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docs/get-started/xgboost-examples/csp/databricks/generate-init-script-11.3.ipynb
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,166 @@ | ||
| { | ||
| "cells": [ | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "## Download latest Jars" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 2, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "dbutils.fs.mkdirs(\"dbfs:/FileStore/jars/\")" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 3, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "%sh\n", | ||
| "cd ../../dbfs/FileStore/jars/\n", | ||
| "sudo wget -O rapids-4-spark_2.12-23.04.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar\n", | ||
| "sudo wget -O xgboost4j-gpu_2.12-1.7.3.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-gpu_2.12/1.7.3/xgboost4j-gpu_2.12-1.7.3.jar\n", | ||
| "sudo wget -O xgboost4j-spark-gpu_2.12-1.7.3.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-spark-gpu_2.12/1.7.3/xgboost4j-spark-gpu_2.12-1.7.3.jar\n", | ||
| "ls -ltr\n", | ||
| "\n", | ||
| "# Your Jars are downloaded in dbfs:/FileStore/jars directory" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### Create a Directory for your init script" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 5, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "dbutils.fs.mkdirs(\"dbfs:/databricks/init_scripts/\")" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 6, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "dbutils.fs.put(\"/databricks/init_scripts/init.sh\",\"\"\"\n", | ||
| "#!/bin/bash\n", | ||
| "sudo rm -f /databricks/jars/spark--maven-trees--ml--10.x--xgboost-gpu--ml.dmlc--xgboost4j-gpu_2.12--ml.dmlc__xgboost4j-gpu_2.12__1.5.2.jar\n", | ||
| "sudo rm -f /databricks/jars/spark--maven-trees--ml--10.x--xgboost-gpu--ml.dmlc--xgboost4j-spark-gpu_2.12--ml.dmlc__xgboost4j-spark-gpu_2.12__1.5.2.jar\n", | ||
| "\n", | ||
| "sudo cp /dbfs/FileStore/jars/xgboost4j-gpu_2.12-1.7.3.jar /databricks/jars/\n", | ||
| "sudo cp /dbfs/FileStore/jars/rapids-4-spark_2.12-23.04.0.jar /databricks/jars/\n", | ||
| "sudo cp /dbfs/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.3.jar /databricks/jars/\"\"\", True)" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### Confirm your init script is in the new directory" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 8, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "%sh\n", | ||
| "cd ../../dbfs/databricks/init_scripts\n", | ||
| "pwd\n", | ||
| "ls -ltr" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### Download the Mortgage Dataset into your local machine and upload Data using import Data" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 10, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "dbutils.fs.mkdirs(\"dbfs:/FileStore/tables/\")" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 11, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "%sh\n", | ||
| "cd /dbfs/FileStore/tables/\n", | ||
| "wget -O mortgage.zip https://rapidsai-data.s3.us-east-2.amazonaws.com/spark/mortgage.zip\n", | ||
| "ls\n", | ||
| "unzip mortgage.zip" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": 12, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "%sh\n", | ||
| "pwd\n", | ||
| "cd ../../dbfs/FileStore/tables\n", | ||
| "ls -ltr mortgage/csv/*" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### Next steps\n", | ||
| "\n", | ||
| "1. Edit your cluster, adding an initialization script from `dbfs:/databricks/init_scripts/init.sh` in the \"Advanced Options\" under \"Init Scripts\" tab\n", | ||
| "2. Reboot the cluster\n", | ||
| "3. Go to \"Libraries\" tab under your cluster and install `dbfs:/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.3.jar` in your cluster by selecting the \"DBFS\" option for installing jars\n", | ||
| "4. Import the mortgage example notebook from `https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.04/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb`\n", | ||
| "5. Inside the mortgage example notebook, update the data paths\n", | ||
| " `train_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-train.csv')`\n", | ||
| " `trans_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-trans.csv')`" | ||
| ] | ||
| } | ||
| ], | ||
| "metadata": { | ||
| "kernelspec": { | ||
| "display_name": "Python 3", | ||
| "language": "python", | ||
| "name": "python3" | ||
| }, | ||
| "language_info": { | ||
| "codemirror_mode": { | ||
| "name": "ipython", | ||
| "version": 3 | ||
| }, | ||
| "file_extension": ".py", | ||
| "mimetype": "text/x-python", | ||
| "name": "python", | ||
| "nbconvert_exporter": "python", | ||
| "pygments_lexer": "ipython3", | ||
| "version": "3.8.2" | ||
| }, | ||
| "name": "Init Scripts_demo", | ||
| "notebookId": 2585487876834616 | ||
| }, | ||
| "nbformat": 4, | ||
| "nbformat_minor": 1 | ||
| } |
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