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arrest-tb/image processing and models/arrest-tb-MAIN_1.ipynb
2021-07-02 14:40:27 +00:00

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{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"#import tensor flow\nimport tensorflow as tf","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:08.062995Z","iopub.execute_input":"2021-07-02T14:33:08.063373Z","iopub.status.idle":"2021-07-02T14:33:15.643647Z","shell.execute_reply.started":"2021-07-02T14:33:08.063300Z","shell.execute_reply":"2021-07-02T14:33:15.642937Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"#import all libraries\nimport numpy as np\nimport os\nfrom sklearn.metrics import confusion_matrix\nimport seaborn as sn; sn.set(font_scale=1.4)\nfrom sklearn.utils import shuffle \nimport matplotlib.pyplot as plt \nimport cv2 \nimport tensorflow as tf \nfrom tqdm import tqdm\nfrom sklearn.metrics import classification_report\nfrom sklearn.model_selection import train_test_split\nimport numpy as np","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:15.645423Z","iopub.execute_input":"2021-07-02T14:33:15.645749Z","iopub.status.idle":"2021-07-02T14:33:16.730986Z","shell.execute_reply.started":"2021-07-02T14:33:15.645712Z","shell.execute_reply":"2021-07-02T14:33:16.730323Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nfrom matplotlib import pyplot as plt #Ploting charts\nfrom glob import glob #retriving an array of files in directories\nfrom keras.models import Sequential #for neural network models\nfrom keras.layers import Dense, Dropout, Flatten, ZeroPadding2D, Conv2D, MaxPooling2D\nfrom keras.preprocessing.image import ImageDataGenerator #Data augmentation and preprocessing\nfrom keras.utils import to_categorical #For One-hot Encoding\nfrom keras.optimizers import Adam, SGD, RMSprop #For Optimizing the Neural Network\nfrom keras.callbacks import EarlyStopping","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:16.732435Z","iopub.execute_input":"2021-07-02T14:33:16.732822Z","iopub.status.idle":"2021-07-02T14:33:16.816104Z","shell.execute_reply.started":"2021-07-02T14:33:16.732793Z","shell.execute_reply":"2021-07-02T14:33:16.814645Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"class_names = ['negative','positive']\nclass_names_label = {class_name:i for i, class_name in enumerate(class_names)}\n\nnb_classes = len(class_names)\n\nIMAGE_SIZE = (224,224)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:16.817863Z","iopub.execute_input":"2021-07-02T14:33:16.818181Z","iopub.status.idle":"2021-07-02T14:33:16.822963Z","shell.execute_reply.started":"2021-07-02T14:33:16.818153Z","shell.execute_reply":"2021-07-02T14:33:16.822063Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"#load the data\ndef load_data():\n \"\"\"\n Load the data:\n - 14,034 images to train the network.\n - 3,000 images to evaluate how accurately the network learned to classify images.\n \"\"\"\n \n datasets = [\"../input/mainhsv/main(HSV)/training\", \"../input/mainhsv/main(HSV)/testing\"]\n output = []\n \n # Iterate through training and test sets\n for dataset in datasets:\n \n images = []\n labels = []\n \n print(\"Loading {}\".format(dataset))\n \n # Iterate through each folder corresponding to a category\n for folder in os.listdir(dataset):\n label = class_names_label[folder]\n \n # Iterate through each image in our folder\n for file in tqdm(os.listdir(os.path.join(dataset, folder))):\n \n # Get the path name of the image\n img_path = os.path.join(os.path.join(dataset, folder), file)\n \n # Open and resize the img\n image = cv2.imread(img_path)\n image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n image = cv2.resize(image, IMAGE_SIZE) \n \n # Append the image and its corresponding label to the output\n images.append(image)\n labels.append(label)\n \n images = np.array(images, dtype = 'int32')\n labels = np.array(labels, dtype = 'int32') \n \n output.append((images, labels))\n\n return output","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:16.824685Z","iopub.execute_input":"2021-07-02T14:33:16.825178Z","iopub.status.idle":"2021-07-02T14:33:16.842962Z","shell.execute_reply.started":"2021-07-02T14:33:16.825072Z","shell.execute_reply":"2021-07-02T14:33:16.841699Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"(train_images, train_labels), (test_images, test_labels) = load_data()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:16.843871Z","iopub.execute_input":"2021-07-02T14:33:16.844138Z","iopub.status.idle":"2021-07-02T14:33:18.359159Z","shell.execute_reply.started":"2021-07-02T14:33:16.844107Z","shell.execute_reply":"2021-07-02T14:33:18.357818Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":" 21%|██ | 4/19 [00:00<00:00, 38.81it/s]","output_type":"stream"},{"name":"stdout","text":"Loading ../input/mainhsv/main(HSV)/training\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 19/19 [00:00<00:00, 46.53it/s]\n100%|██████████| 23/23 [00:00<00:00, 52.07it/s]\n 54%|█████▍ | 7/13 [00:00<00:00, 62.41it/s]","output_type":"stream"},{"name":"stdout","text":"Loading ../input/mainhsv/main(HSV)/testing\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 13/13 [00:00<00:00, 65.80it/s]\n100%|██████████| 14/14 [00:00<00:00, 36.79it/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"train_images, train_labels = shuffle(train_images, train_labels, random_state=25)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:18.360587Z","iopub.execute_input":"2021-07-02T14:33:18.360904Z","iopub.status.idle":"2021-07-02T14:33:18.374569Z","shell.execute_reply.started":"2021-07-02T14:33:18.360874Z","shell.execute_reply":"2021-07-02T14:33:18.373295Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"n_train = train_labels.shape[0]\nn_test = test_labels.shape[0]\n\nprint (\"Number of training examples: {}\".format(n_train))\nprint (\"Number of testing examples: {}\".format(n_test))\nprint (\"Each image is of size: {}\".format(IMAGE_SIZE))","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:18.378474Z","iopub.execute_input":"2021-07-02T14:33:18.378853Z","iopub.status.idle":"2021-07-02T14:33:18.388491Z","shell.execute_reply.started":"2021-07-02T14:33:18.378821Z","shell.execute_reply":"2021-07-02T14:33:18.386585Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"Number of training examples: 42\nNumber of testing examples: 27\nEach image is of size: (224, 224)\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\n\n_, train_counts = np.unique(train_labels, return_counts=True)\n_, test_counts = np.unique(test_labels, return_counts=True)\npd.DataFrame({'train': train_counts,\n 'test': test_counts}, \n index=class_names\n ).plot.bar()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:18.391468Z","iopub.execute_input":"2021-07-02T14:33:18.391768Z","iopub.status.idle":"2021-07-02T14:33:18.957998Z","shell.execute_reply.started":"2021-07-02T14:33:18.391742Z","shell.execute_reply":"2021-07-02T14:33:18.956621Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"plt.pie(train_counts,\n explode=(0, 0) , \n labels=class_names,\n autopct='%1.1f%%')\nplt.axis('equal')\nplt.title('Proportion of each observed category')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:18.960803Z","iopub.execute_input":"2021-07-02T14:33:18.961353Z","iopub.status.idle":"2021-07-02T14:33:19.077086Z","shell.execute_reply.started":"2021-07-02T14:33:18.961312Z","shell.execute_reply":"2021-07-02T14:33:19.075959Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"train_images = train_images / 255.0 \ntest_images = test_images / 255.0","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.077873Z","iopub.execute_input":"2021-07-02T14:33:19.078056Z","iopub.status.idle":"2021-07-02T14:33:19.107483Z","shell.execute_reply.started":"2021-07-02T14:33:19.078035Z","shell.execute_reply":"2021-07-02T14:33:19.105937Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"#visualize data\ndef display_examples(class_names, images, labels):\n \"\"\"\n Display 25 images from the images array with its corresponding labels\n \"\"\"\n \n fig = plt.figure(figsize=(10,10))\n fig.suptitle(\"Some examples of images of the dataset\", fontsize=16)\n for i in range(10):\n plt.subplot(5,5,i+1)\n plt.xticks([])\n plt.yticks([])\n plt.grid(False)\n plt.imshow(images[i], cmap=plt.cm.binary)\n plt.xlabel(class_names[labels[i]])\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.108735Z","iopub.execute_input":"2021-07-02T14:33:19.108996Z","iopub.status.idle":"2021-07-02T14:33:19.117029Z","shell.execute_reply.started":"2021-07-02T14:33:19.108970Z","shell.execute_reply":"2021-07-02T14:33:19.114728Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"display_examples(class_names, train_images, train_labels)\nprint(train_labels)\nprint(class_names)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.118632Z","iopub.execute_input":"2021-07-02T14:33:19.118958Z","iopub.status.idle":"2021-07-02T14:33:19.633634Z","shell.execute_reply.started":"2021-07-02T14:33:19.118925Z","shell.execute_reply":"2021-07-02T14:33:19.632298Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x720 with 10 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"[1 1 0 0 0 1 0 1 0 1 0 0 1 1 1 0 1 0 1 0 1 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1\n 0 1 0 1 0]\n['negative', 'positive']\n","output_type":"stream"}]},{"cell_type":"code","source":"model = tf.keras.Sequential([\n tf.keras.layers.Conv2D(8, (3, 3), activation = 'relu', input_shape = (224, 224, 3)),\n tf.keras.layers.MaxPooling2D((2,2),strides=(2, 2)),\n tf.keras.layers.Flatten(),\n tf.keras.layers.Dense(8, activation=tf.nn.relu),\n tf.keras.layers.Dense(2, activation=tf.nn.softmax)\n])\n","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.635560Z","iopub.execute_input":"2021-07-02T14:33:19.635873Z","iopub.status.idle":"2021-07-02T14:33:19.760394Z","shell.execute_reply.started":"2021-07-02T14:33:19.635849Z","shell.execute_reply":"2021-07-02T14:33:19.759116Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.761768Z","iopub.execute_input":"2021-07-02T14:33:19.762073Z","iopub.status.idle":"2021-07-02T14:33:19.771930Z","shell.execute_reply.started":"2021-07-02T14:33:19.762048Z","shell.execute_reply":"2021-07-02T14:33:19.771187Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"Model: \"sequential\"\n_________________________________________________________________\nLayer (type) Output Shape Param # \n=================================================================\nconv2d (Conv2D) (None, 222, 222, 8) 224 \n_________________________________________________________________\nmax_pooling2d (MaxPooling2D) (None, 111, 111, 8) 0 \n_________________________________________________________________\nflatten (Flatten) (None, 98568) 0 \n_________________________________________________________________\ndense (Dense) (None, 8) 788552 \n_________________________________________________________________\ndense_1 (Dense) (None, 2) 18 \n=================================================================\nTotal params: 788,794\nTrainable params: 788,794\nNon-trainable params: 0\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"model.compile(optimizer = 'adam', loss = 'sparse_categorical_crossentropy', metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.772791Z","iopub.execute_input":"2021-07-02T14:33:19.773020Z","iopub.status.idle":"2021-07-02T14:33:19.791941Z","shell.execute_reply.started":"2021-07-02T14:33:19.772997Z","shell.execute_reply":"2021-07-02T14:33:19.790730Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"history = model.fit(train_images, train_labels, batch_size=128, epochs=30, validation_split = 0.4)\n","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:19.793515Z","iopub.execute_input":"2021-07-02T14:33:19.793907Z","iopub.status.idle":"2021-07-02T14:33:30.136150Z","shell.execute_reply.started":"2021-07-02T14:33:19.793882Z","shell.execute_reply":"2021-07-02T14:33:30.134414Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Epoch 1/30\n1/1 [==============================] - 1s 1s/step - loss: 0.7909 - accuracy: 0.4800 - val_loss: 4.7619 - val_accuracy: 0.4118\nEpoch 2/30\n1/1 [==============================] - 0s 309ms/step - loss: 4.3171 - accuracy: 0.4800 - val_loss: 1.0624 - val_accuracy: 0.4118\nEpoch 3/30\n1/1 [==============================] - 0s 300ms/step - loss: 1.0592 - accuracy: 0.5600 - val_loss: 0.6932 - val_accuracy: 0.5294\nEpoch 4/30\n1/1 [==============================] - 0s 274ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6931 - val_accuracy: 0.5294\nEpoch 5/30\n1/1 [==============================] - 0s 286ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6930 - val_accuracy: 0.5294\nEpoch 6/30\n1/1 [==============================] - 0s 281ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6929 - val_accuracy: 0.5294\nEpoch 7/30\n1/1 [==============================] - 0s 322ms/step - loss: 0.6930 - accuracy: 0.5200 - val_loss: 0.6928 - val_accuracy: 0.5294\nEpoch 8/30\n1/1 [==============================] - 0s 332ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6927 - val_accuracy: 0.5294\nEpoch 9/30\n1/1 [==============================] - 0s 322ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6927 - val_accuracy: 0.5294\nEpoch 10/30\n1/1 [==============================] - 0s 317ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6926 - val_accuracy: 0.5294\nEpoch 11/30\n1/1 [==============================] - 0s 296ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6926 - val_accuracy: 0.5294\nEpoch 12/30\n1/1 [==============================] - 0s 287ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6925 - val_accuracy: 0.5294\nEpoch 13/30\n1/1 [==============================] - 0s 296ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6925 - val_accuracy: 0.5294\nEpoch 14/30\n1/1 [==============================] - 0s 306ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6924 - val_accuracy: 0.5294\nEpoch 15/30\n1/1 [==============================] - 0s 291ms/step - loss: 0.6929 - accuracy: 0.5200 - val_loss: 0.6924 - val_accuracy: 0.5294\nEpoch 16/30\n1/1 [==============================] - 0s 334ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6923 - val_accuracy: 0.5294\nEpoch 17/30\n1/1 [==============================] - 0s 281ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6923 - val_accuracy: 0.5294\nEpoch 18/30\n1/1 [==============================] - 0s 293ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6923 - val_accuracy: 0.5294\nEpoch 19/30\n1/1 [==============================] - 0s 293ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6922 - val_accuracy: 0.5294\nEpoch 20/30\n1/1 [==============================] - 0s 293ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6922 - val_accuracy: 0.5294\nEpoch 21/30\n1/1 [==============================] - 0s 297ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6922 - val_accuracy: 0.5294\nEpoch 22/30\n1/1 [==============================] - 0s 291ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5294\nEpoch 23/30\n1/1 [==============================] - 0s 290ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5294\nEpoch 24/30\n1/1 [==============================] - 0s 289ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5294\nEpoch 25/30\n1/1 [==============================] - 0s 300ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6921 - val_accuracy: 0.5294\nEpoch 26/30\n1/1 [==============================] - 0s 332ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5294\nEpoch 27/30\n1/1 [==============================] - 0s 300ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5294\nEpoch 28/30\n1/1 [==============================] - 0s 303ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6920 - val_accuracy: 0.5294\nEpoch 29/30\n1/1 [==============================] - 0s 328ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6919 - val_accuracy: 0.5294\nEpoch 30/30\n1/1 [==============================] - 0s 310ms/step - loss: 0.6928 - accuracy: 0.5200 - val_loss: 0.6919 - val_accuracy: 0.5294\n","output_type":"stream"}]},{"cell_type":"code","source":"print(test_labels)\nprint(class_names)\nwith open(\"lables.txt\",\"w\") as f:\n for item in class_names:\n f.write(\"%s\\n\"%item)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.138262Z","iopub.execute_input":"2021-07-02T14:33:30.138524Z","iopub.status.idle":"2021-07-02T14:33:30.144565Z","shell.execute_reply.started":"2021-07-02T14:33:30.138498Z","shell.execute_reply":"2021-07-02T14:33:30.143191Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"[0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n['negative', 'positive']\n","output_type":"stream"}]},{"cell_type":"code","source":"def plot_accuracy_loss(history):\n \"\"\"\n Plot the accuracy and the loss during the training of the nn.\n \"\"\"\n fig = plt.figure(figsize=(10,5))\n\n # Plot accuracy\n plt.subplot(221)\n plt.plot(history.history['accuracy'],'bo--', label = \"accuracy\")\n plt.plot(history.history['val_accuracy'], 'ro--', label = \"val_accuracy\")\n plt.title(\"train_acc vs val_acc\")\n plt.ylabel(\"accuracy\")\n plt.xlabel(\"epochs\")\n plt.legend()\n\n # Plot loss function\n plt.subplot(222)\n plt.plot(history.history['loss'],'bo--', label = \"loss\")\n plt.plot(history.history['val_loss'], 'ro--', label = \"val_loss\")\n plt.title(\"train_loss vs val_loss\")\n plt.ylabel(\"loss\")\n plt.xlabel(\"epochs\")\n\n plt.legend()\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.146243Z","iopub.execute_input":"2021-07-02T14:33:30.146646Z","iopub.status.idle":"2021-07-02T14:33:30.166944Z","shell.execute_reply.started":"2021-07-02T14:33:30.146603Z","shell.execute_reply":"2021-07-02T14:33:30.165463Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"plot_accuracy_loss(history)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.168624Z","iopub.execute_input":"2021-07-02T14:33:30.168928Z","iopub.status.idle":"2021-07-02T14:33:30.470678Z","shell.execute_reply.started":"2021-07-02T14:33:30.168903Z","shell.execute_reply":"2021-07-02T14:33:30.468999Z"},"trusted":true},"execution_count":20,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 720x360 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"test_loss = model.evaluate(test_images, test_labels,batch_size=200)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.472034Z","iopub.execute_input":"2021-07-02T14:33:30.472362Z","iopub.status.idle":"2021-07-02T14:33:30.599415Z","shell.execute_reply.started":"2021-07-02T14:33:30.472334Z","shell.execute_reply":"2021-07-02T14:33:30.598409Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 86ms/step - loss: 0.6928 - accuracy: 0.5185\n","output_type":"stream"}]},{"cell_type":"code","source":"probability_model = tf.keras.Sequential([model, \n tf.keras.layers.Softmax()])","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.600395Z","iopub.execute_input":"2021-07-02T14:33:30.600586Z","iopub.status.idle":"2021-07-02T14:33:30.626440Z","shell.execute_reply.started":"2021-07-02T14:33:30.600565Z","shell.execute_reply":"2021-07-02T14:33:30.625679Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"predictions = probability_model.predict(test_images)\npredicted_label = np.argmax(predictions, axis =1)\nprint(predicted_label.shape)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.630084Z","iopub.execute_input":"2021-07-02T14:33:30.630540Z","iopub.status.idle":"2021-07-02T14:33:30.809148Z","shell.execute_reply.started":"2021-07-02T14:33:30.630512Z","shell.execute_reply":"2021-07-02T14:33:30.807451Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"(27,)\n","output_type":"stream"}]},{"cell_type":"code","source":"from sklearn import metrics\n# Predicted values\ny_pred = predicted_label\n# Actual values\ny_act = test_labels\nprint(metrics.confusion_matrix(y_act, y_pred))\nprint(metrics.classification_report(y_act, y_pred))","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.811465Z","iopub.execute_input":"2021-07-02T14:33:30.811877Z","iopub.status.idle":"2021-07-02T14:33:30.835406Z","shell.execute_reply.started":"2021-07-02T14:33:30.811840Z","shell.execute_reply":"2021-07-02T14:33:30.833085Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"[[ 0 13]\n [ 0 14]]\n precision recall f1-score support\n\n 0 0.00 0.00 0.00 13\n 1 0.52 1.00 0.68 14\n\n accuracy 0.52 27\n macro avg 0.26 0.50 0.34 27\nweighted avg 0.27 0.52 0.35 27\n\n","output_type":"stream"},{"name":"stderr","text":"/opt/conda/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1245: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1245: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n _warn_prf(average, modifier, msg_start, len(result))\n/opt/conda/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1245: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n _warn_prf(average, modifier, msg_start, len(result))\n","output_type":"stream"}]},{"cell_type":"code","source":"def plot_image(i, predictions_array, true_label, img):\n true_label, img = true_label[i], img[i]\n plt.grid(False)\n plt.xticks([])\n plt.yticks([])\n\n plt.imshow(img, cmap=plt.cm.binary)\n\n predicted_label = np.argmax(predictions_array)\n if predicted_label == true_label:\n color = 'green'\n else:\n color = 'red'\n\n plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n 100*np.max(predictions_array),\n '',\n class_names[true_label]),\n color=color)\n\ndef plot_value_array(i, predictions_array, true_label):\n true_label = true_label[i]\n plt.grid(False)\n plt.xticks(range(10))\n plt.yticks([])\n thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n plt.ylim([0, 1])\n print(predicted_label.shape)\n predicted_label = np.argmax(predictions_array)\n \n thisplot[predicted_label].set_color('red')\n thisplot[true_label].set_color('green')\n\n","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.837368Z","iopub.execute_input":"2021-07-02T14:33:30.837771Z","iopub.status.idle":"2021-07-02T14:33:30.850692Z","shell.execute_reply.started":"2021-07-02T14:33:30.837730Z","shell.execute_reply":"2021-07-02T14:33:30.849260Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nnum_rows = 5\nnum_cols = 2\nnum_images = num_rows*num_cols\nplt.figure(figsize=(2*2*num_cols, 2*num_rows))\nfor i in range(9):\n plt.subplot(num_rows, 2*num_cols, 2*i+1)\n plot_image(i, predictions[i], test_labels, test_images)\n \nplt.tight_layout()\nplt.show()\n\n","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:30.852301Z","iopub.execute_input":"2021-07-02T14:33:30.852563Z","iopub.status.idle":"2021-07-02T14:33:31.425368Z","shell.execute_reply.started":"2021-07-02T14:33:30.852539Z","shell.execute_reply":"2021-07-02T14:33:31.423744Z"},"trusted":true},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 576x720 with 9 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"model.save('model')","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:31.426408Z","iopub.execute_input":"2021-07-02T14:33:31.426634Z","iopub.status.idle":"2021-07-02T14:33:32.517911Z","shell.execute_reply.started":"2021-07-02T14:33:31.426603Z","shell.execute_reply":"2021-07-02T14:33:32.516488Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"model='./model'\nconverter = tf.lite.TFLiteConverter.from_saved_model(model) # path to the SavedModel directory\n\nconverter.optimizations = [tf.lite.Optimize.OPTIMIZE_FOR_SIZE] # for dynamic range quantized model \n\ntflite_model = converter.convert() \nwith open('quantized_model.tflite', 'wb') as f:\n f.write(tflite_model)\n\n\n","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:32.520323Z","iopub.execute_input":"2021-07-02T14:33:32.520600Z","iopub.status.idle":"2021-07-02T14:33:33.092760Z","shell.execute_reply.started":"2021-07-02T14:33:32.520575Z","shell.execute_reply":"2021-07-02T14:33:33.091505Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"model='./model'\nconverter = tf.lite.TFLiteConverter.from_saved_model(model) # path to the SavedModel directory\n\nconverter.optimizations = [tf.lite.Optimize.OPTIMIZE_FOR_SIZE] # for dynamic range quantized model \nconverter.target_spec.supported_types = [tf.float32] # for floating range quantized model\n\ntflite_model = converter.convert() \n\n\nwith open('floating_model.tflite', 'wb') as f:\n f.write(tflite_model)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:33.094032Z","iopub.execute_input":"2021-07-02T14:33:33.094287Z","iopub.status.idle":"2021-07-02T14:33:33.447958Z","shell.execute_reply.started":"2021-07-02T14:33:33.094261Z","shell.execute_reply":"2021-07-02T14:33:33.446600Z"},"trusted":true},"execution_count":29,"outputs":[]},{"cell_type":"code","source":"import numpy as np\nimport tensorflow as tf\n\n# Load the TFLite model and allocate tensors.\ninterpreter = tf.lite.Interpreter(model_path=\"quantized_model.tflite\")\ninterpreter.allocate_tensors()\n\n# Get input and output tensors.\ninput_details = interpreter.get_input_details()\noutput_details = interpreter.get_output_details()\n\n# Test the model on random input data.\ninput_shape = input_details[0]['shape']\ninput_data = np.array(np.random.random_sample(input_shape), dtype=np.float32)\ninterpreter.set_tensor(input_details[0]['index'], input_data)\n\ninterpreter.invoke()\n\n# The function `get_tensor()` returns a copy of the tensor data.\n# Use `tensor()` in order to get a pointer to the tensor.\noutput_data = interpreter.get_tensor(output_details[0]['index'])\nprint(output_data)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T14:33:33.449105Z","iopub.execute_input":"2021-07-02T14:33:33.449361Z","iopub.status.idle":"2021-07-02T14:33:33.503303Z","shell.execute_reply.started":"2021-07-02T14:33:33.449338Z","shell.execute_reply":"2021-07-02T14:33:33.502430Z"},"trusted":true},"execution_count":30,"outputs":[{"name":"stdout","text":"[[0.4941507 0.5058493]]\n","output_type":"stream"}]}]}