepconv1[0][0]           \n__________________________________________________________________________________________________\nblock11_sepconv2_act (Activatio (None, 10, 10, 728)  0           block11_sepconv1_bn[0][0]        \n__________________________________________________________________________________________________\nblock11_sepconv2 (SeparableConv (None, 10, 10, 728)  536536      block11_sepconv2_act[0][0]       \n__________________________________________________________________________________________________\nblock11_sepconv2_bn (BatchNorma (None, 10, 10, 728)  2912        block11_sepconv2[0][0]           \n__________________________________________________________________________________________________\nblock11_sepconv3_act (Activatio (None, 10, 10, 728)  0           block11_sepconv2_bn[0][0]        \n__________________________________________________________________________________________________\nblock11_sepconv3 (SeparableConv (None, 10, 10, 728)  536536      block11_sepconv3_act[0][0]       \n__________________________________________________________________________________________________\nblock11_sepconv3_bn (BatchNorma (None, 10, 10, 728)  2912        block11_sepconv3[0][0]           \n__________________________________________________________________________________________________\nadd_9 (Add)                     (None, 10, 10, 728)  0           block11_sepconv3_bn[0][0]        \n                                                                 add_8[0][0]                      \n__________________________________________________________________________________________________\nblock12_sepconv1_act (Activatio (None, 10, 10, 728)  0           add_9[0][0]                      \n__________________________________________________________________________________________________\nblock12_sepconv1 (SeparableConv (None, 10, 10, 728)  536536      block12_sepconv1_act[0][0]       \n__________________________________________________________________________________________________\nblock12_sepconv1_bn (BatchNorma (None, 10, 10, 728)  2912        block12_sepconv1[0][0]           \n__________________________________________________________________________________________________\nblock12_sepconv2_act (Activatio (None, 10, 10, 728)  0           block12_sepconv1_bn[0][0]        \n__________________________________________________________________________________________________\nblock12_sepconv2 (SeparableConv (None, 10, 10, 728)  536536      block12_sepconv2_act[0][0]       \n__________________________________________________________________________________________________\nblock12_sepconv2_bn (BatchNorma (None, 10, 10, 728)  2912        block12_sepconv2[0][0]           \n__________________________________________________________________________________________________\nblock12_sepconv3_act (Activatio (None, 10, 10, 728)  0           block12_sepconv2_bn[0][0]        \n__________________________________________________________________________________________________\nblock12_sepconv3 (SeparableConv (None, 10, 10, 728)  536536      block12_sepconv3_act[0][0]       \n__________________________________________________________________________________________________\nblock12_sepconv3_bn (BatchNorma (None, 10, 10, 728)  2912        block12_sepconv3[0][0]           \n__________________________________________________________________________________________________\nadd_10 (Add)                    (None, 10, 10, 728)  0           block12_sepconv3_bn[0][0]        \n                                                                 add_9[0][0]                      \n__________________________________________________________________________________________________\nblock13_sepconv1_act (Activatio (None, 10, 10, 728)  0           add_10[0][0]                     \n__________________________________________________________________________________________________\nblock13_sepconv1 (SeparableConv (None, 10, 10, 728)  536536      block13_sepconv1_act[0][0]       \n__________________________________________________________________________________________________\nblock13_sepconv1_bn (BatchNorma (None, 10, 10, 728)  2912        block13_sepconv1[0][0]           \n__________________________________________________________________________________________________\nblock13_sepconv2_act (Activatio (None, 10, 10, 728)  0           block13_sepconv1_bn[0][0]        \n__________________________________________________________________________________________________\nblock13_sepconv2 (SeparableConv (None, 10, 10, 1024) 752024      block13_sepconv2_act[0][0]       \n__________________________________________________________________________________________________\nblock13_sepconv2_bn (BatchNorma (None, 10, 10, 1024) 4096        block13_sepconv2[0][0]           \n__________________________________________________________________________________________________\nconv2d_3 (Conv2D)               (None, 5, 5, 1024)   745472      add_10[0][0]                     \n__________________________________________________________________________________________________\nblock13_pool (MaxPooling2D)     (None, 5, 5, 1024)   0           block13_sepconv2_bn[0][0]        \n__________________________________________________________________________________________________\nbatch_normalization_v1_3 (Batch (None, 5, 5, 1024)   4096        conv2d_3[0][0]                   \n__________________________________________________________________________________________________\nadd_11 (Add)                    (None, 5, 5, 1024)   0           block13_pool[0][0]               \n                                                                 batch_normalization_v1_3[0][0]   \n__________________________________________________________________________________________________\nblock14_sepconv1 (SeparableConv (None, 5, 5, 1536)   1582080     add_11[0][0]                     \n__________________________________________________________________________________________________\nblock14_sepconv1_bn (BatchNorma (None, 5, 5, 1536)   6144        block14_sepconv1[0][0]           \n__________________________________________________________________________________________________\nblock14_sepconv1_act (Activatio (None, 5, 5, 1536)   0           block14_sepconv1_bn[0][0]        \n__________________________________________________________________________________________________\nblock14_sepconv2 (SeparableConv (None, 5, 5, 2048)   3159552     block14_sepconv1_act[0][0]       \n__________________________________________________________________________________________________\nblock14_sepconv2_bn (BatchNorma (None, 5, 5, 2048)   8192        block14_sepconv2[0][0]           \n__________________________________________________________________________________________________\nblock14_sepconv2_act (Activatio (None, 5, 5, 2048)   0           block14_sepconv2_bn[0][0]        \n__________________________________________________________________________________________________\nglobal_average_pooling2d (Globa (None, 2048)         0           block14_sepconv2_act[0][0]       \n__________________________________________________________________________________________________\ndense (Dense)                   (None, 1024)         2098176     global_average_pooling2d[0][0]   \n__________________________________________________________________________________________________\nfinal_output (Dense)            (None, 1103)         1130575     dense[0][0]                      \n==================================================================================================\nTotal params: 24,090,231\nTrainable params: 24,035,703\nNon-trainable params: 54,528\n__________________________________________________________________________________________________\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## 3.2. Call backs on training progress:"},{"metadata":{"trusted":true},"cell_type":"code","source":"# create callbacks list\ncheckpoint = tf.keras.callbacks.ModelCheckpoint('../working/imet_xception_val_f2_{val_f2_score:3f}-f2_{f2_score:3f}.h5',\n                                                monitor='val_loss', verbose=1, save_best_only=True, mode='min', \n                                                save_weights_only = True)\nreduceLROnPlat = tf.keras.callbacks.ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=4, \n                                   verbose=1, mode='auto', epsilon=0.0001)\nearly = tf.keras.callbacks.EarlyStopping(monitor=\"val_loss\", \n                      mode=\"min\", \n                      patience=9)\n\ncsv_logger = tf.keras.callbacks.CSVLogger(filename='../working/training_log.csv',\n                       separator=',',\n                       append=True)\n\ncallbacks_list = [checkpoint, csv_logger, reduceLROnPlat]","execution_count":26,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:`epsilon` argument is deprecated and will be removed, use `min_delta` instead.\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## 3.3. Training:\n- We will first freeze convolution layer of exception nets and train only newly added ones. If we have custom weights that are already trained, the step is simply skipped.\n- Then the second steps is to set all the net layers to be trainable and fine tune with several epochs"},{"metadata":{"trusted":true},"cell_type":"code","source":"# warm up model\nif(training and not custom_weight):\n    n_folds = 10\n\n    for layer in model.layers:\n        layer.trainable = False\n\n    for i in range(-5,0):\n        model.layers[i].trainable = True\n\n    model.compile(\n        loss=focal_loss,\n        optimizer=tf.keras.optimizers.Adam(1e-3),\n        metrics=[f2_score])\n\n    kfolder = generate_kfolds(n_folds, image_names=train_val_df['id'], categorical_labels=categorical_labels)\n    list_loss = []\n    list_f2 = []\n\n    for i, (train_indices, val_indices) in enumerate(kfolder.split(train_val_df['id'], categorical_labels)):\n        print(\"============== Fold\", (i+1), \"================\")\n        train_dataset = create_dataset(train_val_df.loc[train_indices, 'id'], categorical_labels[train_indices, :], preproc_fn=tr_preprocessing_fn, threads=2)\n        val_dataset = create_dataset(train_val_df.loc[val_indices, 'id'], categorical_labels[val_indices, :], preproc_fn=val_preprocessing_fn, threads=2)\n        history = model.fit_generator(\n            train_dataset,\n            steps_per_epoch=int(np.ceil(float(len(train_indices)) / float(BATCH_SIZE))),\n            validation_data=val_dataset,\n            validation_steps=int(np.ceil(float(len(val_indices)) / float(BATCH_SIZE))),\n            epochs=1,\n            verbose=1,\n            callbacks=callbacks_list)\n        list_loss.append(history.history['val_loss'][0])\n        list_f2.append(history.history['val_f2_score'][0])\n        print(\"Val loss of fold %d = %f\"%(i+1, history.history['val_loss'][0]))\n        print(\"F2 score of fold %d = %f\"%(i+1, history.history['val_f2_score'][0]))\n\n    print(\"\\nMean val loss over all: \", np.mean(np.array(list_loss)))\n    print(\"Mean f2_score over all: \", np.mean(np.array(list_f2)))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# train all layers - finetuning\nif(training):\n    n_folds = 15\n\n    for layer in model.layers:\n        layer.trainable = True\n\n    model.compile(loss=focal_loss,\n                optimizer=tf.keras.optimizers.Adam(lr=0.0003),\n                 metrics=[f2_score])\n\n    checkpoint = tf.keras.callbacks.ModelCheckpoint('../working/imet_xception_val_f2_{val_f2_score:3f}-f2_{f2_score:3f}.h5',\n                                                    monitor='val_loss', verbose=1, save_best_only=True, \n                                                    mode='min', save_weights_only = True)\n    reduceLROnPlat = tf.keras.callbacks.ReduceLROnPlateau(monitor='val_loss', factor=0.5, patience=1, \n                                       verbose=1, mode='auto', epsilon=0.0001)\n    early = tf.keras.callbacks.EarlyStopping(monitor=\"val_loss\", \n                          mode=\"min\", \n                          patience=9)\n    callbacks_list = [checkpoint, csv_logger, reduceLROnPlat]\n\n    print(\"Start training ...\")\n\n    kfolder = generate_kfolds(n_folds, image_names=train_val_df['id'], categorical_labels=categorical_labels)\n    list_loss = []\n    list_f2 = []\n\n    for i, (train_indices, val_indices) in enumerate(kfolder.split(train_val_df['id'], categorical_labels)):\n        print(\"============== Fold\", (i+1), \"================\")\n        train_dataset = create_dataset(train_val_df.loc[train_indices, 'id'], categorical_labels[train_indices, :], preproc_fn=tr_preprocessing_fn, threads=2)\n        val_dataset = create_dataset(train_val_df.loc[val_indices, 'id'], categorical_labels[val_indices, :], preproc_fn=val_preprocessing_fn, threads=2)\n        history = model.fit_generator(\n            train_dataset,\n            steps_per_epoch=int(np.ceil(float(len(train_indices)) / float(BATCH_SIZE))),\n            validation_data=val_dataset,\n            validation_steps=int(np.ceil(float(len(val_indices)) / float(BATCH_SIZE))),\n            epochs=1,\n            verbose=1,\n            callbacks=callbacks_list)\n        list_loss.append(history.history['val_loss'][0])\n        list_f2.append(history.history['val_f2_score'][0])\n        print(\"Val loss of fold %d = %f\"%(i+1, history.history['val_loss'][0]))\n        print(\"F2 score of fold %d = %f\"%(i+1, history.history['val_f2_score'][0]))\n\n    print(\"\\nMean val loss over all: \", np.mean(np.array(list_loss)))\n    print(\"Mean f2_score over all: \", np.mean(np.array(list_f2)))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 4. Prediction and submit"},{"metadata":{"trusted":true},"cell_type":"code","source":"submit = pd.read_csv('../input/imet-2019-fgvc6/sample_submission.csv')\npredicted = []","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# load the best score model\ndef file_filter(filename):\n    return filename.startswith('imet_xception')\n\nif(training):\n    model_files = list(filter(file_filter, os.listdir('../working/')))\n    model_files = sorted(model_files)\n\n    weight_path = os.path.join(\"../working/\", model_files[-1])\n    print(\"Current weight path for prediction: \", weight_path)\n    \n    model.load_weights(weight_path)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"'''Search for the best threshold regarding the validation set'''\nBATCH = 512\ncheck_dataset = create_dataset(train_val_df['id'], categorical_labels, preproc_fn=val_preprocessing_fn, threads=2)\n\ncounter = 0\nn_val = round(len(train_val_df)*0.5//BATCH)\nprint(n_val)\n\nlastFullValPred = np.empty((0, N_CLASSES))\nlastFullValLabels = np.empty((0, N_CLASSES))\n\nfor X, y in tqdm(check_dataset): \n    if(counter >= n_val):\n        break\n    else:\n        counter += 1\n    \n    y_pred = model.predict(X.numpy())\n    lastFullValPred = np.append(lastFullValPred, y_pred, axis=0)\n    lastFullValLabels = np.append(lastFullValLabels, y, axis=0)\n    \n\nprint(lastFullValPred.shape, lastFullValLabels.shape)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"beta_f2 = 2\ndef my_f2(y_true, y_pred):\n    assert y_true.shape[0] == y_pred.shape[0]\n\n    tp = np.sum((y_true == 1) & (y_pred == 1))\n    tn = np.sum((y_true == 0) & (y_pred == 0))\n    fp = np.sum((y_true == 0) & (y_pred == 1))\n    fn = np.sum((y_true == 1) & (y_pred == 0))\n    \n    p = tp / (tp + fp + K.epsilon())\n    r = tp / (tp + fn + K.epsilon())\n\n    f2 = (1+beta_f2**2)*p*r / (p*beta_f2**2 + r + 1e-15)\n\n    return f2\n\ndef find_best_fixed_threshold(preds, targs, do_plot=True):\n    score = []\n    thrs = np.arange(0, 0.5, 0.01)\n    for thr in tqdm(thrs):\n        score.append(my_f2(targs, (preds > thr).astype(int) ))\n    score = np.array(score)\n    pm = score.argmax()\n    best_thr, best_score = thrs[pm], score[pm].item()\n    print(f'thr={best_thr:.3f}', f'F2={best_score:.3f}')\n    if do_plot:\n        plt.plot(thrs, score)\n        plt.vlines(x=best_thr, ymin=score.min(), ymax=score.max())\n        plt.text(best_thr+0.03, best_score-0.01, f'$F_{2}=${best_score:.3f}', fontsize=14);\n        plt.show()\n    return best_thr, best_score","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"best_thr, best_score = find_best_fixed_threshold(lastFullValPred, lastFullValLabels, do_plot=True)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def load_img(img_name):\n    path = '../input/imet-2019-fgvc6/test/'+ img_name +\".png\"\n    img_string = tf.read_file(path)\n    img = tf.image.decode_png(img_string)\n    shape = tf.shape(img)  # Use dynamic shape, only known at runtime\n    tfwidth = tf.to_float(shape[1])\n    tfheight = tf.to_float(shape[0])\n\n    img = tf.cond(tf.math.logical_or(tfwidth/tfheight > 3.0, tfwidth/tfheight < 1/3.0), \n            lambda: tf.image.random_crop(img, size=[300, 300, 3]), \n            lambda: img)\n    \n    img = tf.image.resize(img, (SIZE, SIZE))\n    img = tf.to_float(img) / 255.0\n    return img","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submit_ds = tf.data.Dataset.from_tensor_slices(submit['id'])\nsubmit_ds = submit_ds.apply(tf.data.experimental.map_and_batch(map_func=load_img, batch_size=BATCH_SIZE))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"predictions = model.predict_generator(submit_ds, steps = int(np.ceil(len(submit['id']) / BATCH_SIZE)), verbose=1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"label_indices = []\nfor raw_pred in predictions:\n    label_predict = np.arange(N_CLASSES)[raw_pred>=best_thr]\n    str_predict_label = ' '.join(str(l) for l in label_predict)\n    label_indices.append(str_predict_label)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submit['attribute_ids'] = label_indices\nsubmit.to_csv('submission.csv', index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submit['attribute_ids'].head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submit['attribute_ids'].map(lambda row: len(row.split(\" \"))).value_counts()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}