{"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\nimport os\nprint(os.listdir(\"../input\"))\nimport cv2\nfrom PIL import Image\nimport matplotlib.pyplot as plt\nimport tensorflow as tf\nimport time\nimport sklearn\n# Any results you write to the current directory are saved as output.","execution_count":60,"outputs":[{"output_type":"stream","text":"['train', 'test', 'train_labels.csv', 'sample_submission.csv']\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"# Load in the training dataset"},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"train_labels = pd.read_csv('../input/train_labels.csv')\nprint(train_labels.iloc[:3,:])","execution_count":61,"outputs":[{"output_type":"stream","text":"                                         id  label\n0  f38a6374c348f90b587e046aac6079959adf3835      0\n1  c18f2d887b7ae4f6742ee445113fa1aef383ed77      1\n2  755db6279dae599ebb4d39a9123cce439965282d      0\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"# Explore the data, visualize the cancer and benign cell images"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Find the first 6 images without cancer cells\nbenigns = []\ni = 0\nwhile len(benigns) < 6:    \n    if train_labels.iloc[i,1] == 0:\n        benigns.append(train_labels.iloc[i,0])\n    i += 1","execution_count":62,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Find the first 6 images with cancer cells\ncancers = []\ni = 0\nwhile len(cancers) < 6:    \n    if train_labels.iloc[i,1] == 1:\n        cancers.append(train_labels.iloc[i,0])\n    i += 1","execution_count":63,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Visualize the images without cancer cells in RGB format\n# read in the first image\nfig, ax = plt.subplots(nrows=2, ncols=3)\nfig.suptitle('Benign cells images')\ni = 0\nfor row in ax:\n    for col in row:        \n        sample1 = cv2.imread('../input/train/'+ '%s' % benigns[i] +'.tif')\n        sample1 = cv2.cvtColor(sample1, cv2.COLOR_BGR2RGB)\n        img1 = Image.fromarray(sample1,'RGB')\n        col.imshow(img1)\n        i += 1\n        #col.plot(x, y)","execution_count":64,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 6 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Visualize the images with cancer cells in RGB format\nfig, ax = plt.subplots(nrows=2, ncols=3)\nfig.suptitle('Cancers images')\ni = 0\nfor row in ax:\n    for col in row:        \n        sample2 = cv2.imread('../input/train/'+ '%s' % cancers[i] +'.tif')\n        sample2 = cv2.cvtColor(sample2, cv2.COLOR_BGR2RGB)\n        img2 = Image.fromarray(sample2,'RGB')\n        col.imshow(img2)\n        i += 1","execution_count":65,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 6 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Find the shape of each image\nsample2.shape","execution_count":33,"outputs":[{"output_type":"execute_result","execution_count":33,"data":{"text/plain":"(96, 96, 3)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Explore the classes\nprint('There are ', len(train_labels[train_labels['label']==0]), ' training samples in the 0 class.')\nprint('There are ', len(train_labels[train_labels['label']==1]), ' training samples in the 1 class.')","execution_count":34,"outputs":[{"output_type":"stream","text":"There are  130908  training samples in the 0 class.\nThere are  89117  training samples in the 1 class.\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"### The training dataset is not strictly balanced. The ratio for benign samples to cancer samples is about 1.5 : 1."},{"metadata":{},"cell_type":"markdown","source":"# Preprocessing the training data"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Stack images into one numpy array\n# Read in images batch by batch\ndef preprocessing(start, end):\n    file_name = train_labels.iloc[start,0]\n    sample1 = cv2.imread('../input/train/'+ '%s' % file_name +'.tif')\n    sample1 = cv2.cvtColor(sample1, cv2.COLOR_BGR2RGB)\n    X_train = sample1\n    Y_train = [[train_labels.iloc[0,1]]]\n    idx = start+1\n    for file in train_labels.iloc[start+1:end,0]:\n        img = cv2.imread('../input/train/'+ '%s' % file +'.tif')\n        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n        X_train = np.concatenate([X_train,img])\n        Y_train.extend([[train_labels.iloc[idx,1]]])\n        idx += 1\n    X_train = np.reshape(X_train,(-1,96,96,3))\n    X_train = 2.0*(X_train / 255) - 1.0\n    return X_train, Y_train","execution_count":42,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Test the preprocessing function with first 10 training data\ntrain_filenames = train_labels.iloc[:,0]\nX_train,Y_train = preprocessing(0, 10)\nX_train.shape","execution_count":43,"outputs":[{"output_type":"execute_result","execution_count":43,"data":{"text/plain":"(10, 96, 96, 3)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Convert the binary labels into one-hot format\nfrom sklearn.preprocessing import OneHotEncoder\nenc = OneHotEncoder()\nenc.fit(np.array(Y_train))\nout = enc.transform(Y_train).toarray()\nprint(out)\nprint(train_labels.iloc[:10,1])","execution_count":44,"outputs":[{"output_type":"stream","text":"[[1. 0.]\n [0. 1.]\n [1. 0.]\n [1. 0.]\n [1. 0.]\n [1. 0.]\n [0. 1.]\n [0. 1.]\n [1. 0.]\n [1. 0.]]\n0    0\n1    1\n2    0\n3    0\n4    0\n5    0\n6    1\n7    1\n8    0\n9    0\nName: label, dtype: int64\n","name":"stdout"},{"output_type":"stream","text":"/opt/conda/lib/python3.6/site-packages/sklearn/preprocessing/_encoders.py:371: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.\nIf you want the future behaviour and silence this warning, you can specify \"categories='auto'\".\nIn case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.\n  warnings.warn(msg, FutureWarning)\n","name":"stderr"}]},{"metadata":{},"cell_type":"markdown","source":"# Build the multi-scale CNN "},{"metadata":{"trusted":true},"cell_type":"code","source":"def MultiScaleCNNArchV2(x, dropout):\n    \"\"\"\n    See \"Traffic Sign Recognition with MultiScale Convolutional Neural Networks\" by Sermanet, 2011.\n    See also https://chatbotslife.com/german-sign-classification-using-deep-learning-neural-networks-98-8-solution-d05656bf51ad.\n    I re-implemented an architecture similar to the ones described by Yadav and Sermanet. \n    \"\"\"\n    mu = 0\n    sigma = 0.05\n\n    ##CONVOLUTION LAYER 1\n    #Weights for layer 1\n    w_1 = tf.Variable(tf.truncated_normal([11,11,3,96], stddev=0.01))\n    #Bias for layer 1\n    b_1 = tf.Variable(tf.constant(0.0, shape=[[11,11,3,96][3]]))\n    #Applying convolution\n    c_1 = tf.nn.conv2d(x, w_1,strides=[1, 2, 2, 1], padding='VALID')\n    #Adding bias\n    c_1 = c_1 + b_1\n    #Applying RELU\n    c_1 = tf.nn.relu(c_1)\n    ##POOLING LAYER1\n    p_1 = tf.nn.max_pool(c_1, ksize=[1, 3, 3, 1],strides=[1, 2, 2, 1], padding='VALID')\n\n    ##CONVOLUTION LAYER 2\n    #Weights for layer 2\n    w_2 = tf.Variable(tf.truncated_normal([5,5,96,256], stddev=0.01))\n    #Bias for layer 2\n    b_2 = tf.Variable(tf.constant(1.0, shape=[[5,5,96,256][3]]))\n    #Applying convolution\n    c_2 = tf.nn.conv2d(p_1, w_2,strides=[1, 1, 1, 1], padding='SAME')\n    #Adding bias\n    c_2 = c_2 + b_2\n    #Applying RELU\n    c_2 = tf.nn.relu(c_2)\n    ##POOLING LAYER2\n    p_2 = tf.nn.max_pool(c_2, ksize=[1, 3, 3, 1],strides=[1, 2, 2, 1], padding='VALID')\n    \n    ##CONVOLUTION LAYER 3\n    #Weights for layer 3\n    w_3 = tf.Variable(tf.truncated_normal([3, 3, 256, 384], stddev=0.01))\n    #Bias for layer 3\n    b_3 = tf.Variable(tf.constant(0.0, shape=[[3, 3, 256, 384][3]]))\n    #Applying convolution\n    c_3 = tf.nn.conv2d(p_2, w_3,strides=[1, 1, 1, 1], padding='SAME')\n    #Adding bias\n    c_3 = c_3 + b_3\n    #Applying RELU\n    c_3 = tf.nn.relu(c_3)\n    \n    ##CONVOLUTION LAYER 4\n    #Weights for layer 4\n    w_4 = tf.Variable(tf.truncated_normal([3, 3, 384, 384], stddev=0.01))\n    #Bias for layer 4\n    b_4 = tf.Variable(tf.constant(0.0, shape=[[3, 3, 384, 384][3]]))\n    #Applying convolution\n    c_4 = tf.nn.conv2d(c_3, w_4,strides=[1, 1, 1, 1], padding='SAME')\n    #Adding bias\n    c_4 = c_4 + b_4\n    #Applying RELU\n    c_4 = tf.nn.relu(c_4)\n\n    ##CONVOLUTION LAYER 5\n    #Weights for layer 5\n    w_5 = tf.Variable(tf.truncated_normal([3, 3, 384, 256], stddev=0.01))\n    #Bias for layer 5\n    b_5 = tf.Variable(tf.constant(0.0, shape=[[3, 3, 384, 256][3]]))\n    #Applying convolution\n    c_5 = tf.nn.conv2d(c_4, w_5,strides=[1, 1, 1, 1], padding='SAME')\n    #Adding bias\n    c_5 = c_5 + b_5\n    #Applying RELU\n    c_5 = tf.nn.relu(c_5)\n    ##POOLING LAYER3\n    p_3 = tf.nn.max_pool(c_5, ksize=[1, 3, 3, 1],strides=[1, 2, 2, 1], padding='VALID')\n    \n    # Layer 13: Combining layers 4, 8, and 12 into one flattened layer.\n    # Input = 16x16x32, 8x8x64, 4x4x128. Output = 1x14336\n    flat_layer1 = tf.contrib.layers.flatten(p_1)\n    flat_layer2 = tf.contrib.layers.flatten(p_2)\n    flat_layer3 = tf.contrib.layers.flatten(p_3)\n    #Flattening\n    #flattened = tf.reshape(p_3,[-1,4*4*256])\n    flattened= tf.concat([flat_layer1, flat_layer2, flat_layer3], axis=1)\n    # Layer 14: Fully Connected. Input = 1x14336. Output = 1x1024\n    input_size = int( flattened.get_shape()[1] )\n    #Weights for FC Layer 1\n    w1_fc = tf.Variable(tf.truncated_normal([input_size, 2048], stddev=0.01))\n    #Bias for FC Layer 1\n    b1_fc = tf.Variable( tf.constant(1.0, shape=[2048] ) )\n    #Summing Matrix calculations and bias\n    s_fc1 = tf.matmul(flattened, w1_fc) + b1_fc\n    #Applying RELU\n    s_fc1 = tf.nn.relu(s_fc1)\n    #Dropout Layer 1\n    hold_prob1 = tf.placeholder(tf.float32)\n    s_fc1 = tf.nn.dropout(s_fc1,keep_prob=dropout)\n    \n    ##Fully Connected Layer 2\n    #Weights for FC Layer 2\n    w2_fc = tf.Variable(tf.truncated_normal([2048, 1024], stddev=0.01))\n    #Bias for FC Layer 2\n    b2_fc = tf.Variable( tf.constant(1.0, shape=[1024] ) )\n    #Summing Matrix calculations and bias\n    s_fc2 = tf.matmul(s_fc1, w2_fc) + b2_fc\n    #Applying RELU\n    s_fc2 = tf.nn.relu(s_fc2)\n    #Dropout Layer 2\n    hold_prob2 = tf.placeholder(tf.float32)\n    s_fc2 = tf.nn.dropout(s_fc2,keep_prob=dropout)\n    \n    ##Fully Connected Layer 3\n    #Weights for FC Layer 3\n    w3_fc = tf.Variable(tf.truncated_normal([1024,2], stddev=0.01))\n    #Bias for FC Layer 3b3_fc = tf.Variable( tf.constant(1.0, shape=[output_classes] ) )\n    b3_fc = tf.Variable( tf.constant(1.0, shape=[2] ) )\n    #Summing Matrix calculations and bias\n    y_pred = tf.matmul(s_fc2, w3_fc) + b3_fc    \n    \n    regularizers = (tf.nn.l2_loss(w_1)\n                    + tf.nn.l2_loss(w_2) + tf.nn.l2_loss(w_3)\n                    + tf.nn.l2_loss(w_4) + tf.nn.l2_loss(w_5)\n                    + tf.nn.l2_loss(w1_fc) + tf.nn.l2_loss(w2_fc)\n                    + tf.nn.l2_loss(w3_fc))\n                    \n    return y_pred, regularizers","execution_count":45,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Hyperparameters\nEPOCHS = 40\nBATCH_SIZE = 128\nrate = 0.00005\ndropout = 0.50\n#Resetting graph\ntf.reset_default_graph()\n#Defining Placeholders\nx = tf.placeholder(tf.float32,shape=[None,96,96,3])\ny_true = tf.placeholder(tf.float32,shape=[None,2])\nkeep_prob = tf.placeholder(tf.float32)\nlogits, regularizers = MultiScaleCNNArchV2(x, keep_prob)\n#Defining loss function\ncross_entropy = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(labels=y_true,logits=logits))\n#Defining objective\ntrain = tf.train.AdamOptimizer(learning_rate=rate).minimize(cross_entropy)\n\n#Defining Accuracy\nmatches = tf.equal(tf.argmax(logits,1),tf.argmax(y_true,1))\nacc = tf.reduce_mean(tf.cast(matches,tf.float32))\n\n#Initializing weights\ninit = tf.global_variables_initializer()\nsaver = tf.train.Saver()","execution_count":46,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: 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\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\nWARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/contrib/layers/python/layers/layers.py:1624: flatten (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\nInstructions for updating:\nUse keras.layers.flatten instead.\nWARNING:tensorflow:From <ipython-input-45-3770a727e38c>:96: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\nInstructions for updating:\nPlease use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"# Choose the last 5025 training data as the validation data"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Use the last 5025 training data as the validation data\nvalidate_x,validate_y = preprocessing(215000,220025)\nvalidate_y = enc.transform(validate_y).toarray()","execution_count":47,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Train the model with 215000 training data"},{"metadata":{"trusted":true},"cell_type":"code","source":"#Starting Empty lists to keep results\nacc_list = []\nauc_list = []\nloss_list = []","execution_count":48,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import roc_auc_score  \n#GPU settings\nmax_accuracy = 0.0\nepochs = 30\nBATCH_SIZE = 128\nconfig = tf.ConfigProto(allow_soft_placement=True)\nconfig.gpu_options.allow_growth = True\nconfig.gpu_options.allocator_type = 'BFC'\nwith tf.Session(config=config) as sess:\n    sess.run(init)\n    num_examples = 215000\n    for i in range(epochs):\n        for offset in range(0, num_examples, BATCH_SIZE):\n            end = offset + BATCH_SIZE            \n            batch_x, batch_y = preprocessing(offset,end)\n            batch_y = enc.transform(batch_y).toarray()\n            batch_x, batch_y = sklearn.utils.shuffle(batch_x, batch_y)\n            #Feeding step_size-amount data with 0.5 keeping probabilities on DROPOUT LAYERS\n            _,c = sess.run([train,cross_entropy],\n                           feed_dict={x:batch_x , y_true:batch_y, keep_prob: 0.5})\n        #Writing for loop to calculate test statistics. GTX 1050 isn't able to calculate all test data.\n        cv_auc_list = []\n        cv_acc_list = []\n        cv_loss_list = []\n        for v in range(0,len(validate_y)-int(len(validate_y) % 128),128):\n            acc_on_cv,loss_on_cv,preds = sess.run([acc,cross_entropy,tf.nn.softmax(logits)],\n                                                  feed_dict={x:validate_x[v:v+128] ,y_true:validate_y[v:v+128] , \n                                                             keep_prob: 1.0})\n            auc_on_cv = roc_auc_score(validate_y[v:v+128],preds)\n            cv_acc_list.append(acc_on_cv)\n            cv_auc_list.append(auc_on_cv)\n            cv_loss_list.append(loss_on_cv)\n        acc_cv_ = round(np.mean(cv_acc_list),5)\n        auc_cv_ = round(np.mean(cv_auc_list),5)\n        loss_cv_ = round(np.mean(cv_loss_list),5)\n        acc_list.append(acc_cv_)\n        auc_list.append(auc_cv_)\n        loss_list.append(loss_cv_)\n        print(\"Epoch:\",i+1,\"Accuracy:\",acc_cv_,\"Loss:\",loss_cv_ ,\"AUC:\",auc_cv_)\n        if acc_cv_ > max_accuracy:  # save only highest accuracy we've achieved so far\n            max_accuracy = acc_cv_\n            saver.save(sess, './best_model_save_file')            \n            print(\"Highest accuracy seen so far. Model saved.\")            \n        else:\n            print(\"Not highest accuracy seen so far. Model not saved.\")\n        ","execution_count":50,"outputs":[{"output_type":"stream","text":"Epoch: 1 Accuracy: 0.60136 Loss: 0.65834 AUC: 0.76833\nHighest accuracy seen so far. Model saved.\nEpoch: 2 Accuracy: 0.60136 Loss: 0.64014 AUC: 0.80569\nNot highest accuracy seen so far. Model not saved.\nEpoch: 3 Accuracy: 0.71014 Loss: 0.57089 AUC: 0.80839\nHighest accuracy seen so far. Model saved.\nEpoch: 4 Accuracy: 0.76703 Loss: 0.50838 AUC: 0.82719\nHighest accuracy seen so far. Model saved.\n","name":"stdout"},{"output_type":"error","ename":"KeyboardInterrupt","evalue":"","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)","\u001b[0;32m<ipython-input-50-0aa3332ab56e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     18\u001b[0m             \u001b[0;31m#Feeding step_size-amount data with 0.5 keeping probabilities on DROPOUT LAYERS\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     19\u001b[0m             _,c = sess.run([train,cross_entropy],\n\u001b[0;32m---> 20\u001b[0;31m                            feed_dict={x:batch_x , y_true:batch_y, keep_prob: 0.5})\n\u001b[0m\u001b[1;32m     21\u001b[0m         \u001b[0;31m#Writing for loop to calculate test statistics. GTX 1050 isn't able to calculate all test data.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     22\u001b[0m         \u001b[0mcv_auc_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    927\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    928\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 929\u001b[0;31m                          run_metadata_ptr)\n\u001b[0m\u001b[1;32m    930\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    931\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1150\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mfeed_dict_tensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1151\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m-> 1152\u001b[0;31m                              feed_dict_tensor, options, run_metadata)\n\u001b[0m\u001b[1;32m   1153\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1154\u001b[0m       \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1326\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1327\u001b[0m       return self._do_call(_run_fn, feeds, fetches, targets, options,\n\u001b[0;32m-> 1328\u001b[0;31m                            run_metadata)\n\u001b[0m\u001b[1;32m   1329\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1330\u001b[0m       \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_prun_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeeds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetches\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1332\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1333\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1334\u001b[0;31m       \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1335\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1336\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m   1317\u001b[0m       \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_extend_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1318\u001b[0m       return self._call_tf_sessionrun(\n\u001b[0;32m-> 1319\u001b[0;31m           options, feed_dict, fetch_list, target_list, run_metadata)\n\u001b[0m\u001b[1;32m   1320\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1321\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m_call_tf_sessionrun\u001b[0;34m(self, options, feed_dict, fetch_list, target_list, run_metadata)\u001b[0m\n\u001b[1;32m   1405\u001b[0m     return tf_session.TF_SessionRun_wrapper(\n\u001b[1;32m   1406\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1407\u001b[0;31m         run_metadata)\n\u001b[0m\u001b[1;32m   1408\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1409\u001b[0m   \u001b[0;32mdef\u001b[0m \u001b[0m_call_tf_sessionprun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyboardInterrupt\u001b[0m: "]}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Visualize the training process through accuracy, loss and AUC on the validation data\nf,ax=plt.subplots(3,1,figsize=(15,15))\npd.Series(acc_list).plot(kind='line',title='Accuracy on validation data',ax=ax[0])\npd.Series(auc_list).plot(kind='line',title='Loss on validation data',ax=ax[1])\npd.Series(loss_list).plot(kind='line',title='AUC on validation data',ax=ax[2])\nplt.subplots_adjust(wspace=1)\nax[0].set_title('Accuracy on validation data')\nax[1].set_title('AUC on validation data')\nax[2].set_title('Loss on validation data')\nplt.show()","execution_count":59,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x1080 with 3 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"# Load the test data and use the model to predict"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Load the test data\ntest_labels = pd.read_csv('../input/sample_submission.csv')\ntest_filenames = test_labels.iloc[:,0]\n# Explore the classes\nprint('There are ', len(test_labels[test_labels['label']==0]), ' test samples in the 0 class.')\nprint('There are ', len(test_labels[test_labels['label']==1]), ' test samples in the 1 class.')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Predict the test data with probabilities\nsoftmax_logits = tf.nn.softmax(logits)\n\npredictions = []\nnum_examples = test_labels.shape[0]\nwith tf.Session() as sess:\n    saver = tf.train.import_meta_graph('best_model_save_file.meta')\n    saver.restore(sess,tf.train.latest_checkpoint('./'))\n    for offset in range(0, num_examples):\n            end = offset + 1\n            file_name = test_labels.iloc[offset,0]\n            img = cv2.imread('../input/test/'+ '%s' % file_name +'.tif')\n            img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n            batch_x = np.reshape(img,(-1,96,96,3))\n            batch_x = 2.0*(batch_x / 255) - 1.0\n            pred = sess.run(softmax_logits, feed_dict={x: batch_x, keep_prob: 1.0})\n            predictions.append(pred[0,1])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Save the prediction to the submission file\ntest_pred = test_labels.copy(deep=True)\ntest_pred['label'] = predictions\ntest_pred.to_csv('submission.csv', index=False)","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}