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Merge pull request #379 from SurajAralihalli/main-branch24.04.0-release
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[Doc] Update readme, ipynb files for 24.04.0 version [skip ci]
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SurajAralihalli authored Apr 25, 2024
2 parents 5cdf199 + a17947e commit d3b48e7
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10 changes: 5 additions & 5 deletions .github/workflows/auto-merge.yml
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Expand Up @@ -18,7 +18,7 @@ name: auto-merge HEAD to BASE
on:
pull_request_target:
branches:
- branch-24.02
- branch-24.04
types: [closed]

jobs:
Expand All @@ -27,16 +27,16 @@ jobs:
runs-on: ubuntu-latest

steps:
- uses: actions/checkout@v3
- uses: actions/checkout@v4
with:
ref: branch-24.02 # force to fetch from latest upstream instead of PR ref
ref: branch-24.04 # force to fetch from latest upstream instead of PR ref

- name: auto-merge job
uses: ./.github/workflows/auto-merge
env:
OWNER: NVIDIA
REPO_NAME: spark-rapids-examples
HEAD: branch-24.02
BASE: branch-24.04
HEAD: branch-24.04
BASE: branch-24.06
AUTOMERGE_TOKEN: ${{ secrets.AUTOMERGE_TOKEN }} # use to merge PR

2 changes: 1 addition & 1 deletion .github/workflows/signoff-check.yml
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Expand Up @@ -23,7 +23,7 @@ jobs:
signoff-check:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v2
- uses: actions/checkout@v4

- name: sigoff-check job
uses: ./.github/workflows/signoff-check
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Expand Up @@ -21,8 +21,7 @@ Navigate to your home directory in the UI and select **Create** > **File** from
create an `init.sh` scripts with contents:
```bash
#!/bin/bash
sudo wget -O /databricks/jars/rapids-4-spark_2.12-24.02.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar
```
sudo wget -O /databricks/jars/rapids-4-spark_2.12-24.04.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar
1. Select the Databricks Runtime Version from one of the supported runtimes specified in the
Prerequisites section.
2. Choose the number of workers that matches the number of GPUs you want to use.
Expand Down Expand Up @@ -68,7 +67,7 @@ create an `init.sh` scripts with contents:
```bash
spark.rapids.sql.python.gpu.enabled true
spark.python.daemon.module rapids.daemon_databricks
spark.executorEnv.PYTHONPATH /databricks/jars/rapids-4-spark_2.12-24.02.0.jar:/databricks/spark/python
spark.executorEnv.PYTHONPATH /databricks/jars/rapids-4-spark_2.12-24.04.0.jar:/databricks/spark/python
```
Note that since python memory pool require installing the cudf library, so you need to install cudf library in
each worker nodes `pip install cudf-cu11 --extra-index-url=https://pypi.nvidia.com` or disable python memory pool
Expand Down
2 changes: 1 addition & 1 deletion docs/get-started/xgboost-examples/csp/databricks/init.sh
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@@ -1,7 +1,7 @@
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
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

sudo wget -O /databricks/jars/rapids-4-spark_2.12-24.02.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar
sudo wget -O /databricks/jars/rapids-4-spark_2.12-24.04.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar
sudo wget -O /databricks/jars/xgboost4j-gpu_2.12-1.7.1.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-gpu_2.12/1.7.1/xgboost4j-gpu_2.12-1.7.1.jar
sudo wget -O /databricks/jars/xgboost4j-spark-gpu_2.12-1.7.1.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-spark-gpu_2.12/1.7.1/xgboost4j-spark-gpu_2.12-1.7.1.jar
ls -ltr
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Expand Up @@ -40,7 +40,7 @@ export SPARK_DOCKER_IMAGE=<gpu spark docker image repo and name>
export SPARK_DOCKER_TAG=<spark docker image tag>

pushd ${SPARK_HOME}
wget https://github.com/NVIDIA/spark-rapids-examples/raw/branch-24.02/dockerfile/Dockerfile
wget https://github.com/NVIDIA/spark-rapids-examples/raw/branch-24.04/dockerfile/Dockerfile

# Optionally install additional jars into ${SPARK_HOME}/jars/

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Expand Up @@ -5,7 +5,7 @@ For simplicity export the location to these jars. All examples assume the packag
### Download the jars

Download the RAPIDS Accelerator for Apache Spark plugin jar
* [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar)
* [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar)

### Build XGBoost Python Examples

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Expand Up @@ -5,7 +5,7 @@ For simplicity export the location to these jars. All examples assume the packag
### Download the jars

1. Download the RAPIDS Accelerator for Apache Spark plugin jar
* [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar)
* [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar)

### Build XGBoost Scala Examples

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2 changes: 1 addition & 1 deletion examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
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Expand Up @@ -18,7 +18,7 @@
ARG CUDA_VER=11.8.0
FROM nvidia/cuda:${CUDA_VER}-devel-ubuntu20.04
# Please do not update the BRANCH_VER version
ARG BRANCH_VER=24.02
ARG BRANCH_VER=24.04

RUN apt-get update
RUN apt-get install -y wget ninja-build git
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6 changes: 3 additions & 3 deletions examples/ML+DL-Examples/Spark-cuML/pca/README.md
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Expand Up @@ -12,9 +12,9 @@ User can also download the release jar from Maven central:

[rapids-4-spark-ml_2.12-22.02.0-cuda11.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-ml_2.12/22.02.0/rapids-4-spark-ml_2.12-22.02.0-cuda11.jar)

[rapids-4-spark_2.12-24.02.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar)
[rapids-4-spark_2.12-24.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar)

Note: This demo could only work with v22.02.0 spark-ml version, and only compatible with spark-rapids versions prior to 24.02.0 . Please do not update the version in release.
Note: This demo could only work with v22.02.0 spark-ml version, and only compatible with spark-rapids versions prior to 24.04.0 . Please do not update the version in release.

## Sample code

Expand Down Expand Up @@ -49,7 +49,7 @@ It is assumed that a Standalone Spark cluster has been set up, the `SPARK_MASTER

``` bash
RAPIDS_ML_JAR=PATH_TO_rapids-4-spark-ml_2.12-22.02.0-cuda11.jar
PLUGIN_JAR=PATH_TO_rapids-4-spark_2.12-24.02.0.jar
PLUGIN_JAR=PATH_TO_rapids-4-spark_2.12-24.04.0.jar
jupyter toree install \
--spark_home=${SPARK_HOME} \
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6 changes: 3 additions & 3 deletions examples/ML+DL-Examples/Spark-cuML/pca/pom.xml
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@@ -1,6 +1,6 @@
<?xml version="1.0" encoding="UTF-8"?>
<!--
~ Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.
~ Copyright (c) 2021-2024, NVIDIA CORPORATION. All rights reserved.
~
~ Licensed under the Apache License, Version 2.0 (the "License");
~ you may not use this file except in compliance with the License.
Expand All @@ -21,7 +21,7 @@
<groupId>com.nvidia</groupId>
<artifactId>PCAExample</artifactId>
<packaging>jar</packaging>
<version>24.02.0-SNAPSHOT</version>
<version>24.04.0-SNAPSHOT</version>

<properties>
<maven.compiler.source>8</maven.compiler.source>
Expand Down Expand Up @@ -51,8 +51,8 @@
<dependency>
<groupId>com.nvidia</groupId>
<artifactId>rapids-4-spark-ml_2.12</artifactId>
<!--The last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNPASHOT! Please do not update the version-->
<version>22.02.0</version>
<!--The last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNAPSHOT! Please do not update the version-->
</dependency>
</dependencies>

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10 changes: 5 additions & 5 deletions examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh
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@@ -1,6 +1,6 @@
#!/bin/bash
#
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.
# Copyright (c) 2021-2024, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
Expand All @@ -15,10 +15,10 @@
# limitations under the License.
#

# Note that the last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNPASHOT, please do not update the version in release
# Note that the last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNAPSHOT, please do not update the version in release
ML_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark-ml_2.12/22.02.0/rapids-4-spark-ml_2.12-22.02.0.jar
PLUGIN_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar
Note: The last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNPASHOT.
PLUGIN_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar
Note: The last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNAPSHOT.

$SPARK_HOME/bin/spark-submit \
--master spark://127.0.0.1:7077 \
Expand All @@ -40,4 +40,4 @@ $SPARK_HOME/bin/spark-submit \
--conf spark.network.timeout=1000s \
--jars $ML_JAR,$PLUGIN_JAR \
--class com.nvidia.spark.examples.pca.Main \
/workspace/target/PCAExample-24.02.0-SNAPSHOT.jar
/workspace/target/PCAExample-24.04.0-SNAPSHOT.jar
Original file line number Diff line number Diff line change
Expand Up @@ -22,7 +22,7 @@
"import os\n",
"# Change to your cluster ip:port and directories\n",
"SPARK_MASTER_URL = os.getenv(\"SPARK_MASTER_URL\", \"spark:your-ip:port\")\n",
"RAPIDS_JAR = os.getenv(\"RAPIDS_JAR\", \"/your-path/rapids-4-spark_2.12-24.02.0.jar\")\n"
"RAPIDS_JAR = os.getenv(\"RAPIDS_JAR\", \"/your-path/rapids-4-spark_2.12-24.04.0.jar\")\n"
]
},
{
Expand Down
2 changes: 1 addition & 1 deletion examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
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Expand Up @@ -184,7 +184,7 @@ then do the following inside the Docker container.
### Get jars from Maven Central
[rapids-4-spark_2.12-24.02.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar)
[rapids-4-spark_2.12-24.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar)
### Launch a local mode Spark
Expand Down
6 changes: 3 additions & 3 deletions examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml
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@@ -1,6 +1,6 @@
<?xml version="1.0" encoding="UTF-8"?>
<!--
Copyright (c) 2020-2022, NVIDIA CORPORATION.
Copyright (c) 2020-2024, NVIDIA CORPORATION.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
Expand All @@ -25,7 +25,7 @@
user defined functions for use with the RAPIDS Accelerator
for Apache Spark
</description>
<version>24.02.0-SNAPSHOT</version>
<version>24.04.0-SNAPSHOT</version>

<properties>
<maven.compiler.source>1.8</maven.compiler.source>
Expand All @@ -37,7 +37,7 @@
<cuda.version>cuda11</cuda.version>
<scala.binary.version>2.12</scala.binary.version>
<!-- Depends on release version, Snapshot version is not published to the Maven Central -->
<rapids4spark.version>24.02.0</rapids4spark.version>
<rapids4spark.version>24.04.0</rapids4spark.version>
<spark.version>3.1.1</spark.version>
<scala.version>2.12.15</scala.version>
<udf.native.build.path>${project.build.directory}/cpp-build</udf.native.build.path>
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Expand Up @@ -16,7 +16,7 @@

cmake_minimum_required(VERSION 3.23.1 FATAL_ERROR)

file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-24.02/RAPIDS.cmake
file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-24.04/RAPIDS.cmake
${CMAKE_BINARY_DIR}/RAPIDS.cmake)
include(${CMAKE_BINARY_DIR}/RAPIDS.cmake)

Expand All @@ -32,7 +32,7 @@ if(DEFINED GPU_ARCHS)
endif()
rapids_cuda_init_architectures(UDFEXAMPLESJNI)

project(UDFEXAMPLESJNI VERSION 24.02.0 LANGUAGES C CXX CUDA)
project(UDFEXAMPLESJNI VERSION 24.04.0 LANGUAGES C CXX CUDA)

option(PER_THREAD_DEFAULT_STREAM "Build with per-thread default stream" OFF)
option(BUILD_UDF_BENCHMARKS "Build the benchmarks" OFF)
Expand Down Expand Up @@ -84,10 +84,10 @@ set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -w --expt-extended-lambda --expt-relax
set(CUDA_USE_STATIC_CUDA_RUNTIME ON)

rapids_cpm_init()
rapids_cpm_find(cudf 24.02.00
rapids_cpm_find(cudf 24.04.00
CPM_ARGS
GIT_REPOSITORY https://github.com/rapidsai/cudf.git
GIT_TAG branch-24.02
GIT_TAG branch-24.04
GIT_SHALLOW TRUE
SOURCE_SUBDIR cpp
OPTIONS "BUILD_TESTS OFF"
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4 changes: 2 additions & 2 deletions examples/UDF-Examples/Spark-cuSpatial/pom.xml
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@@ -1,6 +1,6 @@
<?xml version="1.0" encoding="UTF-8"?>
<!--
Copyright (c) 2022, NVIDIA CORPORATION.
Copyright (c) 2022-2024, NVIDIA CORPORATION.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
Expand All @@ -24,7 +24,7 @@
<name>UDF of the cuSpatial case for the RAPIDS Accelerator</name>
<description>The RAPIDS accelerated user defined function of the cuSpatial case
for use with the RAPIDS Accelerator for Apache Spark</description>
<version>24.02.0-SNAPSHOT</version>
<version>24.04.0-SNAPSHOT</version>

<properties>
<maven.compiler.source>1.8</maven.compiler.source>
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Expand Up @@ -73,7 +73,7 @@
"Setting default log level to \"WARN\".\n",
"To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
"2022-11-30 06:57:40,550 WARN resource.ResourceUtils: The configuration of cores (exec = 2 task = 1, runnable tasks = 2) will result in wasted resources due to resource gpu limiting the number of runnable tasks per executor to: 1. Please adjust your configuration.\n",
"2022-11-30 06:57:54,195 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 24.02.0 using cudf 24.02.0.\n",
"2022-11-30 06:57:54,195 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 24.04.0 using cudf 24.04.0.\n",
"2022-11-30 06:57:54,210 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
"2022-11-30 06:57:54,214 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
"2022-11-30 06:57:54,214 WARN rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n",
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Expand Up @@ -6,18 +6,18 @@
"source": [
"## Prerequirement\n",
"### 1. Download data\n",
"Dataset is derived from Fannie Mae’s [Single-Family Loan Performance Data](http://www.fanniemae.com/portal/funding-the-market/data/loan-performance-data.html) with all rights reserved by Fannie Mae. Refer to these [instructions](https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.12/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
"Dataset is derived from Fannie Mae’s [Single-Family Loan Performance Data](http://www.fanniemae.com/portal/funding-the-market/data/loan-performance-data.html) with all rights reserved by Fannie Mae. Refer to these [instructions](https://github.com/NVIDIA/spark-rapids-examples/blob/branch-24.04/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
"\n",
"### 2. Download needed jars\n",
"* [rapids-4-spark_2.12-24.02.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar)\n",
"* [rapids-4-spark_2.12-24.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar)\n",
"\n",
"\n",
"### 3. Start Spark Standalone\n",
"Before running the script, please setup Spark standalone mode\n",
"\n",
"### 4. Add ENV\n",
"```\n",
"$ export SPARK_JARS=rapids-4-spark_2.12-24.02.0.jar\n",
"$ export SPARK_JARS=rapids-4-spark_2.12-24.04.0.jar\n",
"$ export PYSPARK_DRIVER_PYTHON=jupyter \n",
"$ export PYSPARK_DRIVER_PYTHON_OPTS=notebook\n",
"```\n",
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Expand Up @@ -63,7 +63,7 @@
"Setting default log level to \"WARN\".\n",
"To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
"2022-11-25 09:34:43,952 WARN resource.ResourceUtils: The configuration of cores (exec = 4 task = 1, runnable tasks = 4) will result in wasted resources due to resource gpu limiting the number of runnable tasks per executor to: 1. Please adjust your configuration.\n",
"2022-11-25 09:34:58,155 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 24.02.0 using cudf 24.02.0.\n",
"2022-11-25 09:34:58,155 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 24.04.0 using cudf 24.04.0.\n",
"2022-11-25 09:34:58,171 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
"2022-11-25 09:34:58,175 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
"2022-11-25 09:34:58,175 WARN rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n"
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Expand Up @@ -84,7 +84,7 @@
"22/11/24 06:14:06 INFO org.apache.spark.SparkEnv: Registering BlockManagerMaster\n",
"22/11/24 06:14:06 INFO org.apache.spark.SparkEnv: Registering BlockManagerMasterHeartbeat\n",
"22/11/24 06:14:06 INFO org.apache.spark.SparkEnv: Registering OutputCommitCoordinator\n",
"22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: RAPIDS Accelerator 24.02.0 using cudf 24.02.0.\n",
"22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: RAPIDS Accelerator 24.04.0 using cudf 24.04.0.\n",
"22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
"22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
"22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n"
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Expand Up @@ -20,14 +20,14 @@
"Refer to these [instructions](https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.12/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
"\n",
"### 2. Download needed jars\n",
"* [rapids-4-spark_2.12-24.02.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.02.0/rapids-4-spark_2.12-24.02.0.jar)\n",
"* [rapids-4-spark_2.12-24.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/24.04.0/rapids-4-spark_2.12-24.04.0.jar)\n",
"\n",
"### 3. Start Spark Standalone\n",
"Before Running the script, please setup Spark standalone mode\n",
"\n",
"### 4. Add ENV\n",
"```\n",
"$ export SPARK_JARS=rapids-4-spark_2.12-24.02.0.jar\n",
"$ export SPARK_JARS=rapids-4-spark_2.12-24.04.0.jar\n",
"\n",
"```\n",
"\n",
Expand Down
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Expand Up @@ -62,7 +62,7 @@
"Setting default log level to \"WARN\".\n",
"To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
"2022-11-30 08:02:10,103 WARN resource.ResourceUtils: The configuration of cores (exec = 2 task = 1, runnable tasks = 2) will result in wasted resources due to resource gpu limiting the number of runnable tasks per executor to: 1. Please adjust your configuration.\n",
"2022-11-30 08:02:23,737 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 24.02.0 using cudf 24.02.0.\n",
"2022-11-30 08:02:23,737 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 24.04.0 using cudf 24.04.0.\n",
"2022-11-30 08:02:23,752 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
"2022-11-30 08:02:23,756 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
"2022-11-30 08:02:23,757 WARN rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n",
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