diff --git a/image processing and models/arrest-tb-main__1_.ipynb b/image processing and models/arrest-tb-main__1_.ipynb deleted file mode 100644 index 1e610b9..0000000 --- a/image processing and models/arrest-tb-main__1_.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":"2021-07-02T13:17:57.345530Z","iopub.execute_input":"2021-07-02T13:17:57.345944Z","iopub.status.idle":"2021-07-02T13:18:02.566393Z","shell.execute_reply.started":"2021-07-02T13:17:57.345850Z","shell.execute_reply":"2021-07-02T13:18:02.565366Z"},"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":"2021-07-02T13:18:06.083378Z","iopub.execute_input":"2021-07-02T13:18:06.083754Z","iopub.status.idle":"2021-07-02T13:18:06.862924Z","shell.execute_reply.started":"2021-07-02T13:18:06.083721Z","shell.execute_reply":"2021-07-02T13:18:06.861821Z"},"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":"2021-07-02T13:18:09.232450Z","iopub.execute_input":"2021-07-02T13:18:09.232780Z","iopub.status.idle":"2021-07-02T13:18:09.295442Z","shell.execute_reply.started":"2021-07-02T13:18:09.232752Z","shell.execute_reply":"2021-07-02T13:18:09.294604Z"},"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":"2021-07-02T13:18:11.884305Z","iopub.execute_input":"2021-07-02T13:18:11.884968Z","iopub.status.idle":"2021-07-02T13:18:11.889886Z","shell.execute_reply.started":"2021-07-02T13:18:11.884928Z","shell.execute_reply":"2021-07-02T13:18:11.888953Z"},"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":"2021-07-02T13:18:18.536422Z","iopub.execute_input":"2021-07-02T13:18:18.536775Z","iopub.status.idle":"2021-07-02T13:18:18.545571Z","shell.execute_reply.started":"2021-07-02T13:18:18.536745Z","shell.execute_reply":"2021-07-02T13:18:18.544834Z"},"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":"2021-07-02T13:18:26.291228Z","iopub.execute_input":"2021-07-02T13:18:26.291737Z","iopub.status.idle":"2021-07-02T13:18:28.970240Z","shell.execute_reply.started":"2021-07-02T13:18:26.291696Z","shell.execute_reply":"2021-07-02T13:18:28.969026Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stderr","text":" 21%|██ | 4/19 [00:00<00:00, 30.54it/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, 27.22it/s]\n100%|██████████| 23/23 [00:00<00:00, 31.04it/s]\n 38%|███▊ | 5/13 [00:00<00:00, 34.36it/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, 34.08it/s]\n100%|██████████| 14/14 [00:00<00:00, 20.53it/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":"2021-07-02T13:18:32.441364Z","iopub.execute_input":"2021-07-02T13:18:32.441736Z","iopub.status.idle":"2021-07-02T13:18:32.461534Z","shell.execute_reply.started":"2021-07-02T13:18:32.441702Z","shell.execute_reply":"2021-07-02T13:18:32.460717Z"},"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":"2021-07-02T13:18:35.807611Z","iopub.execute_input":"2021-07-02T13:18:35.807961Z","iopub.status.idle":"2021-07-02T13:18:35.814573Z","shell.execute_reply.started":"2021-07-02T13:18:35.807931Z","shell.execute_reply":"2021-07-02T13:18:35.813483Z"},"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":"2021-07-02T13:18:38.175491Z","iopub.execute_input":"2021-07-02T13:18:38.175864Z","iopub.status.idle":"2021-07-02T13:18:38.556840Z","shell.execute_reply.started":"2021-07-02T13:18:38.175834Z","shell.execute_reply":"2021-07-02T13:18:38.555843Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","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":"2021-07-02T13:18:40.903510Z","iopub.execute_input":"2021-07-02T13:18:40.903888Z","iopub.status.idle":"2021-07-02T13:18:41.005030Z","shell.execute_reply.started":"2021-07-02T13:18:40.903856Z","shell.execute_reply":"2021-07-02T13:18:41.003995Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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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":"2021-07-02T13:18:43.688448Z","iopub.execute_input":"2021-07-02T13:18:43.688823Z","iopub.status.idle":"2021-07-02T13:18:43.710044Z","shell.execute_reply.started":"2021-07-02T13:18:43.688794Z","shell.execute_reply":"2021-07-02T13:18:43.709126Z"},"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":"2021-07-02T13:18:49.894314Z","iopub.execute_input":"2021-07-02T13:18:49.894688Z","iopub.status.idle":"2021-07-02T13:18:49.901666Z","shell.execute_reply.started":"2021-07-02T13:18:49.894646Z","shell.execute_reply":"2021-07-02T13:18:49.900594Z"},"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":"2021-07-02T13:18:52.285841Z","iopub.execute_input":"2021-07-02T13:18:52.286252Z","iopub.status.idle":"2021-07-02T13:18:52.935335Z","shell.execute_reply.started":"2021-07-02T13:18:52.286221Z","shell.execute_reply":"2021-07-02T13:18:52.934288Z"},"trusted":true},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","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":"2021-07-02T13:19:06.597595Z","iopub.execute_input":"2021-07-02T13:19:06.597956Z","iopub.status.idle":"2021-07-02T13:19:06.643664Z","shell.execute_reply.started":"2021-07-02T13:19:06.597926Z","shell.execute_reply":"2021-07-02T13:19:06.642842Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-07-02T13:19:09.592492Z","iopub.execute_input":"2021-07-02T13:19:09.592851Z","iopub.status.idle":"2021-07-02T13:19:09.602725Z","shell.execute_reply.started":"2021-07-02T13:19:09.592821Z","shell.execute_reply":"2021-07-02T13:19:09.600746Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"Model: \"sequential_1\"\n_________________________________________________________________\nLayer (type) Output Shape Param # \n=================================================================\nconv2d_1 (Conv2D) (None, 222, 222, 8) 224 \n_________________________________________________________________\nmax_pooling2d_1 (MaxPooling2 (None, 111, 111, 8) 0 \n_________________________________________________________________\nflatten_1 (Flatten) (None, 98568) 0 \n_________________________________________________________________\ndense_2 (Dense) (None, 8) 788552 \n_________________________________________________________________\ndense_3 (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":"2021-07-02T13:19:12.731774Z","iopub.execute_input":"2021-07-02T13:19:12.732161Z","iopub.status.idle":"2021-07-02T13:19:12.748421Z","shell.execute_reply.started":"2021-07-02T13:19:12.732130Z","shell.execute_reply":"2021-07-02T13:19:12.747375Z"},"trusted":true},"execution_count":17,"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":"2021-07-02T13:19:14.999396Z","iopub.execute_input":"2021-07-02T13:19:14.999752Z","iopub.status.idle":"2021-07-02T13:19:26.933896Z","shell.execute_reply.started":"2021-07-02T13:19:14.999720Z","shell.execute_reply":"2021-07-02T13:19:26.932859Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"Epoch 1/30\n1/1 [==============================] - 1s 1s/step - loss: 0.8280 - accuracy: 0.4800 - val_loss: 5.6552 - val_accuracy: 0.4118\nEpoch 2/30\n1/1 [==============================] - 0s 356ms/step - loss: 5.3200 - accuracy: 0.4800 - val_loss: 4.2753 - val_accuracy: 0.5882\nEpoch 3/30\n1/1 [==============================] - 0s 365ms/step - loss: 5.0249 - accuracy: 0.5200 - val_loss: 4.4003 - val_accuracy: 0.5882\nEpoch 4/30\n1/1 [==============================] - 0s 344ms/step - loss: 5.1416 - accuracy: 0.5200 - val_loss: 1.6676 - val_accuracy: 0.5882\nEpoch 5/30\n1/1 [==============================] - 0s 381ms/step - loss: 1.7372 - accuracy: 0.7200 - val_loss: 3.1185 - val_accuracy: 0.4118\nEpoch 6/30\n1/1 [==============================] - 0s 343ms/step - loss: 2.6979 - accuracy: 0.4800 - val_loss: 4.1579 - val_accuracy: 0.4118\nEpoch 7/30\n1/1 [==============================] - 0s 351ms/step - loss: 3.5795 - accuracy: 0.4800 - val_loss: 2.4500 - val_accuracy: 0.4118\nEpoch 8/30\n1/1 [==============================] - 0s 338ms/step - loss: 1.9201 - accuracy: 0.4800 - val_loss: 1.1017 - val_accuracy: 0.5882\nEpoch 9/30\n1/1 [==============================] - 0s 337ms/step - loss: 0.7583 - accuracy: 0.6800 - val_loss: 1.7589 - val_accuracy: 0.5882\nEpoch 10/30\n1/1 [==============================] - 0s 335ms/step - loss: 1.7044 - accuracy: 0.7200 - val_loss: 1.8818 - val_accuracy: 0.5882\nEpoch 11/30\n1/1 [==============================] - 0s 337ms/step - loss: 1.8644 - accuracy: 0.7200 - val_loss: 1.5122 - val_accuracy: 0.5882\nEpoch 12/30\n1/1 [==============================] - 0s 423ms/step - loss: 1.3692 - accuracy: 0.7200 - val_loss: 0.9569 - val_accuracy: 0.5882\nEpoch 13/30\n1/1 [==============================] - 0s 426ms/step - loss: 0.5376 - accuracy: 0.7200 - val_loss: 1.2465 - val_accuracy: 0.5882\nEpoch 14/30\n1/1 [==============================] - 0s 417ms/step - loss: 0.6520 - accuracy: 0.6800 - val_loss: 1.7596 - val_accuracy: 0.4706\nEpoch 15/30\n1/1 [==============================] - 0s 345ms/step - loss: 1.1430 - accuracy: 0.6400 - val_loss: 1.5475 - val_accuracy: 0.4706\nEpoch 16/30\n1/1 [==============================] - 0s 356ms/step - loss: 0.9908 - accuracy: 0.6400 - val_loss: 0.9304 - val_accuracy: 0.5882\nEpoch 17/30\n1/1 [==============================] - 0s 339ms/step - loss: 0.4879 - accuracy: 0.7600 - val_loss: 0.6691 - val_accuracy: 0.6471\nEpoch 18/30\n1/1 [==============================] - 0s 334ms/step - loss: 0.3350 - accuracy: 0.7600 - val_loss: 0.9060 - val_accuracy: 0.5882\nEpoch 19/30\n1/1 [==============================] - 0s 339ms/step - loss: 0.6506 - accuracy: 0.7200 - val_loss: 0.9499 - val_accuracy: 0.6471\nEpoch 20/30\n1/1 [==============================] - 0s 345ms/step - loss: 0.7153 - accuracy: 0.7200 - val_loss: 0.8332 - val_accuracy: 0.6471\nEpoch 21/30\n1/1 [==============================] - 0s 343ms/step - loss: 0.5897 - accuracy: 0.7200 - val_loss: 0.6373 - val_accuracy: 0.7059\nEpoch 22/30\n1/1 [==============================] - 0s 334ms/step - loss: 0.3773 - accuracy: 0.7600 - val_loss: 0.5518 - val_accuracy: 0.5882\nEpoch 23/30\n1/1 [==============================] - 0s 341ms/step - loss: 0.2966 - accuracy: 0.9200 - val_loss: 0.6429 - val_accuracy: 0.6471\nEpoch 24/30\n1/1 [==============================] - 0s 340ms/step - loss: 0.4066 - accuracy: 0.7600 - val_loss: 0.7176 - val_accuracy: 0.6471\nEpoch 25/30\n1/1 [==============================] - 0s 327ms/step - loss: 0.4967 - accuracy: 0.7600 - val_loss: 0.6825 - val_accuracy: 0.6471\nEpoch 26/30\n1/1 [==============================] - 0s 343ms/step - loss: 0.4710 - accuracy: 0.7600 - val_loss: 0.5807 - val_accuracy: 0.6471\nEpoch 27/30\n1/1 [==============================] - 0s 349ms/step - loss: 0.3715 - accuracy: 0.8000 - val_loss: 0.5120 - val_accuracy: 0.7059\nEpoch 28/30\n1/1 [==============================] - 0s 346ms/step - loss: 0.2985 - accuracy: 0.9200 - val_loss: 0.5290 - val_accuracy: 0.7059\nEpoch 29/30\n1/1 [==============================] - 0s 341ms/step - loss: 0.3113 - accuracy: 0.8400 - val_loss: 0.5821 - val_accuracy: 0.7059\nEpoch 30/30\n1/1 [==============================] - 0s 336ms/step - loss: 0.3639 - accuracy: 0.7600 - val_loss: 0.6081 - val_accuracy: 0.6471\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":"2021-07-02T13:19:29.195725Z","iopub.execute_input":"2021-07-02T13:19:29.196122Z","iopub.status.idle":"2021-07-02T13:19:29.203261Z","shell.execute_reply.started":"2021-07-02T13:19:29.196087Z","shell.execute_reply":"2021-07-02T13:19:29.202148Z"},"trusted":true},"execution_count":19,"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":"2021-07-02T13:19:31.348736Z","iopub.execute_input":"2021-07-02T13:19:31.349125Z","iopub.status.idle":"2021-07-02T13:19:31.357901Z","shell.execute_reply.started":"2021-07-02T13:19:31.349094Z","shell.execute_reply":"2021-07-02T13:19:31.356821Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"plot_accuracy_loss(history)","metadata":{"execution":{"iopub.status.busy":"2021-07-02T13:19:34.716494Z","iopub.execute_input":"2021-07-02T13:19:34.717060Z","iopub.status.idle":"2021-07-02T13:19:35.057172Z","shell.execute_reply.started":"2021-07-02T13:19:34.717014Z","shell.execute_reply":"2021-07-02T13:19:35.056221Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","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":"2021-07-02T13:19:39.116433Z","iopub.execute_input":"2021-07-02T13:19:39.116990Z","iopub.status.idle":"2021-07-02T13:19:39.259296Z","shell.execute_reply.started":"2021-07-02T13:19:39.116942Z","shell.execute_reply":"2021-07-02T13:19:39.258334Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stdout","text":"1/1 [==============================] - 0s 105ms/step - loss: 0.6675 - accuracy: 0.5926\n","output_type":"stream"}]},{"cell_type":"code","source":"probability_model = tf.keras.Sequential([model, \n tf.keras.layers.Softmax()])","metadata":{"execution":{"iopub.status.busy":"2021-07-02T13:19:41.797293Z","iopub.execute_input":"2021-07-02T13:19:41.797652Z","iopub.status.idle":"2021-07-02T13:19:41.824754Z","shell.execute_reply.started":"2021-07-02T13:19:41.797623Z","shell.execute_reply":"2021-07-02T13:19:41.823847Z"},"trusted":true},"execution_count":23,"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":"2021-07-02T13:19:44.285795Z","iopub.execute_input":"2021-07-02T13:19:44.286170Z","iopub.status.idle":"2021-07-02T13:19:44.506945Z","shell.execute_reply.started":"2021-07-02T13:19:44.286138Z","shell.execute_reply":"2021-07-02T13:19:44.505972Z"},"trusted":true},"execution_count":24,"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":"2021-07-02T13:19:46.704357Z","iopub.execute_input":"2021-07-02T13:19:46.704745Z","iopub.status.idle":"2021-07-02T13:19:46.719409Z","shell.execute_reply.started":"2021-07-02T13:19:46.704714Z","shell.execute_reply":"2021-07-02T13:19:46.718169Z"},"trusted":true},"execution_count":25,"outputs":[{"name":"stdout","text":"[[ 5 8]\n [ 3 11]]\n precision recall f1-score support\n\n 0 0.62 0.38 0.48 13\n 1 0.58 0.79 0.67 14\n\n accuracy 0.59 27\n macro avg 0.60 0.59 0.57 27\nweighted avg 0.60 0.59 0.57 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":"2021-07-02T13:19:48.898109Z","iopub.execute_input":"2021-07-02T13:19:48.898506Z","iopub.status.idle":"2021-07-02T13:19:48.908654Z","shell.execute_reply.started":"2021-07-02T13:19:48.898469Z","shell.execute_reply":"2021-07-02T13:19:48.907453Z"},"trusted":true},"execution_count":26,"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":"2021-07-02T13:19:51.329135Z","iopub.execute_input":"2021-07-02T13:19:51.329491Z","iopub.status.idle":"2021-07-02T13:19:52.098479Z","shell.execute_reply.started":"2021-07-02T13:19:51.329462Z","shell.execute_reply":"2021-07-02T13:19:52.097307Z"},"trusted":true},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":"
","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"model.save('model')","metadata":{"execution":{"iopub.status.busy":"2021-07-02T13:19:55.113823Z","iopub.execute_input":"2021-07-02T13:19:55.114368Z","iopub.status.idle":"2021-07-02T13:19:55.988268Z","shell.execute_reply.started":"2021-07-02T13:19:55.114334Z","shell.execute_reply":"2021-07-02T13:19:55.987180Z"},"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 \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":"2021-07-02T13:37:20.768169Z","iopub.execute_input":"2021-07-02T13:37:20.768739Z","iopub.status.idle":"2021-07-02T13:37:21.201300Z","shell.execute_reply.started":"2021-07-02T13:37:20.768696Z","shell.execute_reply":"2021-07-02T13:37:21.200279Z"},"trusted":true},"execution_count":36,"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":"2021-07-02T13:38:41.526016Z","iopub.execute_input":"2021-07-02T13:38:41.526393Z","iopub.status.idle":"2021-07-02T13:38:41.969786Z","shell.execute_reply.started":"2021-07-02T13:38:41.526361Z","shell.execute_reply":"2021-07-02T13:38:41.968793Z"},"trusted":true},"execution_count":38,"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":"2021-07-02T13:20:01.825152Z","iopub.execute_input":"2021-07-02T13:20:01.825814Z","iopub.status.idle":"2021-07-02T13:20:01.880932Z","shell.execute_reply.started":"2021-07-02T13:20:01.825618Z","shell.execute_reply":"2021-07-02T13:20:01.878550Z"},"trusted":true},"execution_count":30,"outputs":[{"name":"stdout","text":"[[3.9819923e-08 1.0000000e+00]]\n","output_type":"stream"}]}]} \ No newline at end of file