{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demo Notebook for Metrics Correlation Model Testing\n", "\n", "#### [Download notebook](https://github.com/opensearch-project/opensearch-py-ml/blob/main/docs/source/examples/demo_metrics_correlation.ipynb)\n", "\n", "\n", "## Introduction\n", "\n", "This notebook contains an introduction to the [metrics correlation](https://opensearch.org/docs/latest/ml-commons-plugin/algorithms/#metrics-correlation) algorithm released in OpenSearch 2.7. We will work through an example using data from the [Server Machine Dataset](https://github.com/NetManAIOps/OmniAnomaly) and include commentary on the objective, configuration, and output of the algorithm itself." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 0: Imports\n", "\n", "Please install the following packages from the terminal if you haven't already. They can be also installed from the notebook by uncommenting and executing the line in the second code block." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# !pip install pandas matplotlib numpy opensearch-py" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# import this to stop opensearch-py-ml from yelling every time a DataFrame connection made\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import opensearch_py_ml as oml\n", "from opensearchpy import OpenSearch\n", "\n", "# Import standard test settings for consistent results\n", "from opensearch_py_ml.conftest import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Set up clients and define helper functions\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "CLUSTER_URL = 'https://localhost:9200'\n", "\n", "def get_os_client(cluster_url = CLUSTER_URL,\n", " username='admin',\n", " password='< admin password >'):\n", " \"\"\"\n", " Get OpenSearch client\n", " :param cluster_url: cluster URL like https://ml-te-netwo-1s12ba42br23v-ff1736fa7db98ff2.elb.us-west-2.amazonaws.com:443\n", " :return: OpenSearch client\n", " \"\"\"\n", " client = OpenSearch(\n", " hosts=[cluster_url],\n", " http_auth=(username, password),\n", " verify_certs=False,\n", " timeout = 30\n", " )\n", " return client\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "client = get_os_client()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#connect to ml_common client with OpenSearch client\n", "from opensearch_py_ml.ml_commons import MLCommonClient\n", "ml_client = MLCommonClient(client)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Preparing data\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0 1 ... 998 999\n", "0 0.023229 0.019744 ... 0.025552 0.024390\n", "1 0.910256 0.910256 ... 0.912821 0.912821\n", "2 0.338983 0.339925 ... 0.067797 0.068738\n", "3 0.011496 0.012064 ... 0.013625 0.014334\n", "4 0.013699 0.013699 ... 0.027397 0.041096\n", "5 0.150411 0.166988 ... 0.131524 0.131827\n", "6 0.405081 0.399555 ... 0.484677 0.481303\n", "7 0.005224 0.008237 ... 0.007500 0.009327\n", "8 0.009096 0.007172 ... 0.011545 0.009620\n", "\n", "[9 rows x 1000 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reading csv files as a dataframes\n", "df_pd = pd.read_csv(\"data/smd_data.csv\", header=None)\n", "df_pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case study, we consider an example from the recently-released [Server Machine Dataset](https://github.com/NetManAIOps/OmniAnomaly). As the name suggests, the data are performance metrics collected from industrial servers. The servers occasionally suffer performance degradations that appear in the metrics data. Here, we take the role of an ops engineer investigating recent metrics data to understand whether and how these issues have occurred.\n", "\n", "The individual metrics can display very different behavior, yet correlating issues across metrics is essential for detecting and diagnosing issues with the server. To start, let’s plot the data that we’ll be working with in this case study. It consists of 9 metrics observed across 1000 timestamps. We have normalized each metrics time series such that its values lie between 0 and 1." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Timestamp')" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "M, T = df_pd.shape\n", "\n", "plt.figure(figsize=(12,4))\n", "cm = plt.get_cmap('Dark2')\n", "vals = np.arange(M)[::-1]\n", "\n", "for i in range(M):\n", " plt.plot(df_pd.iloc[i], color = cm(vals[i]))\n", "\n", "plt.title('Example metrics from the Server Machine Dataset')\n", "plt.ylabel('Normalized metrics value')\n", "plt.xlabel('Timestamp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Metrics correlation\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The metrics correlation algorithm finds events in a set of metrics data, where an event is defined as a window in time where multiple metrics simultaneously display anomalous behavior. Given a time span and a total set of metrics, the metrics correlation algorithm automatically determines how many events occurred, when they occurred, and which metrics were involved in each event. This algorithm requires no prior training and minimal configuration.\n", "\n", "Let’s see how it works for the Server Machine Dataset example." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "input_json = {\"metrics\": df_pd.values.tolist()}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can run the metrics correlation algorithm on this data via the execute API:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "results = ml_client.execute(\n", " algorithm_name = \"METRICS_CORRELATION\",\n", " input_json = input_json\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results are given as a list, where each element of the list is an event that the algorithm has discovered in the data. If the length of the list is zero, then the algorithm has discovered no events in the given input data.\n", "\n", "In this case, the algorithm discovers two events:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(results['output']['inference_results'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every event is represented as a dictionary with three fields:\n", "\n", "* The event window: a list consisting of the start and end index values for the event. This describes when the event occurred.\n", "* The suspected metrics: a list with the indices of all metrics that are part of the event. This describes which metrics were correlated during the time of the event.\n", "* The event pattern: an array of length T where each value indicates the relative intensity of the event at the corresponding timestamp. This is the algorithm's underlying \"idea\" of the event; roughly, it indicates where in time the algorithm has focused to define the event." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['event_window', 'event_pattern', 'suspected_metrics'])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results['output']['inference_results'][0].keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Result visualization\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we implement a plotting function that uses each of these fields to visually display an event. This function plots all of the input data as above, but highlights the metrics that were involved in the event and shades the interval when the event occurred. It also plots the event pattern." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "from matplotlib.lines import Line2D\n", "\n", "def plot_event(event, metrics):\n", " M, _ = metrics.shape\n", " _, axs = plt.subplots(2, 1, figsize = (12,6))\n", "\n", " # plot non-event metrics in grayscale\n", " for i in range(M):\n", " if i not in event['suspected_metrics']:\n", " axs[0].plot(metrics.iloc[i], color = 'lightgray')\n", "\n", " # highlight event metrics\n", " for i in range(M):\n", " if i in event['suspected_metrics']:\n", " axs[0].plot(metrics.iloc[i], color = 'maroon')\n", "\n", " # shade event window\n", " axs[0].fill_between(event['event_window'], 0, 1, color='skyblue', alpha=0.6, label = 'Event window')\n", " axs[0].set_ylabel('Normalized metrics value')\n", "\n", " # add legend\n", " sus_met = Line2D([0],[0], label='Suspected metrics', color='maroon')\n", " unsus_met = Line2D([0],[0], label='Other metrics', color='lightgray')\n", " handles, _ = axs[0].get_legend_handles_labels()\n", " handles.extend([sus_met, unsus_met])\n", " axs[0].legend(loc='upper left', handles=handles, facecolor='white', framealpha=1)\n", "\n", " # plot (scaled) event pattern\n", " Max = max(event['event_pattern'])\n", " axs[1].plot([val/Max for val in event['event_pattern']], color = 'darkorange', alpha=0.6, linewidth=3.0, label='Intensity')\n", " axs[1].set_ylabel('Event pattern')\n", " axs[1].set_xlabel('Timestamp')\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can easily visualize both events discovered in the data:\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_event(results['output']['inference_results'][0], df_pd)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event window for first event [325.0, 401.0]\n", "Suspected metrics [0, 3, 4, 6, 7, 8]\n" ] } ], "source": [ "# Event window for first event:\n", "print(\"Event window for first event\", results['output']['inference_results'][0]['event_window'])\n", "\n", "# Number of suspected metrics:\n", "print(\"Suspected metrics\", results['output']['inference_results'][0]['suspected_metrics'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first event occurs between timestamps\n", "325\n", " and\n", "401\n", " and it features the large rise that was clearly visible from the first plot of the data. However, the algorithm has found and associated with this rise several other metrics that display more subtle changes during this window.\n", " \n", "From the plot above, it appears that only one metric significantly contributes to the event. However, upon closer examination without the dominant metric, we observe shifts in other metrics during the same period. To visually demonstrate this, we have plotted these other metrics below." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ixs = [x for x in results['output']['inference_results'][0]['suspected_metrics'] if x!=6]\n", "event_start, event_end = results['output']['inference_results'][0]['event_window']\n", "plt.figure(figsize=(12, 4))\n", "\n", "for i in ixs:\n", " plt.plot(df_pd.iloc[i], alpha=0.8, color = cm(vals[i]))\n", " \n", "plt.fill_between(results['output']['inference_results'][0]['event_window'], 0, 0.1, color='skyblue', alpha=0.6)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we'll plot the second event." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_event(results['output']['inference_results'][1], df_pd)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event window for second event [692.0, 780.0]\n", "Suspected metrics [1, 2, 5, 6, 7, 8]\n" ] } ], "source": [ "# Event window for second event:\n", "print(\"Event window for second event\", results['output']['inference_results'][1]['event_window'])\n", "\n", "# Number of suspected metrics:\n", "print(\"Suspected metrics\", results['output']['inference_results'][1]['suspected_metrics'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The second event occurs between timestamps\n", "692\n", " and\n", "780\n", ", capturing the sharp drop that was again clearly visible in the initial plot. Here, the drop has been automatically correlated with a second, smaller drop, along with several metrics whose behavior changes from flat to a slow rise during this interval.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 1 }