diff --git a/image processing and models/arrest-tb-main.ipynb b/image processing and models/arrest-tb-main.ipynb deleted file mode 100644 index c0d5128..0000000 --- a/image processing and models/arrest-tb-main.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"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":"2021-06-16T09:03:33.981815Z","iopub.execute_input":"2021-06-16T09:03:33.982276Z","iopub.status.idle":"2021-06-16T09:03:40.492208Z","shell.execute_reply.started":"2021-06-16T09:03:33.982181Z","shell.execute_reply":"2021-06-16T09:03:40.491076Z"},"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":"2021-06-16T09:03:40.493700Z","iopub.execute_input":"2021-06-16T09:03:40.494011Z","iopub.status.idle":"2021-06-16T09:03:41.448387Z","shell.execute_reply.started":"2021-06-16T09:03:40.493980Z","shell.execute_reply":"2021-06-16T09:03:41.447299Z"},"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":"2021-06-16T09:03:41.450587Z","iopub.execute_input":"2021-06-16T09:03:41.451029Z","iopub.status.idle":"2021-06-16T09:03:41.523570Z","shell.execute_reply.started":"2021-06-16T09:03:41.450984Z","shell.execute_reply":"2021-06-16T09:03:41.522461Z"},"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 = (299,299)","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:03:41.528670Z","iopub.execute_input":"2021-06-16T09:03:41.529095Z","iopub.status.idle":"2021-06-16T09:03:41.535055Z","shell.execute_reply.started":"2021-06-16T09:03:41.529053Z","shell.execute_reply":"2021-06-16T09:03:41.534092Z"},"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 = 'float32')\n labels = np.array(labels, dtype = 'int32') \n \n output.append((images, labels))\n\n return output","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:03:41.536658Z","iopub.execute_input":"2021-06-16T09:03:41.537353Z","iopub.status.idle":"2021-06-16T09:03:41.550125Z","shell.execute_reply.started":"2021-06-16T09:03:41.537307Z","shell.execute_reply":"2021-06-16T09:03:41.549156Z"},"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":"2021-06-16T09:03:41.551334Z","iopub.execute_input":"2021-06-16T09:03:41.551810Z","iopub.status.idle":"2021-06-16T09:03:42.961333Z","shell.execute_reply.started":"2021-06-16T09:03:41.551758Z","shell.execute_reply":"2021-06-16T09:03:42.960284Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":" 16%|█▌ | 3/19 [00:00<00:00, 26.28it/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, 45.10it/s]\n100%|██████████| 23/23 [00:00<00:00, 61.06it/s]\n100%|██████████| 13/13 [00:00<00:00, 83.47it/s]\n 0%| | 0/14 [00:00","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":"2021-06-16T09:03:43.399593Z","iopub.execute_input":"2021-06-16T09:03:43.399896Z","iopub.status.idle":"2021-06-16T09:03:43.537708Z","shell.execute_reply.started":"2021-06-16T09:03:43.399854Z","shell.execute_reply":"2021-06-16T09:03:43.536700Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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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":"2021-06-16T09:03:43.539264Z","iopub.execute_input":"2021-06-16T09:03:43.539692Z","iopub.status.idle":"2021-06-16T09:03:43.570481Z","shell.execute_reply.started":"2021-06-16T09:03:43.539648Z","shell.execute_reply":"2021-06-16T09:03:43.569443Z"},"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":"2021-06-16T09:03:43.571965Z","iopub.execute_input":"2021-06-16T09:03:43.572329Z","iopub.status.idle":"2021-06-16T09:03:43.579454Z","shell.execute_reply.started":"2021-06-16T09:03:43.572296Z","shell.execute_reply":"2021-06-16T09:03:43.578293Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"display_examples(class_names, train_images, train_labels)","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:03:43.580692Z","iopub.execute_input":"2021-06-16T09:03:43.580974Z","iopub.status.idle":"2021-06-16T09:03:44.364056Z","shell.execute_reply.started":"2021-06-16T09:03:43.580946Z","shell.execute_reply":"2021-06-16T09:03:44.363287Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"model = tf.keras.Sequential([\n tf.keras.layers.Conv2D(32, (3, 3), activation = 'relu', input_shape = (299, 299, 3)),\n tf.keras.layers.MaxPooling2D((2,2),strides=(2, 2)),\n tf.keras.layers.Flatten(),\n tf.keras.layers.Dense(64, activation=tf.nn.relu),\n tf.keras.layers.Dense(2, activation=tf.nn.softmax)\n])\n","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:03:44.365253Z","iopub.execute_input":"2021-06-16T09:03:44.365692Z","iopub.status.idle":"2021-06-16T09:03:44.922683Z","shell.execute_reply.started":"2021-06-16T09:03:44.365653Z","shell.execute_reply":"2021-06-16T09:03:44.921818Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:03:44.924000Z","iopub.execute_input":"2021-06-16T09:03:44.924406Z","iopub.status.idle":"2021-06-16T09:03:44.934388Z","shell.execute_reply.started":"2021-06-16T09:03:44.924361Z","shell.execute_reply":"2021-06-16T09:03:44.931601Z"},"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"Model: \"sequential\"\n_________________________________________________________________\nLayer (type) Output Shape Param # \n=================================================================\nconv2d (Conv2D) (None, 297, 297, 32) 896 \n_________________________________________________________________\nmax_pooling2d (MaxPooling2D) (None, 148, 148, 32) 0 \n_________________________________________________________________\nflatten (Flatten) (None, 700928) 0 \n_________________________________________________________________\ndense (Dense) (None, 64) 44859456 \n_________________________________________________________________\ndense_1 (Dense) (None, 2) 130 \n=================================================================\nTotal params: 44,860,482\nTrainable params: 44,860,482\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":"2021-06-16T09:03:44.936349Z","iopub.execute_input":"2021-06-16T09:03:44.936734Z","iopub.status.idle":"2021-06-16T09:03:44.961785Z","shell.execute_reply.started":"2021-06-16T09:03:44.936696Z","shell.execute_reply":"2021-06-16T09:03:44.960445Z"},"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)\nopen(\"lables.txt\",\"wb\").write(train_labels)","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:03:44.963883Z","iopub.execute_input":"2021-06-16T09:03:44.964396Z","iopub.status.idle":"2021-06-16T09:04:25.690804Z","shell.execute_reply.started":"2021-06-16T09:03:44.964315Z","shell.execute_reply":"2021-06-16T09:04:25.689743Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Epoch 1/30\n1/1 [==============================] - 3s 3s/step - loss: 0.6853 - accuracy: 0.6000 - val_loss: 10.9545 - val_accuracy: 0.5882\nEpoch 2/30\n1/1 [==============================] - 1s 1s/step - loss: 6.6682 - accuracy: 0.6400 - val_loss: 78.8334 - val_accuracy: 0.4118\nEpoch 3/30\n1/1 [==============================] - 1s 1s/step - loss: 72.4703 - accuracy: 0.4800 - val_loss: 48.0667 - val_accuracy: 0.4118\nEpoch 4/30\n1/1 [==============================] - 1s 1s/step - loss: 44.4776 - accuracy: 0.4800 - val_loss: 1.3389 - val_accuracy: 0.7059\nEpoch 5/30\n1/1 [==============================] - 1s 1s/step - loss: 0.2990 - accuracy: 0.8400 - val_loss: 19.9537 - val_accuracy: 0.5882\nEpoch 6/30\n1/1 [==============================] - 1s 1s/step - loss: 22.0531 - accuracy: 0.5200 - val_loss: 18.6469 - val_accuracy: 0.5882\nEpoch 7/30\n1/1 [==============================] - 1s 1s/step - loss: 20.2595 - accuracy: 0.5200 - val_loss: 6.6060 - val_accuracy: 0.6471\nEpoch 8/30\n1/1 [==============================] - 1s 1s/step - loss: 6.1300 - accuracy: 0.6000 - val_loss: 9.5852 - val_accuracy: 0.4706\nEpoch 9/30\n1/1 [==============================] - 1s 1s/step - loss: 8.3128 - accuracy: 0.6400 - val_loss: 16.0034 - val_accuracy: 0.4706\nEpoch 10/30\n1/1 [==============================] - 1s 1s/step - loss: 13.2124 - accuracy: 0.6400 - val_loss: 12.6792 - val_accuracy: 0.4706\nEpoch 11/30\n1/1 [==============================] - 1s 1s/step - loss: 9.8576 - accuracy: 0.6400 - val_loss: 3.8942 - val_accuracy: 0.5882\nEpoch 12/30\n1/1 [==============================] - 1s 1s/step - loss: 1.9353 - accuracy: 0.7600 - val_loss: 4.6702 - val_accuracy: 0.6471\nEpoch 13/30\n1/1 [==============================] - 1s 1s/step - loss: 4.5043 - accuracy: 0.7200 - val_loss: 7.2354 - val_accuracy: 0.6471\nEpoch 14/30\n1/1 [==============================] - 1s 1s/step - loss: 7.5869 - accuracy: 0.7200 - val_loss: 6.9805 - val_accuracy: 0.6471\nEpoch 15/30\n1/1 [==============================] - 1s 1s/step - loss: 7.2352 - accuracy: 0.7200 - val_loss: 4.9070 - val_accuracy: 0.6471\nEpoch 16/30\n1/1 [==============================] - 1s 1s/step - loss: 4.4251 - accuracy: 0.7200 - val_loss: 2.3892 - val_accuracy: 0.6471\nEpoch 17/30\n1/1 [==============================] - 1s 1s/step - loss: 0.2855 - accuracy: 0.9200 - val_loss: 6.0027 - val_accuracy: 0.5882\nEpoch 18/30\n1/1 [==============================] - 1s 1s/step - loss: 3.0502 - accuracy: 0.7600 - val_loss: 7.2436 - val_accuracy: 0.4706\nEpoch 19/30\n1/1 [==============================] - 1s 1s/step - loss: 4.0754 - accuracy: 0.6800 - val_loss: 5.1069 - val_accuracy: 0.5882\nEpoch 20/30\n1/1 [==============================] - 1s 1s/step - loss: 2.2007 - accuracy: 0.7600 - val_loss: 2.2504 - val_accuracy: 0.6471\nEpoch 21/30\n1/1 [==============================] - 1s 1s/step - loss: 0.0988 - accuracy: 0.9600 - val_loss: 3.0064 - val_accuracy: 0.6471\nEpoch 22/30\n1/1 [==============================] - 1s 1s/step - loss: 1.5244 - accuracy: 0.7200 - val_loss: 2.9066 - val_accuracy: 0.6471\nEpoch 23/30\n1/1 [==============================] - 1s 1s/step - loss: 1.3945 - accuracy: 0.7200 - val_loss: 2.0489 - val_accuracy: 0.7059\nEpoch 24/30\n1/1 [==============================] - 1s 1s/step - loss: 0.1033 - accuracy: 0.9600 - val_loss: 3.7614 - val_accuracy: 0.5294\nEpoch 25/30\n1/1 [==============================] - 2s 2s/step - loss: 1.3139 - accuracy: 0.7600 - val_loss: 3.4209 - val_accuracy: 0.5882\nEpoch 26/30\n1/1 [==============================] - 1s 1s/step - loss: 1.0597 - accuracy: 0.8000 - val_loss: 1.8578 - val_accuracy: 0.5882\nEpoch 27/30\n1/1 [==============================] - 1s 1s/step - loss: 0.0779 - accuracy: 0.9600 - val_loss: 2.2884 - val_accuracy: 0.7059\nEpoch 28/30\n1/1 [==============================] - 1s 1s/step - loss: 0.6913 - accuracy: 0.8000 - val_loss: 2.1557 - val_accuracy: 0.7059\nEpoch 29/30\n1/1 [==============================] - 1s 1s/step - loss: 0.4697 - accuracy: 0.8400 - val_loss: 1.8268 - val_accuracy: 0.7059\nEpoch 30/30\n1/1 [==============================] - 1s 1s/step - loss: 0.0722 - accuracy: 0.9600 - val_loss: 3.2303 - val_accuracy: 0.5882\n","output_type":"stream"},{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"168"},"metadata":{}}]},{"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":"2021-06-16T09:04:25.691981Z","iopub.execute_input":"2021-06-16T09:04:25.692319Z","iopub.status.idle":"2021-06-16T09:04:25.701917Z","shell.execute_reply.started":"2021-06-16T09:04:25.692288Z","shell.execute_reply":"2021-06-16T09:04:25.701074Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"plot_accuracy_loss(history)","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:04:25.702963Z","iopub.execute_input":"2021-06-16T09:04:25.703266Z","iopub.status.idle":"2021-06-16T09:04:26.102150Z","shell.execute_reply.started":"2021-06-16T09:04:25.703238Z","shell.execute_reply":"2021-06-16T09:04:26.101230Z"},"trusted":true},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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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":"2021-06-16T09:04:26.103557Z","iopub.execute_input":"2021-06-16T09:04:26.103966Z","iopub.status.idle":"2021-06-16T09:04:26.513312Z","shell.execute_reply.started":"2021-06-16T09:04:26.103921Z","shell.execute_reply":"2021-06-16T09:04:26.512386Z"},"trusted":true},"execution_count":20,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 354ms/step - loss: 1.8765 - accuracy: 0.7778\n","output_type":"stream"}]},{"cell_type":"code","source":"probability_model = tf.keras.Sequential([model, \n tf.keras.layers.Softmax()])","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:04:26.514536Z","iopub.execute_input":"2021-06-16T09:04:26.514834Z","iopub.status.idle":"2021-06-16T09:04:26.541402Z","shell.execute_reply.started":"2021-06-16T09:04:26.514804Z","shell.execute_reply":"2021-06-16T09:04:26.540398Z"},"trusted":true},"execution_count":21,"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":"2021-06-16T09:04:26.544434Z","iopub.execute_input":"2021-06-16T09:04:26.544749Z","iopub.status.idle":"2021-06-16T09:04:27.004881Z","shell.execute_reply.started":"2021-06-16T09:04:26.544719Z","shell.execute_reply":"2021-06-16T09:04:27.004092Z"},"trusted":true},"execution_count":22,"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":"2021-06-16T09:04:27.005959Z","iopub.execute_input":"2021-06-16T09:04:27.006292Z","iopub.status.idle":"2021-06-16T09:04:27.018860Z","shell.execute_reply.started":"2021-06-16T09:04:27.006263Z","shell.execute_reply":"2021-06-16T09:04:27.017620Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"[[13 0]\n [ 6 8]]\n precision recall f1-score support\n\n 0 0.68 1.00 0.81 13\n 1 1.00 0.57 0.73 14\n\n accuracy 0.78 27\n macro avg 0.84 0.79 0.77 27\nweighted avg 0.85 0.78 0.77 27\n\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":"2021-06-16T09:04:27.022212Z","iopub.execute_input":"2021-06-16T09:04:27.022910Z","iopub.status.idle":"2021-06-16T09:04:27.033191Z","shell.execute_reply.started":"2021-06-16T09:04:27.022858Z","shell.execute_reply":"2021-06-16T09:04:27.032425Z"},"trusted":true},"execution_count":24,"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":"2021-06-16T09:04:27.034164Z","iopub.execute_input":"2021-06-16T09:04:27.034612Z","iopub.status.idle":"2021-06-16T09:04:27.874683Z","shell.execute_reply.started":"2021-06-16T09:04:27.034582Z","shell.execute_reply":"2021-06-16T09:04:27.873439Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}]},{"cell_type":"code","source":"model.save('model')","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:04:27.875771Z","iopub.execute_input":"2021-06-16T09:04:27.876053Z","iopub.status.idle":"2021-06-16T09:04:29.310404Z","shell.execute_reply.started":"2021-06-16T09:04:27.876026Z","shell.execute_reply":"2021-06-16T09:04:29.309254Z"},"trusted":true},"execution_count":26,"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.DEFAULT] # for dynamic range quantized model \nconverter.target_spec.supported_types = [tf.float16] # for floating range quantized model\n\ntflite_model = converter.convert()\n\n# Save the model as model.tflite\nwith open('quantized_model.tflite', 'wb') as f:\n f.write(tflite_model)\nwith open('floating_model.tflite', 'wb') as f:\n f.write(tflite_model)","metadata":{"execution":{"iopub.status.busy":"2021-06-16T09:04:29.312719Z","iopub.execute_input":"2021-06-16T09:04:29.313056Z","iopub.status.idle":"2021-06-16T09:04:35.186256Z","shell.execute_reply.started":"2021-06-16T09:04:29.313021Z","shell.execute_reply":"2021-06-16T09:04:35.185273Z"},"trusted":true},"execution_count":27,"outputs":[]}]} \ No newline at end of file