{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab4. Amazon Kinesis Data Analytics RCF\n", "\n", "This notebook shows how to compute an anomaly score using [RANDOM_CUT_FOREST_WITH_EXPLANATION](https://docs.aws.amazon.com/kinesisanalytics/latest/sqlref/sqlrf-random-cut-forest-with-explanation.html) in Amazon Kinesis Data Analytics for each record in clickstreams. After creating Kinesis Data streams for source and destination streams, Amazon Kinesis Data Analytics will detect anomalies in the input data stream. Records which are distant from other records will have higher anomaly score. The algorithm starts developing the machine learning model using current records in the stream when you start the Kinesis application. The algorithm does not use older records in the stream for machine learning, nor does it use statistics from previous executions of the application.\n", "\n", "## Table Of Contents\n", "The overall process for this is:\n", "\n", "1. Setup\n", "1. Creating Kineais streams \n", " 2-1. Createing Kinesis data streams \n", " 2-2. Creating IAM Role \n", " 2-3. Creating the Kinesis Data Analytics Application \n", " 2-4. Starting the Kinesis Data Analytics Application \n", "1. Sending Input streams \n", " 3-1. Data preparation \n", " 3-2. Sending data\n", "1. Plotting the Prediction\n", "1. Stopping and Deleting the Kinesis Data Analytics Application\n", "1. (Optional) Comparison by timedecay parameter\n", "\n", "To get started, simply execute all cells below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook code was tested with SageMaker SDK 1.72" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# !pip install sagemaker==2.20" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Install AWS Data Wrangler. AWS Data Wrangler will put the anomaly detection results to Amazon S3 while running Amazon Kinesis Data Analytics." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pip in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (20.3.3)\n", "Requirement already satisfied: awswrangler in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (2.0.1)\n", "Requirement already satisfied: botocore<2.0.0,>=1.15.49 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (1.19.40)\n", "Requirement already satisfied: numpy<1.20.0,>=1.18.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (1.18.1)\n", "Requirement already satisfied: pandas<1.2.0,>=1.1.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (1.1.5)\n", "Requirement already satisfied: pyarrow~=2.0.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (2.0.0)\n", "Requirement already satisfied: redshift-connector~=2.0.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (2.0.872)\n", "Requirement already satisfied: boto3<2.0.0,>=1.12.49 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (1.16.40)\n", "Requirement already satisfied: pg8000~=1.16.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (1.16.6)\n", "Requirement already satisfied: pymysql<0.11.0,>=0.9.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from awswrangler) (0.10.1)\n", "Requirement already satisfied: s3transfer<0.4.0,>=0.3.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from boto3<2.0.0,>=1.12.49->awswrangler) (0.3.3)\n", "Requirement already satisfied: jmespath<1.0.0,>=0.7.1 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from boto3<2.0.0,>=1.12.49->awswrangler) (0.10.0)\n", "Requirement already satisfied: urllib3<1.27,>=1.25.4 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from botocore<2.0.0,>=1.15.49->awswrangler) (1.25.10)\n", "Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from botocore<2.0.0,>=1.15.49->awswrangler) (2.8.1)\n", "Requirement already satisfied: pytz>=2017.2 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from pandas<1.2.0,>=1.1.0->awswrangler) (2020.4)\n", "Requirement already satisfied: scramp==1.2.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from pg8000~=1.16.0->awswrangler) (1.2.0)\n", "Requirement already satisfied: six>=1.5 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from python-dateutil<3.0.0,>=2.1->botocore<2.0.0,>=1.15.49->awswrangler) (1.14.0)\n", "Requirement already satisfied: lxml>=4.2.5<4.6.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from redshift-connector~=2.0.0->awswrangler) (4.6.1)\n", "Requirement already satisfied: requests>=2.23.0<2.24.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from redshift-connector~=2.0.0->awswrangler) (2.25.1)\n", "Requirement already satisfied: beautifulsoup4>=4.7.0<4.8.0 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from redshift-connector~=2.0.0->awswrangler) (4.8.2)\n", "Requirement already satisfied: soupsieve>=1.2 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from beautifulsoup4>=4.7.0<4.8.0->redshift-connector~=2.0.0->awswrangler) (1.9.5)\n", "Requirement already satisfied: chardet<5,>=3.0.2 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests>=2.23.0<2.24.0->redshift-connector~=2.0.0->awswrangler) (3.0.4)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests>=2.23.0<2.24.0->redshift-connector~=2.0.0->awswrangler) (2020.6.20)\n", "Requirement already satisfied: idna<3,>=2.5 in /home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages (from requests>=2.23.0<2.24.0->redshift-connector~=2.0.0->awswrangler) (2.8)\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install --upgrade pip\n", "!{sys.executable} -m pip install awswrangler" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import json\n", "import random\n", "import boto3\n", "import os\n", "import time\n", "import numpy as np\n", "import pandas as pd\n", "import awswrangler as wr\n", "from util import *\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "kinesis_client = boto3.client('kinesis')\n", "kinesis_analytics = boto3.client('kinesisanalytics')\n", "\n", "sess = boto3.Session()\n", "\n", "# create a s3 bucket to hold data, note that your account might already created a bucket with the same name\n", "account_id = sess.client('sts').get_caller_identity()[\"Account\"]\n", "job_bucket = 's3://sagemaker-experiments-{}-{}'.format(sess.region_name, account_id)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Clickstreamd dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unzip the compressed file and look at the dataset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/\n", "data/fault_label_1T.csv\n", "data/clicks_1T.csv\n", "data/clicks.csv\n", "data/.ipynb_checkpoints/\n", "data/clicks_10T.csv\n", "data/fault_label_10T.csv\n" ] } ], "source": [ "data_dir='data'\n", "# !gzip -d $data_dir/*.gz\n", "!tar -zxvf $data_dir/data.tar.gz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use clickstream dataset resampled by 1 minute. And, like 1st Lab, add the residual of clicks and users as a feature." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clicks_1T = pd.read_csv(data_dir + '/clicks_1T.csv', parse_dates=['timestamp']).set_index('timestamp')\n", "clicks_1T['residual'] = clicks_1T['click'] - clicks_1T['user'] \n", "clicks_1T['fault'] = pd.read_csv(data_dir + '/fault_label_1T.csv', header=None).values[0]\n", "\n", "plot_click_w_fault_and_res(clicks_1T)\n", "\n", "# plt.figure(figsize=(30,2))\n", "# plt.plot(clicks_1T['residual'])\n", "# plt.title('residual (click-user) by 1 minute')\n", "# plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Creating Kinesis streams\n", "\n", "We need to create below Kinesis resources. \n", "- 2 Kinesis Data Streams : `clickstream_input`, `clickstream_output`\n", "- 1 Kinesis Analytics Application : `Clickstream-analytics-rcf-explanation`\n", "\n", "![](imgs/architecture.png)\n", "\n", "Since we use boto3 SDK to create all aws resource we use, you don't need to visit AWS console in this lab. But you may check the status or results in the console intermitantly during the process.\n", "\n", "\n", "### 2-1. Create Kinesis data streams\n", "\n", "First, we create 2 Kinesis data streams that serves as a short term streaming store for clickstreams. The throughput of an Amazon Kinesis data stream is determined by the number of shards within the data stream. We will use 1 for this example. You can calculate the initial number of shards (number_of_shards) the data stream needs using the following formula:\n", "```\n", " number_of_shards = max (incoming_write_bandwidth_in_KB/1000, outgoing_read_bandwidth_in_KB/2000)\n", "```\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stream clickstream_input under account 308961792850 already exists.\n" ] } ], "source": [ "data_stream = ['clickstream_input', 'clickstream_output']\n", "\n", "try:\n", " for stream in data_stream:\n", " kinesis_client.create_stream(\n", " StreamName=stream,\n", " ShardCount=1\n", " )\n", "except Exception as e:\n", " if e.response['Error']['Code'] == 'ResourceInUseException':\n", " print(e.response['message'])\n", " else:\n", " print(e.response['Error']['Code'])\n", "\n", "# Wait until all streams are created\n", "result = {}\n", "waiter = kinesis_client.get_waiter('stream_exists')\n", "for stream in data_stream:\n", " waiter.wait(StreamName=stream)\n", " response = kinesis_client.describe_stream(StreamName=stream)\n", " result[stream] = response[\"StreamDescription\"][\"StreamARN\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Checking result in the console(Optional)\n", "After the execution, you can find two Kinesis Data streams in the console:\n", "- Amazon Kinesis > Data streams\n", "![](imgs/Kstream-console.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-2. Creating IAM Role" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this step, we create an IAM role and add an policy that we will use in the Kinesis to read inputstream and write outputstream." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Role already exists\n" ] } ], "source": [ "from botocore.exceptions import ClientError\n", "\n", "region = boto3.Session().region_name\n", "iam = boto3.client('iam')\n", "sts = boto3.client('sts')\n", "\n", "kinesis_role_name = 'kinesis-analytics-{}'.format(region)\n", "kinesis_analytics_policy_name=kinesis_role_name + '_policy'\n", "\n", "kinesis_assume_role={\n", " \"Version\": \"2012-10-17\",\n", " \"Statement\": [\n", " {\n", " \"Effect\": \"Allow\",\n", " \"Principal\": {\n", " \"Service\": \"kinesisanalytics.amazonaws.com\"\n", " },\n", " \"Action\": \"sts:AssumeRole\"\n", " }\n", " ]\n", "}\n", "\n", "try:\n", " role_res = iam.create_role(\n", " Path='/service-role/',\n", " RoleName=kinesis_role_name,\n", " AssumeRolePolicyDocument=json.dumps(kinesis_assume_role),\n", " )\n", "except Exception as e:\n", " if e.response['Error']['Code'] == 'EntityAlreadyExists':\n", " role_res = iam.get_role(\n", " RoleName=kinesis_role_name\n", " )\n", " print(\"Role already exists\")\n", " else:\n", " print(\"Unexpected error: %s\" % e)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Policy already exists\n", "Policy has been succesfully attached to role: kinesis-analytics-us-east-1\n" ] } ], "source": [ "kinesis_analytics_policy = {\n", " \"Version\": \"2012-10-17\",\n", " \"Statement\": [\n", " {\n", " \"Sid\": \"ReadInputKinesis\",\n", " \"Effect\": \"Allow\",\n", " \"Action\": [\n", " \"kinesis:DescribeStream\",\n", " \"kinesis:GetShardIterator\",\n", " \"kinesis:GetRecords\"\n", " ],\n", " \"Resource\": [\n", " result['clickstream_input']\n", " ]\n", " },\n", " {\n", " \"Sid\": \"WriteOutputKinesis\",\n", " \"Effect\": \"Allow\",\n", " \"Action\": [\n", " \"kinesis:DescribeStream\",\n", " \"kinesis:PutRecord\",\n", " \"kinesis:PutRecords\"\n", " ],\n", " \"Resource\": [\n", " result['clickstream_output']\n", " ]\n", " }\n", " ]\n", "}\n", "try:\n", " policy_res = iam.create_policy(\n", " PolicyName=kinesis_analytics_policy_name,\n", " Path='/',\n", " PolicyDocument=json.dumps(kinesis_analytics_policy)\n", " )\n", "except Exception as e:\n", " if e.response['Error']['Code'] == 'EntityAlreadyExists':\n", " PolicyArn ='arn:aws:iam::{}:policy/{}'.format(account_id, kinesis_analytics_policy_name)\n", " policy_res = iam.get_policy(\n", " PolicyArn=PolicyArn\n", " )\n", " print(\"Policy already exists\")\n", " else:\n", " print(\"Unexpected error: %s\" % e)\n", "\n", "try:\n", " attach_res = iam.attach_role_policy(\n", " PolicyArn=policy_res['Policy']['Arn'],\n", " RoleName=kinesis_role_name\n", " )\n", " print(\"Policy has been succesfully attached to role: %s\" % kinesis_role_name)\n", "except Exception as e:\n", " print(\"Unexpected error: %s\" % e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-3. Creating the Kinesis Data Analytics Application\n", "\n", "\n", "We will configure Kinesis Data Analytics application to process the Kinesis data stream we created as the streaming source. You can add SQL and the destination stream in Kinesis Analytics with the code below. The parameters of the RANDOM_CUT_FOREST_WITH_EXPLANATION function are defined as numberOfTrees, subSampleSize, timeDecay, shingleSize, and withDirectionality.\n", "\n", "* **numberOfTrees** : is the number of random cut trees in the forest. \n", "* **subSampleSize** : is the size of the random sample that you want the algorithm to use when constructing each tree\n", "* **timeDecay** : decides how much of the recent past to consider when computing an anomaly score\n", "* **shingleSize** : is the size of the consecutive sequence of the most recent records. For example, a shingleSize of 10 at time t corresponds to a vector of the last 10 records received up to and including time t. The algorithm treats this sequence as a vector over the last shingleSize number of records. If you set the shingleSize too small, the algorithm is more susceptible to minor fluctuations in the data, leading to high anomaly scores for records that are not anomalous.\n", "If you set the shingleSize too large, it might take more time to detect anomalous records because there are more records in the shingle that are not anomalous. It also might take more time to determine that the anomaly has ended.\n", "![](imgs/shingling_resize.png)\n", "* **withDirectionality** : When set to true, it tells you the direction in which each individual dimension makes a contribution to the anomaly score. It also provides the strength of the recommendation for that directionality.\n", "\n", "In this sample code, we set timeDecay as 4,320 (=60x24x3) which means we will take previous 3 days events into consideration. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting random_cut_forest_with_explanation.sql\n" ] } ], "source": [ "%%writefile random_cut_forest_with_explanation.sql\n", "\n", "-- ** Anomaly detection **\n", "-- Compute an anomaly score for each record in the source stream using Random Cut Forest\n", "-- Creates a temporary stream and defines a schema\n", " \n", "CREATE OR REPLACE STREAM \"TEMP_STREAM\" (\n", " \"TIMESTAMPS\" TIMESTAMP,\n", " \"URLS\" INTEGER,\n", " \"USERS\" INTEGER,\n", " \"CLICKS\" INTEGER,\n", " \"RESIDUALS\" INTEGER,\n", " \"ANOMALY_SCORE\" DOUBLE,\n", " \"ANOMALY_EXPLANATION\" varchar(512));\n", "-- Creates an output stream and defines a schema\n", "CREATE OR REPLACE STREAM \"DESTINATION_SQL_STREAM\" (\n", " \"TIMESTAMPS\" TIMESTAMP,\n", " \"URLS\" INTEGER,\n", " \"USERS\" INTEGER,\n", " \"CLICKS\" INTEGER,\n", " \"RESIDUALS\" INTEGER,\n", " \"ANOMALY_SCORE\" DOUBLE,\n", " \"ANOMALY_EXPLANATION\" varchar(512));\n", "\n", "\n", "-- RANDOM_CUT_FOREST anomaly score is a number between 0 and LOG2(subSampleSize)\n", "-- See RANDOM_CUT_FOREST anomaly score explanation https://forums.aws.amazon.com/message.jspa?messageID=751928\n", "-- Normalize the \"ANOMALY_SCORE\" by dividing it by LOG2(subSampleSize)\n", "-- \"shingleSize\": 4, 24, 48\n", "-- \"numberOfTrees\" : 100, 200\n", "\n", "CREATE OR REPLACE PUMP \"STREAM_PUMP\" AS INSERT INTO \"TEMP_STREAM\"\n", "SELECT STREAM \"TIMESTAMPS\", \"URLS\", \"USERS\", \"CLICKS\", \"RESIDUALS\", \"ANOMALY_SCORE\", \"ANOMALY_EXPLANATION\" FROM\n", " TABLE(RANDOM_CUT_FOREST_WITH_EXPLANATION(\n", " CURSOR(SELECT STREAM * FROM \"SOURCE_SQL_STREAM_001\"), -- inputStream\n", " 100, -- numberOfTrees\n", " 256, -- subSampleSize\n", " 4320, -- timeDecay (60m x 24h x 3d) (default 100000)\n", " 1, -- shingleSize\n", " true\n", " )\n", ");\n", "\n", "CREATE OR REPLACE PUMP \"OUTPUT_PUMP\" AS INSERT INTO \"DESTINATION_SQL_STREAM\"\n", "SELECT STREAM * FROM \"TEMP_STREAM\"\n", "ORDER BY FLOOR(\"TEMP_STREAM\".ROWTIME TO SECOND), ANOMALY_SCORE DESC;" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "sql_query = open('random_cut_forest_with_explanation.sql', \"r\").read()\n", "kinesis_ApplicationName='clickstream-analytics-rcf-explanation-{}'.format(int(time.time()))\n", "\n", "try:\n", " response = kinesis_analytics.create_application(\n", " ApplicationName=kinesis_ApplicationName,\n", " ApplicationCode=sql_query,\n", " Inputs=[\n", " {\n", " 'NamePrefix': 'SOURCE_SQL_STREAM',\n", " 'KinesisStreamsInput': {\n", " 'ResourceARN': result[data_stream[0]],\n", " 'RoleARN': role_res['Role']['Arn']\n", " },\n", " 'InputSchema': {\n", " 'RecordFormat': {\n", " 'RecordFormatType': 'JSON',\n", " 'MappingParameters': {\n", " 'JSONMappingParameters': {\n", " 'RecordRowPath': '$'\n", " },\n", " }\n", " },\n", " 'RecordEncoding': 'UTF-8',\n", " 'RecordColumns': [\n", " {\n", " \"SqlType\": \"TIMESTAMP\",\n", " \"Name\": \"TIMESTAMPS\",\n", " \"Mapping\": \"$.timestamp\"\n", " },\n", " {\n", " \"SqlType\": \"INTEGER\",\n", " \"Name\": \"URLS\",\n", " \"Mapping\": \"$.page\"\n", " },\n", " {\n", " \"SqlType\": \"INTEGER\",\n", " \"Name\": \"USERS\",\n", " \"Mapping\": \"$.user\"\n", " },\n", " {\n", " \"SqlType\": \"INTEGER\",\n", " \"Name\": \"CLICKS\",\n", " \"Mapping\": \"$.click\"\n", " },\n", " {\n", " \"SqlType\": \"INTEGER\",\n", " \"Name\": \"RESIDUALS\",\n", " \"Mapping\": \"$.residual\"\n", " }\n", " ],\n", " \"RecordFormat\": {\n", " \"MappingParameters\": {\n", " 'JSONMappingParameters': {\n", " 'RecordRowPath': '$'\n", " },\n", " },\n", " \"RecordFormatType\": \"JSON\"\n", " }\n", " }\n", " },\n", " ],\n", " Outputs=[\n", " {\n", " 'Name': 'DESTINATION_SQL_STREAM',\n", " 'DestinationSchema': {\n", " 'RecordFormatType': 'JSON'\n", " },\n", " \"KinesisStreamsOutput\": {\n", " \"ResourceARN\": result[data_stream[1]],\n", " \"RoleARN\": role_res['Role']['Arn']\n", " }\n", " },\n", " ],\n", " )\n", "except Exception as e:\n", " if e.response['Error']['Code'] == 'ResourceInUseException':\n", " print(e.response['message'])\n", " else:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Checking result in the console(Optional)\n", "After the execution, you can find Kinesis Analytics Application (in ready status) in the console:\n", "- Amazon Kinesis > Analytics Applciation\n", "![](imgs/Kapplication-ready.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2-4. Starting the Kinesis Data Analytics Application\n", "\n", "Start the Amazon Kinesis Analytics application. After the application starts, it begins consuming the input data, processes it, and writes the output to the configured destination." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "response = kinesis_analytics.describe_application(\n", " ApplicationName=kinesis_ApplicationName\n", ")\n", "\n", "application = response[\"ApplicationDetail\"]\n", "inputId = application['InputDescriptions'][0]['InputId']\n", "\n", "try:\n", " kinesis_analytics.start_application(ApplicationName=kinesis_ApplicationName,\n", " InputConfigurations=[{\n", " \"Id\": inputId,\n", " \"InputStartingPositionConfiguration\": {\n", " \"InputStartingPosition\": \"NOW\"\n", " }\n", " }])\n", "except Exception as e:\n", " if e.response['Error']['Code'] == 'ResourceInUseException':\n", " print(e.response['message'])\n", " else:\n", " print(e.response['Error']['Code'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting .................................................................................................RUNNING\n" ] } ], "source": [ "# Wait until application starts running\n", "response = kinesis_analytics.describe_application(\n", " ApplicationName=kinesis_ApplicationName\n", ")\n", "status = response[\"ApplicationDetail\"][\"ApplicationStatus\"]\n", "\n", "sys.stdout.write('Starting ')\n", "while status != \"RUNNING\":\n", " sys.stdout.write('.')\n", " sys.stdout.flush()\n", " time.sleep(1)\n", " response = kinesis_analytics.describe_application(\n", " ApplicationName=kinesis_ApplicationName\n", " )\n", " status = response[\"ApplicationDetail\"][\"ApplicationStatus\"]\n", "sys.stdout.write('RUNNING')\n", "sys.stdout.write(os.linesep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Checking result in the console(Optional)\n", "After the execution, you can find Kinesis Analytics Application (in running status) in the console:\n", "- Amazon Kinesis > Analytics Applciation\n", "![](imgs/Kapplication-running.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Sending Input streams\n", "\n", "### 3-1. Data Preparation\n", "We use aggagated timeseries as input data, which have 4 features of the number of visited sites, the number of visitors, the numbor of clicks, and residuals of clicks and users in 1 minute." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "clicks_1T_wt = clicks_1T.drop(['fault'],axis=1).reset_index()\n", "col_names = clicks_1T_wt.keys().to_list()\n", "\n", "# This function trasnforms input dfatafram to Kinesis put_record json\n", "def make_kinesis_data(df, i, col_names):\n", " kinesis_data = {}\n", " kinesis_data['timestamp']=str(df['timestamp'][i])\n", " for col_name in col_names:\n", " if col_name not in ['timestamp']:\n", " kinesis_data[col_name]=int(df.iloc[i][col_name])\n", " return kinesis_data\n", "\n", "# test\n", "# make_kinesis_data(clicks_1T_wt, 0, col_names)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# This function saves the results from Kinesis Analytics into the S3\n", "def s3_sink(shardIterator):\n", " rows = []\n", " response = kinesis_client.get_records(ShardIterator=shardIterator)\n", " records = response[\"Records\"]\n", "\n", " try:\n", " while len(records) > 0:\n", " parsed_records = []\n", " for rec in records:\n", " parsed_record = json.loads(rec[\"Data\"])\n", " parsed_records.append(parsed_record)\n", " rows.extend(parsed_records)\n", " time.sleep(1)\n", " shardIterator = response[\"NextShardIterator\"]\n", " response = kinesis_client.get_records(ShardIterator=shardIterator)\n", " records = response[\"Records\"]\n", " flag = rows[0]['TIMESTAMPS'].replace(\":\",\"-\").replace(\" \",\"-\").replace(\".\",\"-\")\n", " s3_save_path = '{}/{}/{}'.format(job_bucket, 'kinesis-analytics', flag)\n", " wr.s3.to_csv(\n", " df=pd.DataFrame(rows),\n", " path=s3_save_path\n", " )\n", " except:\n", " sys.stdout.write(\"[ExpiredIteratorException] Iterator expired.\")\n", " pass\n", " return rows" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3-2. Sending data\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Now let's send the data to the Kiensis input data stream. \n", "\n", "By executing below code, you will: \n", "\n", "1) Send clickstream data into Kinesis data stream (`clickstream_input`). \n", "2) Write the anomaly score of output stream(`clickstream_output`) in the S3. \n", "3) Append the anomaly score to the `result` list to check the result. \n", "\n", "We used the APIs in Kinesis:\n", "- [put_record](https://docs.aws.amazon.com/kinesis/latest/APIReference/API_PutRecord.html) - in following cell (inside the `for` loop)\n", "- [get_records](https://docs.aws.amazon.com/kinesis/latest/APIReference/API_GetRecords.html) - in previous cell (s3_sink() function)\n", "\n", "You can refer to the [Kinesis developer guide](https://docs.aws.amazon.com/streams/latest/dev/building-producers.html) for more information.\n", "\n", "Running next cell takes 3~ 5 minutes. \n", "\n", "**NOTE** - _Please note that we send entire clickstream dataset at once. If it were real production environment, we need to wait whole 9 days to see the results. Instead, since the purpose of this lab is to see the Kinesis RCF function, we will send all streams at once by just repeating put_record() function for all dataset records._" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ExpiredIteratorException] Iterator expired.CPU times: user 34.2 s, sys: 469 ms, total: 34.7 s\n", "Wall time: 2min 1s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Exception ignored in: >\n", "Traceback (most recent call last):\n", " File \"/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/awswrangler/s3/_fs.py\", line 257, in __del__\n", " self.close()\n", " File \"/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/awswrangler/s3/_fs.py\", line 540, in close\n", " function_name=\"put_object\", s3_additional_kwargs=self._s3_additional_kwargs\n", " File \"/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/awswrangler/_utils.py\", line 294, in try_it\n", " return f(**kwargs)\n", " File \"/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/botocore/client.py\", line 357, in _api_call\n", " return self._make_api_call(operation_name, kwargs)\n", " File \"/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/botocore/client.py\", line 676, in _make_api_call\n", " raise error_class(parsed_response, operation_name)\n", "botocore.errorfactory.NoSuchBucket: An error occurred (NoSuchBucket) when calling the PutObject operation: The specified bucket does not exist\n" ] } ], "source": [ "%%time\n", "response = kinesis_client.describe_stream(StreamName=data_stream[1])\n", "shardId = response[\"StreamDescription\"][\"Shards\"][0][\"ShardId\"]\n", "shard_response = kinesis_client.get_shard_iterator(StreamName=data_stream[1],\n", " ShardId=shardId,\n", " ShardIteratorType=\"LATEST\")\n", "shardIterator = shard_response[\"ShardIterator\"]\n", "\n", "scores = []\n", "rnd=random.random()\n", "\n", "for idx in clicks_1T_wt.index:\n", " kinesis_data = json.dumps(make_kinesis_data(clicks_1T_wt, idx, col_names))\n", " kinesis_client.put_record(\n", " StreamName=data_stream[0],\n", " Data=kinesis_data,\n", " PartitionKey=str(rnd)\n", " )\n", "# time.sleep(3)\n", "scores.extend(s3_sink(shardIterator))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Checking result in the console(Optional) \n", "\n", "While waiting the result, you may check the AWS console and watch Kinesis Analytics calcualting Anomaly score libe below screen\n", "\n", "- Checking input stream - You can monitor the raw clickstream that we sent.\n", "![](imgs/Kapp-mon1-resize.png) \n", "\n", "- Checking transformed stream - You can see the anomaly score as well as raw clickstreams\n", "![](imgs/Kapp-mon2-resize.png)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have output stream results with ANOMALY_SCORE. Convert this result in json format to data frame. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " page user click residual ANOMALY_SCORE \\\n", "timestamp \n", "2020-07-07 11:03:00 12 11 36 25 4.006523 \n", "2020-07-07 10:28:00 10 34 35 1 3.899363 \n", "2020-07-07 11:01:00 10 34 41 7 3.780544 \n", "2020-07-07 13:35:00 13 61 66 5 3.594213 \n", "2020-07-07 09:05:00 10 27 28 1 3.559661 \n", "\n", " URLS_STRENGTH URLS_ATTRIBUTION_SCORE USERS_STRENGTH \\\n", "timestamp \n", "2020-07-07 11:03:00 0.0031 0.0031 0.2007 \n", "2020-07-07 10:28:00 0.0001 0.0001 2.0019 \n", "2020-07-07 11:01:00 0.0000 0.0000 0.2274 \n", "2020-07-07 13:35:00 0.0015 0.0015 2.5771 \n", "2020-07-07 09:05:00 0.0089 0.0089 1.1939 \n", "\n", " USERS_ATTRIBUTION_SCORE CLICKS_STRENGTH \\\n", "timestamp \n", "2020-07-07 11:03:00 0.4114 0.4905 \n", "2020-07-07 10:28:00 1.9333 1.9901 \n", "2020-07-07 11:01:00 0.7067 2.8342 \n", "2020-07-07 13:35:00 1.5829 3.6058 \n", "2020-07-07 09:05:00 1.6894 1.2203 \n", "\n", " CLICKS_ATTRIBUTION_SCORE RESIDUALS_STRENGTH \\\n", "timestamp \n", "2020-07-07 11:03:00 0.7489 8.0835 \n", "2020-07-07 10:28:00 1.9325 0.0000 \n", "2020-07-07 11:01:00 2.0965 0.3545 \n", "2020-07-07 13:35:00 1.7954 0.0036 \n", "2020-07-07 09:05:00 1.6947 0.0000 \n", "\n", " RESIDUALS_ATTRIBUTION_SCORE fault \n", "timestamp \n", "2020-07-07 11:03:00 2.7385 1 \n", "2020-07-07 10:28:00 0.0063 0 \n", "2020-07-07 11:01:00 0.9684 1 \n", "2020-07-07 13:35:00 0.1436 0 \n", "2020-07-07 09:05:00 0.0041 0 " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datetime import datetime\n", "\n", "# parse the result scores(json) to dataframe\n", "def scores_to_df(scores):\n", " revised_result = []\n", " for row in scores:\n", " result_row = {}\n", " result_row['timestamp'] = datetime.strptime(row['TIMESTAMPS'].split('.')[0],'%Y-%m-%d %H:%M:%S')\n", " result_row['page'] = row['URLS']\n", " result_row['user'] = row['USERS']\n", " result_row['click'] = row['CLICKS']\n", " result_row['residual'] = row['RESIDUALS']\n", " result_row['ANOMALY_SCORE'] = row['ANOMALY_SCORE']\n", "\n", " anomaly_exp = json.loads(row['ANOMALY_EXPLANATION'])\n", " result_row['URLS_STRENGTH'] = float(anomaly_exp['URLS']['STRENGTH'])\n", " result_row['URLS_ATTRIBUTION_SCORE'] = float(anomaly_exp['URLS']['STRENGTH'])\n", " result_row['USERS_STRENGTH'] = float(anomaly_exp['USERS']['STRENGTH'])\n", " result_row['USERS_ATTRIBUTION_SCORE'] = float(anomaly_exp['USERS']['ATTRIBUTION_SCORE'])\n", " result_row['CLICKS_STRENGTH'] = float(anomaly_exp['CLICKS']['STRENGTH'])\n", " result_row['CLICKS_ATTRIBUTION_SCORE'] = float(anomaly_exp['CLICKS']['ATTRIBUTION_SCORE'])\n", " result_row['RESIDUALS_STRENGTH'] = float(anomaly_exp['RESIDUALS']['STRENGTH'])\n", " result_row['RESIDUALS_ATTRIBUTION_SCORE'] = float(anomaly_exp['RESIDUALS']['ATTRIBUTION_SCORE'])\n", " revised_result.append(result_row)\n", " return pd.DataFrame(revised_result)\n", "\n", "result_data = scores_to_df(scores)\n", "result_data = result_data.sort_values(by=['timestamp']).set_index('timestamp')\n", "result_data['fault'] = list(clicks_1T['fault'])\n", "\n", "high_anomaly=result_data\n", "high_anomaly.sort_values(by=['ANOMALY_SCORE'], ascending=False).head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The explanation in the result provides the following values for each column in the record:\n", "\n", "* **Attribution score** : A nonnegative number that indicates how much this column has contributed to the anomaly score of the record\n", "* **Strength** : A nonnegative number representing the strength of the directional recommendation. \n", "* **Directionality** : This is either HIGH if the value of the column is above the recently observed trend or LOW if it’s below the trend. During the learning phase, this defaults to LOW.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the distribution of our anomaly score." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "3 sigma threshoud = 1.633597746134067\n" ] } ], "source": [ "threshold = result_data['ANOMALY_SCORE'].mean() + 3*result_data['ANOMALY_SCORE'].std()\n", "\n", "results_pd = pd.DataFrame(result_data['ANOMALY_SCORE'])\n", "results_pd.hist()\n", "plt.axvline(x=threshold, linestyle=':', c='r')\n", "plt.annotate('threshold={}'.format(round(threshold,2)), xy=(threshold,6000), color='r')\n", "plt.show()\n", "\n", "print('3 sigma threshoud = {}'.format(threshold))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Plotting the Prediction\n", "\n", "Like we did in the SageMaker RCF Lab, plot the anomalous points detected by Kinesis RCF." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomalous = result_data[list((results_pd > threshold)['ANOMALY_SCORE'])]\n", "stime = \"2020-07-15 09:00:00\" # \"2012-03-13 08:00:00\"\n", "etime = \"2020-07-15 20:00:00\" # \"2012-03-13 20:00:00\"\n", "\n", "plot_click_w_fault_res_ad(result_data, anomalous, threshold, start_dt=stime, end_dt=etime)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see more anmoalous points that exceed the threshold at the time of a system or program fault event.\n", "\n", "Additinally, we have additional colomns which explain contribution of features. Plot the anomaly score and check which values most affected the anomaly score. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_click_w_ad_exp(result_data, anomalous, threshold, start_dt=stime, end_dt=etime)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph at the bottom shows the portion to which each column contributed to the anomaly score. \n", "\n", "We can see that the `RESIDUAL` feature explicitly contributed a lot in detecting program fault events (red line around from 10:10 to 11:23). \n", "On the other hand, the `number of clicks` contributes significantly to detecting system fault events (green line around from 17:29 to 17:38)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Stopping and Deleting the Kinesis Data Analytics Application\n", "\n", "This is the end of the LAB. You can stop and delete the Kinesis Analytics Application using the following code." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stopping ....\n" ] } ], "source": [ "kinesis_analytics.stop_application(ApplicationName=kinesis_ApplicationName)\n", "\n", "# Wait until application stops running\n", "response = kinesis_analytics.describe_application(\n", " ApplicationName=kinesis_ApplicationName\n", ")\n", "status = response[\"ApplicationDetail\"][\"ApplicationStatus\"]\n", "sys.stdout.write('Stopping ')\n", "\n", "while status != \"READY\":\n", " sys.stdout.write('.')\n", " sys.stdout.flush()\n", " time.sleep(1)\n", " response = kinesis_analytics.describe_application(\n", " ApplicationName=kinesis_ApplicationName\n", " )\n", " status = response[\"ApplicationDetail\"][\"ApplicationStatus\"]\n", "\n", "sys.stdout.write(os.linesep)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ResponseMetadata': {'RequestId': '62b2bf35-c39a-402e-becd-e12eb788e8d5',\n", " 'HTTPStatusCode': 200,\n", " 'HTTPHeaders': {'x-amzn-requestid': '62b2bf35-c39a-402e-becd-e12eb788e8d5',\n", " 'content-type': 'application/x-amz-json-1.1',\n", " 'content-length': '2',\n", " 'date': 'Sun, 03 Jan 2021 12:20:04 GMT'},\n", " 'RetryAttempts': 0}}" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kinesis_analytics.delete_application(ApplicationName=kinesis_ApplicationName,\n", " CreateTimestamp=response['ApplicationDetail']['CreateTimestamp'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "conda_python3", "language": "python", "name": "conda_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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }