{"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)\nimport random\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\"))\n\n# Any results you write to the current directory are saved as output.","execution_count":1,"outputs":[{"output_type":"stream","text":"['test', 'train', 'driver_imgs_list.csv', 'sample_submission.csv']\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install tensorflow-gpu==2.0.0-alpha0;","execution_count":2,"outputs":[{"output_type":"stream","text":"Requirement already satisfied: tensorflow-gpu==2.0.0-alpha0 in /opt/conda/lib/python3.6/site-packages (2.0.0a0)\nRequirement already satisfied: gast>=0.2.0 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (0.2.2)\nRequirement already satisfied: keras-applications>=1.0.6 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.0.7)\nRequirement already satisfied: absl-py>=0.7.0 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (0.7.1)\nRequirement already satisfied: keras-preprocessing>=1.0.5 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.0.9)\nRequirement already satisfied: tf-estimator-nightly<1.14.0.dev2019030116,>=1.14.0.dev2019030115 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.14.0.dev2019030115)\nRequirement already satisfied: astor>=0.6.0 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (0.7.1)\nRequirement already satisfied: google-pasta>=0.1.2 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (0.1.6)\nRequirement already satisfied: grpcio>=1.8.6 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.20.0)\nRequirement already satisfied: wheel>=0.26 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (0.31.1)\nRequirement already satisfied: tb-nightly<1.14.0a20190302,>=1.14.0a20190301 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.14.0a20190301)\nRequirement already satisfied: six>=1.10.0 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.12.0)\nRequirement already satisfied: numpy<2.0,>=1.14.5 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.16.3)\nRequirement already satisfied: termcolor>=1.1.0 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (1.1.0)\nRequirement already satisfied: protobuf>=3.6.1 in /opt/conda/lib/python3.6/site-packages (from tensorflow-gpu==2.0.0-alpha0) (3.7.1)\nRequirement already satisfied: h5py in /opt/conda/lib/python3.6/site-packages (from keras-applications>=1.0.6->tensorflow-gpu==2.0.0-alpha0) (2.9.0)\nRequirement already satisfied: werkzeug>=0.11.15 in /opt/conda/lib/python3.6/site-packages (from tb-nightly<1.14.0a20190302,>=1.14.0a20190301->tensorflow-gpu==2.0.0-alpha0) (0.14.1)\nRequirement already satisfied: markdown>=2.6.8 in /opt/conda/lib/python3.6/site-packages (from tb-nightly<1.14.0a20190302,>=1.14.0a20190301->tensorflow-gpu==2.0.0-alpha0) (3.1)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.6/site-packages (from protobuf>=3.6.1->tensorflow-gpu==2.0.0-alpha0) (39.1.0)\n\u001b[33mYou are using pip version 19.0.3, however version 19.1.1 is available.\nYou should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n","name":"stdout"}]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"import tensorflow as tf\nprint(tf.__version__)\ntf.test.is_gpu_available(\n    cuda_only=False,\n    min_cuda_compute_capability=None\n)","execution_count":3,"outputs":[{"output_type":"stream","text":"2.0.0-alpha0\n","name":"stdout"},{"output_type":"execute_result","execution_count":3,"data":{"text/plain":"True"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# defining the path and classes.\ndirectory = '../input/train'\ntest_directory = '../input/test/'\nclasses = ['c0','c1','c2','c3','c4','c5','c6','c7','c8','c9']","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# defining a shape to be used for our models.\nimg_size = 240","execution_count":5,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import cv2\nimport matplotlib.pyplot as plt","execution_count":6,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Train class image for display.\nfor i in classes:\n    path = os.path.join(directory,i)\n    for img in os.listdir(path):\n        img_array = cv2.imread(os.path.join(path,img),cv2.IMREAD_COLOR)\n        RGB_img = cv2.cvtColor(img_array, cv2.COLOR_BGR2RGB)\n        plt.imshow(RGB_img)\n        plt.show()\n        break\n    break","execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Test class image for display.\ntest_array = []\nfor img in os.listdir(test_directory):\n    img_array = cv2.imread(os.path.join(test_directory,img),cv2.IMREAD_COLOR)\n    RGB_img = cv2.cvtColor(img_array, cv2.COLOR_BGR2RGB)\n    test_array = RGB_img\n    plt.imshow(RGB_img)\n    plt.show()\n    break","execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# checkking image size using shape.\nprint(img_array.shape)","execution_count":28,"outputs":[{"output_type":"stream","text":"(480, 640, 3)\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# trying out the resize image functionality\nnew_img = cv2.resize(test_array,(img_size,img_size))\nprint(new_img.shape)\nplt.imshow(new_img)\nplt.show()\n","execution_count":30,"outputs":[{"output_type":"stream","text":"(240, 240, 3)\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# creating a training dataset.\ntraining_data = []\ni = 0\ndef create_training_data():\n    for category in classes:\n        path = os.path.join(directory,category)\n        class_num = classes.index(category)\n        \n        for img in os.listdir(path):\n            img_array = cv2.imread(os.path.join(path,img),cv2.IMREAD_COLOR)\n            RGB_img = cv2.cvtColor(img_array, cv2.COLOR_BGR2RGB)\n            new_img = cv2.resize(RGB_img,(img_size,img_size))\n            training_data.append([new_img,class_num])","execution_count":7,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"create_training_data()","execution_count":8,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(len(training_data))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"random.shuffle(training_data)\nx = []\ny = []","execution_count":9,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for features, label in training_data:\n    x.append(features)\n    y.append(label)","execution_count":10,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(x),len(y)","execution_count":11,"outputs":[{"output_type":"execute_result","execution_count":11,"data":{"text/plain":"(22424, 22424)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"x[0].shape","execution_count":12,"outputs":[{"output_type":"execute_result","execution_count":12,"data":{"text/plain":"(240, 240, 3)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(x)","execution_count":13,"outputs":[{"output_type":"execute_result","execution_count":13,"data":{"text/plain":"22424"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"x = np.array(x).reshape(-1,img_size,img_size,3)\nx[0].shape","execution_count":14,"outputs":[{"output_type":"execute_result","execution_count":14,"data":{"text/plain":"(240, 240, 3)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nx_train,x_test,y_train,y_test = train_test_split(x,y,test_size=0.3,random_state=96)","execution_count":15,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"del x,y","execution_count":16,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import gc\ngc.collect()","execution_count":17,"outputs":[{"output_type":"execute_result","execution_count":17,"data":{"text/plain":"10"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from tensorflow.keras import utils","execution_count":18,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"Y_train = utils.to_categorical(y_train,num_classes=10)\nY_test = utils.to_categorical(y_test,num_classes=10)","execution_count":19,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from tensorflow.keras import datasets, layers, models, callbacks\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Dropout, Flatten, Activation, BatchNormalization","execution_count":20,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = models.Sequential()\n## CNN 1\nmodel.add(Conv2D(32,(3,3),activation='relu',input_shape=(240,240,3)))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(32,(3,3),activation='relu',padding='same'))\nmodel.add(BatchNormalization(axis = 3))\nmodel.add(MaxPooling2D(pool_size=(2,2),padding='same'))\nmodel.add(Dropout(0.3))\n## CNN 2\nmodel.add(Conv2D(64,(3,3),activation='relu',padding='same'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(64,(3,3),activation='relu',padding='same'))\nmodel.add(BatchNormalization(axis = 3))\nmodel.add(MaxPooling2D(pool_size=(2,2),padding='same'))\nmodel.add(Dropout(0.3))\n## CNN 3\nmodel.add(Conv2D(128,(3,3),activation='relu',padding='same'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(128,(3,3),activation='relu',padding='same'))\nmodel.add(BatchNormalization(axis = 3))\nmodel.add(MaxPooling2D(pool_size=(2,2),padding='same'))\nmodel.add(Dropout(0.5))\n## Dense & Output\nmodel.add(Flatten())\nmodel.add(Dense(units = 512,activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Dropout(0.5))\nmodel.add(Dense(units = 128,activation='relu'))\nmodel.add(Dropout(0.25))\nmodel.add(Dense(10,activation='softmax'))","execution_count":21,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.summary()","execution_count":22,"outputs":[{"output_type":"stream","text":"Model: \"sequential\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nconv2d (Conv2D)              (None, 238, 238, 32)      896       \n_________________________________________________________________\nbatch_normalization_v2 (Batc (None, 238, 238, 32)      128       \n_________________________________________________________________\nconv2d_1 (Conv2D)            (None, 238, 238, 32)      9248      \n_________________________________________________________________\nbatch_normalization_v2_1 (Ba (None, 238, 238, 32)      128       \n_________________________________________________________________\nmax_pooling2d (MaxPooling2D) (None, 119, 119, 32)      0         \n_________________________________________________________________\ndropout (Dropout)            (None, 119, 119, 32)      0         \n_________________________________________________________________\nconv2d_2 (Conv2D)            (None, 119, 119, 64)      18496     \n_________________________________________________________________\nbatch_normalization_v2_2 (Ba (None, 119, 119, 64)      256       \n_________________________________________________________________\nconv2d_3 (Conv2D)            (None, 119, 119, 64)      36928     \n_________________________________________________________________\nbatch_normalization_v2_3 (Ba (None, 119, 119, 64)      256       \n_________________________________________________________________\nmax_pooling2d_1 (MaxPooling2 (None, 60, 60, 64)        0         \n_________________________________________________________________\ndropout_1 (Dropout)          (None, 60, 60, 64)        0         \n_________________________________________________________________\nconv2d_4 (Conv2D)            (None, 60, 60, 128)       73856     \n_________________________________________________________________\nbatch_normalization_v2_4 (Ba (None, 60, 60, 128)       512       \n_________________________________________________________________\nconv2d_5 (Conv2D)            (None, 60, 60, 128)       147584    \n_________________________________________________________________\nbatch_normalization_v2_5 (Ba (None, 60, 60, 128)       512       \n_________________________________________________________________\nmax_pooling2d_2 (MaxPooling2 (None, 30, 30, 128)       0         \n_________________________________________________________________\ndropout_2 (Dropout)          (None, 30, 30, 128)       0         \n_________________________________________________________________\nflatten (Flatten)            (None, 115200)            0         \n_________________________________________________________________\ndense (Dense)                (None, 512)               58982912  \n_________________________________________________________________\nbatch_normalization_v2_6 (Ba (None, 512)               2048      \n_________________________________________________________________\ndropout_3 (Dropout)          (None, 512)               0         \n_________________________________________________________________\ndense_1 (Dense)              (None, 128)               65664     \n_________________________________________________________________\ndropout_4 (Dropout)          (None, 128)               0         \n_________________________________________________________________\ndense_2 (Dense)              (None, 10)                1290      \n=================================================================\nTotal params: 59,340,714\nTrainable params: 59,338,794\nNon-trainable params: 1,920\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(loss='categorical_crossentropy',metrics=['accuracy'],optimizer='adam')\ncallback = [callbacks.EarlyStopping(monitor='val_accuracy',patience=5)]\nbatch_size = 70\nn_epochs = 15","execution_count":34,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"results = model.fit(x_train,Y_train,\n                    batch_size=batch_size,epochs=n_epochs,\n                    verbose=1,\n                    validation_data=(x_test,Y_test),\n                    callbacks=callback)","execution_count":35,"outputs":[{"output_type":"stream","text":"Train on 15696 samples, validate on 6728 samples\nEpoch 1/15\n15696/15696 [==============================] - 89s 6ms/sample - loss: 0.0465 - accuracy: 0.9855 - val_loss: 0.0503 - val_accuracy: 0.9869\nEpoch 2/15\n15696/15696 [==============================] - 85s 5ms/sample - loss: 0.0371 - accuracy: 0.9876 - val_loss: 0.0433 - val_accuracy: 0.9906\nEpoch 3/15\n15696/15696 [==============================] - 85s 5ms/sample - loss: 0.0342 - accuracy: 0.9891 - val_loss: 0.0479 - val_accuracy: 0.9903\nEpoch 4/15\n15696/15696 [==============================] - 85s 5ms/sample - loss: 0.0196 - accuracy: 0.9931 - val_loss: 0.0469 - val_accuracy: 0.9881\nEpoch 5/15\n15696/15696 [==============================] - 86s 5ms/sample - loss: 0.0292 - accuracy: 0.9898 - val_loss: 0.0650 - val_accuracy: 0.9826\nEpoch 6/15\n15696/15696 [==============================] - 85s 5ms/sample - loss: 0.0199 - accuracy: 0.9940 - val_loss: 0.0268 - val_accuracy: 0.9941\nEpoch 7/15\n15696/15696 [==============================] - 85s 5ms/sample - loss: 0.0145 - accuracy: 0.9948 - val_loss: 0.1321 - val_accuracy: 0.9926\nEpoch 8/15\n15696/15696 [==============================] - 86s 5ms/sample - loss: 0.0244 - accuracy: 0.9924 - val_loss: 0.2500 - val_accuracy: 0.9581\nEpoch 9/15\n15696/15696 [==============================] - 86s 5ms/sample - loss: 0.0213 - accuracy: 0.9938 - val_loss: 0.1164 - val_accuracy: 0.9923\nEpoch 10/15\n15696/15696 [==============================] - 86s 5ms/sample - loss: 0.0099 - accuracy: 0.9966 - val_loss: 0.0535 - val_accuracy: 0.9891\nEpoch 11/15\n15696/15696 [==============================] - 86s 5ms/sample - loss: 0.0106 - accuracy: 0.9959 - val_loss: 0.1861 - val_accuracy: 0.9889\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Plot training & validation accuracy values\nplt.plot(results.history['accuracy'])\nplt.plot(results.history['val_accuracy'])\nplt.title('Model accuracy')\nplt.ylabel('Accuracy')\nplt.xlabel('Epoch')\nplt.legend(['Train', 'Test'], loc='lower right')\nplt.show()\n\n# Plot training & validation loss values\nplt.plot(results.history['loss'])\nplt.plot(results.history['val_loss'])\nplt.title('Model loss')\nplt.ylabel('Loss')\nplt.xlabel('Epoch')\nplt.legend(['Train', 'Test'], loc='upper right')\nplt.show()","execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Predict"},{"metadata":{"trusted":true},"cell_type":"code","source":"pred= model.predict_classes(x_test)","execution_count":37,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Confusion Matrix"},{"metadata":{"trusted":true},"cell_type":"code","source":"import scikitplot as skplt\nskplt.metrics.plot_confusion_matrix(y_test, pred)\nplt.show()","execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 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\n"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"## Classification Report"},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import classification_report \nprint(classification_report(y_test, pred))","execution_count":39,"outputs":[{"output_type":"stream","text":"              precision    recall  f1-score   support\n\n           0       1.00      0.99      0.99       751\n           1       0.99      1.00      0.99       666\n           2       1.00      1.00      1.00       675\n           3       1.00      0.98      0.99       678\n           4       0.99      0.99      0.99       711\n           5       1.00      1.00      1.00       712\n           6       0.99      0.99      0.99       708\n           7       0.95      1.00      0.97       596\n           8       0.99      0.96      0.97       618\n           9       0.99      0.98      0.98       613\n\n   micro avg       0.99      0.99      0.99      6728\n   macro avg       0.99      0.99      0.99      6728\nweighted avg       0.99      0.99      0.99      6728\n\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"## Classes Definitions\n    c0: safe driving\n    c1: texting - right\n    c2: talking on the phone - right\n    c3: texting - left\n    c4: talking on the phone - left\n    c5: operating the radio\n    c6: drinking\n    c7: reaching behind\n    c8: hair and makeup\n    c9: talking to passenger"},{"metadata":{},"cell_type":"markdown","source":"## Testing using random image"},{"metadata":{"trusted":true},"cell_type":"code","source":"random_filename = random.choice([\n    x for x in os.listdir(test_directory)\n    if os.path.isfile(os.path.join(test_directory, x))])\nrandom_filename=test_directory+random_filename\nprint(random_filename)\nimg_array = cv2.imread(random_filename,cv2.IMREAD_COLOR)\nRGB_img = cv2.cvtColor(img_array, cv2.COLOR_BGR2RGB)\nnew_img = cv2.resize(RGB_img,(img_size,img_size))\nprint('Prediction : {}'.format(model.predict_classes(new_img.reshape(-1,img_size,img_size,3))))\nplt.imshow(new_img)\nplt.show()\n","execution_count":92,"outputs":[{"output_type":"stream","text":"../input/test/img_86516.jpg\nPrediction : [8]\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.save_weights('./driverdistraction_lr_weights.h5', overwrite=True)","execution_count":87,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.save('./driverdistraction.h5')","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}