1213 lines (1212 with data), 830.4 kB
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
"<a href=\"https://colab.research.google.com/github/giuseppesalvi/MLinA-CRC-Contest-Assignment/blob/main/MLinA_CRC_Contest_Assignment.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6FwiqHmpDX8E"
},
"source": [
"Mount drive"
]
},
{
"cell_type": "code",
"execution_count": 356,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1nqUbG0onTw5",
"outputId": "a90cbba3-7c16-49b5-a499-fd95adb3a498"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
]
}
],
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ExuvKU1aFzhp"
},
"source": [
"Import code from repository"
]
},
{
"cell_type": "code",
"execution_count": 357,
"metadata": {
"id": "cIeT5rMgXjbZ"
},
"outputs": [],
"source": [
"#!rm -r \"/content/drive/MyDrive/Teaching&Thesis/Teaching_dataset/teaching-MLinAPP\"\n",
"#!git clone https://github.com/frpnz/teaching-MLinAPP.git \"/content/drive/MyDrive/Teaching&Thesis/Teaching_dataset/teaching-MLinAPP\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AE22zVbOC63j"
},
"source": [
"# Clone dataset repository and load data"
]
},
{
"cell_type": "code",
"execution_count": 358,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_hxYbWNmdjAK",
"outputId": "76df273d-d7e9-4e26-fdf6-e730c2cecf4f"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cloning into '/content/patch_dataset_noisy'...\n",
"remote: Enumerating objects: 4, done.\u001b[K\n",
"remote: Total 4 (delta 0), reused 0 (delta 0), pack-reused 4\u001b[K\n",
"Unpacking objects: 100% (4/4), done.\n"
]
}
],
"source": [
"!rm -r \"/content/patch_dataset_noisy\"\n",
"!git clone https://github.com/frpnz/dataset-BIOSTEC2018-noisy.git \"/content/patch_dataset_noisy\"\n",
"\n",
"import zipfile\n",
"import numpy as np\n",
"from PIL import Image\n",
"filepath = \"/content/patch_dataset_noisy/crc_3_noisy.zip\"\n",
"with zipfile.ZipFile(filepath, 'r') as zip_ref:\n",
" zip_ref.extractall(\"/content/patch_dataset_noisy\")\n",
"X_test_noisy = np.load(\"/content/patch_dataset_noisy/crc_3_noisy/X_test.npy\")\n",
"Y_test_noisy = np.load(\"/content/patch_dataset_noisy/crc_3_noisy/Y_test.npy\")\n",
"X_train_noisy = np.load(\"/content/patch_dataset_noisy/crc_3_noisy/X_train.npy\")\n",
"Y_train_noisy = np.load(\"/content/patch_dataset_noisy/crc_3_noisy/Y_train.npy\")\n",
"x_mean_train = np.load(\"/content/patch_dataset_noisy/crc_3_noisy/mean_x_train.npy\")\n",
"\n",
"# Undo preprocessing to plot images\n",
"X_train_noisy = X_train_noisy*255 + x_mean_train\n",
"X_train_noisy = X_train_noisy.astype(np.uint8)\n",
"# Shuffle data\n",
"indexes = np.arange(len(X_train_noisy))\n",
"np.random.shuffle(indexes)\n",
"X_train_noisy = X_train_noisy[indexes]\n",
"Y_train_noisy = Y_train_noisy[indexes]\n",
"# Undo preprocessing to plot images\n",
"X_test_noisy = X_test_noisy*255 + x_mean_train\n",
"X_test_noisy = X_test_noisy.astype(np.uint8)\n",
"# Shuffle data\n",
"indexes = np.arange(len(X_test_noisy))\n",
"np.random.shuffle(indexes)\n",
"X_test_noisy = X_test_noisy[indexes]\n",
"Y_test_noisy = Y_test_noisy[indexes]"
]
},
{
"cell_type": "code",
"execution_count": 359,
"metadata": {
"id": "zE5aei0Jl_YJ"
},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"import pickle\n",
"import numpy as np\n",
"import pandas as pd\n",
"from glob import glob\n",
"import tensorflow as tf\n",
"# os.environ[\"CUDA_VISIBLE_DEVICES\"] = '0'\n",
"# os.environ[\"TF_FORCE_GPU_ALLOW_GROWTH\"] = 'true'\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import model_selection\n",
"from sklearn.metrics import confusion_matrix\n",
"ROOTDIR_DATA = \"/content/drive/MyDrive/Datasets/Teaching_dataset/\"\n",
"ROOTDIR_SRC = \"/content/drive/MyDrive/Datasets/Teaching_dataset/teaching-MLinAPP/src\"\n",
"ROOTDIR_OUTPUT = \"/content/models\"\n",
"plt.style.use(os.path.join(ROOTDIR_SRC, \"mystyle.mplstyle\"))\n",
"import sys\n",
"sys.path.append(ROOTDIR_SRC)\n",
"#from resnet import ResNet\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 360,
"metadata": {
"id": "_ll96POWqet0"
},
"outputs": [],
"source": [
"tile_new_size = 64\n",
"epochs = 50 \n",
"learning_rate = 1e-3 \n",
"batch_size = 128 \n",
"\n",
"AUGMENTATION = True\n",
"\n",
"# Resize to tile_new_size\n",
"X_test_noisy = np.array([np.array(Image.fromarray(x).resize((tile_new_size, tile_new_size), Image.ANTIALIAS)) for x in X_test_noisy])\n",
"X_train_noisy = np.array([np.array(Image.fromarray(x).resize((tile_new_size, tile_new_size), Image.ANTIALIAS)) for x in X_train_noisy])"
]
},
{
"cell_type": "code",
"execution_count": 361,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XvGGdH_JoBj9",
"outputId": "83da8d22-90f3-4f87-fff9-3a2149b3056a"
},
"outputs": [
{
"data": {
"text/plain": [
"(7308, 64, 64, 3)"
]
},
"execution_count": 361,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_noisy.shape"
]
},
{
"cell_type": "code",
"execution_count": 362,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "apz9o7oIoDhU",
"outputId": "a69b328a-d063-4c11-dff4-0dc9ef819a53"
},
"outputs": [
{
"data": {
"text/plain": [
"(12336, 64, 64, 3)"
]
},
"execution_count": 362,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train_noisy.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "71IEiqbbUn9c"
},
"source": [
"## Prepare tf dataset"
]
},
{
"cell_type": "code",
"execution_count": 363,
"metadata": {
"id": "FRpZ0HrD9EhQ"
},
"outputs": [],
"source": [
"train_ds = tf.data.Dataset.from_tensor_slices((X_train_noisy, Y_train_noisy))\n",
"test_ds = tf.data.Dataset.from_tensor_slices((X_test_noisy, Y_test_noisy))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NTwiAu2-Cfgr"
},
"source": [
"## Show some images with correspondig label as title"
]
},
{
"cell_type": "code",
"execution_count": 364,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 729
},
"id": "0qmVhkPZRYs5",
"outputId": "80d2c5d0-1f2d-4492-8636-8f2471337af8"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 720x720 with 25 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"number2title_dict = {\n",
" 0: \"AC\",\n",
" 1: \"AD\",\n",
" 2: \"H\"\n",
"}\n",
"\n",
"fig, ax = plt.subplots(5, 5, figsize=(10, 10))\n",
"ax = ax.ravel()\n",
"j = 0\n",
"for X, Y in test_ds.take(25):\n",
" ax[j].imshow(X.numpy().astype(\"uint8\"))\n",
" ax[j].set_title(number2title_dict[Y.numpy()])\n",
" ax[j].axis(\"off\")\n",
" j += 1\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "f8rEr5gWUsnT"
},
"source": [
"## Prepare tf dataset pipeline"
]
},
{
"cell_type": "code",
"execution_count": 365,
"metadata": {
"id": "9t-1WH3_TFXe"
},
"outputs": [],
"source": [
"def process_data(image, label):\n",
" return tf.cast(image, tf.float32)/255., tf.one_hot(label, 3, name='label', axis=-1)"
]
},
{
"cell_type": "code",
"execution_count": 366,
"metadata": {
"id": "0taFnKDBEXRV"
},
"outputs": [],
"source": [
"train_ds = train_ds.map(process_data, num_parallel_calls=tf.data.AUTOTUNE)\n",
"train_ds = train_ds.cache()\n",
"# TODO: shuffle?\n",
"y_true_train_ds = np.array([y.numpy() for x, y in train_ds])\n",
"train_ds = train_ds.batch(128)\n",
"train_ds = train_ds.prefetch(tf.data.AUTOTUNE)\n",
"\n",
"test_ds = test_ds.map(process_data, num_parallel_calls=tf.data.AUTOTUNE)\n",
"test_ds = test_ds.cache()\n",
"y_true_test_ds = np.array([y.numpy() for x, y in test_ds])\n",
"test_ds = test_ds.batch(128)\n",
"test_ds = test_ds.prefetch(tf.data.AUTOTUNE)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9CvSEssIB8Tr"
},
"source": [
"# CNN definition and training\n",
"You must implement:\n",
"\n",
"\n",
"1. An augmentation block\n",
"2. Three callbacks: \n",
"\n",
" A) tf.keras.callbacks.ModelCheckpoint\n",
" B) tf.keras.callbacks.EarlyStopping\n",
" C) tf.keras.callbacks.ReduceLROnPlateau\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zxJXkIAZDC6B"
},
"source": [
"### Data Augmentation"
]
},
{
"cell_type": "code",
"execution_count": 367,
"metadata": {
"id": "ZQZ_-aSupYNR"
},
"outputs": [],
"source": [
"# Random Crop\n",
"policy_random_crop = tf.keras.Sequential([\n",
" tf.keras.layers.RandomCrop(48, 48),\n",
" tf.keras.layers.Resizing(64, 64)])\n",
"\n",
"# Flip\n",
"policy_random_flip = tf.keras.Sequential([\n",
" tf.keras.layers.RandomFlip(\"horizontal_and_vertical\")])\n",
"\n",
"# Change Contrast\n",
"policy_random_contrast = tf.keras.Sequential([\n",
" tf.keras.layers.RandomContrast(0.3, 0.3)])\n",
"\n",
"# Zoom\n",
"policy_random_zoom = tf.keras.Sequential([\n",
" tf.keras.layers.RandomZoom(0.3)])\n",
"\n",
"\n",
"augmentation_block = [\n",
" policy_random_crop,\n",
" policy_random_flip,\n",
" policy_random_contrast,\n",
" policy_random_zoom,\n",
"]\n",
"\n",
"# Augmentation in traning dataset\n",
"if AUGMENTATION:\n",
" for augmentation in augmentation_block:\n",
" train_ds = train_ds.map(lambda x, y: (augmentation(x, training=False), y))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "frgv2SM7ED-U"
},
"source": [
"### Callbacks"
]
},
{
"cell_type": "code",
"execution_count": 368,
"metadata": {
"id": "M-w7NgMbEF98"
},
"outputs": [],
"source": [
"checkpoint_filepath = os.path.join(ROOTDIR_OUTPUT, '/content/checkpoint1')\n",
"\n",
"model_checkpoint_callback = tf.keras.callbacks.ModelCheckpoint(\n",
" filepath=checkpoint_filepath,\n",
" save_weights_only=False,\n",
" monitor='accuracy',\n",
" mode='max',\n",
" save_best_only=True)\n",
"\n",
"\n",
"early_stopping_callback = tf.keras.callbacks.EarlyStopping(\n",
" monitor='accuracy', \n",
" patience=10)\n",
"\n",
"reduce_lr_on_plateau_callback = tf.keras.callbacks.ReduceLROnPlateau(\n",
" monitor='accuracy', \n",
" factor=0.2, \n",
" patience=5, \n",
" min_lr=0.001,\n",
" mode='auto')\n",
"\n",
"callbacks = [model_checkpoint_callback, \n",
" early_stopping_callback, \n",
" reduce_lr_on_plateau_callback]"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hXzmB6T4IHWO"
},
"source": [
"### Model"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "68zlX032IeQp"
},
"source": [
"#### Resnet18 "
]
},
{
"cell_type": "code",
"execution_count": 369,
"metadata": {
"id": "e6OTNSToILdx"
},
"outputs": [],
"source": [
"class Residual(tf.keras.Model):\n",
" \"\"\"The Residual block of ResNet.\"\"\"\n",
" def __init__(self, num_channels, use_1x1conv=False, strides=1):\n",
" super().__init__()\n",
" self.conv1 = tf.keras.layers.Conv2D(\n",
" num_channels, \n",
" padding='same', \n",
" kernel_size=3, \n",
" strides=strides)\n",
" self.conv2 = tf.keras.layers.Conv2D(\n",
" num_channels, \n",
" kernel_size=3, \n",
" padding='same')\n",
" self.conv_1x1 = None\n",
" if use_1x1conv:\n",
" self.conv_1x1 = tf.keras.layers.Conv2D(\n",
" num_channels, \n",
" kernel_size=1, \n",
" strides=strides)\n",
" self.bn1 = tf.keras.layers.BatchNormalization()\n",
" self.bn2 = tf.keras.layers.BatchNormalization()\n",
"\n",
" def call(self, X):\n",
"\n",
" # Y = F(X) + X\n",
"\n",
" # first layer\n",
" Y = self.conv1(X)\n",
" Y = self.bn1(Y)\n",
" Y = tf.keras.activations.relu(Y)\n",
" \n",
" # second layer\n",
" Y = self.conv2(Y)\n",
" Y = self.bn2(Y)\n",
"\n",
" # if input has the same dimension as the output the block implements an\n",
" # identity function, otherwise we insert a 1x1 convolutional block\n",
" if self.conv_1x1 is not None:\n",
" X = self.conv_1x1(X)\n",
"\n",
" # Add Residual\n",
" Y += X \n",
" return tf.keras.activations.relu(Y)"
]
},
{
"cell_type": "code",
"execution_count": 370,
"metadata": {
"id": "AKrvKMHaIS8K"
},
"outputs": [],
"source": [
"class ResnetBlock(tf.keras.layers.Layer):\n",
" def __init__(self, num_channels, num_residuals, downscale=True,\n",
" **kwargs):\n",
" super(ResnetBlock, self).__init__(**kwargs)\n",
" self.residual_layers = []\n",
" for i in range(num_residuals):\n",
" if i == 0 and downscale:\n",
" self.residual_layers.append(\n",
" Residual(num_channels, use_1x1conv=True, strides=2))\n",
" else:\n",
" self.residual_layers.append(Residual(num_channels))\n",
"\n",
" def call(self, X):\n",
" for layer in self.residual_layers.layers:\n",
" X = layer(X)\n",
" return X"
]
},
{
"cell_type": "code",
"execution_count": 371,
"metadata": {
"id": "sAJKtwusIWSO"
},
"outputs": [],
"source": [
"class ResNet(tf.keras.Model):\n",
"\n",
" def __init__(self, num_classes=3):\n",
" super(ResNet, self).__init__()\n",
" self.block_a = tf.keras.Sequential(\n",
" [tf.keras.layers.Conv2D(64, \n",
" kernel_size=7, \n",
" strides=2, \n",
" padding='same'),\n",
" tf.keras.layers.BatchNormalization(),\n",
" tf.keras.layers.MaxPool2D(pool_size=3, \n",
" strides=2, \n",
" padding='same')]) \n",
" self.block_b = ResnetBlock(64, 2, downscale=False)\n",
" self.block_c = ResnetBlock(128, 2)\n",
" self.block_d = ResnetBlock(256, 2)\n",
" self.block_e = ResnetBlock(512, 2)\n",
" self.global_pool = tf.keras.layers.GlobalAveragePooling2D()\n",
" self.classifier = tf.keras.layers.Dense(\n",
" num_classes, \n",
" activation=\"softmax\")\n",
"\n",
" def call(self, inputs):\n",
" x = inputs\n",
" x = self.block_a(x)\n",
" x = self.block_b(x)\n",
" x = self.block_c(x)\n",
" x = self.block_d(x)\n",
" x = self.block_e(x)\n",
" x = self.global_pool(x)\n",
" return self.classifier(x)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-u9_-wwIIuLr"
},
"source": [
"#### Train"
]
},
{
"cell_type": "code",
"execution_count": 372,
"metadata": {
"id": "cv7hO_ttItRW"
},
"outputs": [],
"source": [
"TRAINMODEL = False\n",
"if TRAINMODEL:\n",
" model = ResNet()\n",
" model.build((1, 64, 64, 3))\n",
" model.summary()\n",
"\n",
" optimizer = tf.keras.optimizers.SGD(learning_rate=learning_rate)\n",
" loss = tf.keras.losses.categorical_crossentropy\n",
" model.compile(optimizer=optimizer, loss=loss, metrics=\"accuracy\")\n",
" model.fit(train_ds, epochs=epochs, callbacks=callbacks)"
]
},
{
"cell_type": "code",
"execution_count": 373,
"metadata": {
"id": "Yx5SWRSeXLyE"
},
"outputs": [],
"source": [
"# Copy checkpoint to drive\n",
"#!cp -r ./checkpoint1 drive/MyDrive/Datasets/\n",
"\n",
"# Copy checkpoint from drive\n",
"#!cp -r drive/MyDrive/Datsets/checkpoint ."
]
},
{
"cell_type": "code",
"execution_count": 374,
"metadata": {
"id": "S6qyu2QALHgR"
},
"outputs": [],
"source": [
"# Load model from checkpoint\n",
"model = tf.keras.models.load_model(checkpoint_filepath)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DBc_8u7HB5Fb"
},
"source": [
"## Test the model\n",
"Plot a confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 375,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 305
},
"id": "F1qFOIx4V_Xh",
"outputId": "35c6f672-f363-43c5-8393-36d36cf84e57"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.57\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
"\n",
"y_predicted = np.argmax(model.predict(test_ds, batch_size=batch_size), axis=1)\n",
"y_labels = np.argmax(y_true_test_ds, axis=1)\n",
"conf_matrix = confusion_matrix(y_labels, y_predicted)\n",
"\n",
"ConfusionMatrixDisplay.from_predictions(y_labels, y_predicted, display_labels=[\"AC\",\"AD\",\"H\"], colorbar=False)\n",
"# ConfusionMatrixDisplay.from_predictions(y_labels, y_predicted, display_labels=[\"AC\",\"AD\",\"H\"], colorbar=False, normalize=\"true\")\n",
"\n",
"plt.show()\n",
"\n",
"accuracy = np.mean(np.diag(conf_matrix.astype('float') / conf_matrix.sum(axis=1)[:, np.newaxis]))\n",
"print(\"Accuracy: {:.2f}\".format(accuracy))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Zzfs-pvqdeeD"
},
"source": [
"# Selective classification applied to histological images"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z4J5EexujcVo"
},
"source": [
"### TTA Wrapper"
]
},
{
"cell_type": "code",
"execution_count": 376,
"metadata": {
"id": "XOHu53ORj895"
},
"outputs": [],
"source": [
"class TTAWrapper:\n",
" def __init__(self, keras_model, input_shape=(64, 64, 3)):\n",
" super(TTAWrapper, self).__init__()\n",
" self.model = keras_model\n",
" self._input_shape = input_shape\n",
" self._uncertainty_metrics = dict()\n",
" self._uncertainty_metrics['entropy'] = self._entropy\n",
" self._uncertainty_metrics['variance'] = self._variance\n",
" self._uncertainty_metrics['max_softmax_response'] = self._max_softmax_response\n",
"\n",
" def uncertainty_metrics(self, multiple_preds):\n",
" return {metric: self._compute_uncertainty(metric, multiple_preds) for metric in self._uncertainty_metrics.keys()}\n",
" \n",
" def _normalize(self, values):\n",
" # normalize the output throught 0 and 1\n",
" return (values - values.min()) / (values.max() - values.min())\n",
"\n",
" def _compute_uncertainty(self, metric, multiple_preds):\n",
" try:\n",
" print(\"Done {}\".format(metric))\n",
" return self._normalize(self._uncertainty_metrics[metric](multiple_preds))\n",
" except KeyError:\n",
" print(\"{} not implemented.\".format(metric))\n",
"\n",
" def predict_many_times(self, inputs, draws=2):\n",
" # make n=draws predictions, and return the result in a np array\n",
" return np.array([self.predict(inputs) for _ in range(draws)])\n",
"\n",
" def _average_prediction(self, multiple_preds):\n",
" # to compute the average prediction, calculate the mean on the first \n",
" # columnt (axis=0), so on the same sample over different predictions \n",
" if len(multiple_preds.shape) > 2:\n",
" return np.mean(np.array(multiple_preds), axis=0)\n",
" else:\n",
" return multiple_preds\n",
"\n",
" def _variance(self, multiple_preds):\n",
" # note: if the output of the network is sure, the variance will be higher\n",
" # for example the softmax for class a is always high and for class c and\n",
" # b is always low\n",
" avg_preds = self._average_prediction(multiple_preds)\n",
" return np.var(avg_preds, axis=1)\n",
"\n",
" def _max_softmax_response(self, multiple_preds):\n",
" avg_preds = self._average_prediction(multiple_preds)\n",
" return np.max(avg_preds, axis=1)\n",
"\n",
" def _entropy(self, multiple_preds):\n",
" avg_preds = self._average_prediction(multiple_preds)\n",
" eps = 1e-5\n",
" return -1 * np.sum(avg_preds * np.log(avg_preds + eps), axis=1)\n",
"\n",
" def predict_many_times(self, ds, policy, draws=1):\n",
" pred_augmented = list()\n",
"\n",
" # Different kinds of data augmentations\n",
" # Random Crop\n",
" policy_random_crop = [\n",
" tf.keras.Sequential([\n",
" tf.keras.layers.RandomCrop(int(self._input_shape[0] - 0.1*self._input_shape[0]),\n",
" int(self._input_shape[0] - 0.1*self._input_shape[0])),\n",
" tf.keras.layers.Resizing(self._input_shape[0],\n",
" self._input_shape[1])])]\n",
" # Flip\n",
" policy_random_flip = [\n",
" tf.keras.Sequential([\n",
" tf.keras.layers.RandomFlip(\"horizontal_and_vertical\")])\n",
" ]\n",
"\n",
" # Change Contrast\n",
" policy_random_contrast = [\n",
" tf.keras.Sequential([\n",
" tf.keras.layers.RandomContrast(0.3, 0.3)])\n",
" ]\n",
"\n",
" # Zoom\n",
" policy_random_zoom = [\n",
" tf.keras.Sequential([\n",
" tf.keras.layers.RandomZoom(0.3)])\n",
" ]\n",
"\n",
" policy_identity = [tf.keras.Sequential([\n",
" tf.keras.layers.Layer()])]\n",
"\n",
" policies = dict()\n",
" policies['identity'] = policy_identity\n",
" policies['random_crop'] = policy_random_crop\n",
" policies['random_contrast'] = policy_random_contrast\n",
" policies['random_zoom'] = policy_random_zoom\n",
" policies['random_flip'] = policy_random_flip\n",
" policies['all'] = sum([policy_random_crop, policy_random_contrast, policy_random_zoom, policy_random_flip], [])\n",
"\n",
" policies['random_crop'] = sum([policies['random_crop'] for _ in range(draws)], [])\n",
" policies['random_contrast'] = sum([policies['random_contrast'] for _ in range(draws)], [])\n",
" policies['random_zoom'] = sum([policies['random_zoom'] for _ in range(draws)], [])\n",
" policies['random_flip'] = sum([policies['random_flip'] for _ in range(draws)], [])\n",
" policies['all'] = sum([policies['all'] for _ in range(draws)], [])\n",
"\n",
" for p in policies[policy]:\n",
" ds_augmented = ds.map(lambda x, y: (p(x, training=True), y))\n",
" pred_augmented.append(self.model.predict(ds_augmented))\n",
"\n",
" return pred_augmented\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UG85sobfmDfW"
},
"source": [
"### Wrap model inside TTA Wrapper and do predictions"
]
},
{
"cell_type": "code",
"execution_count": 377,
"metadata": {
"id": "0qcuNcaZkaC0"
},
"outputs": [],
"source": [
"tta_model = TTAWrapper(model)"
]
},
{
"cell_type": "code",
"execution_count": 378,
"metadata": {
"id": "H6qTR2vAkbj7"
},
"outputs": [],
"source": [
"y_test_predicted = tta_model.predict_many_times(test_ds, \"all\", draws=5)"
]
},
{
"cell_type": "code",
"execution_count": 379,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "YMX0CvsVuxRV",
"outputId": "8ff4c44e-6470-439f-9d26-91115bd13f7c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Done entropy\n",
"Done variance\n",
"Done max_softmax_response\n"
]
}
],
"source": [
"test_uncertainties = tta_model.uncertainty_metrics(np.array(y_test_predicted))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vMxEmBZimNfL"
},
"source": [
"### Find Theta"
]
},
{
"cell_type": "code",
"execution_count": 380,
"metadata": {
"id": "T13hPBbHlb9i"
},
"outputs": [],
"source": [
"import scipy.stats\n",
"def get_risk_bound(n, r_emp, alpha=0.01):\n",
" # n = number of the inliers\n",
" # alpha is the confidence measure\n",
" \n",
" # Try different values for p, possible true risks\n",
" p_array = np.linspace(0, 1, 100)\n",
" # We calculate for each value of p, the cumulativie density function of a \n",
" # binomial with parameters p, n, nRemp \n",
" probabilities = np.array(\n",
" [scipy.stats.binom.cdf(r_emp*n, n, p) for p in p_array])\n",
" # Return the values of p that satisfy the inequation (1)\n",
" return p_array[np.where(probabilities < alpha)][0]"
]
},
{
"cell_type": "code",
"execution_count": 381,
"metadata": {
"id": "pJYLo292lcvQ"
},
"outputs": [],
"source": [
"def get_theta(y_pred, y_true, r, alpha, confidence_values):\n",
" # y_pred is the array of predicted labels\n",
" # y_true is the array of true labels\n",
" # r is the acceptable true risk\n",
" # confindence_values (k(x)) are the confidence values of the predictions\n",
"\n",
" # If y_pred and y_true have predictions for different classes, select the\n",
" # prediction with the highest value\n",
" if len(y_pred.shape) > 1:\n",
" y_pred = np.argmax(y_pred, axis=1)\n",
" if len(y_true.shape) > 1:\n",
" y_true = np.argmax(y_true, axis=1)\n",
" \n",
" # Try different values of thetas, array of candidates theta\n",
" thetas = np.array([_ for _ in np.linspace(0, 1, 10)])\n",
"\n",
" coverages = list()\n",
" risk_bounds = list()\n",
"\n",
" for theta in thetas:\n",
" try:\n",
" # inliers are samples that we are confident enough to classify\n",
" inliers = y_pred[confidence_values > theta]\n",
" inliers_lables = y_true[confidence_values > theta]\n",
" errors = sum(inliers != inliers_lables)\n",
" risk = errors / len(inliers)\n",
"\n",
" # coverage depends on how many inliers we have\n",
" coverages.append(len(inliers) / len(y_pred))\n",
" risk_bounds.append(get_risk_bound(n=len(inliers), \n",
" r_emp=risk, \n",
" alpha=alpha))\n",
" except ZeroDivisionError:\n",
" coverages.append(0)\n",
" risk_bounds.append(0)\n",
" risk_bounds = np.array(risk_bounds)\n",
" # filter depending on the empirical acceptable risk r\n",
" indexes = risk_bounds == risk_bounds[risk_bounds <= r][0]\n",
" if sum(indexes) > 1:\n",
" first_true = np.where(indexes == True)[0][0]\n",
" indexes = np.zeros(len(indexes), dtype=bool)\n",
" indexes[first_true] = True\n",
" return float(thetas[indexes]), float(np.array(coverages)[indexes]), float(risk_bounds[indexes]) "
]
},
{
"cell_type": "code",
"execution_count": 390,
"metadata": {
"id": "ANCBxSSNlfqO"
},
"outputs": [],
"source": [
"risk = 0.15\n",
"y_train_predicted = np.array(tta_model.predict_many_times(train_ds, \"all\", draws=5)).mean(axis=0)\n",
"y_train_labels = np.argmax(y_true_train_ds, axis=1)\n"
]
},
{
"cell_type": "code",
"execution_count": 391,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_QLMB0IPArzF",
"outputId": "924998b7-95f6-4a06-ee6e-f105007e6a4d"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Done entropy\n",
"Done variance\n",
"Done max_softmax_response\n"
]
}
],
"source": [
"train_uncertainties = tta_model.uncertainty_metrics(y_train_predicted)"
]
},
{
"cell_type": "code",
"execution_count": 392,
"metadata": {
"id": "l8Jp2DxKu5cW"
},
"outputs": [],
"source": [
"(theta, coverage, risk_bound) = get_theta(y_train_labels,\n",
" np.argmax(y_train_predicted, axis=1),\n",
" risk, \n",
" 0.01, \n",
" train_uncertainties['variance'])"
]
},
{
"cell_type": "code",
"execution_count": 393,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "InGeLwzwBvNt",
"outputId": "1db0bb96-6931-45d7-d6e4-f21f622617a7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Theta : 0.67\n",
"Coverage : 0.61\n",
"Risk Bound : 0.12\n"
]
}
],
"source": [
"print(\"Theta : {:.2f}\".format(theta))\n",
"print(\"Coverage : {:.2f}\".format(coverage))\n",
"print(\"Risk Bound : {:.2f}\".format(risk_bound))"
]
},
{
"cell_type": "code",
"execution_count": 394,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "hkYvN_Uuov6a",
"outputId": "e0cf6c66-3df0-43e5-b45c-1e1996860b7b"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"variance = test_uncertainties['variance']\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.hist(variance,\n",
" color=\"royalblue\", \n",
" log=False, \n",
" bins=25, \n",
" edgecolor='black', \n",
" linewidth=1.2, \n",
" alpha=0.5);\n",
"ax.scatter(theta, 1000, \n",
" marker='x', \n",
" color=\"firebrick\", \n",
" s=200, \n",
" linewidth=3,\n",
" label=\"Theta = {:.2f}\\nCoverage = {:.2f}\".format(theta, coverage));\n",
"ax.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pF7FwmrmUPPh"
},
"source": [
"### Compute and display confusion matrix and accuracy"
]
},
{
"cell_type": "code",
"execution_count": 395,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 305
},
"id": "1htZ1pproy1o",
"outputId": "2f307512-f05f-4965-f513-f8aa334c8551"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.73\n"
]
}
],
"source": [
"y_test_labels_kept = y_true_test_ds[variance>theta].argmax(axis=1)\n",
"y_test_predicted_kept = np.array(y_test_predicted).mean(axis=0).argmax(axis=1)[variance>=theta] \n",
"\n",
"conf_matrix = confusion_matrix(y_test_labels_kept, y_test_predicted_kept)\n",
"\n",
"ConfusionMatrixDisplay.from_predictions(y_test_labels_kept, y_test_predicted_kept, display_labels=[\"AC\",\"AD\",\"H\"], colorbar=False)\n",
"#ConfusionMatrixDisplay.from_predictions(y_test_labels_kept , y_test_predicted_kept, display_labels=[\"AC\",\"AD\",\"H\"], colorbar=False, normalize=\"true\")\n",
"\n",
"plt.show()\n",
"\n",
"accuracy= np.mean(np.diag(conf_matrix.astype('float') / conf_matrix.sum(axis=1)[:, np.newaxis]))\n",
"print(\"Accuracy: {:.2f}\".format(accuracy))"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"include_colab_link": true,
"name": "MLinA_CRC_Contest_Assignment.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.10"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "",
"toc_cell": true,
"toc_position": {
"height": "47.7167px",
"left": "980px",
"top": "54px",
"width": "212px"
},
"toc_section_display": true,
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}