{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Anomaly Detection with Variational Autoencoders" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import boto3\n", "from IPython import display\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import sagemaker\n", "from sagemaker.tensorflow import TensorFlow\n", "from sagemaker.tensorflow.serving import Model, Predictor\n", "from sagemaker.tensorflow import TensorFlowModel, TensorFlowPredictor\n", "from sklearn.decomposition import PCA\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras.datasets import mnist\n", "import tensorflow.keras.backend as K\n", "from scipy.stats import multivariate_normal\n", "from scipy import stats\n", "from statistics import mean\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.metrics import precision_score\n", "from sklearn.metrics import recall_score\n", "from sklearn.metrics import f1_score\n", "from sklearn.metrics import cohen_kappa_score\n", "from sklearn.metrics import roc_auc_score\n", "from sklearn.metrics import confusion_matrix\n", "import os\n", "import sys\n", "\n", "PATH = os.path.abspath('..')\n", "if PATH not in sys.path:\n", " sys.path.append(PATH)\n", " \n", "import src.config as config\n", "from src import model_def\n", "\n", "pd.set_option('display.max_columns', None)\n", "tf.config.experimental.list_physical_devices('GPU')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "role = sagemaker.get_execution_role()\n", "region = boto3.Session().region_name\n", "sm = boto3.Session(region_name=region).client('sagemaker')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Preparation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 28, 28) (60000,) (10000, 28, 28) (10000,)\n", "(60000, 28, 28, 1) (10000, 28, 28, 1)\n" ] } ], "source": [ "# Load MNIST Data\n", "(train_x, train_y), (test_x, test_y) = mnist.load_data()\n", "print(train_x.shape, train_y.shape, test_x.shape, test_y.shape)\n", "\n", "train_x = train_x.reshape((-1, 28, 28, 1))\n", "test_x = test_x.reshape((-1, 28, 28, 1))\n", "print(train_x.shape, test_x.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Save data locally " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "!mkdir -p ../data/train/\n", "!mkdir -p ../data/test/\n", "\n", "np.save('../data/train/train_x', train_x)\n", "np.save('../data/test/test_x', test_x)\n", "np.save('../data/train/train_y', train_y)\n", "np.save('../data/test/test_y', test_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Upload data to s3 bucket" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "s3_prefix = 'VAE'\n", "train_s3_prefix = f'{s3_prefix}/train'\n", "test_s3_prefix = f'{s3_prefix}/test'\n", "\n", "train_s3 = sagemaker.Session().upload_data(path = '../data/train', key_prefix = train_s3_prefix)\n", "test_s3 = sagemaker.Session().upload_data(path = '../data/test', key_prefix = test_s3_prefix)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'s3://sagemaker-us-east-2-504928367736/VAE/train'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_s3" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Choose a number tobe anomaly number and separate from the rest\n", "anomalyNumber = 5\n", "validNumber = [1,4]\n", "allNumbers = validNumber + [anomalyNumber]\n", "train_validIdxs = np.where(np.isin(train_y, validNumber))[0] #np.where(train_y!=anomalyNumber)[0]\n", "train_anomalyIdxs = np.where(train_y==anomalyNumber)[0]\n", "\n", "test_validIdxs = np.where(np.isin(test_y, validNumber))[0] #np.where(test_y!=anomalyNumber)[0]\n", "test_anomalyIdxs = np.where(test_y==anomalyNumber)[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Data preparation\n", "# Convert from integers to float32\n", "train_x = train_x.astype('float32')\n", "test_x = test_x.astype('float32')\n", "\n", "# Scale input tobe between 0 and 1\n", "train_x = train_x / 255\n", "test_x = test_x / 255\n", "\n", "# One hot encoding output variables\n", "train_y_one_hot = tf.keras.utils.to_categorical(train_y)\n", "test_y_one_hot = tf.keras.utils.to_categorical(test_y)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 28, 28, 1) (10000, 28, 28, 1) (60000, 10) (10000, 10)\n" ] } ], "source": [ "print(train_x.shape, test_x.shape, train_y_one_hot.shape, test_y_one_hot.shape)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12584, 28, 28, 1) (12584,) (2117, 28, 28, 1) (2117,) (6313, 28, 28, 1) (6313,)\n" ] } ], "source": [ "# Prepare normal data and anomalies\n", "train_x_normal = train_x[train_validIdxs]\n", "train_y_normal = train_y[train_validIdxs]\n", "\n", "test_x_normal = test_x[test_validIdxs]\n", "test_y_normal = test_y[test_validIdxs]\n", "\n", "train_x_anomaly = train_x[train_anomalyIdxs]\n", "train_y_anomaly = train_y[train_anomalyIdxs]\n", "test_x_anomaly = test_x[test_anomalyIdxs]\n", "test_y_anomaly = test_y[test_anomalyIdxs]\n", "x_anomaly = np.concatenate([train_x_anomaly, test_x_anomaly])\n", "y_anomaly = np.concatenate([train_y_anomaly, test_y_anomaly])\n", "\n", "print(train_x_normal.shape, train_y_normal.shape, test_x_normal.shape, test_y_normal.shape,\\\n", " x_anomaly.shape, y_anomaly.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing the data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def generate_original_images(x): \n", " plt.figure(figsize=(5,5))\n", " plt.title('input')\n", " for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(x[i], cmap=plt.cm.binary)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generate_original_images(train_x_normal[:25])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generate_original_images(x_anomaly[:25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "local_model_dir = '../model/' \n", "model_dir = '/opt/ml/model'\n", "hyperparameters = {'epochs': config.EPOCHS,\n", " 'batch_size': config.BATCH_SIZE,\n", " 'learning_rate': config.LEARNING_RATE}\n", "\n", "estimator = TensorFlow(\n", " entry_point = config.TRAIN_ENTRY_POINT,\n", " source_dir = config.TRAIN_SOURCE_DIR,\n", " model_dir = model_dir,\n", " instance_type = config.TRAIN_INSTANCE_TYPE,\n", " instance_count = config.TRAIN_INSTANCE_COUNT,\n", " hyperparameters = hyperparameters,\n", " role = role,\n", " base_job_name = config.TRAIN_BASE_JOB_NAME,\n", " framework_version = config.TRAIN_FRAMEWORK_VERSION,\n", " py_version = config.TRAIN_PY_VERSION,\n", " )" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "inputs = {'train': train_s3,\n", " 'test': test_s3}" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-06-28 23:53:30 Starting - Starting the training job...\n", "2021-06-28 23:53:53 Starting - Launching requested ML instancesProfilerReport-1624924409: InProgress\n", "......\n", "2021-06-28 23:54:53 Starting - Preparing the instances for training......\n", "2021-06-28 23:55:53 Downloading - Downloading input data\n", "2021-06-28 23:55:53 Training - Downloading the training image...\n", "2021-06-28 23:56:13 Training - Training image download completed. Training in progress.\u001b[34m2021-06-28 23:56:13.132039: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n", "\u001b[34m2021-06-28 23:56:13.135696: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:105] SageMaker Profiler is not enabled. The timeline writer thread will not be started, future recorded events will be dropped.\u001b[0m\n", "\u001b[34m2021-06-28 23:56:13.278599: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n", "\u001b[34m2021-06-28 23:56:15,538 sagemaker-training-toolkit INFO Imported framework sagemaker_tensorflow_container.training\u001b[0m\n", "\u001b[34m2021-06-28 23:56:15,545 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed)\u001b[0m\n", "\u001b[34m2021-06-28 23:56:15,842 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed)\u001b[0m\n", "\u001b[34m2021-06-28 23:56:16,486 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed)\u001b[0m\n", "\u001b[34m2021-06-28 23:56:16,501 sagemaker-training-toolkit INFO No GPUs detected (normal if no gpus installed)\u001b[0m\n", "\u001b[34m2021-06-28 23:56:16,511 sagemaker-training-toolkit INFO Invoking user script\n", "\u001b[0m\n", "\u001b[34mTraining Env:\n", "\u001b[0m\n", "\u001b[34m{\n", " \"additional_framework_parameters\": {},\n", " \"channel_input_dirs\": {\n", " \"test\": \"/opt/ml/input/data/test\",\n", " \"train\": \"/opt/ml/input/data/train\"\n", " },\n", " \"current_host\": \"algo-1\",\n", " \"framework_module\": \"sagemaker_tensorflow_container.training:main\",\n", " \"hosts\": [\n", " \"algo-1\"\n", " ],\n", " \"hyperparameters\": {\n", " \"batch_size\": 50,\n", " \"model_dir\": \"/opt/ml/model\",\n", " \"epochs\": 10,\n", " \"learning_rate\": 0.0001\n", " },\n", " \"input_config_dir\": \"/opt/ml/input/config\",\n", " \"input_data_config\": {\n", " \"test\": {\n", " \"TrainingInputMode\": \"File\",\n", " \"S3DistributionType\": \"FullyReplicated\",\n", " \"RecordWrapperType\": \"None\"\n", " },\n", " \"train\": {\n", " \"TrainingInputMode\": \"File\",\n", " \"S3DistributionType\": \"FullyReplicated\",\n", " \"RecordWrapperType\": \"None\"\n", " }\n", " },\n", " \"input_dir\": \"/opt/ml/input\",\n", " \"is_master\": true,\n", " \"job_name\": \"tf-eager-VAE-2021-06-28-23-53-29-528\",\n", " \"log_level\": 20,\n", " \"master_hostname\": \"algo-1\",\n", " \"model_dir\": \"/opt/ml/model\",\n", " \"module_dir\": \"s3://sagemaker-us-east-2-504928367736/tf-eager-VAE-2021-06-28-23-53-29-528/source/sourcedir.tar.gz\",\n", " \"module_name\": \"train\",\n", " \"network_interface_name\": \"eth0\",\n", " \"num_cpus\": 4,\n", " \"num_gpus\": 0,\n", " \"output_data_dir\": \"/opt/ml/output/data\",\n", " \"output_dir\": \"/opt/ml/output\",\n", " \"output_intermediate_dir\": \"/opt/ml/output/intermediate\",\n", " \"resource_config\": {\n", " \"current_host\": \"algo-1\",\n", " \"hosts\": [\n", " \"algo-1\"\n", " ],\n", " \"network_interface_name\": \"eth0\"\n", " },\n", " \"user_entry_point\": \"train.py\"\u001b[0m\n", "\u001b[34m}\n", "\u001b[0m\n", "\u001b[34mEnvironment variables:\n", "\u001b[0m\n", "\u001b[34mSM_HOSTS=[\"algo-1\"]\u001b[0m\n", "\u001b[34mSM_NETWORK_INTERFACE_NAME=eth0\u001b[0m\n", "\u001b[34mSM_HPS={\"batch_size\":50,\"epochs\":10,\"learning_rate\":0.0001,\"model_dir\":\"/opt/ml/model\"}\u001b[0m\n", "\u001b[34mSM_USER_ENTRY_POINT=train.py\u001b[0m\n", "\u001b[34mSM_FRAMEWORK_PARAMS={}\u001b[0m\n", "\u001b[34mSM_RESOURCE_CONFIG={\"current_host\":\"algo-1\",\"hosts\":[\"algo-1\"],\"network_interface_name\":\"eth0\"}\u001b[0m\n", "\u001b[34mSM_INPUT_DATA_CONFIG={\"test\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"train\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"}}\u001b[0m\n", "\u001b[34mSM_OUTPUT_DATA_DIR=/opt/ml/output/data\u001b[0m\n", "\u001b[34mSM_CHANNELS=[\"test\",\"train\"]\u001b[0m\n", "\u001b[34mSM_CURRENT_HOST=algo-1\u001b[0m\n", "\u001b[34mSM_MODULE_NAME=train\u001b[0m\n", "\u001b[34mSM_LOG_LEVEL=20\u001b[0m\n", "\u001b[34mSM_FRAMEWORK_MODULE=sagemaker_tensorflow_container.training:main\u001b[0m\n", "\u001b[34mSM_INPUT_DIR=/opt/ml/input\u001b[0m\n", "\u001b[34mSM_INPUT_CONFIG_DIR=/opt/ml/input/config\u001b[0m\n", "\u001b[34mSM_OUTPUT_DIR=/opt/ml/output\u001b[0m\n", "\u001b[34mSM_NUM_CPUS=4\u001b[0m\n", "\u001b[34mSM_NUM_GPUS=0\u001b[0m\n", "\u001b[34mSM_MODEL_DIR=/opt/ml/model\u001b[0m\n", "\u001b[34mSM_MODULE_DIR=s3://sagemaker-us-east-2-504928367736/tf-eager-VAE-2021-06-28-23-53-29-528/source/sourcedir.tar.gz\u001b[0m\n", "\u001b[34mSM_TRAINING_ENV={\"additional_framework_parameters\":{},\"channel_input_dirs\":{\"test\":\"/opt/ml/input/data/test\",\"train\":\"/opt/ml/input/data/train\"},\"current_host\":\"algo-1\",\"framework_module\":\"sagemaker_tensorflow_container.training:main\",\"hosts\":[\"algo-1\"],\"hyperparameters\":{\"batch_size\":50,\"epochs\":10,\"learning_rate\":0.0001,\"model_dir\":\"/opt/ml/model\"},\"input_config_dir\":\"/opt/ml/input/config\",\"input_data_config\":{\"test\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"},\"train\":{\"RecordWrapperType\":\"None\",\"S3DistributionType\":\"FullyReplicated\",\"TrainingInputMode\":\"File\"}},\"input_dir\":\"/opt/ml/input\",\"is_master\":true,\"job_name\":\"tf-eager-VAE-2021-06-28-23-53-29-528\",\"log_level\":20,\"master_hostname\":\"algo-1\",\"model_dir\":\"/opt/ml/model\",\"module_dir\":\"s3://sagemaker-us-east-2-504928367736/tf-eager-VAE-2021-06-28-23-53-29-528/source/sourcedir.tar.gz\",\"module_name\":\"train\",\"network_interface_name\":\"eth0\",\"num_cpus\":4,\"num_gpus\":0,\"output_data_dir\":\"/opt/ml/output/data\",\"output_dir\":\"/opt/ml/output\",\"output_intermediate_dir\":\"/opt/ml/output/intermediate\",\"resource_config\":{\"current_host\":\"algo-1\",\"hosts\":[\"algo-1\"],\"network_interface_name\":\"eth0\"},\"user_entry_point\":\"train.py\"}\u001b[0m\n", "\u001b[34mSM_USER_ARGS=[\"--batch_size\",\"50\",\"--epochs\",\"10\",\"--learning_rate\",\"0.0001\",\"--model_dir\",\"/opt/ml/model\"]\u001b[0m\n", "\u001b[34mSM_OUTPUT_INTERMEDIATE_DIR=/opt/ml/output/intermediate\u001b[0m\n", "\u001b[34mSM_CHANNEL_TEST=/opt/ml/input/data/test\u001b[0m\n", "\u001b[34mSM_CHANNEL_TRAIN=/opt/ml/input/data/train\u001b[0m\n", "\u001b[34mSM_HP_BATCH_SIZE=50\u001b[0m\n", "\u001b[34mSM_HP_MODEL_DIR=/opt/ml/model\u001b[0m\n", "\u001b[34mSM_HP_EPOCHS=10\u001b[0m\n", "\u001b[34mSM_HP_LEARNING_RATE=0.0001\u001b[0m\n", "\u001b[34mPYTHONPATH=/opt/ml/code:/usr/local/bin:/usr/local/lib/python37.zip:/usr/local/lib/python3.7:/usr/local/lib/python3.7/lib-dynload:/usr/local/lib/python3.7/site-packages\n", "\u001b[0m\n", "\u001b[34mInvoking script with the following command:\n", "\u001b[0m\n", "\u001b[34m/usr/local/bin/python3.7 train.py --batch_size 50 --epochs 10 --learning_rate 0.0001 --model_dir /opt/ml/model\n", "\n", "\u001b[0m\n", "\u001b[34mtrain normal x: (12584, 28, 28, 1)\u001b[0m\n", "\u001b[34mtrain normal y: (12584,)\u001b[0m\n", "\u001b[34mtrain anomaly x: (5421, 28, 28, 1)\u001b[0m\n", "\u001b[34mtrain anomaly y: (5421,)\u001b[0m\n", "\u001b[34mtest normal x: (2117, 28, 28, 1)\u001b[0m\n", "\u001b[34mtest normal y: (2117,)\u001b[0m\n", "\u001b[34mtest anomaly x: (892, 28, 28, 1)\u001b[0m\n", "\u001b[34mtest anomaly y: (892,)\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.550 ip-10-0-180-12.us-east-2.compute.internal:26 INFO utils.py:27] RULE_JOB_STOP_SIGNAL_FILENAME: None\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.726 ip-10-0-180-12.us-east-2.compute.internal:26 INFO profiler_config_parser.py:102] User has disabled profiler.\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.762 ip-10-0-180-12.us-east-2.compute.internal:26 INFO json_config.py:91] Creating hook from json_config at /opt/ml/input/config/debughookconfig.json.\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.762 ip-10-0-180-12.us-east-2.compute.internal:26 INFO hook.py:201] tensorboard_dir has not been set for the hook. SMDebug will not be exporting tensorboard summaries.\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.763 ip-10-0-180-12.us-east-2.compute.internal:26 INFO hook.py:255] Saving to /opt/ml/output/tensors\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.763 ip-10-0-180-12.us-east-2.compute.internal:26 INFO state_store.py:77] The checkpoint config file /opt/ml/input/config/checkpointconfig.json does not exist.\u001b[0m\n", "\u001b[34m[2021-06-28 23:56:18.763 ip-10-0-180-12.us-east-2.compute.internal:26 INFO hook.py:425] Monitoring the collections: losses, metrics, sm_metrics\u001b[0m\n", "\u001b[34mUsing device: /CPU:0\u001b[0m\n", "\u001b[34mbatch_size = 50, epochs = 10, learning rate = 0.0001\u001b[0m\n", "\u001b[34mEpoch: 1, Train set loss: 164.2776641845703, Test set loss: 164.0482177734375, time elapse for current epoch: 25.523512601852417\u001b[0m\n", "\u001b[34mEpoch: 2, Train set loss: 124.62334442138672, Test set loss: 123.67091369628906, time elapse for current epoch: 24.10551953315735\u001b[0m\n", "\u001b[34mEpoch: 3, Train set loss: 99.73664093017578, Test set loss: 98.88924407958984, time elapse for current epoch: 24.053616523742676\u001b[0m\n", "\u001b[34mEpoch: 4, Train set loss: 76.53469848632812, Test set loss: 75.34748840332031, time elapse for current epoch: 24.688864946365356\u001b[0m\n", "\u001b[34mEpoch: 5, Train set loss: 67.91047668457031, Test set loss: 66.6917953491211, time elapse for current epoch: 23.400375604629517\u001b[0m\n", "\u001b[34mEpoch: 6, Train set loss: 63.41496276855469, Test set loss: 62.26479721069336, time elapse for current epoch: 23.759015560150146\u001b[0m\n", "\u001b[34mEpoch: 7, Train set loss: 60.757381439208984, Test set loss: 59.776771545410156, time elapse for current epoch: 22.936161041259766\u001b[0m\n", "\u001b[34mEpoch: 8, Train set loss: 58.7771110534668, Test set loss: 57.92355728149414, time elapse for current epoch: 24.531042098999023\u001b[0m\n", "\u001b[34mEpoch: 9, Train set loss: 57.359825134277344, Test set loss: 56.58769989013672, time elapse for current epoch: 22.81384015083313\u001b[0m\n", "\n", "2021-06-29 00:01:34 Uploading - Uploading generated training model\n", "2021-06-29 00:01:34 Completed - Training job completed\n", "\u001b[34mEpoch: 10, Train set loss: 56.256595611572266, Test set loss: 55.587066650390625, time elapse for current epoch: 24.070636510849\u001b[0m\n", "\u001b[34m2021-06-28 23:56:16.962391: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n", "\u001b[34m2021-06-28 23:56:16.962522: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:105] SageMaker Profiler is not enabled. The timeline writer thread will not be started, future recorded events will be dropped.\u001b[0m\n", "\u001b[34m2021-06-28 23:56:16.989150: W tensorflow/core/profiler/internal/smprofiler_timeline.cc:460] Initializing the SageMaker Profiler.\u001b[0m\n", "\u001b[34mWARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\u001b[0m\n", "\u001b[34mInstructions for updating:\u001b[0m\n", "\u001b[34mThis property should not be used in TensorFlow 2.0, as updates are applied automatically.\u001b[0m\n", "\u001b[34mWARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\u001b[0m\n", "\u001b[34mInstructions for updating:\u001b[0m\n", "\u001b[34mThis property should not be used in TensorFlow 2.0, as updates are applied automatically.\u001b[0m\n", "\u001b[34m2021-06-29 00:01:18.107851: W tensorflow/python/util/util.cc:348] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\u001b[0m\n", "\u001b[34mWARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\u001b[0m\n", "\u001b[34mInstructions for updating:\u001b[0m\n", "\u001b[34mThis property should not be used in TensorFlow 2.0, as updates are applied automatically.\u001b[0m\n", "\u001b[34mWARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\u001b[0m\n", "\u001b[34mInstructions for updating:\u001b[0m\n", "\u001b[34mThis property should not be used in TensorFlow 2.0, as updates are applied automatically.\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/vae/1/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/vae/1/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/encoder_mean/2/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/encoder_mean/2/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/encoder_lgvar/3/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/encoder_lgvar/3/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/encoder_sampler/4/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/encoder_sampler/4/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/decoder/5/assets\u001b[0m\n", "\u001b[34mINFO:tensorflow:Assets written to: /opt/ml/model/decoder/5/assets\n", "\u001b[0m\n", "\u001b[34m2021-06-29 00:01:21,477 sagemaker-training-toolkit INFO Reporting training SUCCESS\u001b[0m\n", "Training seconds: 350\n", "Billable seconds: 350\n" ] } ], "source": [ "estimator.fit(inputs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downloading model artifact" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'s3://sagemaker-us-east-2-504928367736/tf-eager-VAE-2021-04-21-19-33-16-419/output/model.tar.gz'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_artifacts_s3 = estimator.model_data\n", "model_artifacts_s3" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "download: s3://sagemaker-us-east-2-504928367736/tf-eager-VAE-2021-04-21-19-33-16-419/output/model.tar.gz to ../model/v1/model.tar.gz\n", "encoder_sampler/\n", "encoder_sampler/4/\n", "encoder_sampler/4/saved_model.pb\n", "encoder_sampler/4/variables/\n", "encoder_sampler/4/variables/variables.index\n", "encoder_sampler/4/variables/variables.data-00000-of-00001\n", "encoder_sampler/4/assets/\n", "decoder/\n", "decoder/5/\n", "decoder/5/saved_model.pb\n", "decoder/5/variables/\n", "decoder/5/variables/variables.index\n", "decoder/5/variables/variables.data-00000-of-00001\n", "decoder/5/assets/\n", "train_loss.npy\n", "encoder_lgvar/\n", "encoder_lgvar/3/\n", "encoder_lgvar/3/saved_model.pb\n", "encoder_lgvar/3/variables/\n", "encoder_lgvar/3/variables/variables.index\n", "encoder_lgvar/3/variables/variables.data-00000-of-00001\n", "encoder_lgvar/3/assets/\n", "test_loss.npy\n", "vae/\n", "vae/1/\n", "vae/1/saved_model.pb\n", "vae/1/variables/\n", "vae/1/variables/variables.index\n", "vae/1/variables/variables.data-00000-of-00001\n", "vae/1/assets/\n", "encoder_mean/\n", "encoder_mean/2/\n", "encoder_mean/2/saved_model.pb\n", "encoder_mean/2/variables/\n", "encoder_mean/2/variables/variables.index\n", "encoder_mean/2/variables/variables.data-00000-of-00001\n", "encoder_mean/2/assets/\n" ] } ], "source": [ "version = 'v1'\n", "os.makedirs(f'../model/{version}', exist_ok=True)\n", "!aws s3 cp {model_artifacts_s3} ../model/{version}/model.tar.gz\n", "!tar -xzvf ../model/{version}/model.tar.gz -C ../model/{version}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deploy models to one endpoint" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "update_endpoint is a no-op in sagemaker>=2.\n", "See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-----------!" ] } ], "source": [ "env = {\n", " 'SAGEMAKER_TFS_DEFAULT_MODEL_NAME': config.SAGEMAKER_TFS_DEFAULT_MODEL_NAME\n", "}\n", "\n", "\n", "model = TensorFlowModel(model_data = model_artifacts_s3, \n", " role = role, \n", " framework_version = config.TRAIN_FRAMEWORK_VERSION,\n", " env = env)\n", "\n", "predictor = model.deploy(initial_instance_count = config.INFERENCE_INITIAL_INSTANCE_COUNT,\n", " instance_type = config.INFERENCE_INSTANCE_TYPE)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# get the endpoint name from the default predictor\n", "endpoint = predictor.endpoint_name\n", "\n", "# get a predictor for 'encoder_sampler'\n", "encoder_mean_predictor = TensorFlowPredictor(endpoint, model_name = 'encoder_mean')\n", "encoder_lgvar_predictor = TensorFlowPredictor(endpoint, model_name = 'encoder_lgvar')\n", "encoder_sampler_predictor = TensorFlowPredictor(endpoint, model_name = 'encoder_sampler')\n", "decoder_predictor = TensorFlowPredictor(endpoint, model_name = 'decoder')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot images and predictions" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def generate_prediction_images(x):\n", " z_mean = encoder_mean_predictor.predict(x)['predictions']\n", " z_lgvar = encoder_lgvar_predictor.predict(x)['predictions']\n", " x_pred = predictor.predict(x)['predictions']\n", " \n", " plt.figure(figsize=(5,5))\n", " for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(x_pred[i], cmap=plt.cm.binary)\n", " plt.show()\n", " \n", "def generate_original_images(x): \n", " plt.figure(figsize=(5,5))\n", " for i in range(25):\n", " plt.subplot(5,5,i+1)\n", " plt.xticks([])\n", " plt.yticks([])\n", " plt.grid(False)\n", " plt.imshow(x[i], cmap=plt.cm.binary)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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XrlxhZWUFt9u96dqGw2FisRj/5t/8G+rr6/nyl79MYWEhTqdzy8Z719u6ZHeAY8eO0dLS8oErSFZWFuXl5dhsNrKysrBarR8Y2fN6vYyPjxMOhzEYDDQ0NFBYWHi3Q95W4vE46+vrzMzMMDY2RjQaVawjp9NJYWEhxcXF5Obm7kqn8fvnlGynMT09jcfjITs7OyOz4K9Fq9XicDgUC14UReLxOD6fL61Pm0n6dicmJjCZTNTW1iqpLBUVFdTX12MwGBAEgYcffpjCwkLW19fxer2bMuCTAiXLMrm5ubhcrm3JO9ySu8TpdHLs2LGt+KhNeL1eJiYmCIfDmEwmmpub076RfDQaZW5ujsnJScXPlqSgoICWlhaKiop2bUtXjUazaasajUaVdhqLi4t3XQyaDuh0OrKzsxVxSvpRvV4ver0+bcUpkUhw+fJlJiYmyMvL49ChQxw5coSPfvSjZGdnK6+TZZlHH32UoqIiLl26hCRJ+Hw+5bom/ysIAqWlpYorJu0c4juFxWLh/vvvp7q6OtVD+UDGx8f5/d//fWZmZlheXkYURcxmM5WVlfzcz/0czz///K4sgAXIzc3lox/9KFeuXGFkZGTT78bGxjh58iSf+cxnMiY/7WYIgoBWq1UeUlmWkSSJaDSa1l1AdTod+/fvp729nfr6eioqKigsLMRqtW56nSzLBAIBPB4P09PTeL1etFotv/RLv0R1dTXFxcWKhZwUpq2sClHGu+WfuE1oNBpyc3PT/sb2+/1cvnyZYDCo5GgZjUbKy8upra2lsbExbVfWu8VoNFJRUcHs7Ox1vwsEAko2caaj1Wqx2+1YLBblWiYSCTweD3a7fUv9LluJRqOhqqoKg8FAe3u7ModrSZ6k5PV6lfbDoihiNBrZu3cve/bsobS0VPEN5+Tk3LRD5t2SMeKUKSSr1JNpA3B12/uxj32M1tbWjKkHvBOS4nRtvtpuxG638+CDD9Lb28uZM2eYmZlhZWWF//t//y9PPvnklicjbhUGg4Gnn35aCTjdyOcZi8UIBAK899579PT0EAgEsNvtFBQU8MADD7Bv375NQrSdftOMEafkQ5+umbiiKCp9mpKtaZN5LwaDgfLy8k37+t1IVlYWbW1tDAwMYLfbCQaDSlXA8vIyPT09LC8v33ArkWlotVpyc3OprKxkbW2N7Oxs7rvvPioqKlI9tA/kw/x9CwsLTE5O0t3dzejoKCaTidbWVh544AHy8/N3NMKcEeKUzGh1u90Eg8FUD+eGxONxXn31Vbq7u69LxjMajVRWVu5aJ3gSm83G0aNH6erqIi8vj0gkoojTzMwMc3NzzMzMUFZWllHtbm5GXl4eDQ0NjI6OUlBQwLPPPktWVlaqh3VXTE1N8e6773LmzBncbjc5OTkcO3aMX/u1X6OgoGBHx5IR4pS8idO1cZnb7WZpaYmenh6Gh4cVh6lOp+PYsWO0t7eTm5ubEcmjW4HD4aC8vBy3260kXya3EruRpP9Fp9NlbO5aMgWmq6uL1157Db/fT05ODk888QStra3k5eXteJQ1Y+6W5GGG23lg550SiUTwer2srq4qJ9BotVol/aG5uRmTyZTxIfRbxWazUVJSouTMZNIhoXdCss1PMjExEwmHw4yPjzM5OcnMzAw6nY78/Hz27dtHSUkJRqNxx69fxjwtkUiE/v5+SkpKUj2U64hEIgQCAdbW1pRG/haLhcLCQj7/+c/T3Nyc9rWAW0lTUxOSJHHhwgXcbneqh7OtyLJMJBJhZWWFt99+m+bmZpqamlI9rNtmdHSU3/zN32RxcZH19XUeeeQRDhw4wBe+8IWUWfwZYzkl/U7pWlyZPBo9Ob7k1u7awuh7BavVqtRpbcfJz+mCx+NhfHxc6cJhs9kyNk3EaDRSVlamlIdVVFRQXl6O2WxO2VY1Y8RJJXNIFnMXFRWRl5eHVqvdtL3bLSwtLdHd3U00GlWa+2dK7ef7sdvtygnTgiBQX19PXV1dSq9ZWm/rXC4XHR0dXLx48brTZNMJh8NBWVkZDQ0NwNWIx71MVlYWer2eP/zDP8Tn8ykNzDQaDW1tbbumrrCgoIA9e/YwPz9PQUEBRqMxY/2K+fn5fOITn+Chhx7C6/XS0NCw6RzCVJDWf0mHw0F1dTWVlZXYbDacTmdaZoibTCYcDgd1dXUASl+cvLy8bUnrT3d0Op1SKrGbyc3Npa6ujqysLEWcMjVaZzabqampSavuEWktTrW1tVRWVvL4448rZ7yl48OelZWFxWLhT//0T5W2w8nQeaYnG6rcnMcff5zjx48jSRKCIOyK3K10Iq3FSavVKk7ldCbpT1GF6N7i2lNxVbYe1SGuoqKSlqjipKKikpao4qSiopKWCLdTqyYIwiow/aEvTE8qZFnO/7AX3QtzBHWeGcK9MM+bzvG2xElFRUVlp1C3dSoqKmmJKk4qKippiSpOKioqaYkqTioqKmmJKk4qKippiSpOKioqaYkqTioqKmmJKk4qKippyW11JcjLy5MrKyu3aSjby6VLl9y3km17L8wR1HlmAvfCPKempnC73TfsM3Nb4lRZWcnFixe3ZlQ7jCAIt5Tafy/MEdR5ZgL3wjwPHDhw09+p2zoVFZW0RBUnFRWVtCStO2GqqGQCoVCIRCKBKIoYDAall7jasvfuUMVJReUuEEWRv/7rv2ZgYICRkRFOnDjB888/rxx8oHLnqOKUYuLxONFolPHxcURRpLGxEYPBkLFHDN1ryLLM8vIys7OzjI+PU1BQgMvloqCgAIvFolpPd4H6BKSYQCDA8vIyf/3Xf004HOaP//iPd/1JubuNtbU1VlZWWFpa4tSpUwwMDNDa2kpBQYG6yNwFKfvLJRIJvv/97zM7O8vExATHjx/n4Ycfxmazpd3ZX7FYjEQiQTweV6yarTqianV1lStXrjA0NEQgEODdd9+lpaWF1tZWNJrdFa+QZZkLFy4wPT3NW2+9RWlpKU1NTTzwwAMUFBSkeni3TSQSwefzMTc3x8LCAnDV/7S8vEw0GlWOple5M1ImTqIocubMGXp6eujs7MRsNtPe3o7FYkkrcZJlmUAgQCQSwe/3Y7fbsVgs2Gy2LREPv9/PwsICi4uL+Hw+ent7yc7OpqWlBb1ev6u2BbIsMzAwQGdnJ1/72tdobm7m4Ycfpq6ujpycnLQ8k/CDiEaj+P1+3G43a2trwNVteiQSQRRFdnuXWUmSCIfDyLKM2WxGo9Fs6f2aEnFKJBKEw2GGh4cZGRkhGAwyMTHBuXPneOyxx3A6nakY1g2JRCK89NJLXL58mZMnT/L0009z+PBhnnvuOWw2211/vtPppLGxEYvFwtTUFH/7t39LNBpl3759FBYWYjKZtmAWqScejxMOh3n99dc5e/YsiUSC4eFhFhcXycnJ4cCBA5w4cSKjBCoWi+H3+4nH44qVVFFRQWNj464/7TkQCOD1evn3//7f4/P5+KM/+iNcLhf5+beU0H5LpESckqfhJpU2qcBerxdRFFMxpJsiyzIbGxusrq4yPT1Nf38/BoOBgwcPUlhYiMPhuKvPTx7IKQgCoiji9XoJBAIkEolds/Im/4aLi4ssLS2xvr6OLMubVt6tXnW3G1mW8Xg8jI+PE4lElJ87HA5qa2szzhkuSRKRSES5F41G4weOf2VlhYGBASYnJxW3x1bfrylxami1WkwmE4WFheTl5SEIApFIhI2NjbQTp/dz7tw5vvWtb3H69GmGhobu+vMikQher5dEIrEFo0tPJElidHSUkydPMj09jc/nA8BoNJKTk0N1dTU1NTUZ5WOTJIkrV67wT//0T3g8HuXnFRUVPPTQQ+Tk5GSUOEWjUebn51laWsLtdn/o/djV1cVf//Vfs7S0hF6vx2KxbLmlmDKfk0ajYf/+/YiiSG9vrxK1isfjqRrSLSGKIoFAgJdffpmZmRmKi4vJzc297aPIZVkmHo8zPj7OqVOn8Hq9yu9WV1fp6urCarViNpu3eAY7SzQaZW5ujgsXLvC9731P8c0A1NfX8/DDD9Pc3Ex+fn7GPMwej4dTp07x05/+lIsXLxIKhVI9pDsmuXBMTEzw8ssv09TURF1dHceOHbuh2MRiMRYXFxkdHWV4eJiGhgYaGhpwOp1YLJYtHVvKliqNRqNMTKPREAwGcbvdxGKxVA3ppiRNXbjqLwsGg5w5c4b33nuPmZkZ/H7/bX+mLMvKanXp0qVNn+H1ehkbG8vomx5+Nsfp6Wn6+vo4d+4cGxsbAOh0OiorKzlx4gQVFRVkZ2dnhDiJosja2hpvvfUWnZ2djI6ObtrWZRqSJDE5OcmlS5d46aWXOH/+PHNzczd9DuPxOLOzs8zOzjI/P09JSQkNDQ1kZ2djNBq3dGwpEydBEKipqaGqqgpBEJiYmOD1119nZmaG9fX1VA3rOjQaDS6Xi9zc3E0/D4VCjI2N8dWvflURl9sJHcdiMebm5hgbG2NgYCDjhehGuN1u+vv7+W//7b/xzjvvKD+3WCx0dHRw4MAB9u/fnzE5XaIo8uabb/LKK6/wve99j5GRkVQP6a4RRZF3332XkZERHnroIZ555hk+9alPkZOTc8PXBwIBzpw5w8TEBJIk0d7ezuHDh7clwp7STb7RaFTUNhwOs7GxwcrKCmtra2njDNZoNBQXF1NeXk5FRYUSoZMkCb/fz8jICDMzM6ysrNy23+hmczSbzeTn52MwGO56/KlClmWGh4fp7e1ldHRU8ctotVosFgsNDQ2UlJRgs9kyIlHR7/ezuLhIT08Ply9fVvwyVqs1Iyy+myHLMgsLC6yvr5OTk0NeXh45OTk3FZtEIoHH4yEYDCLLMhaLZdvKdNLirkhGbuLxOJcvX8ZgMFBZWZkW+U4Gg4GHHnoIl8tFLBbjBz/4AV1dXQBsbGxw4cIFampqsFqtPPfcc7csKFqtlpycHPLz8ykqKmJxcZFwOAxAaWkpx48fv+nqlQkka84uXrzI+Pi4IsTJQMjHPvYxGhoaMkaAR0ZG6Orq4itf+QozMzPEYjFcLhcul4vh4WHl2mUaoigyNjaGz+ejsbHxQ1NXEokEbrebYDC47WNLC3G6duVJJBJpF7nSaDTk5+dz9OhRBgcHmZ6e3pT2MD4+zrlz53jwwQcxmUy3tPeWJIlAIMDGxgYej+e6QMC1fq5MJBlqX11dVYRJEARaWlpobm5WcoHShWTy5NraGn6/X8n09nq9TExMMD09zfz8PG63G6vVyv333091dTWlpaV8+ctfZmZmJtVTuG2SicWxWEy5lz/snotEIgwMDLC6uopOp1P+bce9mhbidC2iKKZd2r8gCEqi4Ouvv05OTg5+v1+5oLOzs8iyzPr6Orm5uTcVJ0mSlAc1FouxsbGB1+tVnMS7haQVvL6+rkQhNRoNOp2O5uZmOjo6qKqqSqskxVgshs/nY3JykuXlZTweD4ODg8zOznL69GnC4TCxWAy9Xk9lZSWPP/44DQ0NlJeX881vfjMjxSkWixEMBpU8Jbi5qyFJJBJheHiYaDSK0WhEr9dv27Y87cQpXdHpdFitVqqqqmhpaWFpaUmJaCSjjEtLS+Tm5pKdnb3pvbIsI4oi/f39DA4OAlcjcu+++y79/f07Ppft5ty5c7zzzjssLS0pPysqKqKyspJPfvKT7Nu3L638TJIk4fF46Onp4b//9/+uWEyRSIREIoEkSTQ3N1NbW8uTTz5JeXk5TU1NiKJIKBTKWAvXarUiyzIOhwNZlolEIsRiMeLx+E2toWQE1mq14nK5KCkpoaCggEQigUaj2VJXTPrcIRmARqMhOzubwsLCTQmDydKM5JYArq5K0WhUaUQWi8UYGhriwoULwNWoR9I8vvbzk0GCTGxWFo1GWVxcZGhoiCtXrhAOhxEEAYvFQllZGe3t7VRUVKRlTpNWq1WSQuPxuHJ9NRoNVquVxsZG6uvr6ejoUJKHfT7fdb6mpP80XQI6H4RGo8FgMOB0OonFYiwsLDA1NcXY2BglJSWYzebrrFtZljf9S74nmee0lc5xVZxuk+LiYhobG6/buomiyPj4OHa7nT179rC0tMTMzAz9/f34/X7C4TBvvfUW7777LvCzi3ztFlan01FWVkZhYWFadmf4MBYXF/mrv/or+vr6GBwcxOfzYTQaqa6u5qMf/Si//Mu/TG5ublpt5+DqQ1pSUoLL5eLo0aOsrq4q21GtVktWVhY5OTnY7fZNZTY3EtjkQpVurombodVqOXToEF1dXfzTP/0Tk5OTnDlzhi9+8YtUVVVRVFR0w/f5/X4SiQRf+tKXqKqq4nOf+xw1NTXU19dv2dhUcbpNKisrEQSBffv2MT4+zuTkJHBVnE6dOsXQ0BCXLl3C5/MpqRHRaJR4PM709PQHZsCLoojH42FmZobBwUH27Nlz17V7O8XKyopSezg7O4vP5yORSJCbm8v+/fupqanBbren1Xbu/STLqnJzcxULQBAE9Ho9ZrP5usVCp9NhNBqxWCyYTCYikQjr6+sMDw9z7NixVEzhttFqtRw8eBCDwcCVK1eIRCJ0d3fzv//3/6a4uJi9e/cqWzy/38/ExASiKCKKIoIgUFRURE1NDdXV1VtesJ8Wd0ommMBJysrKcDqdtLa2IsuyIk7xeJzTp0/f8D3Xzu+DtjPJMO3c3BxDQ0NUVVVlhDhJksTS0hJTU1MMDQ3h9Xrx+/0IgkBWVhb79++nqqpqy8sbtgOtVnvLSaHJraDNZsNqtSrRvtHR0YxJLdBqtezfvx+LxcLZs2e5fPkyQ0ND9PX14XQ6OXbsmOJmmJ+fZ319nXg8jiAIyLKsdGGorq7ePbV115Ju/ocPw2Aw8Mwzz5Cdnc2bb775oeKavJC3Ok+3283AwEDGrL6SJHH69Gm6urpYXV1VAgUul4uamhqOHj1KcXFxike59RiNRsUHmZeXh9vtprCwkPb29tuutUwlFouF5uZm/viP/5je3l4GBgYU6z/ZRE8QBLxer5LfdPz4cT760Y/y8MMPU1xcvC0WcVqI07VcmzWergiCQH5+Prm5uWg0mg/1LyTD6Mn3Wq1WtFotWq2WYDCoVOknSSQSBAKBtO/QABAMBpVawKmpKaLRqNICpa6ujpaWFgoLC3dls//kddXr9UoyqdlsTku/2geh1WqxWq3U1tYiSRJZWVkIgqDkqSVZXFxkbW2N2dlZXC4XbW1tlJeX43A4dn+ekyAIlJWVUVZWlnHW1Aeh1+spKSlR+lgdOXJE6WRw9uxZ3nzzzVQP8Y7p7e3l/PnzfO9732N+fl75uV6v53d/93c5dOgQLpdrV13PD8JsNuN0OtPat3YzksX49fX1PP7440rQBq5ax6+99hrd3d0MDg6Sl5dHU1MTVqt121rdpN1fMDs7O2Mq1G+EVqtVzi4zm820tLTgcrnYt2+fIk7l5eXo9XoCgQBjY2OpHvIdkczxmZiYoKurS7H0BEGguLiYsrIyioqKsNvtGXstbxdBEDAYDIplnIkkKxPeLzjJZnTXFqhvd4PAtBInQRCw2+0ZIU7XdrBMbu2SSWhWq5WcnBxycnJ45plnaGpq4tFHH900p3A4zMjICOfPn7/h51+7aqUj8Xhccf5evHiRQCAAXI1glZeXc/jw4V27nXs/13Z11el0ZGVlbRKn5LX8oBSEdCfZzTRZzbATc0grccoUNBoNBQUFNDQ08Pjjj7OxsUEwGKS4uJji4mKOHTtGUVEReXl55Ofn33bL1uXlZS5evMjy8jIVFRVp9YDLsszKygpDQ0P8z//5PxkYGGB2dpZYLIbT6eTEiRM8+uijPPzww7hcrlQP966JRqOsrq4SjUYVR79Go0Gv1yvlGw899BD5+fl4PB6MRiNerxev14skScRiMfr6+jh79iytra0UFxfT1taWUZZVch69vb0MDg5SVlam3Nfb2b007cQp3S0GuLpqJNuatLe3s76+TigUoqSkhJKSEg4dOkR+fv4ddxUIhUKsrq4SDAaV3szpstomT6NZWlri0qVLuN1uxdQ3m82Kz6K6ujrFI70zkqVGoigquWrj4+OEQiGi0Sjws8xqi8WC0WgkFAopQYCNjQ0mJiYwmUxKekFPTw8XLlxQHM379u3LKHESRZF4PM7Kygrr6+sUFBTgcDjQ6/X3ljglz4dLpwfyRlgsFlpaWvh3/+7fKYJ6rWl/N2NPPgjJ2q50IlmyMDMzw/T09Kbx2e12HnzwQSoqKlI4wjtHlmUl18zj8fDqq68yODjIyZMnlURa+FliptFoRKfT4fP5iMfjxGIx5ufnOXnypHLUVTJjPBgMkpWVRSKRyMhTZpJF0W63mxMnTlBTU7PtUfW0EidZlpXWn8XFxWktTvCzFfROSJ5wYTKZyMrKUs46SyLLMn19fdjtdo4fP55WZ9hFIhEikcimVigFBQVKEWgmJFu+n0gkwurqKr29vUxMTDA3N8eVK1dYWlpSxEeWZUwmk2ItGAwGbDbbdbWWgLLlSVphiUSCpqYmqqurM8pqAlhfX2dycpJwOIzRaKSxsXFHDkFNC3FKPnTJjOu8vDz279+f4lFtLxqNBrPZjNVqJTs7m3g8vkmcJEni/PnzRCIR7rvvvm3rmXO7yLJMKBTaVD+WjEBWV1fjcrkyKgERfrZVHR8f55vf/CZdXV2Mjo5e97pkwCa5UOTl5eFyuZSjoD6M++67L22aKN4OyWOgQqEQJpOJvXv33rTmbitJmTglL7TT6aS8vBy3261EfO4F9Ho9hYWFPPHEE+Tl5fG1r31N6UiYJNmbPBwOb1qxU0k8HueVV16ht7dXsZy0Wi3Hjh1T+oFnWo5PIpHg7NmzXLx4kbfffntTfy2bzUZTUxP79u2jqamJ+vp6JRp3bcrIrQiO0+lMm+t4O6ytrTE+Pk4sFiM7O5va2tod6fue0rsoWVBptVqVhzLpa9ntCIKAyWSivLwcrVbL6dOniUQijI2NKT2EPB4Py8vLhEIhsrKyUu6nEEWRaDTK1NSUknCZlZWFzWajrq6OysrKtNp+3ipJa9Dn87G+vq7UBFosFvLy8mhtbeXQoUO0trYqpzNnmvVzJySPL1tbW2Nubg642mbZbrfvSBVHSsVJp9NhMBgwmUxotVqlIZvBYECSpHviBkiWwfyrf/Wv6Ovr4w//8A831TDFYjGGh4cRRZGampqUjtXtdrOwsIDP51PC6gcPHuTBBx/kySefpKioKOOECa7eh0eOHEEQBF5//XVsNhvZ2dkcP36curo6nnjiCfR6vVJydK8QiUQYHx/nnXfe4eWXX6a+vp6GhoYdu8Ypt7/1ej1OpxO32w2gdOO7V0hG94qKiohGo9x///1MTU0xOTlJQUEBFRUV5OXlpYWT2efzKQcxJCNXyZC6wWDIuO1cEkEQyM7Opr6+nk9/+tOYzWbMZrPi+E2nPLOdRBRFJfgRi8XIzc3F6XTeO+JkMBgoKytTqp+TbULvNQoLCzGZTHzsYx/j7NmzxGIxDh8+TF1dHVVVVWnhZPZ4PExNTREKha5LSMxEiymJIAg4HA7a2tpoa2tL9XDSBkmSCAaDSmfQoqKiHY2ip1ycnE4nH//4xzGZTITDYe677z5aWloy+ma/U7Kysjh69CgtLS383M/9HA6HQ/HppINV0tjYSE5ODl//+teVXKzKykpaW1sz/th0lesJBoN0dXXh8Xiw2+089dRT7N+/f8e2tim/45Pm8/j4ONPT0zQ0NFBRUZFxEY2tILm924kw7Z3gcDiUtrtwNXhRUVFBcXFxyp31KltPMis8Ho9jtVqpqalROsHuBCkXJ4PBQFFREZ/73Of49Kc/rTge70VxygTMZjN/8zd/ozTxv/ZABpXdSXZ2tnLa9U5ayCkXJ7jqtzCZTB962qhKerATOS4qqScrK4uOjg7Ky8vZ2NggNzd3R78/LcRJRUUl/XA6nXziE59I2fereycVFZW0RBUnFRWVtES4nd5JgiCsAtPbN5xtpUKW5fwPe9G9MEdQ55kh3AvzvOkcb0ucVFRUVHYKdVunoqKSlqjipKKikpao4qSiopKWqOKkoqKSlqjipKKikpao4qSiopKWqOKkoqKSltxWbV1eXp5cWVm5TUPZXi5duuS+lYS2e2GOoM4zE7gX5jk1NYXb7b5hD5bbEqfKykouXry4NaPaYQRBuKXs2XthjqDOMxO4F+Z54MCBm/5O3dapqKikJao4qaiopCWqOKmoqKQlqjipqKikJWonTBWVLUSWZWRZZnh4mPX1dTwej3J0eUdHx463us1kVHFSUdlCJEkiFovx9a9/nfPnz/Puu+9iNpvJzc3lG9/4BkePHk31EDOGtBGnCxcucOHCBcbGxjAajXzkIx+hqqqKqqqqVA9N5S7w+XycOXOG4eFhBgYGyMvLw+l0cv/991NSUkJ5eXmqh7ilBAIBVldXGRgYYGRkBFEUUz2kD0SWZRYWFtBqtbhcrjv6jEgkwtDQEHa7nYKCAsxm85acxpM24jQ2NsbJkyc5e/YsWVlZ5OXlYTAYVHFKIxKJBIlEQjnh91aO7woEApw7d47Tp0/z1ltvUVFRQXl5OXa7Ha1WuyvFaXFxkZmZGeUUa0EQ0vKQWEmSiMfjzM3NodVqsVgsmEwmDAbDLX9GIpEgEAjQ19dHUVEROp2OgoKC3SFOsiyTSCSIRqNEo1FkWcbr9fKd73wHvV5Pe3s7ZrNZPccuDXjnnXe4fPkyDzzwAAUFBR8qLIlEgpWVFb7xjW/g8XgAWFhYwOfz8fLLLyMIAocOHdqJoe8IoijS29vLyy+/zPLysvJzjUaD0WhMu3t4cnKSyclJ/vzP/5y1tTXy8vL4pV/6JT7+8Y/f0gnTsizT2dlJX18ff/Znf0ZpaSl79+7lX/yLf0FjY+Ndjy/l4gRXL2oikSAejwNXb+rFxUW8Xi/xeDwtL+zdIkkS4XAYr9eLx+NhbW0NjUZDc3MzWVlZaXO8d3Lh2NjYYHh4mJ6eHjQaDVVVVZSWln7gdZFlmXg8ztraGqFQCLh6imwsFsPv9xOJRHZqGttONBplenqakZERhoeHCYfDCIKA2WymrKyMvXv3ps15f/F4nI2NDQYHB+np6WFsbIyNjQ1WV1dxu93cTuvuSCSC3+/H7XYjSRI6nY6+vj4EQaCuru6untuUi1PStIxEIoTDYURRJBaLsbCwwPr6OrFY7Lb+WJlCLBZjdnaWM2fOcOrUKX76059itVr58pe/TG1tLTU1NakeIrIsEwqFWFpa4ty5c/zoRz/inXfe4eTJk9x333089thj6PX6DxWoaDRKIpHYwZHvPGtra3z729/m7bff5t133wXAaDRSVFTEiRMn+MIXvkBZWVmKR3mVjY0NLl26xD/+4z/y+uuv4/V6SSQSrK+v4/f7gavX7Va2ojqdTtnmr66u4vV6+du//Vv27NnDf/yP//GuFtmUi1NyP37tP7vdzpEjR2hpadkVWzpJkgiFQiQSCURRJDs7m5WVFf7rf/2vTE1NMTMzQ1tbG7W1tdTX198w3OzxeJidnaW6unrHVmBZlnG73fT39/PNb36T0dFRQqEQgiAQCoV25aJxp0QiEfr6+jZt50wmE3v37qWhoYHCwsLb8uVsF/F4nMXFRX74wx8yPDxMIBBAkiQcDgd79+6lrKwMjUZzS8IkCAI1NTVEo1FycnLwer2Ew2Hm5+ex2+2Ew2H0ev0tbRFvRMrFCX6WG5L8Zzab6ejooKKiApPJlPHilNzaRKNR4vE4FouF9fV1XnzxReUhf/LJJzl48CBlZWU3vJgbGxuMjo5SUFCwo+Lk8/mYnp7mjTfe2CRGSf+gytXFJxgMMj4+rvjW4Krl1NjYSHl5OQ6HI3UD/P8kLeHFxUXOnj3L3NwckUgEg8FATk4OBw4coLi4+Laet+LiYoLBIFarFZ/PRzQaZXV1ldzcXILBICaTKXPFKRaLsby8zOTkJP39/USjUcxmM8vLywSDQfR6faqHeFdIksTU1BT/6T/9JzweD8FgkP/xP/4HsiwTDofJz8+nqqqKJ598kr179940yiGKIpFIBEmSdngGKh+ELMv09vbS29vLwsKCsi0ymUy4XC5eeOEFSktLUzzKq0SjUb761a/S1dVFf38/8XgcnU7HQw89REdHB7/927+N3W6/68ii2+1Gr9fz1ltvsWfPHtrb2+/oc1IuTkmnaSQSURykyQhepj+IoigyMTHBwMAA/f39ik9tfX2dRCKBLMs4nU6am5spKirC4XDc9MaQZTnj/x67EVmWmZ6eZnJykkgkgiiKaLVa6urqlOtqs9lSPcxNQY3JyUnC4TAajQaz2ay4E1wu15akPMTjcaLR6F0HPVIuTruVpKXz1a9+le7ubrq6uigtLaWiooKJiQkikQiyLLN3715+4Rd+gfLyckwmU6qHrXKbSJLEW2+9xcWLFwkEAgiCgMlk4ld/9Vc5fPgwLpdrS3J+7pbl5WWmp6e5cOEC09NX20SZzWYcDgePPfYYLS0taZeLlXJx8vv9nDlzhtnZ2VQPZUuQZRlRFBkdHWVkZISLFy8yNzdHcXExDzzwAA899BCyLLO6ugpcNf+dTueH7st1Oh0WiyUtbnSAcDjMyMgIJSUl5OXlpXo4KWFkZITBwUF6e3uZmppCFEWcTidFRUXU1NRQXl6ecn9pJBLB4/Hwox/9iPPnz7O0tKRYM3v37qW9vZ26ujry82+p4eYNMRgMVFRUEI1GWVtbAyAUCvHGG29gMBi477777uhzU+5pDgQCXLx4kfn5+et+l25KfiskI3PDw8O8/fbbDA4Osry8TElJCUeOHOHZZ59VkhPhqjjZ7fYPFSe9Xk9WVtaOi5MkSTd0fIfDYcbGxpSb8drXJ/PWYrEYsVhsp4a6o0iSxNjYGK+//jqDg4PK/etwOKisrKS8vHzLtkl3QyQSYWFhgbfeeouXXnqJ1dVVotEogiCwZ88ennjiCSoqKsjJybnj79Dr9VRWVuJ0OpX5hsNh3nvvPUZHR+/4c1NuOSV9Ttc+AMm98J16+VNFIpFgcnKSr33ta3R2djIwMIDBYKC+vp7f+I3foLq6GlEUeeWVV+jr6yM3NxeHw3FL6RIul4vs7GwsFssOzebq1nRgYICJiYnrBGp5eZlvf/vbyLJMWVkZJpMJv99PV1cXPp8Pn89HV1cXk5OTuy7HKRgMMjIywrvvvstPf/pTNjY2lO3c3r17eeGFFygoKEj1MAHwer10dnYyPz9PMBhElmWsViulpaV0dHRw5MiRu76n8vLy+J3f+R1eeeUVvF4vs7OzRKNRJEm6Kz9pWjz977/x9Xo9LpcrbTJqb4Vk2H1xcZHu7m4mJiZYXl6moaEBp9NJfn4+kiSxsLDA3NwcHo+HgoICLBYLBoNh0wp7rdUhy7JiMe3030OSJJaXl3G73df9LhKJMDY2Rl9fHy6XSxGnixcvKuJ0+fJllpaWrit+1ev1FBcXp0V4/XYJh8O43W56enqYmJjA7XYjiiJGo5HKykpqamqora1Nmwz/QCDA6OgoXq9XyeC22Ww0NDRQUlKCw+G4662nXq+nrKyM/Px8pej3Wgs6Go1+aLLujUgLcXo/drudZ599lpKSklQP5ZaRJIm+vj7Onj3LqVOnlDBtTU0NpaWleDwe+vv7mZubY3FxEUmSKCkpIT8/H6vVuumzvF4v8/PzLCwsIIoibW1t2O32HRenRCLBpUuXGBgYuO53fr9f8bX87d/+LRqNhkQiwcbGBvF4HFEUFVF6/+LjcDj4+Z//+S2pv9pJZFlmfHycnp4e/viP/5j19XV8Ph+yLONyufjCF77AoUOHOHz4cMq3c0kWFhZ46aWXWF9fRxAEbDYbjY2NfOELX6ClpWVLEkMFQcBgMGAwGJRscbhqeQcCAZaWlpRuBbdDSsUpGo3i8/mYmppifX0duJq4Zjab7yp5KxVoNBrKy8tZW1tj7969zM/Ps7KywujoKG63WzGrNzY2CAQCxONxPB4Ply9f5tVXXwVQynY8Hg/Ly8t4vV6sVitOp5OSkpIdFSePx8Pi4iLz8/OK8/79JHO1EokEgiAgSRLRaBRRFD80QdNsNmdcDpskSQwNDTEwMIDX61Uirg6Hg6KiIpqbm9PCz3QtsVgMr9dLLBZDq9VSXFxMZWUlDQ0Nd+VnSqYLJNNjAOV7ksnU0WiUvr4+vv71r/OpT32K+vr62/qOtBCnyclJvF4vcNVBnNzqpEtk6lYQBIHy8nIikQgHDhxAkiTW1taYmJhAkiQ6OzuViwZXIxxut5ve3l6i0ShwNcLR3d2tFAJLkoTL5eLxxx/f8VyZtbU1ZmdnWVpaUq7NjUh2k7gdklX6mbT4wFVLYHBwkP7+fnw+H5IkIQgCubm5FBcX09DQkHadLpPWC1zdfhUUFCgpLR/0fCXv1Zv5jEKhED6fD4/HowQ93G634muSZZlIJMLg4CBra2s88MADmSVOiURC2cNHIhGlkrmpqQmXy5U2+/ZbJWk9/d7v/Z7SbGxqaopAIIDX62V4eJiRkZFNr08WOMPPyiAcDgelpaW4XC6Ki4spLy+/q1XuTnA6nYiiSEtLC3q9nv7+/i35XLPZjNlsxu/337aopRK/34/H4+H06dP09fUpi4xWq+Xo0aN0dHRQUFCA0WhM8UhvjiiKTE5OotPp+Ju/+Rs6Ojqora297nWyLDMzM8Py8jKdnZ03FCiPx4Pb7WZ6elrpOLGxsaEIVJJoNMr6+rrSceR2SKk4JTPBY7EYoigqLSasVitGozGjLKckZrOZqqoqNBoN2dnZ5Ofns7a2xtjY2KZwc3Z2Nk1NTTfcAtjtdhwOBy6Xi4KCAnJzc9Fqtfh8PiwWy45YHCaTiezsbJqbmxEEAb/fj8/nU27EG6HVanE4HGi1WqVK/f01eEnn/+rqKsXFxds+j63C6/UyNzfHysqKYklmZWUpzuW6urq0bO2j1+txOByEQiHi8Tg+n4+5uTkuXbqkBHHejyRJTE9PK+J0oy16sj96sj7vRiSfgYqKijuKCGaWXZ0BCIKAXq+npqaG6upqjh07xtzcHF//+tex2WxoNBoefvhhOjo6+J3f+Z0bCs21nRMFQUCr1TI/P8+FCxdoa2vbkaTHZFfE3/7t32Zubo7Tp0/zxhtv0N3dfdP35Ofn8/TTT2Oz2TAajfyv//W/mJ6eJhwOK68xGo3E43FeffVVNBoNHR0d2z6XuyVZP/fTn/6U5eVlxTKor69n//79fPKTn6S6ujrthAmuhvkfeughenp6mJ6eZm1tjfX1dUZHR/nHf/zHm445uTX7oDbD17op3o8gCFgsFo4fP86//Jf/koaGhtseuypO20RSYCKRCGtra5w9e5aNjQ1KSko4fvw4bW1tt9UOxmg03lKy5lai0WiwWq0UFxdz+PBhnE7nBzboz8rKoqmpSbEgLly4gMlkore3V7mJQ6EQGo2GQCCQEdu6pM9mbGyM8+fPEwwG0Wq1GI1GKioq6OjowG63p6UwwdWuAR//+MeVxWZycpJYLHbXuWdJ676wsFDZyq6urrKwsEA4HEar1VJdXU11dTXl5eV35KJRxWmbCQaDLC4ucvr0afLy8qioqODEiRM0Nzff1ucYjUacTueO9wRK+ogKCws5cuTILb9PFEXOnz8PQF9fn/IwBAIBpXVHJmSPJ9MjRkZGOHfuHHB1q2S1WqmqquLAgQNkZWWleJQ3p7S0lF/4hV9QGv4tLy8ryZE3snpuFml8v/jm5uZSVVVFa2sr2dnZAFy5ckWJROv1ehoaGqitrb3j7bsqTtuIJEmMjIwwOjpKPB6nrKyMo0eP3lHkLSsrS8klyQQEQaChoYFAIJC2VsWtEA6HN0WT4eq16OjooLW1laampowI3Dz55JMcOnSIX//1X2d+fp6zZ88qzeGuJennzMnJIZFIMDMzQ319/XWRNrPZjMViweFwKCkh3//+95mYmMDn82EymWhvb6eiouKOx5x24nSrXfjSneR+fX5+nqWlJTQaDXl5edTW1t5R9wGtVptxAQK9Xp9xuUzXEgqFWFtbY3R0VImomkwmcnJyaGxspLi4+LoE2nQlKTq1tbUsLCwQj8fxer0Eg8FNrysuLqawsJC8vDzi8TiFhYU0NTVdZ+lrNBq0Wq3iZojFYkoeXvJknrstt0orcUrW1O1k/dh2EY/HCQaDvPHGGwwMDOB0Omlvb+epp57KyLKN20WWZaUzQyb2oRJFkZ6eHrq6uvjLv/xL1tfX0Wq1NDU1sX//fn7v934vo66jRqNBo9Gg0+kUPxBcn72fFBZBEJBlmfvuu095782IRqNMTEwoEb5kw8i7JWXilEzSutbvIAgCtbW1d31qQzqwtLTE1NQUo6Oj+Hw+Dh06RHV1NTabLeMsoDslHo/fUX5LOiCKImfOnKG3txev16s47202GzabDbvdntY5TR9EMqK8VWi1WnJycnA4HNhsthumJ9wJKbWcgsHgprwZQRDYt28fra2tGS9OU1NTvPfeewwPD2M0Gnnsscdobm7OmG3AVnBtfV2mEY/H+dGPfsTAwIDysOl0OqxWK3a7Pa16a6UanU63yVeVbAd0t+6ZlImTKIqcO3fuphmomUokEmF5eZn33nuPV199lcrKSmprazlx4sRdNfTKJCKRCIFAgM7OTrq6ujJOoNbW1lheXiYUCm1Kd5BlGY/HoxyBlEwWVrmK0WhU+lllZ2fT3t5+V8dhpXRblzzEbzcRi8WYn59XugocOHCA2tpaSkpK7pkbOdmieHl5mZWVlYw7pSUejxMOh2+4JU3WEu6GHvdbjdVqpaysDJvNpuRA3U1NaFo5xHcDq6ur/NM//ROzs7MUFBTw7LPPKuHm3RCFvBVEUVSiQRsbG6kezm1jNBqxWq3X9dlK/s5kMt1Rf6LdzqFDh6ipqSGRSKDT6SgvL7+rrW/aiFNWVpZSi7bTRa5bRbJfc39/PxqNhpKSEioqKtKujcZ2k8yOT6Y/XJuN7HA4yM/Pp62tLW2OTHo/SXHS6XSbHi6NRkN9fb1SR6f6nDaT7IcvSZKSanA3pI04JSvx06X38u2SLKJcWFjg3LlzHDx4kNbWVmpqajKqwHWrEAQBnU6HTqfbJE4ul4uamhoee+yx226hsVOYzWZkWUav1ytFzLIso9FoOHjwIB0dHVgsloy7R7ebrU4STpk4aTQaKioqWFlZQRAE8vPz2bt3L3a7PSMT90RR5PTp04yMjNDR0cGJEyc4fvx4RuXCbBXJSNav/dqv0dXVxVe+8hXi8TiCIHDkyBHa29s5cOBAWrdhNhqN/Omf/umm1i7JPKfs7GxVmHaAlImTIAhK46uysjKqqqqoqanJSN9M8pCG0dFRFhcXqaqqUvK17hUn+LVotVrlSHm9Xs9rr71GLBZDo9HQ2NhIQ0MDhYWFab0t0mq1t1VLqLL1pNRyuu+++zh48CCf/exnlS1AJh4sGQ6HWV9f5yc/+QlarZbf+73fo7GxkZycnIwT2q0iefRQU1MTTz/9tPLzZPvldBYmlfQgpT6nZO1VJhROfhATExOMjIxQWFhIbm4ulZWVH3i0+L1CcsG5F61HlbsnbRzimcy5c+f4yU9+woEDB5Q2w/e6MKmo3C2qOG0Bjz76KHv27CEnJwer1aoKk4rKFqCK0xZQVVVFVVVVqoehorKrEG6ntEAQhFVgevuGs61UyLL8ocVt98IcQZ1nhnAvzPOmc7wtcVJRUVHZKdTiIBUVlbREFScVFZW0RBUnFRWVtEQVJxUVlbREFScVFZW0RBUnFRWVtEQVJxUVlbTktjLE8/Ly5MrKym0ayvZy6dIl960ktN0LcwR1npnAvTDPqakp3G73Deu9bkucKisruXjx4taMaocRBOGWsmfvhTmCOs9M4F6Y54EDB276O3Vbp6Kikpao4qSiopKWqF0JVFRuE1mWSSQSynHrJpMJrVaLTqc+TluJ+tdUUblNgsEg/f39nDlzhs7OTl544QVqampob29Xe3ltIao4qajcBuvr6ywuLnL69Gm6u7sZHBzkvffew+12U1paitVqxWKxpHqYd00sFsPr9dLV1YXL5aKkpIScnJwdtQ5VcVJRuUUkSWJkZITOzk7+9E//lHA4TCwWY2BgQDltp6amZlc0HtzY2ODSpUt87nOf4/nnn+cTn/gEhw8fJjs7e8fGoIrTNiJJEr29vczMzPD2229TXV1NXV0dR44cuaWLnPRprK+vYzAYyMrKSpuTZkOhEDMzMxiNRnQ6HUNDQ4RCIeX3giBgs9kwmUw4HA6i0SjRaJSCggKysrLIz8/PqC1QOBzG5/Pxyiuv0NvbSzgcJh6PAz87QNRqte6awxyuvTaDg4O8/PLL1NfXq+J0I2RZJhaLIYoi8XhcOeo6XU9uSSQSRCIRBgcH6enp4e///u85fPgw999/P3v37r2lixwIBAgEAkxPT2O323G5XGlzrFI8Hmd5eVkRzOHhYXw+36bXFBQUYLVaiUajhEIhgsEgGo2GRCKBxWLZ8hNitwNZlhFFEa/Xy+LiIufOnWNwcJBYLKa8Jnn0elZWVtrP51a59jj5+fl5QqEQfr9/R8eQMeK0sbHB9773Pbq6unj33XdpaWmhrq6O3//930/Ls+7Onj3LuXPnePnll5mfn8fn8zE0NEQ8HufjH//4Bx5RnhTgr33ta3R1dXH27FkOHTrEJz/5Se6//36Kiop2cCY3xmazcejQITQaDYIgUF5ejiiKm16j0+kUq0KWZSRJIhKJsLS0xB/90R9x9OhRXnjhhRTN4Nbw+Xz09vbyyiuv8PrrrzM9PU0kEtn0Go1Gg9lsprKyclf4mwBycnLIy8ujsLBQEaZAIEA4HN4xgyDtxUmWZSYmJpidneX8+fMMDQ0xMzNDS0tLWp9Xv7S0RF9fH/Pz86ytrSEIAjk5OVRWVt6S6S/LMsvLy0xNTTE3N0dVVRXBYPA6AUgVyQcyybUWQyKRIJFIsLa2RiKRQK/XY7VasdlsxGIxIpEIY2Nj1NfXp2Lot8z6+jpzc3OcO3eO/v5+pqamiEQiN7wGGo0Gg8GQFlbtVqDRaBQrPZFIKNZvJBJRxSmJKIp861vf4sKFC7z22msYDAasViuPPPIIR44cQa/Xp3qIN2R8fJy33nqLpaUlJEnCarXy0EMP8bnPfY7CwsIPfG/SyvB6vaytrSFJ0g6NemsIhUJ4vV7eeustfD4fTqeT5uZmWltbCQQCrK2tMTo6itvtTvVQb4ooivT19XHx4kX+y3/5L/j9/usspnuF5InWbreb9fX1HTswNq3Fyefz4fF46O3t5cqVK8Tjcerq6jh06BCNjY24XK60tZyuxeFwcOLECTo6OigtLf1Qv0QyyS8YDCp+GpPJRG5ubtqK8bXMz8/T39/Pq6++yurqKmazmf3797O4uIjL5VJel86Ha4iiSGdnJ93d3fj9fhKJBIIgUFZWhizLLC0tkUgkAGhpaWHPnj1oNLur4EKn05GXl8f6+joej4fh4WFsNhuVlZW7X5xEUUSSJCRJumGGrc/nY3Z2lrGxMaamptDr9ZSUlPDAAw9QXl6Ow+FIzcA/hOScZFlWolZHjhyhoaGBvLy8D31/0owOBoOEQiG0Wq0S9coEcVpdXaW/v5+zZ88yNzeHRqMhFAphNBo5fvx4qod3S0iSxOjoKGNjY0QiEbRaLQaDgaKiImRZZmVlRRGj5LmFmbBQ3g56vZ68vDzm5uaQJImpqSny8vKQJGlHhDhl4iSKIm+++Sbz8/OMjIxw9OhR7r//fmw2GxqNhkgkwptvvsnf/d3fMTU1hd1u56GHHuLRRx/lscceIzc3N1VD/0CSIfbFxUX8fj+5ubnU1dXx5JNPkp9/S90vGB8f58yZM0xMTBCNRmlpaaGjo4OOjo6MCFVPT0/z7rvvKtGd5La2tLQUo9G4KeUgXREEgZKSEpaXlxEEgX379rFv3z727t3L6uoqvb29ymtzcnLIycnZdeLkdDr51Kc+hSiKDA0N0dPTg1ar3TE3Q0rEKRaLEQqF6OvrY3JykqmpKWpqaojH48iyTDgcZnBwkKGhISYmJjCbzTgcDjo6Oqirq0vb7Y0oiqyvr9PZ2cnc3ByiKFJYWEhpaSlOp/OWIjnxeBy3283IyAh+v1/ZShQUFKR9JEgURQKBAKurqywtLSnhdr1er1zDpIVcWlpKTk5Oikd8czQaDZWVlUSjURYXF2lra6OlpYXKykoMBgN6vV5xjO/WujqNRrMpry4cDhMMBnfs+1PyF/V4PMzOzvKNb3yD8fFxNBoN+/btIxqNIkkSy8vL/Nmf/Rn9/f3MzMzwkY98hNbWVn7jN34Du92etrlNgUCAvr4+/vAP/xCv10skEuHBBx/kwIED5OTkfKgpnMynGRkZ4dSpU6yvr2M2mzly5Ag1NTU7NIs7JxgM0tvbS39/P2NjY0SjUSU5MT8/n/LyckwmE9nZ2bzwwgvs2bMn1UO+KXq9no9//OOEw2F+8Rd/EYfDgd1uJx6PY7PZsFqtSJK0Kd9ptxGNRpmamsLr9abk+3dUnJIXc3R0lEuXLrG+vr7JMsjOziYQCLC8vMz4+Dh+vx+LxcKDDz7IwYMHsdlsaZnklkwQff3117l06RJer5dEIoHZbKa6upqKiopbMvljsRhTU1NMTU2xsLBANBrFZrPR0NCQFrlNH4bP5+Ott95iYmKCRCKBLMvY7XaeeeYZDh8+TElJCYIgEI/H6ejo+NCoZarR6/UIgkBBQQFGoxG9Xo9Wq1Wsid22jXs/yXSRVO1SdlSckmb/+Pg4Fy5cYGNjA41GQ3l5uZJNPDk5yeLiIvPz88TjcaxWK4cOHeLIkSNpu61JJBKEw2Heeecdent7CQQCmM1m7HY7FRUVlJaW3pY4zc3NKb4Og8FAVVXVLfurUonf7+fcuXPMzMwokSy73c4jjzxCa2srhYWFJBIJRFHEbren5UJzLckM6Wv9fFqtFr1erySf7mY0Gg0WiyVlW9Yd/dalpSW+9a1vcerUKc6fP48sy9TW1vIrv/IrtLS0IIoi//k//2cuXrzI+vo6HR0dPPjgg2mfeTsxMcHIyAhvvvkm09NXO6s+/fTTPP300xw5cgSn0/mhn5FIJHC73XznO99hcHAQgMbGRpqamsjLyyMrK2tb57AViKKI3+/ftNXRaDRkZ2crW/FkYl/SKlFJX5LRSbvdnpLv35HEDFmWFT9TT08Ps7OzBINBCgoKKC8vp7a2FrPZzNraGmNjY0xPT2O1WqmoqKC1tRW73Z7WOSSrq6tMTEzgdrsJBAKYTCZKSkpobm4mOzv7liyE1dVV5ubmmJiYwOPxKA7ZhoaGlK5et0oikSAWixGNRhWrCa6Kk1ar3XT9BEHIeMsjmaP1/v/uJiRJ2lTgvNPsyB0viiKnTp2is7OT7373uxgMBnJycnjqqadoa2ujubmZsbExLl26xOzsLPF4nKNHj/Lkk0/y6U9/Oq1LAiRJYnh4mLffflvJ5XG5XFRUVFBbW3vLpSpvvfUWFy9eZGBgAFEUMRqNPPfcczzwwANkZ2en9d8ArvqbvF7vdZbTbubafLbdSCAQoLOzk4WFhZR8/7aL09LSEktLS7z99tv09/cTj8fJy8ujqKgIo9GI3+/n1KlT9Pb20t3djcfjUUo9amtr0Wq1rK+vKyn0TqczbZzDy8vLvPvuu5w5c0bZilVUVPDzP//z7N+/H4vFcksWnyzLeL1e1tfXkSQJo9FIdnY2LpcLl8uV1lYj/CxhcWhoiLW1NSWPyWAwYDKZsFgsaZn6cbckLcCysjLKysoy2hK8EckyqqT4GgyGHc2z23ZxWlxcpL+/n9OnTzMzM4MkSdhsNoqKitBoNKytrfHGG29w/vx5zp8/TzQaVXoelZeXk0gkWF5eVraF9fX1aSFOkiSxuLjIK6+8QmdnJ8PDwzgcDiorK/n85z9Pbm7uLXVLuLYlx9raGrIsYzKZcDqdFBYW3lJGeapJWo9JcUpu64xGI2azeVeJkyzLysO628UpSXK+RqMRk8m0Y/PcdnEaHR3l1KlTLC4uEggEgKsH6S0tLdHV1YUgCIiiSDAYVPKcZmZm+K3f+i3KysooKSlhamoKrVbLo48+SllZ2XYP+UOJx+OcPHmSixcv8tprr+Hz+TAYDHzyk59k//79uFyuW34Yh4aG6O7u5gc/+AHDw8MkEglKS0t58MEH0zpJ8VokSeLdd9/l0qVLmyr2S0pKqKmpobGxEavVmsIRbg2yLDMyMsLQ0JCyfRUEgYqKil1ZvhKNRpmYmMDr9SIIAk1NTTQ3N+8ecUq2y3C5XErEKdmvyOPxKP+fdJyazWa0Wi1zc3PEYjH8fj+rq6tYrVZMJlNarMCiKDI+Ps74+Dirq6tKUe6ePXtoaGjAYDBsuoCyLBOPx4lEIkSjUWKxGPF4HK/XS19fH11dXczPz+P1ejEajRQWFtLU1JQREbrkNVpaWsLtdiv1hDqdDpfLRXFxMVar9brrdu01zxSS2+9kHluyxsxsNt/QSk5ed41Go/zLJBKJhJJMnAq2XZyOHTvG3r17OXLkiJL6vr6+ztraGq+++qpyU1ssFiVCZzablYdbEASam5spKSnh8OHDabGlSyQSnD9/nv7+fmRZpq6ujubmZp599tkb5jTFYjHm5+cVQZuZmWF+fp7vf//7RKNRRaCNRiOVlZXcf//9fOYzn8kIa2NhYUHpt+XxeICrvgmz2cyjjz5KR0fHdQKUTJuwWCw72vb1bkn22FpaWlKikh8UiU0kEiwsLGAymZSWxZkkxtFolOnpabxeL7Is09fXh9Fo3LEAwLaLU1ZWFlqtlr179ypRHLfbzfLyMj/+8Y8RRRGTyURHRwcHDhygqqpKyYlJPuRZWVnY7XaKiorS5oGVJEnZwmRlZZGXl4dGoyEYDCpV3KIoMjY2xtraGpOTk4oQb2xssLGxQTAYVDKp4epDXVNTg8vlwmKxZMSNHI1GlV5Hyetrs9nIz8+nubmZurq6TWKdbNc7OjpKcXFxRokTfHjKQPK69/b2srCwQE9PD3l5eZSXl3PkyJGM8CFey7X+tfLycsrLy3fPts5kMintPpIsLS0xOzurtG81mUwcPnyYX/7lX6aysjIt2+5+EFarlZycHKX7Y09PD/F4nGg0ysmTJ5menmZ0dFTZziUv7vtvdKPRSF1dHUVFRWmfPZ3kWnFK5sPYbDbKy8sVcbqWYDCoFDbrdDpqa2tTMew7Jpk+8P6fJbezkiQRjUY5c+YMPT09/PjHP6a2tlYpWs80cUqi0WioqqqipqZm94jTjZiYmODChQu43W7sdjvPP/88x44do6KiImMeymvp6elhenqad955B0mSWFlZUcKwHo+HWCxGOBzGarWSl5dHW1sbkiTx5ptvKg90e3s7zc3N/Mqv/MqmhmzpTiQSwev1bnKEJ4t7b5Q4Go1GlVNy08F/eDuIosi5c+fo6upS5itJEq+++iqLi4s88cQTTE9PMzg4yCuvvMLQ0JDSQTJZK5kp+P1+1tbW8Hg8hEIhBEFg79697N27d8d8ZzteW5fc9gwNDSFJEg6Hg7a2NsrLy9O228CNuNYJmkw+nJ+fRxRFIpHIpjINnU5HcXGx0jB+//79BINB3nrrLWUVSmbLX7utzQSSAYtrj0lKnhRzI/FJhuKTRbSZgiRJxONxlpaWWF5eVn4uyzJDQ0NotVpqa2sZGxujt7eXqakp5XXJpoqZgizLuN1uVldXCYfDSJKETqcjNzd3RyPIOypOXq+XM2fO8NJLL/GDH/yA+vp6Dhw4wKc//emMaKKWRKvV0tzcTDgc5vLlyyQSietS/O12O06nk4qKCoqLizl+/Dh79+6lpaUFrVZLb28vX/3qV5UeVklhMhgMGRXVuXz5Mi+++KISbjYajXR0dPDZz372hluYa4/0yiTLKdmnamZmhqWlJWVLLooiP/jBD3jjjTf44Q9/iNvt3tTLCq5ucysqKjLGXSGKIj/84Q+VziEWi4W8vDxyc3Ox2+27b1sniiI+n4/+/n7cbjc6nY4DBw5w4MABjEZjRj2QOp2OQ4cOUVBQgNPpVE6lWF1dxWAwUF5ejt1ux263U1hYiMPhoL6+nuLiYsxmM6IoKvNN+iqqqqqora3NqL8DXL2uyaTL7OxsDh8+zL59+yguLr6h+FitVsViupWC6FQjiiLhcJju7m66u7tZWloiHA5vek0sFkOWZebm5giFQkSjUYxGI3a7nfvuu4/m5mYOHDiQtm2l309yLsmGiWazWWmWuJNulx0Tp3g8ztraGp2dnUqJyokTJ9i7d2/GJa/p9XoeeeQRYrEYTz31FG63m7W1NXp7e7Hb7Zw4cQKTyaSc0vt+wUlaWsnVV6PR0NTUtKP7+e0gNzeX5557jkOHDlFaWnrD11wr2plAMtfn9OnTvPTSS9edW5e8hrFYjKWlJQRBQBAETCYTxcXF/Mqv/Iqy8GSKP1WSJKanp5mdnUWWZbKyspRI+a4qX4GrF/gnP/kJ3d3dnD17FpfLxaFDh2hpacnozFq9Xk9ubi5Wq5WSkhKqqqqUvfnNEu9kWaazs5Ouri4SiQT5+fmKP8pqtWbM3yIUCjE7O8vc3Nym5nq1tbVp29/9TlhfX+e1116jq6uLqampD63QLy8vp7q6mk984hPU19ezb98+xeLI1IWnsLCQ5ubmHfeF7og4SZLE2NgYIyMjrKysUFNTQ21tLU6nMyOyoG9GshlcckW8FWehLMvMzs4yPT2NJEmYzWalX1Mm+WCSCXoej0cJAJjNZnJycjLKof9hJHu6J4Me8LPrnqyt0+v16PV6TCYTdXV17N27l/vvv5/q6mpsNluKZ3B3JK1Ah8Ox4217dqxlyrlz5+jr68NgMLB//34+9alPZUzt2FYiSRLnzp3jwoULyn4+Pz8/47KHV1ZW+Pa3v01vby/BYJCKigoqKys3lSntBsxmM3V1dZw7d075mcVioa6uDqPRiMFgoLm5GZfLxf79+ykvL1eaI6Z7D650Z0f+erIs4/P5kGWZpqYmqqurb+owvRcIh8NEIhHFGZ6JjdcikQizs7P4fD40Gg0NDQ3U1dVhtVozxrdyK5jNZmpqanjiiSeU/LNk/aNOp0On01FSUkJ2djaVlZXk5ORgtVozdgsHPzt5ZmNjg9XVVcVlsdMR9R0VJ41Go9Ta3cxhei+Q7BiZyUQiEcbHx9nY2FAir/v370/7rqW3S1ZWlnJm3b2CRqNRAlVzc3PU1dXR2tq6462yt12cRFEkFospaf+xWGxTNvG9hkaj4cSJE+Tm5jI+Pk52djbl5eUZled1LRUVFTidTh5//HHq6up2lTDdq2g0Go4fP87+/ft54oknKCoqUppD7iTbLk6SJJFIJJSty7WFrvcigiBQX19PLBajoqKC8vJyiouLM06cjEYjpaWlyqGh1dXVGVV2o3JzBEGguLgYgIaGhpSNY9vFKbmFyc/PRxAEQqHQPdNj+kYIgkBHRwf79u3j+eefR6fTodfrM06c9uzZw/e//30lXSKdT8dRyUy2XZx0Oh0Wi4UTJ04QCARwOp1p0c0ylSQdqZlSznAjdDpdxmQ8q2Qm2y5ORqMRo9HIb/3Wb233V6moqOwiVO+liopKWqKKk4qKSloi3E7kTBCEVWB6+4azrVTIspz/YS+6F+YI6jwzhHthnjed422Jk4qKispOoW7rVFRU0hJVnFRUVNISVZxUVFTSElWcVFRU0hJVnFRUVNISVZxUVFTSElWcVFRU0pLbqq3Ly8uTKysrt2ko28ulS5fct5LQdi/MEdR5ZgL3wjynpqZwu903bAN7W+JUWVnJxYsXt2ZUO4wgCLeUPXsvzBHUeWYC98I8Dxw4cNPfqds6FRWVtEQVJxUVlbREFScVFZW0RBUnFRWVtEQ99S8FbGxssLGxweXLl9HpdBiNRtrb29W2tyoq16CK0w4jyzKTk5NcunSJ3/zN38Rms1FUVMT/+T//h/3796d6eCoqaUNailMikcDtdnPhwgXeffddAoGActbdo48+yic/+ckUj/DOkWUZt9uNx+NBlmUCgQBLS0t0dnYiSRINDQ2YTKZddWruvYYsy3z729/G4/Gwb98+ysrKqKqqSvWwtoRwOMzQ0BBdXV1cuHCBxx57jKqqKtra2tBqtVv6XWkpTvF4nOXlZc6dO8c3vvEN1tfXleOksrKyMlqcAAKBAH6/H4BoNIooigwMDGA0GikpKUGj0dxT4hQMBq87z9BoNCrHZqUSWZaRJOmWj4yXZZlEIsHp06eZnp5Wjv3aLeIUiUQYHBzktdde48UXX8RgMBAKhdizZ88t/41ulbQUJ6/Xy/e+9z0uXbrE+vo6oihu6aTTBVmWlZv5G9/4BufOnaOlpYWysjKsVmuqh7cjyLLMH/zBH3D27Fl8Pp8iUJ/73Oc4cOAAjzzySMqEWhRFQqEQc3NzFBQU4HQ6P/Q9gUAAj8fD2NgYc3Nzu+4AWY/Hwze+8Q3GxsYA+OY3v8nFixd54IEHyM/Px263b9l3pZ04eTwe5ubmGBoaYnl5GVEU0Wq1GXv45AdxreB6vV48Hk9GHtcuyzJra2tIkoTJZMJoNN6SoASDQbxeL5OTk4yNjeHz+dBoNOh0OkKhEJIk7cDob4wsy6yurrKxscH09DRGo/GWxEkURaLRKOFwmEgksuvESRRFvF4v4XAYuBrcWV9fJx6Pb/n1SitxkiSJrq4uenp6OHXqFIFAAACz2YzRaMThcGypMqcDSYESBAGNJvMyO5KW36VLl4jFYpSXl+NyuSgoKPjQ987NzdHZ2cnCwgKRSAS4up2zWq24XC5cLlfK/iaiKNLV1cXCwgITExNYLBaqq6s/9H2SJBGPx4nH4yQSiR0Y6e4lbcRpeXmZxcVFXnzxRQYHBwkEAsTjcQRBoLGxkcrKSj7ykY+wd+/eVA91S5FlGUEQFN9GpjE9Pc3U1BTf+ta3CIVCNDU1cezYMR544AEMBsMNt+OSJBEKhRgaGuLkyZOsrKwo1qLNZqOyspKqqirKysq23Ml6q0iSxNDQEEtLS8RisdsWmt1mMcHVXc3S0tImyym5o9lqfxOkkTh5PB6GhoZ4++23GR0dVSwJQRAoLy+nvb2dn//5n98VjmJJkhBFcVfcwIuLi/T09PDmm2/i8/lYWVmhpKSEgwcPotfrbypOwWCQ6elpzp07h9frRZZltFotNpuN8vJyiouLyc+/pYL8bUGSJCYnJ1leXsbhcBCPx2/pfUk/4m5DlmU8Ho+y1U0GqMxmM2azGa1Wu3vFaXBwkO9///usra2leijbiizLLCwssLS0BKTvti7pQ7iZ9SPLMvF4nLGxMd555x38fj+hUIje3l6OHj2K3+/HZDLdcE7xeJypqSmmpqZYXFxEr9fjcDgoKSlh//79PPPMM5SUlOzENG+KKIqcO3eOiYkJHA7HB1bPX4vP52N2dpZoNLrNI9xZZFnm7NmzdHV1KdFzQRD45Cc/yYEDByguLt5yf3DKxUmWZWKxGBsbG6yurhKPx5WtjlarxWg0UlpaSllZWVo9vHdCLBZToj/vj+QYDAaMRiNmsznl4XO4GnUKhUIUFhai022+TSRJIhAIMDExoUSlEokEBoOB4uJiHA4HOp3upitpJBJhfHyclZUVYrEYtbW1OJ1OcnJyqKqqoqqqCovFshPTvCnJHLRYLEZWVtYtXxNRFLfFOZxqZFlmY2MDr9erbMH1ej2FhYUUFRUpW7utJOXiFIvFWFpawu124/V6lb29JElkZWVRUFDApz71KQ4ePJjx6QQej4eZmRl+9KMfceXKFUWcBEHA4XBQUFBAQUFBWqQRjI+PMzc3x2OPPXadOEUiEUZGRvjLv/xLent7GRkZAa72FPriF7/Ifffdd1OHuCiKrK2t8eKLLzI8PIxGo+EXf/EX2bNnD3NzczQ2NtLW1rbd07tlcnJy+MhHPnJLzvD3s9u2eKFQSAlSGQwGTCYTDoeD7OzsbXk2Uy5O4XCYwcFBJiYmmJ+fV/b2Go2G0tJS9u/fv22T32mWl5fp7+8nFAopPxMEAUEQKCoqory8HKvVmhZ+tdLSUrKzszeNRZIkYrEYP/rRj+jr66O3txePx4Ner6e5uZnm5mb2799PUVHRTT+3v7+fgYEBhoaGEEWR2tpavF4v8/PzOJ1ObDbbTkzvlrnW93krBINBFhcXFZ/Mbrhvk+kRi4uLLC8vI8syOTk5VFRU0NjYSHV19bbsalIuTpFIhLGxMWZmZpSJJzOkS0pKOHDgQNrdsHeKx+NhZGRECZsnb1yNRkNRURHFxcVYLJa02NYlQ/nXEo1G8fl8/PSnP6Wvr4+xsTFl693a2kprayvNzc033ZKJosjQ0BDd3d1MTU3hcrmoqqrC6/WytLRETU1NWliN7+d2BCYYDLK6uqr4ZHYDiUSCSCTC8vIyKysrSJJEbm4utbW11NbWUlZWti3fm1JxSiqy1+tVHlgAp9PJ888/z7Fjxzhx4gS5ubkpHOXWsb6+ztTUlDLXa03+mpoaGhsb09KvJssyoijyta99je9///v09fURCoXQaDS0t7fT1tbGr/7qr1JeXo7NZrvhHNxuN4uLi3z729+mp6eHRCLB6uoqoVCI/fv309TURHt7e8p9TXdLIpEgFArtqu3cysoKk5OTjIyMMDs7iyzLmM1mnE7nti6kKRWnaDSK3+9ndnaWjY0N5edJq6moqIj8/PyU5bpsFYlEAr/fz+rqKktLSzcMS2dnZ5OTk5N2q20y7D87O8vAwABXrlzB7/ej1+upqalh79697N+/n8rKyg/MoF5dXeXKlStMT0+zurqKJEnKlqmgoACXy4XNZrvOv5UKkqked/NeQRDQ6/U4nU6ysrK2eIQ7hyiKBAIB3G43oVCIaDSKTqfDbrdTWlq6rRUbKbsTknkTw8PD/MM//IOyRwfQarVkZ2djsVgyXpgA/H4/77zzDqdPn+add95Rfn5tGoHL5aK4uDjtLKdIJEJ/fz9f+tKX6O3txe12U1hYSF1dHb/8y79Me3s7zc3NHzru8+fP81d/9VdMTEwoPrf8/HxaWlo4cuQIra2taSFMcHXRDAQCd2X9mM1msrOzeeSRR8jOzt7C0e0cydrC1dVVZmZmFGGy2Wy0trbywgsvkJeXt23fn7K7QZIkLly4wMWLF5WKdI1Gg9PppKysjIaGhpQm4W0lPp+Pt99+m6mpKcVigKsCbTAYMJvNFBcXU1xcnDaWkyiKRCIRXn/9dS5fvkxfXx/r6+sYjUYef/xxZRv2YSUmkUhEyWlK1g7qdDocDgft7e08++yzlJSUpEUQIMnS0hITExM3zVVKJBL4fD7W19fZ2NjYdM0uX77M0NAQBQUFlJWVYTKZMnaBjcfjLC4uMjAwwNmzZ4nH4+Tm5tLW1kZ9fT25ubm7c1uXSCTo7Oykq6sLSZKQJAmtVovL5aKyspKGhoZbKrTMBDY2Njhz5gzT01dP+nl/fpPNZqO4uPgDo1w7TTwex+/385Of/IS+vj6Gh4fR6XRYLBaOHz/Onj17qK+vRxAE4vG4IlDvD5/7/X76+vqYmppScmR0Oh35+fm0t7fzwgsvpJ2FvLS0xODgIJFIBIPBgCRJJBIJEokEkiQRiURYWlpienqamZmZTeLU09PD4OAge/fupbKyclvyf3aKWCzGwsICAwMDnD9/XhGngwcPUltbu+2dW1MiTuvr66ysrHD58mVGRkaUUg6NRsMf/MEfcODAAUpKStLGzL9TZFlmcXGR6elppqenlR5O11pOe/bs4fjx4xQWFqZyqNdx/vx5uru7efPNN1leXgaujjcSifCVr3wFm82mlC3odDqOHz+OIAj09PTg9/sJBoPAVctpYWGBlZUVIpEIoihitVrZt28flZWVZGVlpd3D29/fz09+8hMCgQBarZZz584xMzPDSy+9xNDQkJKcGY1GiUQim8QpGAzi8/nweDy43W7+4A/+IIUzuTtWV1f5+te/Tm9vL8vLy5hMJux2O4899hg7cYBnSp5+r9fL7OwsHo9H6eGTlZWFw+Ggvr6empqaVAxry5FlmZWVFZaXlwmFQtf51ZLZ762trWkXQk9eI7fbjc/nA37WeG18fFxZOJItTqxWK4Ig0N3drYhTMsq3sbGxqXauoKCApqYmioqK0k6YYLNDPBqNsrS0pJTjTE5OEo1GMZlMmEwmzGbzpjmEw2ESiYSSKZ6pSJKkRNKDwaAyZ71eT15e3o44+VMiTv39/bz++uvMzMzg9/sRBIGWlhYOHjxITk5OKoa0LUiSxNmzZ+ns7CQUCinZ77IsYzQaqaur48EHH+QTn/hEWm1r4OpD+f6eSqIoIooiy8vL1/nG/v7v/155DWze3gmCgM1mIzs7mwMHDtDS0sLv/u7vYjabd2g2t0djYyOPPvoo3d3dLC0tMT4+rrTt2bNnD06nk6qqKtrb22ltbd303n/4h3/gK1/5Cm1tbezbty/truutEgwGEUWR8vJy5ufngasLUTIhdSd8ozsqTtFolJWVFYaHh7ly5YrSdkGj0ZCXl0dDQ0Pa3rC3SygUYmNjg87OTnp7ezc95MlylWeffZY9e/ak5Q1cWlpKR0cHkUhkU0b7reB2u1lbW2N0dJRQKITJZKKtrY0HHniApqYmSkpKbloUnA5UVFQAcPjwYdbX15XSory8PKqqqrDZbOTm5t7QT5idnY1Wq1Wsqkwk2Whvfn6eiYkJgsEgVquVPXv20NLSQm5u7o7MbUfFKRwOMzExQX9/Pz09PYo4wdWwcrK5/27A7/ezsLDA2bNnGR4eBjanDuTm5vKxj32M4uLiVA7zplRWVirtS25neyLLMsPDwwwODiplHFarlUOHDvHFL34Rl8uV9t1MKyoqKCoq4qGHHiIYDFJZWUl9fT2VlZXk5uZ+oC806UPL5EMqZFlmeXmZqakphoaGiEQi2O122traaG1tJS8vb0cW1B0VJ6/Xy6lTpxgfH1e2DCaTiZKSEkpLSykoKEiL0o274dr6s+9973ssLS1taiin0Wh48MEHaW9vp7KyMm1X17y8PLKzsyktLb3lfJ9AIEB/fz8rKyv09fUhSRLFxcU8++yzHD16FJfLlTEPrF6v55Of/CSiKCpW0AelBSSDBbFYDEmSMjZDPJnj9Z3vfIfe3l4WFhYoKSmhoqKCRx55hIaGhh2zeHfcchoZGWF1dVXxTSTDyrm5udjt9rTc4twOiURC6Yvd29u7yTpMVnJXV1dTU1ODxWJJ24ikwWDAYDDcsuMzWYq0tLTEysoKa2trFBQUUFRURFtbG2VlZWlvMV2LIAi31VNKFEV8Pp/iEM9EcZIkCb/fz8rKCqOjo0xPT6PVanE6nUoNXUFBwY7l4u3ok+F2u3n55Zc3lQZkZWXR1tZGU1MTlZWVaZOEeKd4vV7efvttent7mZ2d3XRyTHFxMRUVFTz11FM0NjZmvBBfy8bGBkNDQ3zpS1/C4/EQDof58z//c8VpnK4ivFWEQiEuXbrExMTEpnMWM4VEIkEgEODixYuKnzQYDLJ//36efvpppW3MTtY+7ugdk0xmS56okswEf/jhh6mqqsp4YUo6/M+ePcv8/PymVryCIFBVVcUjjzxCbW3tjq5A20myI+Z7771HT08Pq6ur5OXlUVJSQl1dHaWlpTdt17ub0Gq15ObmYrVaP7DRXrqS7Ks2NjbGwMAAoiiSn5/PI488wp49eygsLNzxLfmOilMyTybpg2lububgwYM899xzGW9FyLJMMBhkYWGBN954g8XFxetM+7179/KJT3yCioqKXeP4F0WRcDjMyZMn6enpYW1tjba2Nh577DEaGxvTKut9O9Hr9RQXF5OTk4PBYEjbSOTNiEajTE9PMzQ0RE9PDxqNhpKSEp577jmKioq2tYbuZuyIOImiyDvvvMPZs2eBq1aETqfjmWeeoaOjI+Mu5I1IJBKcPHmSrq4upYd00glut9vZt28fe/bsoaysLGOcwrdCV1cXFy9e5L333sPn83HixAmeeuopnnjiiV3T6uZWSLaA8fl8SqvpTGJtbY033niDnp4e5ufnycrKUvyOqTIcdkSckidZzM7OAj/rLlhaWkpJSUnGmcDvJxwO4/P56OvrY2hoaFOZSvK8vWRGdKb3K0oSj8fx+XyMjIxw6dIllpeXlSTF+vp6Kioqdr2f6f3sVHLiVhOJRNjY2FDqHxOJhFKIbjKZUnYdd8xyunTpktI3OxMv4Adx8eJFLl68yLe//e1N2zlBEKisrGTPnj188YtfpLS0NMUj3RokSWJ2dpZvfvObnDp1is7OTmw2G/X19fziL/6i0vD+XsJisdDa2srp06exWq0ZsxsQRZHu7m76+vqYmZlBr9fT0tLCl770JRobG3E6nSmby45JoiiKu/YEVIfDQWlpKY2NjZjNZqampigtLaW4uJgHHniAmpoaiouL065+7k6QJEnpAX7u3Dnm5uYQRZGHHnqI1tZWCgsLM7q52t2g1Wp3tLzjbolGowSDQX76058yMjLCxsYGDQ0NNDQ0KD3kUymy95bdvU2UlpaSlZXF7Ows/f39eL1eDhw4wAMPPMCnP/3plDgTtwtRFDlz5gwXL17k9ddfR6PRYLFY+OxnP0tra+stHUOukh6EQiFWVlb4h3/4B6anp7HZbLS0tPCpT30qLRJmVXHaAqxWK0ajkeeff54TJ07w6U9/GqfTidPpxG63p3p4W4okSSwuLrKysgLAnj17aG1tpa6ubtc0B7wbkr25Uv1g3wrJ6LkkSRQWFvKZz3xGSetJh4TZHREnQRDIycmhqKhIKao0mUxp12TsTtHr9ej1+js62ywTSbbQMJvNVFRU0NHRgdPpTNtSnJ3E4XBQXV1NYWEhDocjrbd3Go0GvV6v+AgPHTpEVVVV2iyoOyJORqORf/tv/+11fiebzbYrxOleJDs7m6NHj/Lxj3+c5557ThWm/8/TTz/No48+ikajQavVprUFlZ2djc1m45VXXkEQBKV5YLqwY9u6e9VJutvQarUcOHCA6upq4vE49fX1WCyWtLYQdpJkblAmIAgCWq1229vt3imqz0nlttDpdHzqU59K9TBU7gEyIxlDRUXlnkMVJxUVlbREuJ0aIEEQVoHp7RvOtlIhy/KHxrrvhTmCOs8M4V6Y503neFvipKKiorJTqNs6FRWVtEQVJxUVlbREFScVFZW0RBUnFRWVtEQVJxUVlbREFScVFZW0RBUnFRWVtEQVJxUVlbREFScVFZW05P8BhMsiMKWw1aYAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generate_original_images(train_x_normal[:25])\n", "generate_prediction_images(train_x_normal[:25])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generate_original_images(x_anomaly[:25])\n", "generate_prediction_images(x_anomaly[:25])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly_random = np.random.random(size=(50, 28, 28, 1))\n", "generate_original_images(anomaly_random[:25])\n", "generate_prediction_images(anomaly_random[:25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA of hidden vectors" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "train_x = np.concatenate((train_x_normal[:1400], x_anomaly[:700]), axis=0)\n", "train_y = np.concatenate((train_y_normal[:1400], y_anomaly[:700]))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "#PCA on the latent variables\n", "train_x_hidden = encoder_sampler_predictor.predict(train_x)['predictions']" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2100, 16)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(train_x_hidden)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "pca_3d = PCA(n_components = 3)\n", "PCA_hidden_3d = pca_3d.fit_transform(train_x_hidden)\n", "\n", "pca_2d = PCA(n_components = 2)\n", "PCA_hidden_2d = pca_2d.fit_transform(train_x_hidden)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "\n", "ax0 = fig.add_subplot(211, projection='3d')\n", "p0 = ax0.scatter(PCA_hidden_3d[:, 0], PCA_hidden_3d[:, 1],\n", " PCA_hidden_3d[:, 2], c=train_y, cmap='tab10', s=1)\n", "plt.legend(handles=p0.legend_elements()[0], labels=allNumbers)\n", "plt.show\n", "\n", "ax1 = fig.add_subplot(212)\n", "p1 = ax1.scatter(PCA_hidden_2d[:,0], PCA_hidden_2d[:, 1], c =train_y, \n", " cmap='tab10') #matplotlib.colors.ListedColormap(colors))\n", "plt.legend(handles=p1.legend_elements()[0], labels=allNumbers)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reconstruction Error" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def compute_reconstruction_error(predictor, x):\n", " x_pred = predictor.predict(x)['predictions']\n", " cross_ent = K.binary_crossentropy(x, x_pred)\n", " recon = tf.reduce_sum(cross_ent, axis=[1,2,3]) #consolidate at each instance\n", " \n", " return recon" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "train_normal_recon_loss = compute_reconstruction_error(predictor, train_x_normal[:2000])\n", "test_normal_recon_loss = compute_reconstruction_error(predictor, test_x_normal[:2000])\n", "anomaly_recon_loss = compute_reconstruction_error(predictor, x_anomaly[:2000])\n", "anomaly_random = np.random.random(size=(config.BATCH_SIZE, 28, 28, 1)).tolist()\n", "anomaly_random_recon_loss = compute_reconstruction_error(predictor, anomaly_random)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(train_normal_recon_loss[:50], label = 'train normal')\n", "plt.plot(test_normal_recon_loss[:50], label = 'test normal')\n", "plt.plot(anomaly_recon_loss[:50], label = 'anomalies')\n", "# plt.plot(anomaly_random_recon_loss[:50], label = 'random')\n", "plt.title('Reconstruction Error')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DescribeResult(nobs=2000, minmax=(18.145983, 174.11658), mean=55.147236, variance=621.8128, skewness=0.7809744477272034, kurtosis=0.28425512939658093)\n", "DescribeResult(nobs=2000, minmax=(63.064354, 629.52136), mean=196.24976, variance=3778.812, skewness=1.5431115627288818, kurtosis=5.118014434009865)\n" ] } ], "source": [ "print(stats.describe(train_normal_recon_loss))\n", "print(stats.describe(anomaly_recon_loss))\n", "print(stats.describe(anomaly_random_recon_loss))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluate the Model Performance" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1, 99% Percentile of normal reconstruction loss is 24.860720615386963, 122.17086509704589\n", "4, 99% Percentile of abnormal reconstruction loss is 118.42932067871094, 381.3654159545898\n" ] } ], "source": [ "print(f'1, 99% Percentile of normal reconstruction loss is {np.percentile(train_normal_recon_loss, 1)}, {np.percentile(train_normal_recon_loss, 99)}')\n", "print(f'4, 99% Percentile of abnormal reconstruction loss is {np.percentile(anomaly_recon_loss, 4)}, {np.percentile(anomaly_recon_loss, 99)}')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "123.0" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "threshold = np.ceil(np.percentile(train_normal_recon_loss, 99))\n", "threshold" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# 1 - anomaly, 0 - normal\n", "test_y_labels = np.concatenate([test_y_normal[:2000], y_anomaly[:2000]], axis=0)\n", "test_y_labels[np.where(np.isin(test_y_labels, validNumber))[0]] = [False]*len(np.where(np.isin(test_y_labels, validNumber))[0])\n", "test_y_labels[np.where(test_y_labels==anomalyNumber)[0]] = [True]*len(np.where(test_y_labels==anomalyNumber))\n", "# print(test_y_labels.shape, test_recon_loss.shape)\n", "\n", "test_recon_loss = np.concatenate([test_normal_recon_loss.numpy(), anomaly_recon_loss.numpy()], axis=0)\n", "test_y_pred = np.array([1 if x>threshold else 0 for x in test_recon_loss])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.968250 \n", "\n", "Precision: 0.987507 \n", "\n", "Recall: 0.948500 \n", "\n", "F1 score: 0.967610 \n", "\n", "Cohens kappa: 0.936500 \n", "\n", "ROC AUC: 0.968250 \n", "\n", "Confusion Matrix: \n", " [[1976 24]\n", " [ 103 1897]] \n", "\n" ] } ], "source": [ "# accuracy: (tp + tn) / (p + n)\n", "accuracy = accuracy_score(test_y_labels, test_y_pred)\n", "print('Accuracy: %f' % accuracy, '\\n')\n", "# precision tp / (tp + fp)\n", "precision = precision_score(test_y_labels, test_y_pred)\n", "print('Precision: %f' % precision, '\\n')\n", "# recall: tp / (tp + fn)\n", "recall = recall_score(test_y_labels, test_y_pred)\n", "print('Recall: %f' % recall, '\\n')\n", "# f1: 2 tp / (2 tp + fp + fn)\n", "f1 = f1_score(test_y_labels, test_y_pred)\n", "print('F1 score: %f' % f1, '\\n')\n", " \n", "# kappa\n", "kappa = cohen_kappa_score(test_y_labels, test_y_pred)\n", "print('Cohens kappa: %f' % kappa, '\\n')\n", "# ROC AUC\n", "auc = roc_auc_score(test_y_labels, test_y_pred)\n", "print('ROC AUC: %f' % auc, '\\n')\n", "# confusion matrix\n", "matrix = confusion_matrix(test_y_labels, test_y_pred)\n", "print('Confusion Matrix:', '\\n', matrix, '\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cleaning up" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# delete the SageMaker endpoint\n", "predictor.delete_endpoint()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "instance_type": "ml.g4dn.xlarge", "kernelspec": { "display_name": "tf2-p36", "language": "python", "name": "tf2-p36" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.13" } }, "nbformat": 4, "nbformat_minor": 4 }