embeddings/use-cases/outlier-detection/bq-vector-search-log-outlier-detection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "7d9bbf86da5e",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Copyright 2023 Google LLC\n",
    "#\n",
    "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#\n",
    "#     https://www.apache.org/licenses/LICENSE-2.0\n",
    "#\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "e95c369b3b9d"
   },
   "source": [
    "# Log Anomaly Detection & Investigation with Text Embeddings + BigQuery Vector Search\n",
    "\n",
    "\n",
    "<table align=\"left\">\n",
    "  <td style=\"text-align: center\">\n",
    "    <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/generative-ai/blob/main/embeddings/use-cases/outlier-detection/bq-vector-search-log-outlier-detection.ipynb\">\n",
    "      <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Google Colaboratory logo\"><br> Run in Colab\n",
    "    </a>\n",
    "  </td>\n",
    "  <td style=\"text-align: center\">\n",
    "    <a href=\"https://github.com/GoogleCloudPlatform/generative-ai/blob/main/embeddings/use-cases/outlier-detection/bq-vector-search-log-outlier-detection.ipynb\">\n",
    "      <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\"><br> View on GitHub\n",
    "    </a>\n",
    "  </td>\n",
    "  <td style=\"text-align: center\">\n",
    "    <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/generative-ai/main/embeddings/use-cases/outlier-detection/bq-vector-search-log-outlier-detection.ipynb\">\n",
    "      <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\"><br> Open in Vertex AI Workbench\n",
    "    </a>\n",
    "  </td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "61bf5ba500f8"
   },
   "source": [
    "| | |\n",
    "|-|-|\n",
    "| Author: | [Roy Arsan](https://github.com/arsan) |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TGE5SpdQrFUD"
   },
   "source": [
    "## Overview\n",
    "Security and IT operations teams are tasked with analyzing an increasing amount of logs such as [Cloud Audit Logs](https://cloud.google.com/logging/docs/audit). At the same time, they are faced with a number of challenges, including shortage of talent, increased toil, and increased cyber threats. By leveraging AI for log analytics, cloud administrators, security analysts,  and threat hunters can keep up with these challenges:\n",
    "- Proactively and intelligently identify cloud threats or misconfigurations\n",
    "- Reduce the time and effort during a threat or incident investigation.\n",
    "\n",
    "In this notebook, we will demonstrate **Generative AI-enabled outliers detection and incident investigation** using your Cloud Audit logs in your own project.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-kHvlYPt9OsY"
   },
   "source": [
    "![log_anomaly_detection_with_bq_vector_search.png](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "38b2358a2636"
   },
   "source": [
    "### Objective\n",
    "\n",
    "Using [Vertex AI](https://cloud.google.com/vertex-ai/docs) and [BigQuery](https://cloud.google.com/bigquery/docs), you will:\n",
    "\n",
    "*   Summarize and transform your logs from a verbose deeply nested complex structured payload into a natural language text summary.\n",
    "*   Create embeddings for each textual log summary directly in BigQuery using [`textembedding-gecko` Generative AI model](https://cloud.google.com/vertex-ai/docs/generative-ai/embeddings/get-text-embeddings) from Vertex AI.\n",
    "*   Create a fully-managed BigQuery vector index to search all logs summaries without operational overhead.\n",
    "*   Search directly in BigQuery to find any past actions that are semantically similar to suspected current actions.\n",
    "*   Visualize findings in an interative table and timechart for rapid investigation & confirmation of such potential outliers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3b1ffd5ab768"
   },
   "source": [
    "## Getting Started"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hsX82WHAR0Gk"
   },
   "source": [
    "### Prerequisite\n",
    "If you haven't already done so, the only requirement is to [upgrade your existing log bucket](https://cloud.google.com/logging/docs/buckets#upgrade-bucket) to use Log Analytics which provides you with a linked BigQuery dataset with your own queryable logs data. This is a **one-click step without incurring any additional costs**. By default, Cloud Audit Admin Activity logs are enabled, ingested and stored in every project's `_Required` bucket without any charges.\n",
    "\n",
    "![one click prerequisite](https://services.google.com/fh/files/misc/upgrade_log_bucket.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y0PJAOju-yxx"
   },
   "source": [
    "### Install packages and SDKs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "CuonDAxt-ewW",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Install mpld3 package for interactive rendering of matplotlib\n",
    "!pip install mpld3\n",
    "# Install Vertex AI and BigQuery SDKs\n",
    "!pip install google-cloud-aiplatform google-cloud-bigquery --upgrade --user"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RFcQnSibyn4F"
   },
   "source": [
    "### Restart runtime\n",
    "\n",
    "To use the newly installed packages in this Jupyter runtime, you must restart the runtime. You can do this by running the cell below, which will restart the current kernel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "rGUqrj9jyxOd"
   },
   "outputs": [],
   "source": [
    "# Restart kernel after installs so that your environment can access the new packages\n",
    "import IPython\n",
    "\n",
    "app = IPython.Application.instance()\n",
    "app.kernel.do_shutdown(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "02d6dfc513c3"
   },
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>⚠️ The kernel is going to restart. Please wait until it is finished before continuing to the next step. ⚠️</b>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7Eg9Mmp1xEAK"
   },
   "source": [
    "### Authenticate your notebook environment\n",
    "\n",
    "Authenticating your notebook environment\n",
    "- If you are using **Colab** to run this notebook, run the cell below and continue.\n",
    "- If you are using **Vertex AI Workbench**, check out the setup instructions [here](https://github.com/GoogleCloudPlatform/generative-ai/tree/main/setup-env)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "RjHTFGJbxXXN"
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "if \"google.colab\" in sys.modules:\n",
    "    from google.colab import auth\n",
    "\n",
    "    auth.authenticate_user()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "I0DdmYrZ-lsY"
   },
   "outputs": [],
   "source": [
    "# For debug only\n",
    "!gcloud config list --format 'value(core.account)'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fKvFT-9d_GlP"
   },
   "source": [
    "### Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Xrz9wjvP-mE-"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from google.cloud import bigquery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "M_-tnDXOwY3i"
   },
   "outputs": [],
   "source": [
    "from google.colab import data_table\n",
    "\n",
    "data_table.enable_dataframe_formatter()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RgTWVU2z_9KS"
   },
   "source": [
    "### Set Google Cloud region and project ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "wH0Qwzzt_Wq0"
   },
   "outputs": [],
   "source": [
    "PROJECT_ID = \"[project-id]\"  # @param {type:\"string\"}\n",
    "LOCATION = \"US\"  # @param {type:\"string\"}\n",
    "REGION = \"us-central1\"  # @param {type:\"string\"}\n",
    "\n",
    "# Set the project id for gcloud CLI and BigQuery client libraries\n",
    "!gcloud config set project {PROJECT_ID}\n",
    "bq = bigquery.Client(project=PROJECT_ID)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BFwOxRrMA4vc"
   },
   "source": [
    "## Prepare log data and convert to text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ShreV-cE0X53"
   },
   "source": [
    "You'll preprocess the raw logs that reside in your BigQuery linked dataset (or `SOURCE_DATASET`) into a summary table in your new BigQuery dataset (`PROCESSED_DATASET`). This new dataset will contain the aggregated logs (daily user actions are coalesced) which will also be converted into a simple natural language text. It will also contain the text embeddings and vector index for semantic search.\n",
    "\n",
    "Make sure you have **BigQuery Data Viewer** role over `SOURCE_DATASET` dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "NcQguptKCPba"
   },
   "outputs": [],
   "source": [
    "SOURCE_DATASET = \"[linked-dataset]\"  # @param {type:\"string\"}\n",
    "PROCESSED_DATASET = \"[new-dataset]\"  # @param {type:\"string\"}\n",
    "\n",
    "TABLE_NAME = \"nb_admin_actions_summary\"  # @param {type:\"string\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_Zb53qoUBf-K"
   },
   "source": [
    "### Create BigQuery dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "tqpblzhADUn_"
   },
   "outputs": [],
   "source": [
    "!bq --location={LOCATION} mk --dataset {PROJECT_ID}:{PROCESSED_DATASET}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pgnAhPHwCu1S"
   },
   "source": [
    "### Define BigQuery User-Defined Functions (UDFs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "b9jABImgMQht"
   },
   "source": [
    "The following UDF helper function converts a structured log entry payload into a natural language text explaining the log entry activity of who did what, when, on which resource and from which ip and user agent. All of these dimensions are important facets to include in the text content and as a result, to consider in the embeddings vector space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "SWSjMkDkDx3D"
   },
   "outputs": [],
   "source": [
    "# Produce user-friendly text content from an audit log entry's parameters\n",
    "UDF_NAME = \"stringifyAdminLogEntry\"\n",
    "\n",
    "sql = f\"\"\"\n",
    "CREATE OR REPLACE FUNCTION `{PROJECT_ID}.{PROCESSED_DATASET}.{UDF_NAME}`(\n",
    "  day DATE,\n",
    "  principal_email STRING,\n",
    "  action STRING,\n",
    "  resource_type STRING,\n",
    "  resource_id STRING,\n",
    "  container_type STRING,\n",
    "  container_id STRING,\n",
    "  channel STRING,\n",
    "  ip STRING,\n",
    "  counter INT64\n",
    ")\n",
    "RETURNS STRING\n",
    "AS (\n",
    "  \"On \" || CAST(day AS STRING) || \", principal \" || principal_email ||\n",
    "  \"  ran operation \" || action || \" over \" || resource_type || \" \" ||\n",
    "  resource_id || \" in \" || container_type || \" \" || container_id ||\n",
    "  \" using \" || channel || \" from ip \" || ip || \" \" || counter || \" time(s)\"\n",
    ");\n",
    "\"\"\"\n",
    "\n",
    "query_job = bq.query(sql)\n",
    "print(query_job.result())  # Wait for the job to complete.\n",
    "print(f\"Created UDF {PROJECT_ID}.{PROCESSED_DATASET}.{UDF_NAME}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ATM61oqTMmfe"
   },
   "source": [
    "The following UDF extracts the resource ID that was acted on per the audit log entry. In the audit log entry, The resource ID is specified in a different resource label field depending on the resource type. That's why this UDF is needed to normalize that resource ID field."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "NYQsa3Lo2-qn"
   },
   "outputs": [],
   "source": [
    "# Deduce resource ID from a log entry resource field\n",
    "UDF_NAME = \"getResourceId\"\n",
    "\n",
    "sql = f\"\"\"\n",
    "CREATE OR REPLACE FUNCTION `{PROJECT_ID}.{PROCESSED_DATASET}.{UDF_NAME}`(\n",
    "  type STRING,\n",
    "  labels JSON\n",
    ")\n",
    "RETURNS STRING\n",
    "AS (\n",
    " COALESCE(\n",
    "  JSON_VALUE(labels.email_id),     # service_account\n",
    "  JSON_VALUE(labels.pod_id),       # container\n",
    "  JSON_VALUE(labels.instance_id),  # gce_instance, spanner_instance, redis_instance, ...\n",
    "  JSON_VALUE(labels.subnetwork_id),# gce_subnetwork,\n",
    "  JSON_VALUE(labels.network_id),   # gce_network, gce_network_region, ...\n",
    "  JSON_VALUE(labels.topic_id),     # pubsub_topic\n",
    "  JSON_VALUE(labels.subscription_id), # pubsub_subscription\n",
    "  JSON_VALUE(labels.endpoint_id),  # aiplatform.googleapis.com/Endpoint\n",
    "  JSON_VALUE(labels.job_id),       # dataflow_step\n",
    "  JSON_VALUE(labels.dataset_id),   # bigquery_dataset\n",
    "  JSON_VALUE(labels.project_id),\n",
    "  JSON_VALUE(labels.organization_id),\n",
    "  JSON_VALUE(labels.id),\n",
    "  \"other\")\n",
    ");\n",
    "\"\"\"\n",
    "\n",
    "query_job = bq.query(sql)\n",
    "print(query_job.result())  # Wait for the job to complete.\n",
    "print(f\"Created UDF {PROJECT_ID}.{PROCESSED_DATASET}.{UDF_NAME}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YqGoF8lfNEmL"
   },
   "source": [
    "The following UDF deduces where a user or system action occurred from per the audit log entry. For example, an action may have occurred through the Cloud Console, or using gcloud CLI, or via Terraform script or another unknown client or channel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "PfRcocm65-rk"
   },
   "outputs": [],
   "source": [
    "# Deduce channel from a log entry request user agent\n",
    "UDF_NAME = \"getChannelType\"\n",
    "\n",
    "sql = f\"\"\"\n",
    "CREATE OR REPLACE FUNCTION `{PROJECT_ID}.{PROCESSED_DATASET}.{UDF_NAME}`(\n",
    "  caller_supplied_user_agent STRING\n",
    ")\n",
    "RETURNS STRING\n",
    "AS (\n",
    "  CASE\n",
    "    WHEN caller_supplied_user_agent LIKE \"Mozilla/%\" THEN 'Cloud Console'\n",
    "    WHEN caller_supplied_user_agent LIKE \"google-cloud-sdk gcloud/%\" THEN 'gcloud CLI'\n",
    "    WHEN caller_supplied_user_agent LIKE \"google-api-go-client/% Terraform/%\" THEN 'Terraform'\n",
    "    ELSE 'other'\n",
    "  END\n",
    ");\n",
    "\"\"\"\n",
    "\n",
    "query_job = bq.query(sql)\n",
    "print(query_job.result())  # Wait for the job to complete.\n",
    "print(f\"Created UDF {PROJECT_ID}.{PROCESSED_DATASET}.{UDF_NAME}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hWCB3WeUBiDN"
   },
   "source": [
    "### Build summary table of admin actions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "5lUGTp-MhqoJ"
   },
   "outputs": [],
   "source": [
    "LOOKBACK_WINDOW_DAYS = 360  # @param {type:\"slider\", min:30, max:1080, step:30}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "GPhiu82VBx6P"
   },
   "outputs": [],
   "source": [
    "TABLE_ID = f\"{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}\"\n",
    "\n",
    "job_config = bigquery.QueryJobConfig(\n",
    "    destination=TABLE_ID, write_disposition=\"WRITE_TRUNCATE\"\n",
    ")\n",
    "\n",
    "sql = f\"\"\"\n",
    "SELECT\n",
    "  {PROCESSED_DATASET}.stringifyAdminLogEntry(\n",
    "    day, principal_email, action, resource_type, resource_id, container_type,\n",
    "    container_id, channel, ip, counter) AS content,\n",
    "  *\n",
    "FROM (\n",
    "  SELECT\n",
    "    EXTRACT(DATE FROM timestamp) AS day,\n",
    "    IFNULL(proto_payload.audit_log.authentication_info.principal_email, \"unknown\") as principal_email,\n",
    "    IFNULL(proto_payload.audit_log.method_name, \"unknown\") as action,\n",
    "    IFNULL(resource.type, \"unknown\") as resource_type,\n",
    "    {PROCESSED_DATASET}.getResourceId(resource.type, resource.labels) AS resource_id,\n",
    "    -- proto_payload.audit_log.resource_name as resource_name,\n",
    "    SPLIT(log_name, '/')[SAFE_OFFSET(0)] as container_type,\n",
    "    SPLIT(log_name, '/')[SAFE_OFFSET(1)] as container_id,\n",
    "    {PROCESSED_DATASET}.getChannelType(proto_payload.audit_log.request_metadata.caller_supplied_user_agent) AS channel,\n",
    "    IFNULL(proto_payload.audit_log.request_metadata.caller_ip, \"unknown\") as ip,\n",
    "    COUNT(*) counter,\n",
    "    -- ANY_VALUE(resource) as resource,           -- for debugging\n",
    "    -- ANY_VALUE(proto_payload) as proto_payload  -- for debugging\n",
    "  FROM  `{PROJECT_ID}.{SOURCE_DATASET}._AllLogs`\n",
    "  WHERE\n",
    "    -- log_id = \"cloudaudit.googleapis.com/activity\" AND\n",
    "    timestamp > TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL {LOOKBACK_WINDOW_DAYS} DAY)\n",
    "  GROUP BY\n",
    "    day, principal_email, action, resource_type, resource_id, container_type, container_id, channel, ip, log_name\n",
    "  ORDER BY\n",
    "    day DESC, principal_email, action\n",
    ")\n",
    "\"\"\"\n",
    "\n",
    "# Start the query and save results in new table\n",
    "query_job = bq.query(sql, job_config=job_config)\n",
    "result = query_job.result()  # Wait for the job to complete.\n",
    "\n",
    "print(f\"{result.total_rows} admin action records loaded to table {TABLE_ID}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PXSx722dNf4x"
   },
   "source": [
    "Let's peak into some of these summarized daily user actions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Ao2gLpW6NoCI"
   },
   "outputs": [],
   "source": [
    "result.to_dataframe().head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "Below are example daily user actions summarizing what action was taken by whom, on what resource, and from where:"
   ]
  },
  {
   "attachments": {
    "4c5c1883-5ab6-4fca-9b4f-c7b1584d50e3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:4c5c1883-5ab6-4fca-9b4f-c7b1584d50e3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pxhwaND4_IvS"
   },
   "source": [
    "## Generate text embeddings for logs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gjy7jR0T_eAL"
   },
   "source": [
    "### Create BigQuery Cloud resource connection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hpQqsysu_zCr"
   },
   "source": [
    "You need to create a Cloud resource connection to enable BigQuery Dataframes to interact with Vertex AI services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "dbWYeyEzii71"
   },
   "outputs": [],
   "source": [
    "CONN_NAME = \"bqdf-llm-embeddings\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "5_ko_ngACnPd"
   },
   "outputs": [],
   "source": [
    "!bq mk --connection --location={LOCATION} --project_id={PROJECT_ID} \\\n",
    "    --connection_type=CLOUD_RESOURCE {CONN_NAME}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hS0kzr2gD0-h"
   },
   "source": [
    "Retrieve the connection service account ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "IG3KaOQb_doE"
   },
   "outputs": [],
   "source": [
    "!bq show --connection {PROJECT_ID}.{LOCATION}.{CONN_NAME}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "D143kdK7Hjpf"
   },
   "source": [
    "Copy the service account ID in the following parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ryD1ufggF6Fj"
   },
   "outputs": [],
   "source": [
    "# Copy the value of `serviceAccountId` field in last cell's output\n",
    "CONN_SA_ID = \"[bq-connection-service-account]\"  # @param {type:\"string\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pa3lCS2hHqv-"
   },
   "source": [
    "Give that service account access to Vertex AI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "h-SoTNgKHpvg"
   },
   "outputs": [],
   "source": [
    "!gcloud projects add-iam-policy-binding {PROJECT_ID} --member='serviceAccount:{CONN_SA_ID}' --role='roles/aiplatform.user' --condition=None --no-user-output-enabled"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8HJgiz91IBHz"
   },
   "source": [
    "### Define the LLM model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a remote model in BigQuery using the above BigQuery connection. The remote endpoint is set as `textembeddings-gecko` LLM model in Vertex AI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "LLM_ENDPOINT = \"textembedding-gecko\"\n",
    "MODEL_NAME = \"embedding_model\"\n",
    "\n",
    "sql = f\"\"\"\n",
    "CREATE OR REPLACE MODEL `{PROJECT_ID}.{PROCESSED_DATASET}.{MODEL_NAME}`\n",
    "REMOTE WITH CONNECTION `{PROJECT_ID}.{LOCATION}.{CONN_NAME}`\n",
    "OPTIONS (ENDPOINT = '{LLM_ENDPOINT}');\n",
    "\"\"\"\n",
    "\n",
    "# Start the query\n",
    "query_job = bq.query(sql)\n",
    "print(query_job.result())  # Wait for the job to complete.\n",
    "print(f\"Created remote model {PROJECT_ID}.{PROCESSED_DATASET}.{MODEL_NAME}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AXw5FKWu9WoJ"
   },
   "source": [
    "### Generate embedding for each log summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AUeODs3ejZpO"
   },
   "source": [
    "The following code generates text embedding for each past action in your admin actions summary table. All records including their embeddings are saved into a new table with suffix `_embeddings`.\n",
    "\n",
    "  CAUTION: This may take several minutes and incur Vertex AI costs depending on how many rows in your table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "TABLE_ID = f\"{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_embeddings\"\n",
    "\n",
    "job_config = bigquery.QueryJobConfig(\n",
    "    destination=TABLE_ID, write_disposition=\"WRITE_TRUNCATE\"\n",
    ")\n",
    "\n",
    "sql = f\"\"\"\n",
    "SELECT\n",
    "  * EXCEPT (ml_embed_text_status, statistics),\n",
    "FROM ML.GENERATE_TEXT_EMBEDDING(\n",
    "  MODEL `{PROJECT_ID}.{PROCESSED_DATASET}.{MODEL_NAME}`,\n",
    "  TABLE `{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}`,\n",
    "  STRUCT(TRUE AS flatten_json_output)\n",
    ")\n",
    "\"\"\"\n",
    "\n",
    "# Start the query and save results in new table\n",
    "query_job = bq.query(sql, job_config=job_config)\n",
    "results = query_job.result()  # Wait for the job to complete.\n",
    "\n",
    "print(f\"{results.total_rows} embedded admin actions loaded to table {TABLE_ID}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's peak into some of the embedded admin actions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "results.to_dataframe().head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "da26c0b996bf"
   },
   "source": [
    "## Search logs with BigQuery Vector Search"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qGvFqZd6q9pG"
   },
   "source": [
    "### Create a vector index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "M1TENz6mrAuN"
   },
   "outputs": [],
   "source": [
    "sql = f\"\"\"\n",
    "CREATE OR REPLACE VECTOR INDEX `my_vector_index`\n",
    "ON `{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_embeddings`(text_embedding)\n",
    "OPTIONS(distance_type='COSINE', index_type='IVF');\n",
    "\"\"\"\n",
    "\n",
    "query_job = bq.query(sql)\n",
    "print(query_job.result())  # Wait for the job to complete.\n",
    "print(\n",
    "    f\"Created Vector index for {PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_embeddings\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ullFyiSloDu5"
   },
   "source": [
    "Inspect vector index progress, and total storage (chargeable) from `INFORMATION_SCHEMA.VECTOR_INDEXES` view:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "M3Qi1hVsoHf7"
   },
   "outputs": [],
   "source": [
    "sql = f\"\"\"\n",
    "SELECT\n",
    "  table_name,\n",
    "  index_name,\n",
    "  coverage_percentage,\n",
    "  unindexed_row_count,\n",
    "  total_logical_bytes,\n",
    "  total_storage_bytes\n",
    "FROM `{PROJECT_ID}.{PROCESSED_DATASET}.INFORMATION_SCHEMA.VECTOR_INDEXES`\n",
    "WHERE index_status = 'ACTIVE';\n",
    "\"\"\"\n",
    "query_job = bq.query(sql)\n",
    "results = query_job.result()  # Wait for the job to complete\n",
    "results.to_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gR6FcfBEfZFt"
   },
   "source": [
    "### Vector search across existing embeddings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pRF7JGg_H2Xg"
   },
   "source": [
    "Pick a couple of recent suspicious actions from the summary table with embeddings, and save into a new table of actions to investigate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "782xJrFxh3fy"
   },
   "outputs": [],
   "source": [
    "TABLE_ID = f\"{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_test_actions\"\n",
    "\n",
    "job_config = bigquery.QueryJobConfig(\n",
    "    destination=TABLE_ID, write_disposition=\"WRITE_TRUNCATE\"\n",
    ")\n",
    "\n",
    "# Search for any N destructive actions (containing 'delete') over the last week\n",
    "sql = f\"\"\"\n",
    "SELECT\n",
    "  *\n",
    "FROM  `{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_embeddings`\n",
    "WHERE\n",
    "  day > DATE_SUB(CURRENT_DATE(), INTERVAL 7 DAY) AND\n",
    "  lower(action) LIKE \"%delete%\"\n",
    "LIMIT 2\n",
    "\"\"\"\n",
    "\n",
    "# Start the query and save results in new table\n",
    "query_job = bq.query(sql, job_config=job_config)\n",
    "results = query_job.result()  # Wait for the job to complete.\n",
    "\n",
    "print(\n",
    "    f\"{results.total_rows} suspicious admin action records loaded to table {TABLE_ID}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dS340NF0gSfa"
   },
   "source": [
    "As part of your investigation, let's confirm whether each of these actions is an anomaly or not. We can do so using a semantic search across all past actions to find out if a similar activity has occurred in the past."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "XkQkZLnMxIaK"
   },
   "outputs": [],
   "source": [
    "sql = f\"\"\"\n",
    "SELECT\n",
    "  query.content as suspicious_action,\n",
    "  base.content as past_similar_action,\n",
    "  distance,\n",
    "  base.day as day,\n",
    "  base.counter as counter,\n",
    "FROM VECTOR_SEARCH(\n",
    "  TABLE `{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_embeddings`, 'text_embedding',\n",
    "  TABLE `{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_test_actions`,\n",
    "  top_k => 5\n",
    ")\n",
    "WHERE query.content != base.content -- remove exact dups\n",
    "\"\"\"\n",
    "\n",
    "# Start the query and save results in an in-memory dataframe\n",
    "query_job = bq.query(sql)\n",
    "results = query_job.result()  # Wait for the job to complete\n",
    "df = results.to_dataframe()\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zgJ9IDVHp8vX"
   },
   "source": [
    "#### Visualize results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pNMlbSqu4PoO"
   },
   "source": [
    "<ins>In a table</ins>:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5c29f5876f95"
   },
   "source": [
    "First, create helper functions to:\n",
    "- Reshape the dataframe to group by suspicious action and list associated similar actions,\n",
    "- Infer likelihood of equivalency (`likelihood`) for each pair given nearest neighbor distance (`distance`),\n",
    "- Apply custom table styling to highlight \"very similar\" actions (d < 0.01) that are deemed equivalent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "oaF4oLxI8v3h",
    "tags": []
   },
   "outputs": [],
   "source": [
    "def similarity(d):\n",
    "    if d < 0.01:\n",
    "        return \"Very similar\"\n",
    "    elif d < 0.04:\n",
    "        return \"Similar\"\n",
    "    return \"Somewhat similar\"\n",
    "\n",
    "\n",
    "def reshape(df):\n",
    "    df2 = df.copy().query(\"distance > 0.000000000001\")\n",
    "    df2[\"suspected\"] = True\n",
    "    df2[\"likelihood\"] = df2[\"distance\"].apply(similarity)\n",
    "    df2.sort_values(by=\"day\", inplace=True)\n",
    "\n",
    "    pivoted = df2.pivot(\n",
    "        index=[\"suspicious_action\", \"past_similar_action\"],\n",
    "        columns=\"suspected\",\n",
    "        values=[\"day\", \"distance\", \"likelihood\"],\n",
    "    )\n",
    "    return pivoted\n",
    "\n",
    "\n",
    "def highlight_similar_actions(styler):\n",
    "    styler.highlight_between(\n",
    "        left=0,\n",
    "        right=0.01,\n",
    "        axis=1,\n",
    "        subset=[\"distance\"],\n",
    "        props=\"color:white; font-weight:bold; background-color:darkblue;\",\n",
    "    )\n",
    "    return styler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "f052e822aa1d"
   },
   "outputs": [],
   "source": [
    "reshape(df).style.pipe(highlight_similar_actions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results will be rendered in a table as follows:"
   ]
  },
  {
   "attachments": {
    "7a699ddf-ba3c-436d-a938-33505258c2c9.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "![3TAsfLVJs93D4eF.png](attachment:7a699ddf-ba3c-436d-a938-33505258c2c9.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, the search returned similar past action by the same service account on several occasions in the past, so the suspected action is deemed **not an anomaly**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NfLG816P4bxA"
   },
   "source": [
    "<ins>In a timechart</ins>:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5FKlNvhU33or"
   },
   "source": [
    "First, create helper function to plot the dataframe of past actions grouped by a given suspicious action:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "YHJmyNqGh958"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import mpld3\n",
    "from mpld3 import plugins\n",
    "\n",
    "\n",
    "def plot_actions_over_time(df):\n",
    "    mpld3.enable_notebook()\n",
    "\n",
    "    # Set CSS to style our custom labels\n",
    "    css = \"\"\"\n",
    "  p {\n",
    "    font-size: 14px;\n",
    "    color: blue;\n",
    "    background-color: white;\n",
    "  }\n",
    "  \"\"\"\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "    df[\"day\"] = pd.to_datetime(df[\"day\"])\n",
    "    for i, ts in df.groupby(\"suspicious_action\"):\n",
    "        points = ax.plot(\n",
    "            ts.day, ts.distance, \"o\", label=str(i), mec=\"k\", ms=15, mew=1, alpha=0.6\n",
    "        )\n",
    "        labels = list(ts.past_similar_action.apply(lambda x: \"<p>{x}</p>\".format(x=x)))\n",
    "        tooltip = plugins.PointHTMLTooltip(\n",
    "            points[0], labels, voffset=10, hoffset=10, css=css\n",
    "        )\n",
    "        plugins.connect(fig, tooltip)\n",
    "\n",
    "    ax.legend(loc=\"upper left\", bbox_to_anchor=(-0.1, 1.1))\n",
    "    ax.set_xlabel(\"time\")\n",
    "    ax.set_ylabel(\"distance\")\n",
    "    plt.show()\n",
    "\n",
    "    mpld3.disable_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "R7ABHBfO3OJG"
   },
   "outputs": [],
   "source": [
    "plot_actions_over_time(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results will be rendered in a timechart as follows, where past closest matches of each suspected action are displayed in a separate line chart. The y-axis represents the distance of these nearest neighbors to the suspected action, where 0 is exact match."
   ]
  },
  {
   "attachments": {
    "cbe85182-03c5-4aa0-936b-a94252b91d64.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![AyVjx6h7w6MxLAN.png](attachment:cbe85182-03c5-4aa0-936b-a94252b91d64.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, the 'orange' dots are not close enough matches and therefore the suspected action of 'DeleteRoutine' is likely an anomaly that needs to be further investigated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Egnvumyot88"
   },
   "source": [
    "### Vector search of a new log entry"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WOWRvRf4iT2F"
   },
   "source": [
    "Let's pick a seemingly suspicious destructive action from your recent admin activity log stream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Iz9R9gUTnJ-c",
    "tags": []
   },
   "outputs": [],
   "source": [
    "inner_sql = f\"\"\"\n",
    "SELECT\n",
    "  EXTRACT(DATE FROM timestamp) AS day,\n",
    "  IFNULL(proto_payload.audit_log.authentication_info.principal_email, \"unknown\") as principal_email,\n",
    "  IFNULL(proto_payload.audit_log.method_name, \"unknown\") as action,\n",
    "  IFNULL(resource.type, \"unknown\") as resource_type,\n",
    "  {PROCESSED_DATASET}.getResourceId(resource.type, resource.labels) AS resource_id,\n",
    "  -- proto_payload.audit_log.resource_name as resource_name,\n",
    "  SPLIT(log_name, '/')[SAFE_OFFSET(0)] as container_type,\n",
    "  SPLIT(log_name, '/')[SAFE_OFFSET(1)] as container_id,\n",
    "  {PROCESSED_DATASET}.getChannelType(proto_payload.audit_log.request_metadata.caller_supplied_user_agent) AS channel,\n",
    "  IFNULL(proto_payload.audit_log.request_metadata.caller_ip, \"unknown\") as ip,\n",
    "  COUNT(*) counter,\n",
    "FROM  `{PROJECT_ID}.{SOURCE_DATASET}._AllLogs`\n",
    "WHERE\n",
    "  log_id = \"cloudaudit.googleapis.com/activity\" AND\n",
    "  timestamp > TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 DAY) AND\n",
    "  lower(proto_payload.audit_log.method_name) LIKE \"%delete%\"\n",
    "GROUP BY\n",
    "  day, principal_email, action, resource_type, resource_id, container_type, container_id, channel, ip, log_name\n",
    "ORDER BY\n",
    "  day DESC,\n",
    "  counter DESC\n",
    "LIMIT 2\n",
    "\"\"\"\n",
    "\n",
    "# Start the query and save results in an in-memory dataframe\n",
    "query_job = bq.query(inner_sql)\n",
    "results = query_job.result()  # Wait for the job to complete\n",
    "results.to_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following singular SQL command, 1) convert the suspected log into a text string summary, 2) generate the text embeddings 2) and do vector search across all past actions to find out similar activity (if any) has occurred in the past:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "CEqc2MSSpkv6"
   },
   "outputs": [],
   "source": [
    "sql = f\"\"\"\n",
    "SELECT\n",
    "  query.content as suspicious_action,\n",
    "  base.content as past_similar_action,\n",
    "  distance,\n",
    "  base.day as day,\n",
    "  base.counter as counter\n",
    "FROM VECTOR_SEARCH(\n",
    "  TABLE `{PROJECT_ID}.{PROCESSED_DATASET}.{TABLE_NAME}_embeddings`,\n",
    "  'text_embedding',\n",
    "  (SELECT\n",
    "    text_embedding, content\n",
    "    FROM ML.GENERATE_TEXT_EMBEDDING(\n",
    "      MODEL `{PROJECT_ID}.{PROCESSED_DATASET}.embedding_model`,\n",
    "      (SELECT\n",
    "        {PROCESSED_DATASET}.stringifyAdminLogEntry(\n",
    "          day, principal_email, action, resource_type, resource_id, container_type,\n",
    "          container_id, channel, ip, counter) AS content\n",
    "        FROM ({inner_sql})),\n",
    "      STRUCT(TRUE AS flatten_json_output)\n",
    "  )),\n",
    "  top_k => 5\n",
    ")\n",
    "WHERE query.content != base.content -- remove potential dups\n",
    "\"\"\"\n",
    "\n",
    "# Start the query and save results in an in-memory dataframe\n",
    "query_job = bq.query(sql)\n",
    "results = query_job.result()  # Wait for the job to complete\n",
    "df = results.to_dataframe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VrX4CSU57F-b"
   },
   "source": [
    "#### Visualize results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q4mphXYM7JoF"
   },
   "source": [
    "<ins>In a table<ins>:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "8_jWjpjP7JBH"
   },
   "outputs": [],
   "source": [
    "reshape(df).style.pipe(highlight_similar_actions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ouYmslmU8SFV"
   },
   "source": [
    "<ins>In a timechart</ins>:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0XT6wkTK8gs1"
   },
   "outputs": [],
   "source": [
    "plot_actions_over_time(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "959b92998af7"
   },
   "source": [
    "## Summary\n",
    "\n",
    "In this notebook, you were able to:\n",
    "- Process your Google Cloud audit logs into a summary table for easier, faster and cost-effective log analysis\n",
    "- Convert logs from semi-structured deeply nested JSON payload into a concise textual log summary \n",
    "- Generate embeddings for each log summary using Vertex AI, and store them in a BigQuery table alongside the log content\n",
    "- Create a vector index in BigQuery to semantically search all historical log summaries using embeddings column\n",
    "- Search logs using BigQuery `VECTOR_SEARCH` SQL command to detect & investigate suspicious or anomalous activity\n",
    "- Visualize findings in a table and a timechart to highlight past similar or equivalent actions, if any"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9633a0a9a970"
   },
   "source": [
    "## Cleanup\n",
    "\n",
    "To clean up all Google Cloud resources used in this notebook, you can delete the Google Cloud project you used for the tutorial.\n",
    "\n",
    "Otherwise, you can delete the individual resources you created in this tutorial, namely the BigQuery dataset `PROCESSED_DATASET` with the processed data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "554bae6af364"
   },
   "outputs": [],
   "source": [
    "# Delete the created BigQuery dataset\n",
    "!bq rm -r -f {PROJECT_ID}:{PROCESSED_DATASET}"
   ]
  }
 ],
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