{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "2z9dWMmo-hji" }, "source": [ "
\"Logo
\n", "# PySpark on Google Colab\n", "\n", "\n", "In this notebook we are going to explore the inner workings of PySpark and also see how PySpark integrates with Google Colaboratory.\n", "\n", "We will utilize the PySpark distribution provided by `pip` and make use of the integrated Spark engine. The Spark coming with the PySpark distribution has its limitations as it runs as a single Java virtual machine in _pseudo-distributed mode_ and does not allow for customizations but it is practical for learning purposes.\n", "\n", "This tutorial aims to offer a rich and engaging learning experience, not just by presenting solutions but also by elucidating the thought processes and methodologies employed in constructing these solutions.\n", "\n", "⚠️ **Warning:** this notebook contains a blocking cell (in [\"How to input commands in the `pyspark` shell\"](#blocking-cell)) so if you wish to run all cells in the notebook (from the menu Runtime/Run all) this cell needs to be unblocked (by stopping it) or commented out." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "toc", "id": "O-VG0-YC1uvH" }, "source": [ ">[PySpark on Google Colab](#scrollTo=2z9dWMmo-hji)\n", "\n", ">[What is PySpark?](#scrollTo=SmIf2KmNVN6I)\n", "\n", ">[Install PySpark](#scrollTo=_estSoYU5GEe)\n", "\n", ">>[Check for Java ≥ 8](#scrollTo=oU0L_TEgEFB5)\n", "\n", ">[Hello, World!](#scrollTo=Xga0fPbhAm7V)\n", "\n", ">>[Run the \"Hello, World\" app](#scrollTo=aR1hERFyCQsS)\n", "\n", ">>[Where do all these log messages come from?](#scrollTo=qi95QG0_efzl)\n", "\n", ">>[Why did the \"Hello, World!\" app take so long?](#scrollTo=J-hZaCKsfz77)\n", "\n", ">>[How long did the app actually run?](#scrollTo=J-hZaCKsfz77)\n", "\n", ">[Where can I find Spark examples?](#scrollTo=Zh0y3WyAX3qb)\n", "\n", ">>[examples directory structure](#scrollTo=zdlBTkbygvQo)\n", "\n", ">>[List all examples](#scrollTo=kAFz47oTg14u)\n", "\n", ">[Wordcount](#scrollTo=xZnvstDc3cwV)\n", "\n", ">>[Datasets included in the Spark distribution](#scrollTo=MzdaeEwxisaV)\n", "\n", ">>[Run the Wordcount app](#scrollTo=fxkQi8cyjcId)\n", "\n", ">[How to set logging level](#scrollTo=PybOxVB8ATR1)\n", "\n", ">>[Create log4j2.properties file](#scrollTo=pGl2RySI0XJH)\n", "\n", ">>[Re-run the app](#scrollTo=CWAt3ngy4w76)\n", "\n", ">>[Spark's log4j2.properties.template](#scrollTo=w68Bssw6dPoW)\n", "\n", ">>[Change the log level to \"debug\"](#scrollTo=CLtEI1zKKtuu)\n", "\n", ">[What if you run your app with Python?](#scrollTo=7hY5XNIfLznh)\n", "\n", ">>[spark-submit](#scrollTo=9KZkZUXllu9O)\n", "\n", ">>[Conclusion: use spark-submit](#scrollTo=gPbprxJCmv7M)\n", "\n", ">[What about the pyspark shell?](#scrollTo=XDSSV1vLnPhz)\n", "\n", ">>[How to input commands in the pyspark shell](#scrollTo=FnY-KPyDsxCo)\n", "\n", ">>[The PySpark kernel](#scrollTo=6C1_kCG0w8dr)\n", "\n", ">>[A note on real-time versus batch jobs](#scrollTo=xXWy9qCVxSg1)\n", "\n", ">[Monitor your job in the Web UI](#scrollTo=-D3ikF_uGYAO)\n", "\n", ">[Start the History Server](#scrollTo=M14Z6erHgk7U)\n", "\n", ">>[Create missing folder /tmp/spark-events](#scrollTo=-TYwZHUYNTIm)\n", "\n", ">>[Browsing the History Server](#scrollTo=tcI72nRpLwmI)\n", "\n", ">[Clean up Colab environment](#scrollTo=qi5JPnmKysoc)\n", "\n", ">>[Remove the conf folder](#scrollTo=2uhv-ft6MTPt)\n", "\n", ">>[Stop the History Server](#scrollTo=0M6EXQrKMBtd)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "SmIf2KmNVN6I" }, "source": [ "# What is PySpark?\n", "\n", "\n", "> “*PySpark is the Python API for Apache Spark.*”\n", ">\n", ">(https://spark.apache.org/docs/latest/api/python/index.html)\n", "\n", "The name **PySpark** is composed of **Py**thon $+$ **Spark**, this will help you remember how to write \"PySpark\" with the correct capitalizations.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "_estSoYU5GEe" }, "source": [ "# Install PySpark\n", "\n", "First of all, we need to install the `pyspark` library using the `pip` packaging.\n", "\n", "**Note:** this demo depends on the `pip` distribution of PySpark and might not work with the `conda` distribution.\n", "\n", "Also be aware of the warning in the PyPI project page https://pypi.org/project/pyspark/:\n", "> “*This packaging is currently experimental and may change in future versions (although we will do our best to keep compatibility).*”" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:46.610423Z", "iopub.status.busy": "2024-10-13T09:43:46.609832Z", "iopub.status.idle": "2024-10-13T09:43:47.458082Z", "shell.execute_reply": "2024-10-13T09:43:47.457315Z" }, "id": "6TqYCjb_491t", "outputId": "eb4a32b7-f740-4446-998f-6e46c8e711ef" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pyspark in /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages (3.4.0)\r\n", "Requirement already satisfied: py4j==0.10.9.7 in /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages (from pyspark) (0.10.9.7)\r\n" ] } ], "source": [ "!pip install pyspark" ] }, { "cell_type": "markdown", "metadata": { "id": "pGiK0pR6hBSw" }, "source": [ "## Import `output` library if in Colab\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:43:47.460799Z", "iopub.status.busy": "2024-10-13T09:43:47.460367Z", "iopub.status.idle": "2024-10-13T09:43:47.463772Z", "shell.execute_reply": "2024-10-13T09:43:47.463243Z" }, "id": "BBSd3MIShROn" }, "outputs": [], "source": [ "# true if running on Google Colab\n", "import sys\n", "IN_COLAB = 'google.colab' in sys.modules\n", "\n", "if IN_COLAB:\n", " from google.colab import output" ] }, { "cell_type": "markdown", "metadata": { "id": "oU0L_TEgEFB5" }, "source": [ "## Check for Java ≥ 8\n", "\n", "PySpark requires Java 8 or later. Java should be in your system `PATH`, or the `JAVA_HOME` environment variable pointing to a Java installation.\n", "\n", "Java 11 is already available on Colab but in other contexts it might need to be installed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:47.465809Z", "iopub.status.busy": "2024-10-13T09:43:47.465427Z", "iopub.status.idle": "2024-10-13T09:43:47.472545Z", "shell.execute_reply": "2024-10-13T09:43:47.471900Z" }, "id": "qrjlhtS4FMlb", "outputId": "9386a17b-9e13-4d92-cf17-f63bccc8b650" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Java is already installed: /usr/lib/jvm/temurin-11-jdk-amd64\n" ] } ], "source": [ "import os\n", "import subprocess\n", "import shutil\n", "\n", "# set variable JAVA_HOME (install Java if necessary)\n", "def is_java_installed():\n", " os.environ['JAVA_HOME'] = os.path.realpath(shutil.which(\"java\")).split('/bin')[0]\n", " return os.environ['JAVA_HOME']\n", "\n", "def install_java():\n", " # Uncomment and modify the desired version\n", " # java_version= 'openjdk-11-jre-headless'\n", " # java_version= 'default-jre'\n", " # java_version= 'openjdk-17-jre-headless'\n", " # java_version= 'openjdk-18-jre-headless'\n", " java_version= 'openjdk-19-jre-headless'\n", "\n", " print(f\"Java not found. Installing {java_version} ... (this might take a while)\")\n", " try:\n", " cmd = f\"apt install -y {java_version}\"\n", " subprocess_output = subprocess.run(cmd, shell=True, check=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)\n", " stdout_result = subprocess_output.stdout\n", " # Process the results as needed\n", " print(\"Done installing Java {}\".format(java_version))\n", " os.environ['JAVA_HOME'] = os.path.realpath(shutil.which(\"java\")).split('/bin')[0]\n", " print(\"JAVA_HOME is {}\".format(os.environ['JAVA_HOME']))\n", " except subprocess.CalledProcessError as e:\n", " # Handle the error if the command returns a non-zero exit code\n", " print(\"Command failed with return code {}\".format(e.returncode))\n", " print(\"stdout: {}\".format(e.stdout))\n", "\n", "# Install Java if not available\n", "if is_java_installed():\n", " print(\"Java is already installed: {}\".format(os.environ['JAVA_HOME']))\n", "else:\n", " print(\"Installing Java\")\n", " install_java()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Xga0fPbhAm7V" }, "source": [ "# Hello, World!\n", "\n", "`HelloWorld.py` is a simple app that\n", "\n", "\n", "* starts a Spark session named `spark`\n", "* prints out \"Hello, World!\"\n", "* closes the Spark session\n", "\n", "This is _self-contained application_ (see https://spark.apache.org/docs/latest/quick-start.html#self-contained-applications).\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:47.474507Z", "iopub.status.busy": "2024-10-13T09:43:47.474317Z", "iopub.status.idle": "2024-10-13T09:43:47.478746Z", "shell.execute_reply": "2024-10-13T09:43:47.478191Z" }, "id": "axuD_4Z94lRr", "outputId": "bedd38cb-8e1b-4a83-fe02-6496043833d5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing HelloWorld.py\n" ] } ], "source": [ "%%writefile HelloWorld.py\n", "\"\"\"HelloWorld.py\"\"\"\n", "from pyspark.sql import SparkSession\n", "\n", "spark = SparkSession.builder.appName(\"Hello World\").getOrCreate()\n", "\n", "print(\"Hello, World!\")\n", "\n", "spark.stop()" ] }, { "cell_type": "markdown", "metadata": { "id": "aR1hERFyCQsS" }, "source": [ "## Run the \"Hello, World\" app\n", "\n", "The way apps are submitted to the Spark engine is the `spark-submit` script." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:47.480714Z", "iopub.status.busy": "2024-10-13T09:43:47.480521Z", "iopub.status.idle": "2024-10-13T09:43:51.427380Z", "shell.execute_reply": "2024-10-13T09:43:51.426733Z" }, "id": "6B0dFZxSCN03", "outputId": "9d1bbf4f-93f4-474e-a643-8de3802dbb3f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:49 INFO SparkContext: Running Spark version 3.4.0\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:49 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:49 INFO ResourceUtils: ==============================================================\r\n", "24/10/13 09:43:49 INFO ResourceUtils: No custom resources configured for spark.driver.\r\n", "24/10/13 09:43:49 INFO ResourceUtils: ==============================================================\r\n", "24/10/13 09:43:49 INFO SparkContext: Submitted application: Hello World\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:49 INFO ResourceProfile: Default ResourceProfile created, executor resources: Map(cores -> name: cores, amount: 1, script: , vendor: , memory -> name: memory, amount: 1024, script: , vendor: , offHeap -> name: offHeap, amount: 0, script: , vendor: ), task resources: Map(cpus -> name: cpus, amount: 1.0)\r\n", "24/10/13 09:43:49 INFO ResourceProfile: Limiting resource is cpu\r\n", "24/10/13 09:43:49 INFO ResourceProfileManager: Added ResourceProfile id: 0\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:49 INFO SecurityManager: Changing view acls to: runner\r\n", "24/10/13 09:43:49 INFO SecurityManager: Changing modify acls to: runner\r\n", "24/10/13 09:43:49 INFO SecurityManager: Changing view acls groups to: \r\n", "24/10/13 09:43:49 INFO SecurityManager: Changing modify acls groups to: \r\n", "24/10/13 09:43:49 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: runner; groups with view permissions: EMPTY; users with modify permissions: runner; groups with modify permissions: EMPTY\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO Utils: Successfully started service 'sparkDriver' on port 42101.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO SparkEnv: Registering MapOutputTracker\r\n", "24/10/13 09:43:50 INFO SparkEnv: Registering BlockManagerMaster\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO BlockManagerMasterEndpoint: Using org.apache.spark.storage.DefaultTopologyMapper for getting topology information\r\n", "24/10/13 09:43:50 INFO BlockManagerMasterEndpoint: BlockManagerMasterEndpoint up\r\n", "24/10/13 09:43:50 INFO SparkEnv: Registering BlockManagerMasterHeartbeat\r\n", "24/10/13 09:43:50 INFO DiskBlockManager: Created local directory at /tmp/blockmgr-58b92ad4-108f-4ca6-a993-9f7b655cdc5c\r\n", "24/10/13 09:43:50 INFO MemoryStore: MemoryStore started with capacity 434.4 MiB\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO SparkEnv: Registering OutputCommitCoordinator\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO JettyUtils: Start Jetty 0.0.0.0:4040 for SparkUI\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO Utils: Successfully started service 'SparkUI' on port 4040.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO Executor: Starting executor ID driver on host fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net\r\n", "24/10/13 09:43:50 INFO Executor: Starting executor with user classpath (userClassPathFirst = false): ''\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:50 INFO Utils: Successfully started service 'org.apache.spark.network.netty.NettyBlockTransferService' on port 36187.\r\n", "24/10/13 09:43:50 INFO NettyBlockTransferService: Server created on fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net:36187\r\n", "24/10/13 09:43:50 INFO BlockManager: Using org.apache.spark.storage.RandomBlockReplicationPolicy for block replication policy\r\n", "24/10/13 09:43:50 INFO BlockManagerMaster: Registering BlockManager BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 36187, None)\r\n", "24/10/13 09:43:50 INFO BlockManagerMasterEndpoint: Registering block manager fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net:36187 with 434.4 MiB RAM, BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 36187, None)\r\n", "24/10/13 09:43:50 INFO BlockManagerMaster: Registered BlockManager BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 36187, None)\r\n", "24/10/13 09:43:50 INFO BlockManager: Initialized BlockManager: BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 36187, None)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Hello, World!\r\n", "24/10/13 09:43:50 INFO SparkContext: SparkContext is stopping with exitCode 0.\r\n", "24/10/13 09:43:50 INFO SparkUI: Stopped Spark web UI at http://fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net:4040\r\n", "24/10/13 09:43:50 INFO MapOutputTrackerMasterEndpoint: MapOutputTrackerMasterEndpoint stopped!\r\n", "24/10/13 09:43:50 INFO MemoryStore: MemoryStore cleared\r\n", "24/10/13 09:43:50 INFO BlockManager: BlockManager stopped\r\n", "24/10/13 09:43:50 INFO BlockManagerMaster: BlockManagerMaster stopped\r\n", "24/10/13 09:43:50 INFO OutputCommitCoordinator$OutputCommitCoordinatorEndpoint: OutputCommitCoordinator stopped!\r\n", "24/10/13 09:43:50 INFO SparkContext: Successfully stopped SparkContext\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:51 INFO ShutdownHookManager: Shutdown hook called\r\n", "24/10/13 09:43:51 INFO ShutdownHookManager: Deleting directory /tmp/spark-e6fb6755-f9bd-4891-9898-7ea8dfd671b5\r\n", "24/10/13 09:43:51 INFO ShutdownHookManager: Deleting directory /tmp/spark-e6fb6755-f9bd-4891-9898-7ea8dfd671b5/pyspark-ae1c4f59-e550-4b28-a58b-bd154e28c307\r\n", "24/10/13 09:43:51 INFO ShutdownHookManager: Deleting directory /tmp/spark-b2f9a4e7-e54d-4c14-9a0a-c83719242b6e\r\n" ] } ], "source": [ "!spark-submit HelloWorld.py" ] }, { "cell_type": "markdown", "metadata": { "id": "jXpiQ1oJWoAe" }, "source": [ "You should be able to see the \"Hello, World!\" somewhere in between all the log messages." ] }, { "cell_type": "markdown", "metadata": { "id": "qi95QG0_efzl" }, "source": [ "## Where do all these log messages come from?\n", "\n", "The logging messages produced by Spark are generated by the [log4j](https://logging.apache.org/log4j/2.x/manual/index.html) service. We will see later (in [\"How to set logging level\"](#log-level)) how to configure the logging level.\n", "\n", "For now, let us redirect all log messages to a file `log.txt` in order to just the output of the app. Note that logging messages are sent by default to the standard error stream." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:51.429895Z", "iopub.status.busy": "2024-10-13T09:43:51.429484Z", "iopub.status.idle": "2024-10-13T09:43:55.434768Z", "shell.execute_reply": "2024-10-13T09:43:55.434031Z" }, "id": "jQoDrLyFDuuM", "outputId": "e8be6c4a-cf31-4b2b-dafe-6dcaf3f9f6e9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, World!\r\n" ] } ], "source": [ "!spark-submit HelloWorld.py 2>log.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "MPYt5VLtXO78" }, "source": [ "You can look at the log file `log.txt` separately." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:55.437179Z", "iopub.status.busy": "2024-10-13T09:43:55.436974Z", "iopub.status.idle": "2024-10-13T09:43:55.563240Z", "shell.execute_reply": "2024-10-13T09:43:55.562577Z" }, "id": "Dn_LAdFDXIGm", "outputId": "f4e6ddba-653d-4975-f80f-3151d34dba53" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:43:53 INFO SparkContext: Running Spark version 3.4.0\r\n", "24/10/13 09:43:53 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\r\n", "24/10/13 09:43:53 INFO ResourceUtils: ==============================================================\r\n", "24/10/13 09:43:53 INFO ResourceUtils: No custom resources configured for spark.driver.\r\n", "24/10/13 09:43:53 INFO ResourceUtils: ==============================================================\r\n", "24/10/13 09:43:53 INFO SparkContext: Submitted application: Hello World\r\n", "24/10/13 09:43:53 INFO ResourceProfile: Default ResourceProfile created, executor resources: Map(cores -> name: cores, amount: 1, script: , vendor: , memory -> name: memory, amount: 1024, script: , vendor: , offHeap -> name: offHeap, amount: 0, script: , vendor: ), task resources: Map(cpus -> name: cpus, amount: 1.0)\r\n", "24/10/13 09:43:53 INFO ResourceProfile: Limiting resource is cpu\r\n", "24/10/13 09:43:53 INFO ResourceProfileManager: Added ResourceProfile id: 0\r\n", "24/10/13 09:43:53 INFO SecurityManager: Changing view acls to: runner\r\n", "24/10/13 09:43:53 INFO SecurityManager: Changing modify acls to: runner\r\n", "24/10/13 09:43:53 INFO SecurityManager: Changing view acls groups to: \r\n", "24/10/13 09:43:53 INFO SecurityManager: Changing modify acls groups to: \r\n", "24/10/13 09:43:53 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: runner; groups with view permissions: EMPTY; users with modify permissions: runner; groups with modify permissions: EMPTY\r\n", "24/10/13 09:43:54 INFO Utils: Successfully started service 'sparkDriver' on port 44261.\r\n", "24/10/13 09:43:54 INFO SparkEnv: Registering MapOutputTracker\r\n", "24/10/13 09:43:54 INFO SparkEnv: Registering BlockManagerMaster\r\n", "24/10/13 09:43:54 INFO BlockManagerMasterEndpoint: Using org.apache.spark.storage.DefaultTopologyMapper for getting topology information\r\n", "24/10/13 09:43:54 INFO BlockManagerMasterEndpoint: BlockManagerMasterEndpoint up\r\n", "24/10/13 09:43:54 INFO SparkEnv: Registering BlockManagerMasterHeartbeat\r\n", "24/10/13 09:43:54 INFO DiskBlockManager: Created local directory at /tmp/blockmgr-8dadfb36-27fd-458b-af5a-8d5e03efffe5\r\n", "24/10/13 09:43:54 INFO MemoryStore: MemoryStore started with capacity 434.4 MiB\r\n", "24/10/13 09:43:54 INFO SparkEnv: Registering OutputCommitCoordinator\r\n", "24/10/13 09:43:54 INFO JettyUtils: Start Jetty 0.0.0.0:4040 for SparkUI\r\n", "24/10/13 09:43:54 INFO Utils: Successfully started service 'SparkUI' on port 4040.\r\n", "24/10/13 09:43:54 INFO Executor: Starting executor ID driver on host fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net\r\n", "24/10/13 09:43:54 INFO Executor: Starting executor with user classpath (userClassPathFirst = false): ''\r\n", "24/10/13 09:43:54 INFO Utils: Successfully started service 'org.apache.spark.network.netty.NettyBlockTransferService' on port 34707.\r\n", "24/10/13 09:43:54 INFO NettyBlockTransferService: Server created on fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net:34707\r\n", "24/10/13 09:43:54 INFO BlockManager: Using org.apache.spark.storage.RandomBlockReplicationPolicy for block replication policy\r\n", "24/10/13 09:43:54 INFO BlockManagerMaster: Registering BlockManager BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 34707, None)\r\n", "24/10/13 09:43:54 INFO BlockManagerMasterEndpoint: Registering block manager fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net:34707 with 434.4 MiB RAM, BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 34707, None)\r\n", "24/10/13 09:43:54 INFO BlockManagerMaster: Registered BlockManager BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 34707, None)\r\n", "24/10/13 09:43:54 INFO BlockManager: Initialized BlockManager: BlockManagerId(driver, fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net, 34707, None)\r\n", "24/10/13 09:43:54 INFO SparkContext: SparkContext is stopping with exitCode 0.\r\n", "24/10/13 09:43:54 INFO SparkUI: Stopped Spark web UI at http://fv-az837-567.ymagj3ilz1se1nskuisabcixse.ex.internal.cloudapp.net:4040\r\n", "24/10/13 09:43:54 INFO MapOutputTrackerMasterEndpoint: MapOutputTrackerMasterEndpoint stopped!\r\n", "24/10/13 09:43:54 INFO MemoryStore: MemoryStore cleared\r\n", "24/10/13 09:43:54 INFO BlockManager: BlockManager stopped\r\n", "24/10/13 09:43:54 INFO BlockManagerMaster: BlockManagerMaster stopped\r\n", "24/10/13 09:43:54 INFO OutputCommitCoordinator$OutputCommitCoordinatorEndpoint: OutputCommitCoordinator stopped!\r\n", "24/10/13 09:43:54 INFO SparkContext: Successfully stopped SparkContext\r\n", "24/10/13 09:43:55 INFO ShutdownHookManager: Shutdown hook called\r\n", "24/10/13 09:43:55 INFO ShutdownHookManager: Deleting directory /tmp/spark-28058f53-6a6a-4627-8e9c-6dfb0935727a\r\n", "24/10/13 09:43:55 INFO ShutdownHookManager: Deleting directory /tmp/spark-28058f53-6a6a-4627-8e9c-6dfb0935727a/pyspark-406dbad3-9656-44ec-b9b5-85d149ee4cf7\r\n", "24/10/13 09:43:55 INFO ShutdownHookManager: Deleting directory /tmp/spark-37ef6775-3c58-436d-9de2-8fdeb334da39\r\n" ] } ], "source": [ "!cat log.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "J-hZaCKsfz77" }, "source": [ "## Why did the \"Hello, World!\" app take so long?\n", "\n", "You might have noticed that it took a while for the app to start. The reason for this delay is that in order to run the app a Java Virtual Machine (JVM) had to be started and the Spark engine launched on the JVM.\n", "\n", "## How long did the app actually run?\n", "\n", "From the log messages one can ascertain that the app took more or less one minute to run.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:55.565570Z", "iopub.status.busy": "2024-10-13T09:43:55.565083Z", "iopub.status.idle": "2024-10-13T09:43:59.426593Z", "shell.execute_reply": "2024-10-13T09:43:59.425818Z" }, "id": "QG2hwA6UtetQ", "outputId": "d3cbc72a-91f0-4419-e902-71b0344e7447" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello, World!\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 56.4 ms, sys: 1.93 ms, total: 58.3 ms\n", "Wall time: 3.86 s\n" ] } ], "source": [ "%time !spark-submit HelloWorld.py 2>log.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "Hd9cBf_hthep" }, "source": [ "To see how long the app actually took you can look at the History server." ] }, { "cell_type": "markdown", "metadata": { "id": "Zh0y3WyAX3qb" }, "source": [ "# Where can I find Spark examples?\n", "\n", "There are several demo apps that come with the PySpark distribution.\n", "Let us find out where they are located.\n", "\n", "Let us see where PySpark was installed." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:43:59.429045Z", "iopub.status.busy": "2024-10-13T09:43:59.428824Z", "iopub.status.idle": "2024-10-13T09:44:00.016887Z", "shell.execute_reply": "2024-10-13T09:44:00.016143Z" }, "id": "EqmesIYKX313", "outputId": "792382c3-a5b0-4718-ca7b-b7acec752738" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name: pyspark\r\n", "Version: 3.4.0\r\n", "Summary: Apache Spark Python API\r\n", "Home-page: https://github.com/apache/spark/tree/master/python\r\n", "Author: Spark Developers\r\n", "Author-email: dev@spark.apache.org\r\n", "License: http://www.apache.org/licenses/LICENSE-2.0\r\n", "Location: /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages\r\n", "Requires: py4j\r\n", "Required-by: \r\n" ] } ], "source": [ "!pip show pyspark" ] }, { "cell_type": "markdown", "metadata": { "id": "f2h08PoBYipp" }, "source": [ "`/usr/local/lib/python3.10/dist-packages` is the location where Pyspark is installed. The folder we are looking for is named `examples`." ] }, { "cell_type": "markdown", "metadata": { "id": "Hw8u94yJZA9A" }, "source": [ "We could have also used `find_spark_home.py` to find Pyspark's location." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.019797Z", "iopub.status.busy": "2024-10-13T09:44:00.019319Z", "iopub.status.idle": "2024-10-13T09:44:00.162199Z", "shell.execute_reply": "2024-10-13T09:44:00.161505Z" }, "id": "R4Mlv3S4ZBIN", "outputId": "c2d53ed9-3740-452c-f02c-458acf3c2960" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark\r\n" ] } ], "source": [ "!find_spark_home.py" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.164649Z", "iopub.status.busy": "2024-10-13T09:44:00.164215Z", "iopub.status.idle": "2024-10-13T09:44:00.189715Z", "shell.execute_reply": "2024-10-13T09:44:00.189028Z" }, "id": "LadpCYYlncgz", "outputId": "6e1368cd-d546-4bf3-d47e-bb510479ef7b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Output of find_spark_home.py: /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark\n", "\n" ] } ], "source": [ "# Run the script and capture its output\n", "result = subprocess.run([\"find_spark_home.py\"], capture_output=True, text=True)\n", "\n", "# Print or use the captured output\n", "print(\"Output of find_spark_home.py:\", result.stdout)\n", "\n", "# set SPARK_HOME environment variable\n", "os.environ['SPARK_HOME'] = result.stdout.strip()" ] }, { "cell_type": "markdown", "metadata": { "id": "WWxJjvVWqGD8" }, "source": [ "Now the environment variable `SPARK_HOME` is set." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.191961Z", "iopub.status.busy": "2024-10-13T09:44:00.191589Z", "iopub.status.idle": "2024-10-13T09:44:00.198255Z", "shell.execute_reply": "2024-10-13T09:44:00.197702Z" }, "id": "JYAB6j7hmrH_", "outputId": "50028946-9612-48e3-9fdb-7b2f954b5bf6" }, "outputs": [ { "data": { "text/plain": [ "'/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.environ['SPARK_HOME']" ] }, { "cell_type": "markdown", "metadata": { "id": "rmV2Pob2a-YZ" }, "source": [ "List the contents of `pyspark`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.200316Z", "iopub.status.busy": "2024-10-13T09:44:00.199932Z", "iopub.status.idle": "2024-10-13T09:44:00.325715Z", "shell.execute_reply": "2024-10-13T09:44:00.325045Z" }, "id": "t8RJTNTnbEBV", "outputId": "1d91dfe0-fcfc-4dfc-fb14-10d7b7042a7a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__init__.py\t install.py\t\t sbin/\r\n", "__pycache__/\t instrumentation_utils.py serializers.py\r\n", "_globals.py\t jars/\t\t shell.py\r\n", "_typing.pyi\t java_gateway.py\t shuffle.py\r\n", "accumulators.py join.py\t\t sql/\r\n", "bin/\t\t licenses/\t\t statcounter.py\r\n", "broadcast.py\t ml/\t\t\t status.py\r\n", "cloudpickle/\t mllib/\t\t storagelevel.py\r\n", "conf.py\t\t pandas/\t\t streaming/\r\n", "context.py\t profiler.py\t\t taskcontext.py\r\n", "daemon.py\t py.typed\t\t traceback_utils.py\r\n", "data/\t\t python/\t\t util.py\r\n", "errors/\t\t rdd.py\t\t version.py\r\n", "examples/\t rddsampler.py\t worker.py\r\n", "files.py\t resource/\r\n", "find_spark_home.py resultiterable.py\r\n" ] } ], "source": [ "!ls -p $SPARK_HOME" ] }, { "cell_type": "markdown", "metadata": { "id": "g_USRg8pZToc" }, "source": [ "The `examples` folder is the one we are interested in.\n", "\n", "Install the `tree` command for a better visualization of folders." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.328295Z", "iopub.status.busy": "2024-10-13T09:44:00.327874Z", "iopub.status.idle": "2024-10-13T09:44:00.495883Z", "shell.execute_reply": "2024-10-13T09:44:00.495236Z" }, "id": "YCMjNanOYgNf", "outputId": "2774232c-904f-41a2-a6f4-552fbb0ed649" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;31mE: \u001b[0mCould not open lock file /var/lib/dpkg/lock-frontend - open (13: Permission denied)\u001b[0m\r\n", "\u001b[1;31mE: \u001b[0mUnable to acquire the dpkg frontend lock (/var/lib/dpkg/lock-frontend), are you root?\u001b[0m\r\n" ] } ], "source": [ "!apt install tree" ] }, { "cell_type": "markdown", "metadata": { "id": "09AO3druZo8l" }, "source": [ "The PySpark distribution comes with Python examples only. They are under `src/main/python`.\n", "\n", "For examples in other programming languages (Java, Scala, R) you need to download the Apache Spark distribution (see https://github.com/apache/spark/tree/master/examples/src/main)." ] }, { "cell_type": "markdown", "metadata": { "id": "zdlBTkbygvQo" }, "source": [ "## `examples` directory structure" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.498368Z", "iopub.status.busy": "2024-10-13T09:44:00.497930Z", "iopub.status.idle": "2024-10-13T09:44:00.644343Z", "shell.execute_reply": "2024-10-13T09:44:00.643716Z" }, "id": "MOLcR7v4Zd81", "outputId": "eead1803-3497-4454-a917-6bec75651f85" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34m/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/examples\u001b[0m\r\n", "└── \u001b[01;34msrc\u001b[0m\r\n", " └── \u001b[01;34mmain\u001b[0m\r\n", " └── \u001b[01;34mpython\u001b[0m\r\n", " ├── \u001b[01;34m__pycache__\u001b[0m\r\n", " ├── \u001b[01;34mml\u001b[0m\r\n", " │   └── \u001b[01;34m__pycache__\u001b[0m\r\n", " ├── \u001b[01;34mmllib\u001b[0m\r\n", " │   └── \u001b[01;34m__pycache__\u001b[0m\r\n", " ├── \u001b[01;34msql\u001b[0m\r\n", " │   ├── \u001b[01;34m__pycache__\u001b[0m\r\n", " │   └── \u001b[01;34mstreaming\u001b[0m\r\n", " │   └── \u001b[01;34m__pycache__\u001b[0m\r\n", " └── \u001b[01;34mstreaming\u001b[0m\r\n", " └── \u001b[01;34m__pycache__\u001b[0m\r\n", "\r\n", "14 directories\r\n" ] } ], "source": [ "!tree -d $SPARK_HOME/examples" ] }, { "cell_type": "markdown", "metadata": { "id": "tOo7lXihbkHN" }, "source": [ "Contents at level $1$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.646611Z", "iopub.status.busy": "2024-10-13T09:44:00.646194Z", "iopub.status.idle": "2024-10-13T09:44:00.771732Z", "shell.execute_reply": "2024-10-13T09:44:00.771128Z" }, "id": "_QZ1uQ5xhWJc", "outputId": "8fd77a2b-e81e-444a-9408-e74cc8eef965" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34m/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/examples/src/main/python\u001b[0m\r\n", "├── \u001b[00m__init__.py\u001b[0m\r\n", "├── \u001b[01;34m__pycache__\u001b[0m\r\n", "├── \u001b[00mals.py\u001b[0m\r\n", "├── \u001b[00mavro_inputformat.py\u001b[0m\r\n", "├── \u001b[00mkmeans.py\u001b[0m\r\n", "├── \u001b[00mlogistic_regression.py\u001b[0m\r\n", "├── \u001b[01;34mml\u001b[0m\r\n", "├── \u001b[01;34mmllib\u001b[0m\r\n", "├── \u001b[00mpagerank.py\u001b[0m\r\n", "├── \u001b[00mparquet_inputformat.py\u001b[0m\r\n", "├── \u001b[00mpi.py\u001b[0m\r\n", "├── \u001b[00msort.py\u001b[0m\r\n", "├── \u001b[01;34msql\u001b[0m\r\n", "├── \u001b[00mstatus_api_demo.py\u001b[0m\r\n", "├── \u001b[01;34mstreaming\u001b[0m\r\n", "├── \u001b[00mtransitive_closure.py\u001b[0m\r\n", "└── \u001b[00mwordcount.py\u001b[0m\r\n", "\r\n", "5 directories, 12 files\r\n" ] } ], "source": [ "!tree -L 1 $SPARK_HOME/examples/src/main/python" ] }, { "cell_type": "markdown", "metadata": { "id": "kAFz47oTg14u" }, "source": [ "## List all examples\n", "\n", "The Pyspark distribution comes with a lot of examples." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.773988Z", "iopub.status.busy": "2024-10-13T09:44:00.773553Z", "iopub.status.idle": "2024-10-13T09:44:00.900826Z", "shell.execute_reply": "2024-10-13T09:44:00.900165Z" }, "id": "aCRIvYQMaMXh", "outputId": "57450011-0aea-4689-9028-44a02b262ce4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34m/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/examples\u001b[0m\r\n", "└── \u001b[01;34msrc\u001b[0m\r\n", " └── \u001b[01;34mmain\u001b[0m\r\n", " └── \u001b[01;34mpython\u001b[0m\r\n", " ├── \u001b[00m__init__.py\u001b[0m\r\n", " ├── \u001b[00mals.py\u001b[0m\r\n", " ├── \u001b[00mavro_inputformat.py\u001b[0m\r\n", " ├── \u001b[00mkmeans.py\u001b[0m\r\n", " ├── \u001b[00mlogistic_regression.py\u001b[0m\r\n", " ├── \u001b[01;34mml\u001b[0m\r\n", " │   ├── \u001b[00maft_survival_regression.py\u001b[0m\r\n", " │   ├── \u001b[00mals_example.py\u001b[0m\r\n", " │   ├── \u001b[00mbinarizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mbisecting_k_means_example.py\u001b[0m\r\n", " │   ├── \u001b[00mbucketed_random_projection_lsh_example.py\u001b[0m\r\n", " │   ├── \u001b[00mbucketizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mchi_square_test_example.py\u001b[0m\r\n", " │   ├── \u001b[00mchisq_selector_example.py\u001b[0m\r\n", " │   ├── \u001b[00mcorrelation_example.py\u001b[0m\r\n", " │   ├── \u001b[00mcount_vectorizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mcross_validator.py\u001b[0m\r\n", " │   ├── \u001b[00mdataframe_example.py\u001b[0m\r\n", " │   ├── \u001b[00mdct_example.py\u001b[0m\r\n", " │   ├── \u001b[00mdecision_tree_classification_example.py\u001b[0m\r\n", " │   ├── \u001b[00mdecision_tree_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00melementwise_product_example.py\u001b[0m\r\n", " │   ├── \u001b[00mestimator_transformer_param_example.py\u001b[0m\r\n", " │   ├── \u001b[00mfeature_hasher_example.py\u001b[0m\r\n", " │   ├── \u001b[00mfm_classifier_example.py\u001b[0m\r\n", " │   ├── \u001b[00mfm_regressor_example.py\u001b[0m\r\n", " │   ├── \u001b[00mfpgrowth_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgaussian_mixture_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgeneralized_linear_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgradient_boosted_tree_classifier_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgradient_boosted_tree_regressor_example.py\u001b[0m\r\n", " │   ├── \u001b[00mimputer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mindex_to_string_example.py\u001b[0m\r\n", " │   ├── \u001b[00minteraction_example.py\u001b[0m\r\n", " │   ├── \u001b[00misotonic_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00mkmeans_example.py\u001b[0m\r\n", " │   ├── \u001b[00mlda_example.py\u001b[0m\r\n", " │   ├── \u001b[00mlinear_regression_with_elastic_net.py\u001b[0m\r\n", " │   ├── \u001b[00mlinearsvc.py\u001b[0m\r\n", " │   ├── \u001b[00mlogistic_regression_summary_example.py\u001b[0m\r\n", " │   ├── \u001b[00mlogistic_regression_with_elastic_net.py\u001b[0m\r\n", " │   ├── \u001b[00mmax_abs_scaler_example.py\u001b[0m\r\n", " │   ├── \u001b[00mmin_hash_lsh_example.py\u001b[0m\r\n", " │   ├── \u001b[00mmin_max_scaler_example.py\u001b[0m\r\n", " │   ├── \u001b[00mmulticlass_logistic_regression_with_elastic_net.py\u001b[0m\r\n", " │   ├── \u001b[00mmultilayer_perceptron_classification.py\u001b[0m\r\n", " │   ├── \u001b[00mn_gram_example.py\u001b[0m\r\n", " │   ├── \u001b[00mnaive_bayes_example.py\u001b[0m\r\n", " │   ├── \u001b[00mnormalizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mone_vs_rest_example.py\u001b[0m\r\n", " │   ├── \u001b[00monehot_encoder_example.py\u001b[0m\r\n", " │   ├── \u001b[00mpca_example.py\u001b[0m\r\n", " │   ├── \u001b[00mpipeline_example.py\u001b[0m\r\n", " │   ├── \u001b[00mpolynomial_expansion_example.py\u001b[0m\r\n", " │   ├── \u001b[00mpower_iteration_clustering_example.py\u001b[0m\r\n", " │   ├── \u001b[00mprefixspan_example.py\u001b[0m\r\n", " │   ├── \u001b[00mquantile_discretizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrandom_forest_classifier_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrandom_forest_regressor_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrformula_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrobust_scaler_example.py\u001b[0m\r\n", " │   ├── \u001b[00msql_transformer.py\u001b[0m\r\n", " │   ├── \u001b[00mstandard_scaler_example.py\u001b[0m\r\n", " │   ├── \u001b[00mstopwords_remover_example.py\u001b[0m\r\n", " │   ├── \u001b[00mstring_indexer_example.py\u001b[0m\r\n", " │   ├── \u001b[00msummarizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mtf_idf_example.py\u001b[0m\r\n", " │   ├── \u001b[00mtokenizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mtrain_validation_split.py\u001b[0m\r\n", " │   ├── \u001b[00munivariate_feature_selector_example.py\u001b[0m\r\n", " │   ├── \u001b[00mvariance_threshold_selector_example.py\u001b[0m\r\n", " │   ├── \u001b[00mvector_assembler_example.py\u001b[0m\r\n", " │   ├── \u001b[00mvector_indexer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mvector_size_hint_example.py\u001b[0m\r\n", " │   ├── \u001b[00mvector_slicer_example.py\u001b[0m\r\n", " │   └── \u001b[00mword2vec_example.py\u001b[0m\r\n", " ├── \u001b[01;34mmllib\u001b[0m\r\n", " │   ├── \u001b[00m__init__.py\u001b[0m\r\n", " │   ├── \u001b[00mbinary_classification_metrics_example.py\u001b[0m\r\n", " │   ├── \u001b[00mbisecting_k_means_example.py\u001b[0m\r\n", " │   ├── \u001b[01;32mcorrelations.py\u001b[0m\r\n", " │   ├── \u001b[00mcorrelations_example.py\u001b[0m\r\n", " │   ├── \u001b[00mdecision_tree_classification_example.py\u001b[0m\r\n", " │   ├── \u001b[00mdecision_tree_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00melementwise_product_example.py\u001b[0m\r\n", " │   ├── \u001b[00mfpgrowth_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgaussian_mixture_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgaussian_mixture_model.py\u001b[0m\r\n", " │   ├── \u001b[00mgradient_boosting_classification_example.py\u001b[0m\r\n", " │   ├── \u001b[00mgradient_boosting_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00mhypothesis_testing_example.py\u001b[0m\r\n", " │   ├── \u001b[00mhypothesis_testing_kolmogorov_smirnov_test_example.py\u001b[0m\r\n", " │   ├── \u001b[00misotonic_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00mk_means_example.py\u001b[0m\r\n", " │   ├── \u001b[00mkernel_density_estimation_example.py\u001b[0m\r\n", " │   ├── \u001b[01;32mkmeans.py\u001b[0m\r\n", " │   ├── \u001b[00mlatent_dirichlet_allocation_example.py\u001b[0m\r\n", " │   ├── \u001b[00mlinear_regression_with_sgd_example.py\u001b[0m\r\n", " │   ├── \u001b[01;32mlogistic_regression.py\u001b[0m\r\n", " │   ├── \u001b[00mlogistic_regression_with_lbfgs_example.py\u001b[0m\r\n", " │   ├── \u001b[00mmulti_class_metrics_example.py\u001b[0m\r\n", " │   ├── \u001b[00mmulti_label_metrics_example.py\u001b[0m\r\n", " │   ├── \u001b[00mnaive_bayes_example.py\u001b[0m\r\n", " │   ├── \u001b[00mnormalizer_example.py\u001b[0m\r\n", " │   ├── \u001b[00mpca_rowmatrix_example.py\u001b[0m\r\n", " │   ├── \u001b[00mpower_iteration_clustering_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrandom_forest_classification_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrandom_forest_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[01;32mrandom_rdd_generation.py\u001b[0m\r\n", " │   ├── \u001b[00mranking_metrics_example.py\u001b[0m\r\n", " │   ├── \u001b[00mrecommendation_example.py\u001b[0m\r\n", " │   ├── \u001b[00mregression_metrics_example.py\u001b[0m\r\n", " │   ├── \u001b[01;32msampled_rdds.py\u001b[0m\r\n", " │   ├── \u001b[00mstandard_scaler_example.py\u001b[0m\r\n", " │   ├── \u001b[00mstratified_sampling_example.py\u001b[0m\r\n", " │   ├── \u001b[00mstreaming_k_means_example.py\u001b[0m\r\n", " │   ├── \u001b[00mstreaming_linear_regression_example.py\u001b[0m\r\n", " │   ├── \u001b[00msummary_statistics_example.py\u001b[0m\r\n", " │   ├── \u001b[00msvd_example.py\u001b[0m\r\n", " │   ├── \u001b[00msvm_with_sgd_example.py\u001b[0m\r\n", " │   ├── \u001b[00mtf_idf_example.py\u001b[0m\r\n", " │   ├── \u001b[00mword2vec.py\u001b[0m\r\n", " │   └── \u001b[00mword2vec_example.py\u001b[0m\r\n", " ├── \u001b[00mpagerank.py\u001b[0m\r\n", " ├── \u001b[00mparquet_inputformat.py\u001b[0m\r\n", " ├── \u001b[00mpi.py\u001b[0m\r\n", " ├── \u001b[00msort.py\u001b[0m\r\n", " ├── \u001b[01;34msql\u001b[0m\r\n", " │   ├── \u001b[00m__init__.py\u001b[0m\r\n", " │   ├── \u001b[00marrow.py\u001b[0m\r\n", " │   ├── \u001b[00mbasic.py\u001b[0m\r\n", " │   ├── \u001b[00mdatasource.py\u001b[0m\r\n", " │   ├── \u001b[00mhive.py\u001b[0m\r\n", " │   └── \u001b[01;34mstreaming\u001b[0m\r\n", " │   ├── \u001b[00mstructured_kafka_wordcount.py\u001b[0m\r\n", " │   ├── \u001b[00mstructured_network_wordcount.py\u001b[0m\r\n", " │   ├── \u001b[00mstructured_network_wordcount_session_window.py\u001b[0m\r\n", " │   ├── \u001b[00mstructured_network_wordcount_windowed.py\u001b[0m\r\n", " │   └── \u001b[00mstructured_sessionization.py\u001b[0m\r\n", " ├── \u001b[00mstatus_api_demo.py\u001b[0m\r\n", " ├── \u001b[01;34mstreaming\u001b[0m\r\n", " │   ├── \u001b[00m__init__.py\u001b[0m\r\n", " │   ├── \u001b[00mhdfs_wordcount.py\u001b[0m\r\n", " │   ├── \u001b[00mnetwork_wordcount.py\u001b[0m\r\n", " │   ├── \u001b[00mnetwork_wordjoinsentiments.py\u001b[0m\r\n", " │   ├── \u001b[00mqueue_stream.py\u001b[0m\r\n", " │   ├── \u001b[00mrecoverable_network_wordcount.py\u001b[0m\r\n", " │   ├── \u001b[00msql_network_wordcount.py\u001b[0m\r\n", " │   └── \u001b[00mstateful_network_wordcount.py\u001b[0m\r\n", " ├── \u001b[00mtransitive_closure.py\u001b[0m\r\n", " └── \u001b[00mwordcount.py\u001b[0m\r\n", "\r\n", "8 directories, 146 files\r\n" ] } ], "source": [ "!tree -I \"__pycache__\" $SPARK_HOME/examples" ] }, { "cell_type": "markdown", "metadata": { "id": "xZnvstDc3cwV" }, "source": [ "# Wordcount\n", "\n", "Let us look at the classic example for Spark: word count. This is about counting words (in this case space-separated tokens) in a file." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:00.903175Z", "iopub.status.busy": "2024-10-13T09:44:00.902772Z", "iopub.status.idle": "2024-10-13T09:44:01.028135Z", "shell.execute_reply": "2024-10-13T09:44:01.027536Z" }, "id": "b3vnafiB3Nol", "outputId": "0235d7bc-9fa1-4adb-f56f-56a5b6bf697a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#\r\n", "# Licensed to the Apache Software Foundation (ASF) under one or more\r\n", "# contributor license agreements. See the NOTICE file distributed with\r\n", "# this work for additional information regarding copyright ownership.\r\n", "# The ASF licenses this file to You under the Apache License, Version 2.0\r\n", "# (the \"License\"); you may not use this file except in compliance with\r\n", "# the License. You may obtain a copy of the License at\r\n", "#\r\n", "# http://www.apache.org/licenses/LICENSE-2.0\r\n", "#\r\n", "# Unless required by applicable law or agreed to in writing, software\r\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\r\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\r\n", "# See the License for the specific language governing permissions and\r\n", "# limitations under the License.\r\n", "#\r\n", "\r\n", "import sys\r\n", "from operator import add\r\n", "\r\n", "from pyspark.sql import SparkSession\r\n", "\r\n", "\r\n", "if __name__ == \"__main__\":\r\n", " if len(sys.argv) != 2:\r\n", " print(\"Usage: wordcount \", file=sys.stderr)\r\n", " sys.exit(-1)\r\n", "\r\n", " spark = SparkSession\\\r\n", " .builder\\\r\n", " .appName(\"PythonWordCount\")\\\r\n", " .getOrCreate()\r\n", "\r\n", " lines = spark.read.text(sys.argv[1]).rdd.map(lambda r: r[0])\r\n", " counts = lines.flatMap(lambda x: x.split(' ')) \\\r\n", " .map(lambda x: (x, 1)) \\\r\n", " .reduceByKey(add)\r\n", " output = counts.collect()\r\n", " for (word, count) in output:\r\n", " print(\"%s: %i\" % (word, count))\r\n", "\r\n", " spark.stop()\r\n" ] } ], "source": [ "!cat $SPARK_HOME/examples/src/main/python/wordcount.py" ] }, { "cell_type": "markdown", "metadata": { "id": "yJEJKswy4rrF" }, "source": [ "The app reads from an input file (`sys.argv[1]`). The input should be a text file in no particular format." ] }, { "cell_type": "markdown", "metadata": { "id": "MzdaeEwxisaV" }, "source": [ "## Datasets included in the Spark distribution\n", "\n", "There are some datasets included in the distribution that are used for other examples but no nice text file for word counting." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:01.030490Z", "iopub.status.busy": "2024-10-13T09:44:01.030086Z", "iopub.status.idle": "2024-10-13T09:44:01.155734Z", "shell.execute_reply": "2024-10-13T09:44:01.155124Z" }, "id": "f6SONGq6iYWh", "outputId": "49c219c2-79ca-470b-9de4-fb298b0f6eef" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[01;34m/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/data\u001b[0m\r\n", "├── \u001b[01;34mgraphx\u001b[0m\r\n", "│   ├── \u001b[00mfollowers.txt\u001b[0m\r\n", "│   └── \u001b[00musers.txt\u001b[0m\r\n", "├── \u001b[01;34mmllib\u001b[0m\r\n", "│   ├── \u001b[01;34mals\u001b[0m\r\n", "│   │   ├── \u001b[00msample_movielens_ratings.txt\u001b[0m\r\n", "│   │   └── \u001b[00mtest.data\u001b[0m\r\n", "│   ├── \u001b[00mgmm_data.txt\u001b[0m\r\n", "│   ├── \u001b[01;34mimages\u001b[0m\r\n", "│   │   ├── \u001b[00mlicense.txt\u001b[0m\r\n", "│   │   └── \u001b[01;34morigin\u001b[0m\r\n", "│   │   ├── \u001b[01;34mkittens\u001b[0m\r\n", "│   │   │   └── \u001b[00mnot-image.txt\u001b[0m\r\n", "│   │   └── \u001b[00mlicense.txt\u001b[0m\r\n", "│   ├── \u001b[00mkmeans_data.txt\u001b[0m\r\n", "│   ├── \u001b[00mpagerank_data.txt\u001b[0m\r\n", "│   ├── \u001b[00mpic_data.txt\u001b[0m\r\n", "│   ├── \u001b[01;34mridge-data\u001b[0m\r\n", "│   │   └── \u001b[00mlpsa.data\u001b[0m\r\n", "│   ├── \u001b[00msample_binary_classification_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_fpgrowth.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_isotonic_regression_libsvm_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_kmeans_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_lda_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_lda_libsvm_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_libsvm_data.txt\u001b[0m\r\n", "│   ├── \u001b[01;32msample_linear_regression_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_movielens_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_multiclass_classification_data.txt\u001b[0m\r\n", "│   ├── \u001b[00msample_svm_data.txt\u001b[0m\r\n", "│   └── \u001b[00mstreaming_kmeans_data_test.txt\u001b[0m\r\n", "└── \u001b[01;34mstreaming\u001b[0m\r\n", " └── \u001b[00mAFINN-111.txt\u001b[0m\r\n", "\r\n", "8 directories, 25 files\r\n" ] } ], "source": [ "!tree $SPARK_HOME/data" ] }, { "cell_type": "markdown", "metadata": { "id": "RXhgQ_qZ9R_Y" }, "source": [ "Let us download the book \"Don Quixote\" from the [Gutenberg collection](https://www.gutenberg.org)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:01.158208Z", "iopub.status.busy": "2024-10-13T09:44:01.157686Z", "iopub.status.idle": "2024-10-13T09:44:01.698149Z", "shell.execute_reply": "2024-10-13T09:44:01.697438Z" }, "id": "TUICNKRD8w2N", "outputId": "928b066b-203e-4fc3-8a9c-edcf307a311f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2024-10-13 09:44:01-- https://www.gutenberg.org/cache/epub/996/pg996.txt\r\n", "Resolving www.gutenberg.org (www.gutenberg.org)... 152.19.134.47, 2610:28:3090:3000:0:bad:cafe:47\r\n", "Connecting to www.gutenberg.org (www.gutenberg.org)|152.19.134.47|:443... connected.\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "HTTP request sent, awaiting response... " ] }, { "name": "stdout", "output_type": "stream", "text": [ "200 OK\r\n", "Length: 2391721 (2.3M) [text/plain]\r\n", "Saving to: ‘don_quixote.txt’\r\n", "\r\n", "\r", "don_quixote.txt 0%[ ] 0 --.-KB/s " ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "don_quixote.txt 54%[=========> ] 1.24M 5.68MB/s \r", "don_quixote.txt 100%[===================>] 2.28M 10.2MB/s in 0.2s \r\n", "\r\n", "2024-10-13 09:44:01 (10.2 MB/s) - ‘don_quixote.txt’ saved [2391721/2391721]\r\n", "\r\n" ] } ], "source": [ "!wget https://www.gutenberg.org/cache/epub/996/pg996.txt -O don_quixote.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "MKRWHwMS9Urk" }, "source": [ "Copy `wordcount.py` to the current directory to avoid typing long paths." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:44:01.700550Z", "iopub.status.busy": "2024-10-13T09:44:01.700202Z", "iopub.status.idle": "2024-10-13T09:44:01.826470Z", "shell.execute_reply": "2024-10-13T09:44:01.825646Z" }, "id": "eIocj4AV9U3J" }, "outputs": [], "source": [ "!cp $SPARK_HOME/examples/src/main/python/wordcount.py ./" ] }, { "cell_type": "markdown", "metadata": { "id": "fxkQi8cyjcId" }, "source": [ "## Run the Wordcount app" ] }, { "cell_type": "markdown", "metadata": { "id": "JsAdgU0g-Dp_" }, "source": [ "Submit the application to Spark collecting standard error to `err.txt` and the output to `out.txt`." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:44:01.829029Z", "iopub.status.busy": "2024-10-13T09:44:01.828628Z", "iopub.status.idle": "2024-10-13T09:44:10.990278Z", "shell.execute_reply": "2024-10-13T09:44:10.989475Z" }, "id": "ARcIX5q892IV" }, "outputs": [], "source": [ "!spark-submit wordcount.py don_quixote.txt 1>out.txt 2>err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "5UPM47Zj-1HE" }, "source": [ "Let us look at the result" ] }, { "cell_type": "markdown", "metadata": { "id": "b-_Vt7u_--Fb" }, "source": [ "The output (in `out.txt`) is an unsorted list of\n", "\n", "\\: \\" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:10.992692Z", "iopub.status.busy": "2024-10-13T09:44:10.992466Z", "iopub.status.idle": "2024-10-13T09:44:11.118391Z", "shell.execute_reply": "2024-10-13T09:44:11.117637Z" }, "id": "XgKzdtjL-3kg", "outputId": "c8babb5e-ac97-46e8-8da9-e73b2d6e92b6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The: 846\r\n", "Project: 80\r\n", "Gutenberg: 23\r\n", "eBook: 4\r\n", "of: 12866\r\n", "Don: 2541\r\n", "Quixote: 1012\r\n", ": 8384\r\n", "This: 97\r\n", "ebook: 2\r\n" ] } ], "source": [ "!head out.txt" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:11.121084Z", "iopub.status.busy": "2024-10-13T09:44:11.120402Z", "iopub.status.idle": "2024-10-13T09:44:11.246057Z", "shell.execute_reply": "2024-10-13T09:44:11.245360Z" }, "id": "CU6bJTS9_jPC", "outputId": "c3156023-0d39-40d0-b0f7-dda3b751a1de" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "24/10/13 09:44:04 INFO SparkContext: Running Spark version 3.4.0\r\n", "24/10/13 09:44:04 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\r\n", "24/10/13 09:44:04 INFO ResourceUtils: ==============================================================\r\n", "24/10/13 09:44:04 INFO ResourceUtils: No custom resources configured for spark.driver.\r\n", "24/10/13 09:44:04 INFO ResourceUtils: ==============================================================\r\n", "24/10/13 09:44:04 INFO SparkContext: Submitted application: PythonWordCount\r\n", "24/10/13 09:44:04 INFO ResourceProfile: Default ResourceProfile created, executor resources: Map(cores -> name: cores, amount: 1, script: , vendor: , memory -> name: memory, amount: 1024, script: , vendor: , offHeap -> name: offHeap, amount: 0, script: , vendor: ), task resources: Map(cpus -> name: cpus, amount: 1.0)\r\n", "24/10/13 09:44:04 INFO ResourceProfile: Limiting resource is cpu\r\n", "24/10/13 09:44:04 INFO ResourceProfileManager: Added ResourceProfile id: 0\r\n", "24/10/13 09:44:04 INFO SecurityManager: Changing view acls to: runner\r\n" ] } ], "source": [ "!head err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "PybOxVB8ATR1" }, "source": [ "# How to set logging level\n", "\n", "Spark uses [log4j](https://logging.apache.org/log4j/2.x/manual/index.html) for logging and valid log levels are:\n", "\n", " \"trace\", \"debug\", \"info\", \"warn\", \"error\", and \"fatal\"\n", "\n", "\n", "https://logging.apache.org/log4j/log4j-2.2/manual/configuration.html\n", "\n", "\n", "There are several ways to configure the log level of your PySpark app. We are going to add a `log4j2.properties` file in the `conf` directory with the desired settings.\n", "\n", "**Note:** Configuration templates are not included in the Pyspark distribution but they can be found at https://github.com/apache/spark/blob/master/conf. The `conf` directory also needs to be created under Pyspark's home `/usr/local/lib/python3.10/dist-packages/pyspark/conf` (with `mkdir $(find_spark_home.py)/conf`)." ] }, { "cell_type": "markdown", "metadata": { "id": "pGl2RySI0XJH" }, "source": [ "## Create `log4j2.properties` file" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:44:11.248469Z", "iopub.status.busy": "2024-10-13T09:44:11.248083Z", "iopub.status.idle": "2024-10-13T09:44:11.262322Z", "shell.execute_reply": "2024-10-13T09:44:11.261545Z" }, "id": "6V1A8rlhej4o" }, "outputs": [], "source": [ "%%bash\n", "# create conf directory\n", "# with the option -p mkdir won't complain if the folder already exists\n", "mkdir -p $SPARK_HOME/conf\n", "\n", "# populate log4j2.properties file\n", "FILE=$SPARK_HOME/conf/log4j2.properties\n", "\n", "# read about heredocs: https://tldp.org/LDP/abs/html/here-docs.html\n", "cat> $FILE <<🙂\n", "status = warn\n", "\n", "appender.console.type = Console\n", "appender.console.name = STDOUT\n", "appender.console.target = SYSTEM_ERR\n", "\n", "rootLogger.level = warn\n", "rootLogger.appenderRef.stdout.ref = STDOUT\n", "\n", "# formatting\n", "appender.console.layout.type = PatternLayout\n", "appender.console.layout.pattern = %d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\n", "🙂" ] }, { "cell_type": "markdown", "metadata": { "id": "au8pLcpTfDyg" }, "source": [ "This is the content of the newly created `log4j2.properties` file:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:11.264745Z", "iopub.status.busy": "2024-10-13T09:44:11.264348Z", "iopub.status.idle": "2024-10-13T09:44:11.389885Z", "shell.execute_reply": "2024-10-13T09:44:11.389286Z" }, "id": "vOkJbZadfL6d", "outputId": "771cf87d-5fb8-4ad8-91d2-4e339fd22c97" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "status = warn\r\n", "\r\n", "appender.console.type = Console\r\n", "appender.console.name = STDOUT\r\n", "appender.console.target = SYSTEM_ERR\r\n", "\r\n", "rootLogger.level = warn\r\n", "rootLogger.appenderRef.stdout.ref = STDOUT\r\n", "\r\n", "# formatting\r\n", "appender.console.layout.type = PatternLayout\r\n", "appender.console.layout.pattern = %d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\r\n" ] } ], "source": [ "!cat $SPARK_HOME/conf/log4j2.properties" ] }, { "cell_type": "markdown", "metadata": { "id": "CWAt3ngy4w76" }, "source": [ "## Re-run the app" ] }, { "cell_type": "markdown", "metadata": { "id": "UV-uaQergfjq" }, "source": [ "Submit the app with the new logging configuration and show the first 10 lines of standard output and standard error." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:11.392229Z", "iopub.status.busy": "2024-10-13T09:44:11.391812Z", "iopub.status.idle": "2024-10-13T09:44:20.385092Z", "shell.execute_reply": "2024-10-13T09:44:20.384367Z" }, "id": "tw6Ti5SLfCko", "outputId": "671ed581-fc09-4a78-8fcf-ae00126eb24a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==> out.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The: 846\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Project: 80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Gutenberg: 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eBook: 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "of: 12866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Don: 2541\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Quixote: 1012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ": 8384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "This: 97\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ebook: 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> err.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:13 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n" ] } ], "source": [ "%%bash\n", "spark-submit wordcount.py don_quixote.txt 1>out.txt 2>err.txt\n", "head out.txt err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "ssnbG39hgjD2" }, "source": [ "As you can observe, only log messages with a severity level of \"warn\" or higher are currently being dispatched by the logging service." ] }, { "cell_type": "markdown", "metadata": { "id": "w68Bssw6dPoW" }, "source": [ "## Spark's `log4j2.properties.template`" ] }, { "cell_type": "markdown", "metadata": { "id": "FLQs_Ncfeee3" }, "source": [ "The Apache Spark distribution includes an extended `log4j2.properties.template` that offers advanced flexibility in customizing logging. This template allows you to finely control logging levels tailored to specific use cases or components." ] }, { "cell_type": "markdown", "metadata": { "id": "79BJ7XoSyqS4" }, "source": [ "Download the `log4j2.properties.template` from the Spark distribution and save it in the `conf` directory." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:20.387883Z", "iopub.status.busy": "2024-10-13T09:44:20.387683Z", "iopub.status.idle": "2024-10-13T09:44:20.767489Z", "shell.execute_reply": "2024-10-13T09:44:20.766797Z" }, "id": "LnCRk5msdTGW", "outputId": "27c72be4-6b9b-443a-a8da-6a758ae9ad8d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\r\n", " Dload Upload Total Spent Left Speed\r\n", "\r", " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "100 2914 100 2914 0 0 11758 0 --:--:-- --:--:-- --:--:-- 11797\r\n" ] } ], "source": [ "!curl -L https://raw.githubusercontent.com/apache/spark/master/conf/log4j2.properties.template -o $SPARK_HOME/conf/log4j2.properties.template" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:20.769890Z", "iopub.status.busy": "2024-10-13T09:44:20.769474Z", "iopub.status.idle": "2024-10-13T09:44:20.895734Z", "shell.execute_reply": "2024-10-13T09:44:20.895153Z" }, "id": "6cGYE9xmd2wk", "outputId": "7f4554b0-6b2a-4d37-e00b-e92f006f5eb4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log4j2.properties log4j2.properties.template\r\n" ] } ], "source": [ "!ls $SPARK_HOME/conf" ] }, { "cell_type": "markdown", "metadata": { "id": "S3Qz670fy50X" }, "source": [ "**Note:** as long as the file has the extension `template` it will be ignored by Spark. The only accepted configuration files for the logging service are:\n", "`log4j2.properties` for log4j2 (or `log4j.properties` for the old log4j)." ] }, { "cell_type": "markdown", "metadata": { "id": "oZ77D-5IfRdX" }, "source": [ "Let us look inside `log4j2.properties.template`" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:20.898215Z", "iopub.status.busy": "2024-10-13T09:44:20.897792Z", "iopub.status.idle": "2024-10-13T09:44:21.023198Z", "shell.execute_reply": "2024-10-13T09:44:21.022592Z" }, "id": "Sq5GBGFyfLxZ", "outputId": "18192bd5-1abf-43ce-a10f-029a93038adf" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#\r\n", "# Licensed to the Apache Software Foundation (ASF) under one or more\r\n", "# contributor license agreements. See the NOTICE file distributed with\r\n", "# this work for additional information regarding copyright ownership.\r\n", "# The ASF licenses this file to You under the Apache License, Version 2.0\r\n", "# (the \"License\"); you may not use this file except in compliance with\r\n", "# the License. You may obtain a copy of the License at\r\n", "#\r\n", "# http://www.apache.org/licenses/LICENSE-2.0\r\n", "#\r\n", "# Unless required by applicable law or agreed to in writing, software\r\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\r\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\r\n", "# See the License for the specific language governing permissions and\r\n", "# limitations under the License.\r\n", "#\r\n", "\r\n", "# Set everything to be logged to the console\r\n", "rootLogger.level = info\r\n", "rootLogger.appenderRef.stdout.ref = console\r\n", "\r\n", "appender.console.type = Console\r\n", "appender.console.name = console\r\n", "appender.console.target = SYSTEM_ERR\r\n", "appender.console.layout.type = JsonTemplateLayout\r\n", "appender.console.layout.eventTemplateUri = classpath:org/apache/spark/SparkLayout.json\r\n", "\r\n", "# Set the default spark-shell/spark-sql log level to WARN. When running the\r\n", "# spark-shell/spark-sql, the log level for these classes is used to overwrite\r\n", "# the root logger's log level, so that the user can have different defaults\r\n", "# for the shell and regular Spark apps.\r\n", "logger.repl.name = org.apache.spark.repl.Main\r\n", "logger.repl.level = warn\r\n", "\r\n", "logger.thriftserver.name = org.apache.spark.sql.hive.thriftserver.SparkSQLCLIDriver\r\n", "logger.thriftserver.level = warn\r\n", "\r\n", "# Settings to quiet third party logs that are too verbose\r\n", "logger.jetty1.name = org.sparkproject.jetty\r\n", "logger.jetty1.level = warn\r\n", "logger.jetty2.name = org.sparkproject.jetty.util.component.AbstractLifeCycle\r\n", "logger.jetty2.level = error\r\n", "logger.replexprTyper.name = org.apache.spark.repl.SparkIMain$exprTyper\r\n", "logger.replexprTyper.level = info\r\n", "logger.replSparkILoopInterpreter.name = org.apache.spark.repl.SparkILoop$SparkILoopInterpreter\r\n", "logger.replSparkILoopInterpreter.level = info\r\n", "logger.parquet1.name = org.apache.parquet\r\n", "logger.parquet1.level = error\r\n", "logger.parquet2.name = parquet\r\n", "logger.parquet2.level = error\r\n", "\r\n", "# SPARK-9183: Settings to avoid annoying messages when looking up nonexistent UDFs in SparkSQL with Hive support\r\n", "logger.RetryingHMSHandler.name = org.apache.hadoop.hive.metastore.RetryingHMSHandler\r\n", "logger.RetryingHMSHandler.level = fatal\r\n", "logger.FunctionRegistry.name = org.apache.hadoop.hive.ql.exec.FunctionRegistry\r\n", "logger.FunctionRegistry.level = error\r\n", "\r\n", "# For deploying Spark ThriftServer\r\n", "# SPARK-34128: Suppress undesirable TTransportException warnings involved in THRIFT-4805\r\n", "appender.console.filter.1.type = RegexFilter\r\n", "appender.console.filter.1.regex = .*Thrift error occurred during processing of message.*\r\n", "appender.console.filter.1.onMatch = deny\r\n", "appender.console.filter.1.onMismatch = neutral\r\n" ] } ], "source": [ "!cat $SPARK_HOME/conf/log4j2.properties.template" ] }, { "cell_type": "markdown", "metadata": { "id": "Cu-jWsif0lue" }, "source": [ "Configuring Log4j can be a non-trivial task. For detailed guidance and documentation on Log4j configuration, you can refer to the official documentation available at: [Log4j Configuration](https://logging.apache.org/log4j/2.x/manual/configuration.html)." ] }, { "cell_type": "markdown", "metadata": { "id": "CLtEI1zKKtuu" }, "source": [ "## Change the log level to \"debug\"" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:21.025548Z", "iopub.status.busy": "2024-10-13T09:44:21.025128Z", "iopub.status.idle": "2024-10-13T09:44:21.044736Z", "shell.execute_reply": "2024-10-13T09:44:21.044040Z" }, "id": "sgxWkKHhJ9Oo", "outputId": "8706d49f-adfa-4d2d-a8f9-cdaea4d6b185" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "status = warn\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.type = Console\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.name = STDOUT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.target = SYSTEM_ERR\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "rootLogger.level = debug\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "rootLogger.appenderRef.stdout.ref = STDOUT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "# formatting\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.layout.type = PatternLayout\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.layout.pattern = %d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\n" ] } ], "source": [ "%%bash\n", "# sed -i changes in-place\n", "sed -i 's/rootLogger.level = warn/rootLogger.level = debug/' $SPARK_HOME/conf/log4j2.properties\n", "cat $SPARK_HOME/conf/log4j2.properties" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:21.046834Z", "iopub.status.busy": "2024-10-13T09:44:21.046463Z", "iopub.status.idle": "2024-10-13T09:44:30.309146Z", "shell.execute_reply": "2024-10-13T09:44:30.308490Z" }, "id": "w3nrdPlVLUp3", "outputId": "034a1eb6-d99d-4b9c-b41e-bfc9a940f3af" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==> out.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The: 846\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Project: 80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Gutenberg: 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eBook: 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "of: 12866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Don: 2541\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Quixote: 1012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ": 8384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "This: 97\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ebook: 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> err.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 INFO SparkContext:60 - Running Spark version 3.4.0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG MutableMetricsFactory:43 - field org.apache.hadoop.metrics2.lib.MutableRate org.apache.hadoop.security.UserGroupInformation$UgiMetrics.getGroups with annotation @org.apache.hadoop.metrics2.annotation.Metric(sampleName=\"Ops\", always=false, valueName=\"Time\", about=\"\", interval=10, type=DEFAULT, value={\"GetGroups\"})\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG MutableMetricsFactory:43 - field org.apache.hadoop.metrics2.lib.MutableRate org.apache.hadoop.security.UserGroupInformation$UgiMetrics.loginFailure with annotation @org.apache.hadoop.metrics2.annotation.Metric(sampleName=\"Ops\", always=false, valueName=\"Time\", about=\"\", interval=10, type=DEFAULT, value={\"Rate of failed kerberos logins and latency (milliseconds)\"})\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG MutableMetricsFactory:43 - field org.apache.hadoop.metrics2.lib.MutableRate org.apache.hadoop.security.UserGroupInformation$UgiMetrics.loginSuccess with annotation @org.apache.hadoop.metrics2.annotation.Metric(sampleName=\"Ops\", always=false, valueName=\"Time\", about=\"\", interval=10, type=DEFAULT, value={\"Rate of successful kerberos logins and latency (milliseconds)\"})\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG MutableMetricsFactory:43 - field private org.apache.hadoop.metrics2.lib.MutableGaugeInt org.apache.hadoop.security.UserGroupInformation$UgiMetrics.renewalFailures with annotation @org.apache.hadoop.metrics2.annotation.Metric(sampleName=\"Ops\", always=false, valueName=\"Time\", about=\"\", interval=10, type=DEFAULT, value={\"Renewal failures since last successful login\"})\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG MutableMetricsFactory:43 - field private org.apache.hadoop.metrics2.lib.MutableGaugeLong org.apache.hadoop.security.UserGroupInformation$UgiMetrics.renewalFailuresTotal with annotation @org.apache.hadoop.metrics2.annotation.Metric(sampleName=\"Ops\", always=false, valueName=\"Time\", about=\"\", interval=10, type=DEFAULT, value={\"Renewal failures since startup\"})\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG MetricsSystemImpl:231 - UgiMetrics, User and group related metrics\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG SecurityUtil:124 - Setting hadoop.security.token.service.use_ip to true\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG Groups:449 - Creating new Groups object\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:23 DEBUG NativeCodeLoader:44 - Trying to load the custom-built native-hadoop library...\n" ] } ], "source": [ "%%bash\n", "spark-submit wordcount.py don_quixote.txt 1>out.txt 2>err.txt\n", "head out.txt err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "7hY5XNIfLznh" }, "source": [ "# What if you run your app with Python?\n", "\n", "Let us run the Wordcount app with Python instead of `spark-submit`." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:30.311502Z", "iopub.status.busy": "2024-10-13T09:44:30.311076Z", "iopub.status.idle": "2024-10-13T09:44:39.281874Z", "shell.execute_reply": "2024-10-13T09:44:39.280702Z" }, "id": "VW8itYd_K9vl", "outputId": "639ebe0e-8353-436a-c2fe-1737467dc20f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==> out.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The: 846\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Project: 80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Gutenberg: 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eBook: 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "of: 12866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Don: 2541\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Quixote: 1012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ": 8384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "This: 97\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ebook: 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> err.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Setting default log level to \"WARN\".\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:32 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", "[Stage 0:> (0 + 1) / 1]\r", "\r", " \r" ] } ], "source": [ "%%bash\n", "python wordcount.py don_quixote.txt 1>out.txt 2>err.txt\n", "head out.txt err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "aTcQ_qMNlFtP" }, "source": [ "As you can see, the Log4j2 configuration was ignored.\n", "\n", "The reason for that is that `spark-submit` takes care of setting all the environment variables used by Spark." ] }, { "cell_type": "markdown", "metadata": { "id": "9KZkZUXllu9O" }, "source": [ "## `spark-submit`\n", "\n", "`spark-submit` is a shell script that calls the Java class `org.apache.spark.deploy.SparkSubmit` throught the `spark-class` script." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.284780Z", "iopub.status.busy": "2024-10-13T09:44:39.284232Z", "iopub.status.idle": "2024-10-13T09:44:39.413666Z", "shell.execute_reply": "2024-10-13T09:44:39.413032Z" }, "id": "zP0l2ObclYle", "outputId": "ae7966ea-cf0c-4c7e-9392-5ce6834c9abb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#!/usr/bin/env bash\r\n", "\r\n", "#\r\n", "# Licensed to the Apache Software Foundation (ASF) under one or more\r\n", "# contributor license agreements. See the NOTICE file distributed with\r\n", "# this work for additional information regarding copyright ownership.\r\n", "# The ASF licenses this file to You under the Apache License, Version 2.0\r\n", "# (the \"License\"); you may not use this file except in compliance with\r\n", "# the License. You may obtain a copy of the License at\r\n", "#\r\n", "# http://www.apache.org/licenses/LICENSE-2.0\r\n", "#\r\n", "# Unless required by applicable law or agreed to in writing, software\r\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\r\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\r\n", "# See the License for the specific language governing permissions and\r\n", "# limitations under the License.\r\n", "#\r\n", "\r\n", "if [ -z \"${SPARK_HOME}\" ]; then\r\n", " source \"$(dirname \"$0\")\"/find-spark-home\r\n", "fi\r\n", "\r\n", "# disable randomized hash for string in Python 3.3+\r\n", "export PYTHONHASHSEED=0\r\n", "\r\n", "exec \"${SPARK_HOME}\"/bin/spark-class org.apache.spark.deploy.SparkSubmit \"$@\"\r\n" ] } ], "source": [ "!cat $(which spark-submit)" ] }, { "cell_type": "markdown", "metadata": { "id": "WoU_wv_CmadY" }, "source": [ "Let us look at `spark-class`." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.416204Z", "iopub.status.busy": "2024-10-13T09:44:39.415769Z", "iopub.status.idle": "2024-10-13T09:44:39.541924Z", "shell.execute_reply": "2024-10-13T09:44:39.541320Z" }, "id": "WHBj_dXzlE0Y", "outputId": "dd5a6b0e-8992-455f-fc2a-69eef078b703" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#!/usr/bin/env bash\r\n", "\r\n", "#\r\n", "# Licensed to the Apache Software Foundation (ASF) under one or more\r\n", "# contributor license agreements. See the NOTICE file distributed with\r\n", "# this work for additional information regarding copyright ownership.\r\n", "# The ASF licenses this file to You under the Apache License, Version 2.0\r\n", "# (the \"License\"); you may not use this file except in compliance with\r\n", "# the License. You may obtain a copy of the License at\r\n", "#\r\n", "# http://www.apache.org/licenses/LICENSE-2.0\r\n", "#\r\n", "# Unless required by applicable law or agreed to in writing, software\r\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\r\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\r\n", "# See the License for the specific language governing permissions and\r\n", "# limitations under the License.\r\n", "#\r\n", "\r\n", "if [ -z \"${SPARK_HOME}\" ]; then\r\n", " source \"$(dirname \"$0\")\"/find-spark-home\r\n", "fi\r\n", "\r\n", ". \"${SPARK_HOME}\"/bin/load-spark-env.sh\r\n", "\r\n", "# Find the java binary\r\n", "if [ -n \"${JAVA_HOME}\" ]; then\r\n", " RUNNER=\"${JAVA_HOME}/bin/java\"\r\n", "else\r\n", " if [ \"$(command -v java)\" ]; then\r\n", " RUNNER=\"java\"\r\n", " else\r\n", " echo \"JAVA_HOME is not set\" >&2\r\n", " exit 1\r\n", " fi\r\n", "fi\r\n", "\r\n", "# Find Spark jars.\r\n", "if [ -d \"${SPARK_HOME}/jars\" ]; then\r\n", " SPARK_JARS_DIR=\"${SPARK_HOME}/jars\"\r\n", "else\r\n", " SPARK_JARS_DIR=\"${SPARK_HOME}/assembly/target/scala-$SPARK_SCALA_VERSION/jars\"\r\n", "fi\r\n", "\r\n", "if [ ! -d \"$SPARK_JARS_DIR\" ] && [ -z \"$SPARK_TESTING$SPARK_SQL_TESTING\" ]; then\r\n", " echo \"Failed to find Spark jars directory ($SPARK_JARS_DIR).\" 1>&2\r\n", " echo \"You need to build Spark with the target \\\"package\\\" before running this program.\" 1>&2\r\n", " exit 1\r\n", "else\r\n", " LAUNCH_CLASSPATH=\"$SPARK_JARS_DIR/*\"\r\n", "fi\r\n", "\r\n", "# Add the launcher build dir to the classpath if requested.\r\n", "if [ -n \"$SPARK_PREPEND_CLASSES\" ]; then\r\n", " LAUNCH_CLASSPATH=\"${SPARK_HOME}/launcher/target/scala-$SPARK_SCALA_VERSION/classes:$LAUNCH_CLASSPATH\"\r\n", "fi\r\n", "\r\n", "# For tests\r\n", "if [[ -n \"$SPARK_TESTING\" ]]; then\r\n", " unset YARN_CONF_DIR\r\n", " unset HADOOP_CONF_DIR\r\n", "fi\r\n", "\r\n", "# The launcher library will print arguments separated by a NULL character, to allow arguments with\r\n", "# characters that would be otherwise interpreted by the shell. Read that in a while loop, populating\r\n", "# an array that will be used to exec the final command.\r\n", "#\r\n", "# The exit code of the launcher is appended to the output, so the parent shell removes it from the\r\n", "# command array and checks the value to see if the launcher succeeded.\r\n", "build_command() {\r\n", " \"$RUNNER\" -Xmx128m $SPARK_LAUNCHER_OPTS -cp \"$LAUNCH_CLASSPATH\" org.apache.spark.launcher.Main \"$@\"\r\n", " printf \"%d\\0\" $?\r\n", "}\r\n", "\r\n", "# Turn off posix mode since it does not allow process substitution\r\n", "set +o posix\r\n", "CMD=()\r\n", "DELIM=$'\\n'\r\n", "CMD_START_FLAG=\"false\"\r\n", "while IFS= read -d \"$DELIM\" -r _ARG; do\r\n", " ARG=${_ARG//$'\\r'}\r\n", " if [ \"$CMD_START_FLAG\" == \"true\" ]; then\r\n", " CMD+=(\"$ARG\")\r\n", " else\r\n", " if [ \"$ARG\" == $'\\0' ]; then\r\n", " # After NULL character is consumed, change the delimiter and consume command string.\r\n", " DELIM=''\r\n", " CMD_START_FLAG=\"true\"\r\n", " elif [ \"$ARG\" != \"\" ]; then\r\n", " echo \"$ARG\"\r\n", " fi\r\n", " fi\r\n", "done < <(build_command \"$@\")\r\n", "\r\n", "COUNT=${#CMD[@]}\r\n", "LAST=$((COUNT - 1))\r\n", "LAUNCHER_EXIT_CODE=${CMD[$LAST]}\r\n", "\r\n", "# Certain JVM failures result in errors being printed to stdout (instead of stderr), which causes\r\n", "# the code that parses the output of the launcher to get confused. In those cases, check if the\r\n", "# exit code is an integer, and if it's not, handle it as a special error case.\r\n", "if ! [[ $LAUNCHER_EXIT_CODE =~ ^[0-9]+$ ]]; then\r\n", " echo \"${CMD[@]}\" | head -n-1 1>&2\r\n", " exit 1\r\n", "fi\r\n", "\r\n", "if [ $LAUNCHER_EXIT_CODE != 0 ]; then\r\n", " exit $LAUNCHER_EXIT_CODE\r\n", "fi\r\n", "\r\n", "CMD=(\"${CMD[@]:0:$LAST}\")\r\n", "exec \"${CMD[@]}\"\r\n" ] } ], "source": [ "!cat $SPARK_HOME/bin/spark-class" ] }, { "cell_type": "markdown", "metadata": { "id": "gPbprxJCmv7M" }, "source": [ "## Conclusion: use `spark-submit`\n", "\n", "\n", "Your app will run as a regular Python script but if you want to be able to configure how it interacts with the Spark engine is recommended to use `spark-submit`.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "XDSSV1vLnPhz" }, "source": [ "# What about the `pyspark` shell?\n", "\n", "PySpark provides an interactive shell where you can run your PySpark code. The shell takes care of creating a Spark context (named `sc`) and a Spark session (named `spark`).\n", "\n", "Running a PySpark shell is useful for quick experiments on the command-line as it provides an interactive \"REPL\" but it does not make much sense on Google Colab where one already has another type of interactivity provided by the underlying Jupyter notebook.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "FnY-KPyDsxCo" }, "source": [ "## How to input commands in the `pyspark` shell\n", "\n", "If you start the Pyspark shell in a Colab notebook cell, you can input your commands (one line at once) in the interactive box by:\n", " and hitting return\n", "\n", "* clicking on the input box\n", "* entering input in the box\n", "* hitting \"return\" (just \"return\", not \"shift-return\")" ] }, { "cell_type": "markdown", "metadata": { "id": "NXVieTRIvbqa" }, "source": [ "![pyspark_shell_on_colab.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "D9hATLwQvnXJ" }, "source": [ "We are going to input the following lines in the PySpark shell:\n", "\n", "```\n", "from operator import add\n", "lines = spark.read.text('don_quixote.txt').rdd.map(lambda r: r[0])\n", "counts = lines.flatMap(lambda x: x.split(' ')).map(lambda x: (x, 1)) .reduceByKey(add) \n", " \n", "output = counts.collect()\n", "for (word, count) in output[:10]: # print just first 10 lines of output\n", " print(\"%s: %i\" % (word, count))\n", "```\n", "\n", "To exit the PySpark shell either enter\n", "\n", "`quit()`\n", "\n", "or interrupt the cell execution." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.544280Z", "iopub.status.busy": "2024-10-13T09:44:39.544082Z", "iopub.status.idle": "2024-10-13T09:44:39.546834Z", "shell.execute_reply": "2024-10-13T09:44:39.546321Z" }, "id": "bIFxn2REnbrR", "outputId": "e1cd06fe-d906-431a-d3f4-99b4ce5b5c4e" }, "outputs": [], "source": [ "# uncomment the next line for running the interactive PySpark shell\n", "#!pyspark" ] }, { "cell_type": "markdown", "metadata": { "id": "6C1_kCG0w8dr" }, "source": [ "## The PySpark kernel\n", "\n", "If you want to run PySpark interactively in a Jupyter environment, you can install the [PySpark kernel](https://pypi.org/project/pyspark-kernel/).\n" ] }, { "cell_type": "markdown", "metadata": { "id": "xXWy9qCVxSg1" }, "source": [ "## A note on real-time versus batch jobs\n", "\n", "My unpretentious prompt for ChatGPT:\n", "\n", "“*Write something about real-time versus batch jobs in the context of Hadoop Spark. Big Data jobs are inherently batch jobs because they run more longer than the time required for meaningful interaction. On the other hand, people want to interact with the Spark interactively (jupyter notebooks, pyspark shell) so there's this \"clash of cultures\" between real-time vs. interactive*”\n", "\n", "To which ChatGPT 3.5 replied:\n", "\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 907 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.548903Z", "iopub.status.busy": "2024-10-13T09:44:39.548703Z", "iopub.status.idle": "2024-10-13T09:44:39.556209Z", "shell.execute_reply": "2024-10-13T09:44:39.555667Z" }, "id": "YdG3odca2udL", "outputId": "ffb52780-dd5a-4c5f-d3e5-6b92ac023ef1" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "\n", " \n", " \n", " \n", "Real-time versus batch processing is a fundamental consideration in the context of Hadoop and Spark, especially when dealing with Big Data. These two paradigms have different use cases and approaches, and they often come into conflict when it comes to balancing the need for real-time responsiveness and interactive exploration of data.\n", "

Batch Processing:

\n", "

\n", "Batch processing is the traditional way of handling data in large-scale analytics and data processing tasks. In this approach, data is collected, stored, and processed in discrete chunks or batches. Hadoop MapReduce, for example, is a batch processing framework. In this paradigm, data is collected over a period, and then a job is triggered to process the accumulated data in one go.\n", "

\n", "Advantages of batch processing in the context of Big Data include:\n", "

\n", "

    \n", "

  1. Efficiency:

    Batch processing is highly efficient for processing large volumes of data, as it allows for optimizations and resource allocation over the entire dataset.\n", "

  2. Scalability:

    Batch jobs can be scaled horizontally to handle massive amounts of data by adding more computing resources.\n", "

  3. Robustness:

    Batch jobs are fault-tolerant; if a node fails during processing, the job can be re-executed without loss of data.\n", "
\n", "

\n", "However, there are some limitations with batch processing, particularly in the context of Spark:\n", "

    \n", "
  • Latency: Batch processing is not suitable for real-time or interactive scenarios. It takes time to accumulate and process data, making it unsuitable for applications where low-latency responses are required.\n", "
  • Iterative Analysis: In interactive data exploration and iterative analysis, users need quick feedback, which is not feasible in a batch processing paradigm.\n", "
\n", "

Real-time Processing:

\n", "Real-time processing, on the other hand, aims to provide immediate responses to data as it arrives. Apache Spark Streaming is an example of a real-time processing framework. In this paradigm, data is processed incrementally as it's ingested, allowing for low-latency responses and real-time analytics.\n", "

\n", "Advantages of real-time processing include:\n", "

\n", "

    \n", "

  1. Low Latency:

    Real-time processing is suitable for applications where low-latency responses are essential, such as fraud detection, recommendation systems, and monitoring.\n", "

  2. Interactive Exploration:

    It enables interactive exploration of data, making it suitable for use in Jupyter notebooks or Spark shells where data scientists and analysts want to explore data interactively.\n", "
\n", "

\n", "However, there are trade-offs with real-time processing:\n", "

    \n", "

  • Scalability and Efficiency:

    Real-time processing may be less efficient for processing large historical datasets. It focuses on real-time events and may not be the best choice for big, batch-oriented data.\n", "

  • Complexity:

    Real-time systems are often more complex to set up and manage compared to batch processing.\n", "
\n", "The \"clash of cultures\" between real-time and interactive data processing in the context of Spark can be mitigated by using hybrid approaches. For example, you can use Spark Streaming for real-time processing and periodically store processed data for batch analysis. This allows you to balance low-latency interactions with the need for in-depth batch analysis.\n", "

\n", "In summary, the choice between real-time and batch processing in the context of Hadoop Spark depends on your specific use case and requirements. While Big Data jobs may often lean towards batch processing due to their data volume, it's crucial to consider the need for real-time responsiveness and interactive exploration and find a suitable balance between the two paradigms to meet the demands of modern data analytics.\n", "

\n" ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# @title\n", "from IPython.core.display import HTML\n", "HTML(\"\"\"\n", "\n", "
\n", "\n", " \n", " \n", " \n", "Real-time versus batch processing is a fundamental consideration in the context of Hadoop and Spark, especially when dealing with Big Data. These two paradigms have different use cases and approaches, and they often come into conflict when it comes to balancing the need for real-time responsiveness and interactive exploration of data.\n", "

Batch Processing:

\n", "

\n", "Batch processing is the traditional way of handling data in large-scale analytics and data processing tasks. In this approach, data is collected, stored, and processed in discrete chunks or batches. Hadoop MapReduce, for example, is a batch processing framework. In this paradigm, data is collected over a period, and then a job is triggered to process the accumulated data in one go.\n", "

\n", "Advantages of batch processing in the context of Big Data include:\n", "

\n", "

    \n", "

  1. Efficiency:

    Batch processing is highly efficient for processing large volumes of data, as it allows for optimizations and resource allocation over the entire dataset.\n", "

  2. Scalability:

    Batch jobs can be scaled horizontally to handle massive amounts of data by adding more computing resources.\n", "

  3. Robustness:

    Batch jobs are fault-tolerant; if a node fails during processing, the job can be re-executed without loss of data.\n", "
\n", "

\n", "However, there are some limitations with batch processing, particularly in the context of Spark:\n", "

    \n", "
  • Latency: Batch processing is not suitable for real-time or interactive scenarios. It takes time to accumulate and process data, making it unsuitable for applications where low-latency responses are required.\n", "
  • Iterative Analysis: In interactive data exploration and iterative analysis, users need quick feedback, which is not feasible in a batch processing paradigm.\n", "
\n", "

Real-time Processing:

\n", "Real-time processing, on the other hand, aims to provide immediate responses to data as it arrives. Apache Spark Streaming is an example of a real-time processing framework. In this paradigm, data is processed incrementally as it's ingested, allowing for low-latency responses and real-time analytics.\n", "

\n", "Advantages of real-time processing include:\n", "

\n", "

    \n", "

  1. Low Latency:

    Real-time processing is suitable for applications where low-latency responses are essential, such as fraud detection, recommendation systems, and monitoring.\n", "

  2. Interactive Exploration:

    It enables interactive exploration of data, making it suitable for use in Jupyter notebooks or Spark shells where data scientists and analysts want to explore data interactively.\n", "
\n", "

\n", "However, there are trade-offs with real-time processing:\n", "

    \n", "

  • Scalability and Efficiency:

    Real-time processing may be less efficient for processing large historical datasets. It focuses on real-time events and may not be the best choice for big, batch-oriented data.\n", "

  • Complexity:

    Real-time systems are often more complex to set up and manage compared to batch processing.\n", "
\n", "The \"clash of cultures\" between real-time and interactive data processing in the context of Spark can be mitigated by using hybrid approaches. For example, you can use Spark Streaming for real-time processing and periodically store processed data for batch analysis. This allows you to balance low-latency interactions with the need for in-depth batch analysis.\n", "

\n", "In summary, the choice between real-time and batch processing in the context of Hadoop Spark depends on your specific use case and requirements. While Big Data jobs may often lean towards batch processing due to their data volume, it's crucial to consider the need for real-time responsiveness and interactive exploration and find a suitable balance between the two paradigms to meet the demands of modern data analytics.\n", "

\n", "\"\"\")" ] }, { "cell_type": "markdown", "metadata": { "id": "PauVInMQ7FzO" }, "source": [ "Me:\n", "\n", "“*One should keep in mind that basically all Hadoop Spark jobs are batch jobs. Interactive tools make sense for small jobs with a limited amount of data.\n", "Another topic is interactive monitoring of jobs (Web UIs).*”\n", "\n" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "cellView": "form", "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.558349Z", "iopub.status.busy": "2024-10-13T09:44:39.558133Z", "iopub.status.idle": "2024-10-13T09:44:39.564615Z", "shell.execute_reply": "2024-10-13T09:44:39.563942Z" }, "id": "stGcRrEF7eqq", "outputId": "82b8f0b8-f7aa-4d74-ffc8-bf8decb754bf" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
\n", "\n", " \n", " \n", " \n", "You make a valid point that the fundamental nature of Hadoop Spark jobs is indeed batch processing. While Spark can process data in near real-time using components like Spark Streaming and Structured Streaming, the core Spark processing engine itself operates on data in batches. This batch-oriented nature is rooted in Spark's lineage to the Hadoop MapReduce framework.\n", "

\n", "Interactive tools, such as Jupyter notebooks and Spark shells, are most effective for exploratory data analysis and iterative development when working with relatively small subsets of data. These tools allow data scientists and analysts to interactively explore and manipulate data without the need for long-running batch jobs. However, they might not be well-suited for large-scale data processing and analysis.\n", "

\n", "Interactive monitoring of Spark jobs is essential for understanding how batch jobs are progressing and diagnosing any issues that may arise during their execution. The Spark Web UIs provide valuable insights into the status of Spark applications, jobs, stages, and tasks. These monitoring tools help users track the progress of their batch jobs, identify bottlenecks, optimize resource utilization, and troubleshoot performance problems.\n", "

\n", "Some key aspects of interactive monitoring in Spark include:\n", "

    \n", "

  1. Spark Application UI:

    \n", "This web interface provides an overview of the entire Spark application, including information on job progress, task details, and resource utilization.\n", "

  2. Spark Job and Stage UIs:

    \n", "These interfaces allow users to drill down into specific jobs and stages within an application, providing details on task execution and performance metrics.\n", "

  3. Streaming UI:

    \n", "When working with Spark Streaming or Structured Streaming, this UI provides insights into real-time data processing, showing statistics on processing rates and latencies.\n", "

  4. Event Logs:

    \n", "Spark event logs can be invaluable for post-mortem analysis, and they can be accessed through the Web UIs.\n", "
\n", "Interactive monitoring is crucial for maintaining the health and performance of Spark applications, especially in larger, more complex batch jobs. It allows users to identify issues and bottlenecks as they arise and make adjustments or optimizations in real-time.\n", "

\n", "In summary, it's important to recognize that while Spark jobs are primarily batch-oriented, interactive tools and monitoring capabilities play a significant role in facilitating the development, debugging, and exploration of data. The choice between batch and real-time processing should be based on the specific requirements of your use case, while also considering the need for interactive tools and monitoring to effectively manage and troubleshoot Spark applications.\n", "

\n" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# @title\n", "from IPython.core.display import HTML\n", "HTML(\"\"\"\n", "\n", "
\n", "\n", " \n", " \n", " \n", "You make a valid point that the fundamental nature of Hadoop Spark jobs is indeed batch processing. While Spark can process data in near real-time using components like Spark Streaming and Structured Streaming, the core Spark processing engine itself operates on data in batches. This batch-oriented nature is rooted in Spark's lineage to the Hadoop MapReduce framework.\n", "

\n", "Interactive tools, such as Jupyter notebooks and Spark shells, are most effective for exploratory data analysis and iterative development when working with relatively small subsets of data. These tools allow data scientists and analysts to interactively explore and manipulate data without the need for long-running batch jobs. However, they might not be well-suited for large-scale data processing and analysis.\n", "

\n", "Interactive monitoring of Spark jobs is essential for understanding how batch jobs are progressing and diagnosing any issues that may arise during their execution. The Spark Web UIs provide valuable insights into the status of Spark applications, jobs, stages, and tasks. These monitoring tools help users track the progress of their batch jobs, identify bottlenecks, optimize resource utilization, and troubleshoot performance problems.\n", "

\n", "Some key aspects of interactive monitoring in Spark include:\n", "

    \n", "

  1. Spark Application UI:

    \n", "This web interface provides an overview of the entire Spark application, including information on job progress, task details, and resource utilization.\n", "

  2. Spark Job and Stage UIs:

    \n", "These interfaces allow users to drill down into specific jobs and stages within an application, providing details on task execution and performance metrics.\n", "

  3. Streaming UI:

    \n", "When working with Spark Streaming or Structured Streaming, this UI provides insights into real-time data processing, showing statistics on processing rates and latencies.\n", "

  4. Event Logs:

    \n", "Spark event logs can be invaluable for post-mortem analysis, and they can be accessed through the Web UIs.\n", "
\n", "Interactive monitoring is crucial for maintaining the health and performance of Spark applications, especially in larger, more complex batch jobs. It allows users to identify issues and bottlenecks as they arise and make adjustments or optimizations in real-time.\n", "

\n", "In summary, it's important to recognize that while Spark jobs are primarily batch-oriented, interactive tools and monitoring capabilities play a significant role in facilitating the development, debugging, and exploration of data. The choice between batch and real-time processing should be based on the specific requirements of your use case, while also considering the need for interactive tools and monitoring to effectively manage and troubleshoot Spark applications.\n", "

\n", "\"\"\")" ] }, { "cell_type": "markdown", "metadata": { "id": "-D3ikF_uGYAO" }, "source": [ "# Monitor your job in the Web UI\n", "\n", "Spark provides a Web UI where one can visualize apps' progress.\n", "\n", "We are going to open the Web UI in the browser using Google Colab's [`output`](https://colab.research.google.com/notebooks/snippets/advanced_outputs.ipynb#scrollTo=6Ugsim80WVuq) library.\n", "\n", "Sparks's Web UI runs on port 4040. First set up the port forwarding." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.566723Z", "iopub.status.busy": "2024-10-13T09:44:39.566338Z", "iopub.status.idle": "2024-10-13T09:44:39.569253Z", "shell.execute_reply": "2024-10-13T09:44:39.568734Z" }, "id": "M_7EI4cwHDm-", "outputId": "3e8c8ccf-b94a-4b8d-ac1f-fedaa03b1403" }, "outputs": [], "source": [ "if IN_COLAB:\n", " from google.colab import output\n", " output.serve_kernel_port_as_window(4040, path='/jobs/index.html')" ] }, { "cell_type": "markdown", "metadata": { "id": "euE4w2YJH3iM" }, "source": [ "The Web UI is only available while the job is running so if you click on the link above now you will get an error message." ] }, { "cell_type": "markdown", "metadata": { "id": "QnN0ZP7mINmU" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "v8MvhUB8IWZx" }, "source": [ "Start a PySpark job and reload the page. We are going to start the `pi.py` example with $100$ iterations.\n", "\n", "But first set the log level to \"warn\"." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.571546Z", "iopub.status.busy": "2024-10-13T09:44:39.571254Z", "iopub.status.idle": "2024-10-13T09:44:39.591017Z", "shell.execute_reply": "2024-10-13T09:44:39.590347Z" }, "id": "ovKSn4HBMBRd", "outputId": "7f16c429-223f-439d-ddd5-4727ebb736bd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "status = warn\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.type = Console\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.name = STDOUT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.target = SYSTEM_ERR\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "rootLogger.level = warn\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "rootLogger.appenderRef.stdout.ref = STDOUT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "# formatting\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.layout.type = PatternLayout\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "appender.console.layout.pattern = %d{yyyy-MM-dd HH:mm:ss} %-5p %c{1}:%L - %m%n\n" ] } ], "source": [ "%%bash\n", "# sed -i changes in-place\n", "sed -i 's/rootLogger.level =.*/rootLogger.level = warn/' $SPARK_HOME/conf/log4j2.properties\n", "cat $SPARK_HOME/conf/log4j2.properties" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:39.593124Z", "iopub.status.busy": "2024-10-13T09:44:39.592726Z", "iopub.status.idle": "2024-10-13T09:44:49.837436Z", "shell.execute_reply": "2024-10-13T09:44:49.836764Z" }, "id": "imBPJp7AIdic", "outputId": "ba5685f7-cfa8-44d2-a02e-1152a32eba3e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:41 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Pi is roughly 3.154120\r\n" ] } ], "source": [ "!cp $SPARK_HOME/examples/src/main/python/pi.py ./\n", "!spark-submit pi.py 100" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:49.840125Z", "iopub.status.busy": "2024-10-13T09:44:49.839700Z", "iopub.status.idle": "2024-10-13T09:44:49.842851Z", "shell.execute_reply": "2024-10-13T09:44:49.842311Z" }, "id": "44fIwIqZr2Td", "outputId": "c4710498-fc32-47cc-c869-bc81849614c2" }, "outputs": [], "source": [ "if IN_COLAB:\n", " output.serve_kernel_port_as_window(4040, path='/jobs/index.html')" ] }, { "cell_type": "markdown", "metadata": { "id": "46b61JL6NxtC" }, "source": [ "Now in the Web UI you can visualize the progress of your job (but only while it's running!)." ] }, { "cell_type": "markdown", "metadata": { "id": "i92gdA9COGJQ" }, "source": [ "![SparkWebUI_on_GoogleColab.png](data:image/png;base64,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p0/l4aNHlmE/m4Gfn5+l70013sRvI6Tv4szM3TXtv4/Hjx/LY1tgTpXI/v6WpSG9tuVi/288sP0+jp84IZcvX9H+RbIFFhPEjy9JEieWlClTOFtCHwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj8X+CtBZJ27NwlvXr3ld/PnXP5ZdSqWV2+7tbF66CIyws5GSCQ5IjiKZA0eOgw+XH8RMvCnds3S9w4cSx9ob2x/0CQVKtR2/KYH3zwgezZuU3UTlmeSp++ATJj5mzLtEoVK8igAQGWvjfVCAuBJPswmycbFXbbu2u7Ma17j56yYOFirb1t8wZJkCC+MRbSaxsXslVu3bol023f7dRpM0TtPOWsZMyQXr5qWF9KlSwh4WxBNgoCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIWAXeeCBJ7U4zafJUGTBoiPVJXLTSpUsrP44ZZQkguJj6Ut0Ekhy5PAWSzv72mxQtXtpYWODL/DJpQvCuTcZAKK/s3bdfatSq6/CUI4cP1UImDgOmDrVzTvaceR3CKgSSTEhOqiENDZkDSVs3rZeECRMYdwnptfUL/frrGan/VRO5cuWK3uX2U33n33/XSyJEiOB2HoMIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgi8bwJvPJA0aMgPMn7CpJdyVrvXbN+yUaJE+eil1rmbTCDJUcdTIEmtUKGkFStXSyLbkXolShR3OD7L8aqhr8dVIClf3jwydfIEtw/8089rpVWbdg5zCCQ5kFg6zKGhkiWKSaZMGS3j9o2PPvpIqlWpbHR7G0h6lWurm5w/f0EKFilu3E9VGjaoJ0UKF5L48ePJg/sPtN/+jFlzRP2d6KVQwQIy4ccxepNPBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEELAJvNFA0tVr1yRXni8d4Dt2aCc5smcTFTz67bdzMmbsj/LLqVOWeWpOi2ZNLH0haRBIctTzJpDkuCrs9bgKJKk3sT8OzP7tGjVpLps2b7HvFgJJDiSWDnMg6Ychg6Rc2eCdtiwTXTS8DSS9yrWfPXsmtes1NIJGiRIlklkzpsjHCRM6fZrFSwKlS7cextjQwQOlfLkyRpsKAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC77vAGw0krVm7Tlq0amsxV7uLqF1GzOXx48dSq04DORAUZHR/ni2rzJsz02ibK+oYrc1btsrJX07J5csvjltKbzvq7dNP00ia1KlE7bZiX1wFku7du2e770HZtXuP3LhxU7JkziSffZZJPkmZUnx9fe0vY2mrXVbWbdggf1z6U27euimxYsWSxLZwg9plxXzElGWRqXH69K+y27b7ysVLl7RwVsoUyUUdi6aCWsNGjJLRY4KPR8v5RQ5baGKqsXrnrt1y69Yto50mTRpR683l6dOn8vOataKOzdNL3jx5JGrUKFrTUyDpzz8vS9DBg/pSiRTJXwoXCv7uDh0+Ipdsz66XxIkTS8YM6eX233/L/n0HZPfevfLPP3dslikkm+37zGxzdVfU+6zfsEkuXLgo6jeR0rbuiy+y23Zn+liuXb8ue/fuM5b7+oaXEsWLGm13FXeBpM4d20uzpo2dLr969arkyhv8vuZJ7gJJyn37jp1y2OZz2XYc2IMHDyVu3DiSNGkSKVaksESPHt18Kaf1kPw2zBdUjhs3bZbjJ07Kn3/+KeHC+Wi/TfU95c+X1+Nv3Hytl6mH5kCSedcr9be2bs0qiRsnjtvXmz1nnnzb+zttjlqzf88Ojm5zK8YgAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggMD7JPBGA0lTpk6XgP4DLb4H9u2SaFGjWvpUY/+BIJk7b77RHyNGDOnRvavR1isLFy2RvgH95e7du3qXw+fokcMdwirOAklDBvWX0uUqOr2WCpwM6NdXfHx8HK6vAiddu/eQwKXLHcb0jrq1a0nPb7o7XX/fdhxUt6+/kZWrVuvTjc+YMWPI4IH9bUGgQ24DSZWr1pCDhw4b65ztKKWCQVk/z2nMUZUli+ZLpowZtD5PgaRly1dKh05djPUqiHHkYHAoqFOXbhaDKpUrSrWqVUQ9m7OiTL7u3kX8/PwchufMnS89e/Vx6FcdXTt3lE8+SSlqtyJzOXv6hLnpsu4ukKR2x9m0/mdbUCecw/qJk6fKgIGDHfpVh6tA0tFjx+Srxs3k5s3gsJj9BdTRYF06dXDq8Dp+G/r91N9Ui1ZtXD6L+q1NnzpZPk2TWl9i+VTBsGXLV0jMmDGlVMkSRpDNMslFIzQHklq3bS+rf1qjPXnfPr2kZo1qLt4iuFv9zVeoXE2OH3/xm5s2ZaLkzZM7eAI1BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3mOBNxpIWrtuvTRv2cbC3aZ1S2nTqoXTAIhlopPG0B+Gy9gfJzgZcezq1LGdNG8afOSbfSApWdKk2qLfz51zXPz/HrVzjtpBx1zUbkNff/OtLFi42NzttP5Vg/paAMc8qI6Lqlv/K21HJnO/fV3tIrVh4yaj236HpNAYSMqaJYt29J67sFivb3uICiaZy7btO6R+Q+e7FOnzitp2FlK/J3N5HYEkdb0F82aJenZzUd9zkWKlxNXvw1kgSe1qVLlaTacBN/O1VV3tADZz+hRLKOl1/TbU9dURiFWr1/b4LCpktjxwkbZ7k1qnF7W+VJkKetMWSoohO7dtlvDhwxt97iqhNZB07/59yZApq/Hou3dsldixYxltd5UJEyfLwMFDtSkqxKTCTBQEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQEHmjgaSr165JrjxfOrir46LKliktuXJ9YTtmLIVXx0btth2pVqtuA4drqQ4VqnAWglm9cqmkTpVKW2MfSHJ6ISedxw4Hib9/JGNk8NBh8uP4iUZbVdT9s3+eTY4cPeqwG02H9m2lZfOmxny1q5LaWehlS1gIJHnzTsrKfNzVb7//LuUrVnX6/Xm63qsGkpTlkaPHjHtWt+3qFPC9dXcmtfuUeaen4sWKasff6c9kH0hSx/dVqV7T4ftX81WYx9mOSS2aNRG1s5VeXtdv4+LFi1LJtkuV/T3V352fXwTL0Yjq3vHixZMlC+fajpWLqz+KtrOZ2uHMXCZNGKcdKWjuc1UPrYEkc9BKfS97d2139QoO/Vu2bpOGjV78LavjBxctmOswhw4EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTeR4E3GkhSwGqXlgNBQW6tc+TILiWLF5OiRQtLnNixnc5t8FUT2brNGh4Y0O97KVe2tLZry+EjR6Vp85aWEIbajamt7Z8qzgJJKpCgjnf7LFNGuX79hnYM2y5b8Mlcli5ZIBnSp9e6Tp0+LSVLlzcPS62a1aX3t99oR7OpXXUGDBwik6ZMtczZs3ObxIoVU+urbQtV2d+jZIliUrtWTYlnC4Ts2LnL6dFlYSWQlCZ1ahnY/3v59NM08ttvv0sr2/FYZ86ctXisW7NKkidLpvU5C3jlyZ1L+95Sp04lR23BIbUrjQoQ2ZdXDSQV+DK/dv/JU6cZlzx6aL9EjhzZaPfq01dmzX4ROFEhqoC+vaVdh87GuH0gyXwMmD6pW5dO2vcaKVJE7fnr1GtohKD0OUH7dhtHob2u34b9s6jnX2wLz6hj71RR4aky5StZnkUdI2c+InH0mHEybMQo/TG1z/lzZ0m2rNadpCwTTA1zIEmFvcqWLmUadaya7dVo9x49jV3Itm5aLwkTJjAWheTaO3ftFvU9qKJ+Bypk5W25cuWK5M5XUJuuQlw7tm70dinzEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQeKcF3ngg6Z9/7ki9Bl85DZQ4k1YhgYH9A7RdZfTxv/76S7LlyK03tU9nRyYFLl1m232ouzEvUaJEsnnDGq3tLJC0eOE8LYykL9i7b7/UqFVXb2qf/QP6StUqlbT6yFFjZITtn15Spkwhq1cstezw9PTpUylbvrJ2ZJY+TwUy1C48qmTM/LklCKJ2rVFBjwgRIujTZeWq1dK2fSejrSphJZC0c9smy047i5cESpduPSzvMnXSBMmXL4/WV69BI9m+Y6cxrr6zZUsWGiEdNaB22ipTrqIlbKb6QxJI6tCujRbKUddRZejggVK+XBmtfv/+A8mRK6/xPdWtU0ty5fxCmrVorY2r/5kDSeo3njlbDmNMVdQRc+PGjLT0OTvCcNCAAO1aauLr+G38+++/kilLdst9R40YJir0Zi7r12+Upi1aGV0qtHTowB4tWKc6L1++IsVKljEM1I5AC+fP8fqoRXNoyLiJm8rO7Zslbpw4xgxvA0nGAjcV87VXrFxlBMtatWwu7dsGf6duLmEMmb+jM6eOe+1hXIAKAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC76DAGw8kKcO///5Hxo4bL4HLljmESpwZJ0uaVGZOnyLx48fThoOCDtqOw6plmTpvzkz5PFtWS58KA505G7wbj6+Pr6jQkCr2gSQVwDgc9D/27jzOpvqP4/iHMRhjGfu+h7JmX5KdkohCEZVUKqWQVr/2koiolC0KKSFZkjUV2Zfsu8k69rEPY8bv+z3jnDnnzpntzjUzxuv7eDT3nO/5nuU+z9Vf78fns8oRKLhy5YrcUfFOxzVf6fuyPNfjGWNOt2vSbZvsY/CnA+y7xrY9FKUnuj3xmPR/83UjWOPZwi62NljNWtwn+4KDjevpPzdDIEmHq36ZNsV6Zr2hgy31G0ZVlTEPDP/8M2l1X0vRFaV0eMbebk+3MNOtzDzHJ58OltFjvnVMJyWQpN1btW5nBcd0la4fJow3rj/nt7nS6+W+1r30dzp69GisgSTP9m76xG/HjJSGDe62rmFu2AMtek6Hnd7531s++21s+HejPNThEfN2xme/vr1VSCw67KMndUUwXXnKPnT7Ml01zBz634Ou5pU1a6BUq1rV8W/FXBPbZ2IDSbrakK46ZA5fBpLs17aH/Txb5pn3ju3T8/ea0N9fbNdjHgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgbQikCKBJBNPB4ZWrFwl8+YvkLVr11thEPO4/dMewHGrLGOvemI/L7Ztz0BS9WrVZMqPE2Msb/dQR0c1J3sgSVeM8Ww/FuMCLhO6Oo2uUqPbsT32RHfHiiWL50vRIkUcc3qnd99XZeas2da83UNPtu/YSXQQxhxuQZ7QM2ekes265hLjc/rUn6RK5UrG9kr1Ljp3fcJxfOum9ZIpUyZj7teZs6XPK69ax3WIa+P61db+K6++Lr/MmGnt26sGWZNqwzOEYwaSDh06LA0aN7MvldEjR0iTxo0cc3rHLeCS0ECIZ+Urs1XXhEk/yLvvfWjdS1fT0hWa7O0BdaBt3m+zZMHCRbEGkjyrDekLLl7wuxQvXsy6trnh2cLw3ntayFdffO6z34bbs5j3ju/zt9kzpFzZsvEtS9Bx+/tq0/p+qVbNGfTzvEj7Bx+UgIDM1nRCA0mJvbYOWOnWeHqYvwPrpvFsHDx0SBo2bm6somVbPFgcRgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBC4pQRSNJDkKa0r46xZu06m/DxNfp833/OwmOEYe7jBXLT533WOAIM5H9unLwJJdzVoIiEhIbHdItZ5M/hgr85iLt60YY1kyZLF3LU+Px7wqYwdN97avxkCSR3aPyiffBwd8DEfPrZAkq46VO/uxuYy41O3OdPtzjyHW+u3pAaSTp48JbXqRrWO0/d7udcLRvu0uxs1tW7/1huvyZPdHo8zkOT2+1y3eoWj7Zx5Qd0mTYeGzFH/rnry3bgxrm36vPltuD2Lea/4Pu1htfjWxnfc/hxDBn8qD7S5P75THMcTGkhK7LV37twlLe9/wLiXrgalq0IldPyx5E956pnnjOWxBRoTei3WIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkJYEUlUgyQ7rWW1HH5s6ZbJUvbOK/L10mTzx5NP25fL7nJlSpsxtjrm4dnwRSPKsnqSrpLz0Ys8Ytz116pRkz55dMmTIYBwrXLiQ3FWvrmzZslXatGvvWD9rxjQpX/4Ox5ze8WwPF18gya391NFjx8SzRZw9dOLrCkmJDSTp7+kZVtKhoBdfeF4fcowPP/5Exo3/3jGX1ECSvljPF1+2wnD6fXbu9LAMGTrMus/yZX9Kvrx54wwkuf0+Y3uvnq342rVtI4M//cRnvw23Z/nog3clvWpf6DmOqd9HvnzRrdxaNG8qQUFBnsu82k+tgaSwsDCpULma9Z1W/vO35MmT29qPa2PEN6PksyGfG0vMVntxrecYAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACt4pAsgaSdNsx3ZbLHO0faicdOzxk7jo+//zrbyOEY5/88YcJUrNGddm2fYfc36ad/ZDRAk23QrOPM2fOytTp0+XatWvqP5HMmTNJ10c7G0t8EUh68aXe8tvcedYtzTCJNRHPxqVLYVKxSnQYQi9/753/SZdHOznOvHjpktSp10B0BSlzeAaSPFt/uVVsWb1mrTzSuat5CeMztQWSnnm2pyxa/If1jLpqzaxfp0t+W1Bm77590vbBjg4PfYIvAkmL/1giT/eIGYDS12/apLGM+uYrvRlnIGn7jh3SqrXz9/nZoIHS9oHWxrnmH/1eK1Wpbu4an8/2eFr69e0tvvpt7Ni5U+67v63jHgvmzZFSJUs65m70TmoNJOnv/VLvV4yKVHr7nf+9JTpcFN+4evWq3HtfG9kXHGwsnfT9OKlTp3Z8p3EcAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBW0IgWQNJnlV+3MImWj0iIkLeeOtt0W257OPvJYukUKGCxvGqNeo4AilFixaV32b94mh35llFp3btWvLDhPHGJX0RSPp56nR5/c3+1iMGBgbKzF+mSokSxa05vaFDS5s2b7bm6qjnaNjgbmPfs0KOnvQMjLhVi/IMJOnn0M9jH/Y2Ydr0uZ69HGEfvTa1BZK+/OprGTrsC/vXkAoVystzPZ4xKmBt3rxFPh/+pRw4cMCxRu/4IpAUHh4u1WvVc/y2zBt9M+ILad4sqn3bgoWL5NnnXzQPGa3dPv3kI2NfW9et31B0Czhz6GpLc2f/qiplZTOn5L33P5LvJ06y9vXGRBVs0e9WD1/8Ntyexa2aT2hoqIwa860R3jNurv70fulFyZgxo7kr69atl19+nSm5c+eWB9s+IMWKFbWOxbeRmgNJCxf9IT2ei6pspv8Nz/ttlhQsWCDOrzRy1Bj5dPAQY43+/9jypX+Kn1/MqlNxXoSDCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIpFGBZA0kfT9hkrz3QVRow+6p23Lp0ElAQIAcPnxYfpoyTdauW2dfIpUrVZRfpk2x5jzDRvqADhx1eriDEUpauXK1jB033lqvN3Rg5KEHoyrX+CKQpEMcDRo3d4RXdDCq/xuvyZ2qtZyuaKQDHPpe9vHtmJFWIOmt/u/Ij1N+th8WHYq4p0Vzo3XUsn+WG+27HAvUjmcgSQdbdMDFPm4vV86otpQuncjM2b+JbsnmOVJbIElXtXrgwQ6ugSPPZ/fc90UgSV/zk08Hy2gVzrEP/U7WrFxmBXTiCiTp8wZ9NlS+GTnafgnRVas6PdLRCCX99fdSmThpsuO4Z7DFV7+NYV98JcPVf/bx9FNPSpv7WxkBvy1bt8nHAz4VXdnJHPrfow7XmWP9hn+lfcfoyl3aY9Xyv1XVsczmkjg/U3MgSVdQ02FJ/U700OGxCd+Nda0ipdfqVoEfDRhofd+vvxouLZo3s/bZQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBA4FYXSNZAUlhYmNzb6gGvwibjvx0td9e/y3pfOgzUouX9jio01kGXDR2g+OfvPyRr1qzGUV8EkvSF1qxdJw936uJyR/cp3XJukqrSZFZTCT1zxmjvFRIS4n5CLLOegSTPwEgsp8WYTm2BJP2AsbVksz/84491ke++n2if8kmFJH1Bt5ZrT3Z7XN5SQTNzxBdIOn/+vNyjWnol5r2OGzNKGjSob95CfPXb0FWSXujVW+YvWGhdO74Nz39vb7/7vkz64UfHaSO+HGYE5xyTseyk5kCSfuQDBw8a/w7tbREf6dhBmjVrInnz5JFw1aJt79698u247x3BrTat75ehn30ay7dmGgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgVtTIFkDSZr49OnT8tob/WO0DouNX1eNGfn1V1JVVRzyHDqEo1st2Vtjea7R+7pq0ZhRX8ttpUtZh30VSNIX/OuvpdLtqWesa8e2oSsWTZo4XoJy5HAscQvA2BeULFFCGjVqYFRmMec9A0l6Xrc60y3PYht9Xu4lQz4f7jicGgNJ+gH1u31fVdPauCm61Z2e1xb/6/+G3jSq2hgb1//4qkKSvlybdu0dlalmzZgm5cvfYd0uvkCSXrhj5071jM8mKJT07jv9peujna3rmxu++m1cvnxZnnm2pyxd9o956Vg/P/rwPdFhHPsY8+04GfDJIPuU/Dr9Z6lYsYJjLrad1B5I0s8dHPyfPNH9mQQHJnUoTofUzHBhbN+deQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBG41gWQPJGlg3fZowsQfZOTosbGGNXRFo0YN75b/vfWm5M2bJ9b3cvTYMRk5aoxMnfaLo3WaPkG3XqpXt468+Xo/yZkzp+MaX309UoYMHWbN6XZvP6jKRZ6j4yNdHO3jXn/1FdHtrjzH8hUrjRZdboEPHarq/VIv6dD+QcmQIYPnqcb+6jVrZdDgoY576QOPdn5EdEs73d5Lt94yR/276sl348aYu8andh085HP5eeo0R0hLW/Z/83Wjmk21mnUc5+i2XLo9lx76GR7p3NVxfNvmDVabstlzfpOXer9iHdffa9XyqDZXevLV19+SadN/sY7rUIsOt3iOylVrOt7VV198Lvfe08JzmbG/f/8BOaTa+F1VFWqKqWBZkSKFjQCIrvbzXM9ejnMSGkhat269dHjkUetcXQVn5IgvrX29ob3fee8DY04HyebMiv5eenLxH0vk6R7PG8f1n44dHpIBH0WttybVhm5Bp9u/6ZZ69uo75hr9vZ/q3s01cGeu8cVvQ1/r4sWLMuLrUXE+S5/evaR0qejgnvkMOvSnK4HtCw42pvRz6/eW0DFr9hx5uU8/Y/mwoYPl/lb3JfRUY91b/3tXfvxpirG97K/Fxr9t8wJJvbZ5Hf2p39fkH5cr4+gAADcgSURBVH+Sb8d/5/g3ZF+j/+3pilkNG9xtn2YbAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBK4LpEggya5/7tw52bN3n+zZs0cuX74ixYsXkzJlbpN8efPal8W7feXKFTl46JAcP3Zc/P39pVSpkhIUFBTveb5ecOrUKTlyJETOqu+VPVs2ozpT9uzZEnwb3abrxPETkt4vvRHAiS3AFN8FDx06LAdVG6rcuXMbptrkZhhr161TFWoOWY+aP38+0dWgPMfHAz6VsePGW9O6ctLC+b9Z+6ltQweq9DvRAbprkZGSIyiHFCpYSFLit6Gf5eDBQ8az6Oo+2rhQwYLxVvrRgbdt27aLDrjpf6dpeWijXbv3GIFJ/W86fXo/ZVRAihUrJgXVJwMB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)" ] }, { "cell_type": "markdown", "metadata": { "id": "M14Z6erHgk7U" }, "source": [ "# Start the History Server\n", "\n", "The History server is useful for reviewing jobs after they are completed.\n", "\n", "The server can be started with the script `start-history-server.sh` located in the `sbin` directory of the PySpark installation folder (see also [Viewing After the Fact](https://spark.apache.org/docs/latest/monitoring.html#viewing-after-the-fact) in the Apache Spark documentation).\n", "\n", "The History Server requires the property `spark.eventLog.enabled` in Spark set to `true` and `spark.eventLog.dir` to be the file where event logs are to be found (by default the regular file `file:/tmp/spark-events`).\n", "\n", "The History Server runs as a background process thus when started it will not block the whole notebook." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:49.845410Z", "iopub.status.busy": "2024-10-13T09:44:49.844948Z", "iopub.status.idle": "2024-10-13T09:44:52.522182Z", "shell.execute_reply": "2024-10-13T09:44:52.521465Z" }, "id": "9LHzqIvxgnjP", "outputId": "faa0461f-a881-4f3e-d225-989b76f54bc9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting org.apache.spark.deploy.history.HistoryServer, logging to /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/logs/spark-runner-org.apache.spark.deploy.history.HistoryServer-1-fv-az837-567.out\r\n" ] } ], "source": [ "!$SPARK_HOME/sbin/start-history-server.sh |tee start_history_server.log" ] }, { "cell_type": "markdown", "metadata": { "id": "8EsqqenXyImb" }, "source": [ "Extract the History Server's log filename and look at the History Server's log." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:52.524990Z", "iopub.status.busy": "2024-10-13T09:44:52.524507Z", "iopub.status.idle": "2024-10-13T09:44:52.539871Z", "shell.execute_reply": "2024-10-13T09:44:52.539285Z" }, "id": "ZH0OIYLMhKYV", "outputId": "a4d19a06-d91d-4c0e-a6a0-6db9aba6d47c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/logs/spark-runner-org.apache.spark.deploy.history.HistoryServer-1-fv-az837-567.out\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Spark Command: /usr/lib/jvm/temurin-11-jdk-amd64/bin/java -cp /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/conf/:/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/jars/* -Xmx1g org.apache.spark.deploy.history.HistoryServer\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "========================================\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:51 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n" ] } ], "source": [ "%%bash --no-raise-error\n", "HISTORY_SERVER_LOG=$(cut -d' ' -f5 start_history_server.log)\n", "echo $HISTORY_SERVER_LOG\n", "cat $HISTORY_SERVER_LOG" ] }, { "cell_type": "markdown", "metadata": { "id": "3q5J3XAUyxq0" }, "source": [ "You should see a line that looks like this:\n", "\n", " `Bound HistoryServer to 0.0.0.0, and started at http://eb8ea65339ee:18080`\n", "\n", "This means that the History Server can be reached at port $18080$ from the local host." ] }, { "cell_type": "markdown", "metadata": { "id": "z4AgEakJy9N-" }, "source": [ "Let us serve port 18080 using Google Colab's `output` library:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:52.542255Z", "iopub.status.busy": "2024-10-13T09:44:52.541829Z", "iopub.status.idle": "2024-10-13T09:44:52.544912Z", "shell.execute_reply": "2024-10-13T09:44:52.544393Z" }, "id": "VucW143XzD91", "outputId": "c2c166b0-d5ab-47f3-dde7-34c2f452a014" }, "outputs": [], "source": [ "if IN_COLAB:\n", " p = 18080\n", " output.serve_kernel_port_as_window(p)" ] }, { "cell_type": "markdown", "metadata": { "id": "-TYwZHUYNTIm" }, "source": [ "## Create missing folder `/tmp/spark-events`" ] }, { "cell_type": "markdown", "metadata": { "id": "R7RyRio90ZeM" }, "source": [ "The log file also contain the line:\n", "\n", " `Exception in thread \"main\" java.io.FileNotFoundException: Log directory specified does not exist: file:/tmp/spark-events`\n", "\n", "This prevented the server from starting, that's why the above link `https://localhost:18080/` has no content.\n", "\n", "Since the missing folder `/tmp/spark-events` caused the History Server to crash, let us create it." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:44:52.547126Z", "iopub.status.busy": "2024-10-13T09:44:52.546761Z", "iopub.status.idle": "2024-10-13T09:44:52.672175Z", "shell.execute_reply": "2024-10-13T09:44:52.671570Z" }, "id": "-z3ioP_szxT1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mkdir: cannot create directory ‘/tmp/spark-events’: File exists\r\n" ] } ], "source": [ "!mkdir /tmp/spark-events" ] }, { "cell_type": "markdown", "metadata": { "id": "j8GKlwEFz9dA" }, "source": [ "And now restart the server." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:52.674524Z", "iopub.status.busy": "2024-10-13T09:44:52.674083Z", "iopub.status.idle": "2024-10-13T09:44:55.281137Z", "shell.execute_reply": "2024-10-13T09:44:55.280499Z" }, "id": "RUYUdvxN6WGD", "outputId": "2fa99ec4-4a07-4a19-f499-0f3f54ba55c7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stopping org.apache.spark.deploy.history.HistoryServer\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "starting org.apache.spark.deploy.history.HistoryServer, logging to /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/logs/spark-runner-org.apache.spark.deploy.history.HistoryServer-1-fv-az837-567.out\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "History Server log: /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/logs/spark-runner-org.apache.spark.deploy.history.HistoryServer-1-fv-az837-567.out\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Spark Command: /usr/lib/jvm/temurin-11-jdk-amd64/bin/java -cp /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/conf/:/opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/jars/* -Xmx1g org.apache.spark.deploy.history.HistoryServer\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "========================================\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:54 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n" ] } ], "source": [ "%%bash --no-raise-error\n", "# first stop it in case it's already running\n", "$SPARK_HOME/sbin/stop-history-server.sh\n", "$SPARK_HOME/sbin/start-history-server.sh |tee start_history_server.log\n", "HISTORY_SERVER_LOG=$(cat start_history_server.log |awk '{print $NF}')\n", "echo \"History Server log:\" $HISTORY_SERVER_LOG\n", "cat $HISTORY_SERVER_LOG" ] }, { "cell_type": "markdown", "metadata": { "id": "qc2eItYakY7B" }, "source": [ "Link for the History Server Web UI:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "execution": { "iopub.execute_input": "2024-10-13T09:44:55.283631Z", "iopub.status.busy": "2024-10-13T09:44:55.283212Z", "iopub.status.idle": "2024-10-13T09:44:55.286538Z", "shell.execute_reply": "2024-10-13T09:44:55.285990Z" }, "id": "Cu6CFarkjtsA", "outputId": "9b4dff2a-ad25-471f-a439-08d5bcc8751a" }, "outputs": [], "source": [ "if IN_COLAB:\n", " output.serve_kernel_port_as_window(18080)" ] }, { "cell_type": "markdown", "metadata": { "id": "OPA1Opn8SBgD" }, "source": [ "This looks better now. If you click on the link `https://localhost:18080/` now (find the link above) you should get something like:" ] }, { "cell_type": "markdown", "metadata": { "id": "CeDbXfHr242H" }, "source": [ "![HistoryServer01.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "U6H0ID0l603-" }, "source": [ "Let us submit an app to fill Spark's events directory." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:44:55.288646Z", "iopub.status.busy": "2024-10-13T09:44:55.288282Z", "iopub.status.idle": "2024-10-13T09:45:04.323098Z", "shell.execute_reply": "2024-10-13T09:45:04.322355Z" }, "id": "pRTxAnMt7DUr", "outputId": "d286f319-a4d8-401b-c789-6fd0feaf8054" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==> out.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The: 846\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Project: 80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Gutenberg: 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eBook: 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "of: 12866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Don: 2541\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Quixote: 1012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ": 8384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "This: 97\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ebook: 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> err.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:44:57 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n" ] } ], "source": [ "%%bash\n", "spark-submit wordcount.py don_quixote.txt 1>out.txt 2>err.txt\n", "head out.txt err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "fzxglyO63V0I" }, "source": [ "There are still a couple of adjustments to be made in order to be able to see Spark's applications history.\n", "\n", "The following two lined need to be added to `spark-defaults.conf` (see [Viewing After the Fact](https://spark.apache.org/docs/latest/monitoring.html#viewing-after-the-fact)):\n", "\n", " `spark.eventLog.enabled true`\n", "\n", " `spark.eventLog.dir file:/tmp/spark-events`" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:45:04.325450Z", "iopub.status.busy": "2024-10-13T09:45:04.325064Z", "iopub.status.idle": "2024-10-13T09:45:04.338546Z", "shell.execute_reply": "2024-10-13T09:45:04.337851Z" }, "id": "-gSkzQV07dda" }, "outputs": [], "source": [ "%%bash\n", "# create conf directory\n", "# with the option -p mkdir won't complain if the folder already exists\n", "mkdir -p $SPARK_HOME/conf\n", "\n", "# populate log4j2.properties file\n", "FILE=$SPARK_HOME/conf/spark-defaults.conf\n", "\n", "# see https://spark.apache.org/docs/latest/monitoring.html#viewing-after-the-fact\n", "cat> $FILE <<🙂\n", "spark.eventLog.enabled true\n", "spark.eventLog.dir file:/tmp/spark-events\n", "🙂" ] }, { "cell_type": "markdown", "metadata": { "id": "eqjCw9vM9JpY" }, "source": [ "Restart the server and re-run the app. The app should now write logs to the directory (`file:/tmp/spark-events`) that's being read by the History Server." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:45:04.340687Z", "iopub.status.busy": "2024-10-13T09:45:04.340335Z", "iopub.status.idle": "2024-10-13T09:45:16.033506Z", "shell.execute_reply": "2024-10-13T09:45:16.032876Z" }, "id": "hXg7GUP89aoM", "outputId": "6452b7f1-fbcd-444d-e204-e0e451bbda33" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stopping org.apache.spark.deploy.history.HistoryServer\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "starting org.apache.spark.deploy.history.HistoryServer, logging to /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/logs/spark-runner-org.apache.spark.deploy.history.HistoryServer-1-fv-az837-567.out\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "History Server log: /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/pyspark/logs/spark-runner-org.apache.spark.deploy.history.HistoryServer-1-fv-az837-567.out\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> out.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The: 846\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Project: 80\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Gutenberg: 23\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "eBook: 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "of: 12866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Don: 2541\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Quixote: 1012\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ": 8384\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "This: 97\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ebook: 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==> err.txt <==\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2024-10-13 09:45:09 WARN NativeCodeLoader:60 - Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n" ] } ], "source": [ "%%bash --no-raise-error\n", "# first stop it in case it's already running\n", "$SPARK_HOME/sbin/stop-history-server.sh\n", "$SPARK_HOME/sbin/start-history-server.sh |tee start_history_server.log\n", "HISTORY_SERVER_LOG=$(cat start_history_server.log |awk '{print $NF}')\n", "echo \"History Server log:\" $HISTORY_SERVER_LOG\n", "spark-submit wordcount.py don_quixote.txt 1>out.txt 2>err.txt\n", "head out.txt err.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "tcI72nRpLwmI" }, "source": [ "## Browsing the History Server\n", "\n", "In the browser tab or window where the History Server is open you should now see (after reloading the page)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "9zFsO8oD-MkK" }, "source": [ "![HistoryServer02.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "Au04Dv7RLJY9" }, "source": [ "If you click on the App ID you get more details on the Wordcount app (you might have to click on the link twice if an error message shows up)" ] }, { "cell_type": "markdown", "metadata": { "id": "HC9mxBIC-vue" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "aLK3clibLSEw" }, "source": [ "You can look at the steps of your app represented as a Directed Acyclic Graph (DAG)" ] }, { "cell_type": "markdown", "metadata": { "id": "3QFGydF6CQkn" }, "source": [ "![DAG_Visualization.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "rN-7k4x-LmGH" }, "source": [ "The \"Environment\" tab contains all the environment details of your app." ] }, { "cell_type": "markdown", "metadata": { "id": "VEGZiOkcAg3V" }, "source": [ "![HistoryServerEnvironmentTab.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "qi5JPnmKysoc" }, "source": [ "# Clean up Colab environment\n", "\n", "This will allow you to re-run the whole notebook from the beginning starting from a clean PySpark installation (without Log4j2 configuration files and without a running History Server)." ] }, { "cell_type": "markdown", "metadata": { "id": "2uhv-ft6MTPt" }, "source": [ "## Remove the `conf` folder\n", "\n", "In order to reset the Colab environment to the initial state while keeping the PySpark installation, we are going to remove the `conf` folder." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "execution": { "iopub.execute_input": "2024-10-13T09:45:16.036480Z", "iopub.status.busy": "2024-10-13T09:45:16.036071Z", "iopub.status.idle": "2024-10-13T09:45:16.162349Z", "shell.execute_reply": "2024-10-13T09:45:16.161622Z" }, "id": "ubPRc79IzDXx" }, "outputs": [], "source": [ "!rm -rf $SPARK_HOME/conf" ] }, { "cell_type": "markdown", "metadata": { "id": "0M6EXQrKMBtd" }, "source": [ "## Stop the History Server" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2024-10-13T09:45:16.164835Z", "iopub.status.busy": "2024-10-13T09:45:16.164616Z", "iopub.status.idle": "2024-10-13T09:45:16.316911Z", "shell.execute_reply": "2024-10-13T09:45:16.316089Z" }, "id": "UBqYMHE6MFll", "outputId": "83cdb204-b0bd-4840-e861-d43d5c50481b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stopping org.apache.spark.deploy.history.HistoryServer\r\n" ] } ], "source": [ "!$SPARK_HOME/sbin/stop-history-server.sh" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyMWYnc5nTQOi0uYnY/y13Ng", "include_colab_link": true, "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 0 }