From 725aa6be7de5f4ce9e3901afb2e156d39869066d Mon Sep 17 00:00:00 2001
From: Suraj Aralihalli <suraj.ara16@gmail.com>
Date: Tue, 5 Dec 2023 15:56:06 +0530
Subject: [PATCH] updates for 23.12 release

Signed-off-by: Suraj Aralihalli <suraj.ara16@gmail.com>
---
 .../xgboost-examples/csp/databricks/databricks.md         | 4 ++--
 docs/get-started/xgboost-examples/csp/databricks/init.sh  | 2 +-
 .../xgboost-examples/on-prem-cluster/kubernetes-scala.md  | 2 +-
 .../prepare-package-data/preparation-python.md            | 2 +-
 .../prepare-package-data/preparation-scala.md             | 2 +-
 examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile         | 2 +-
 examples/ML+DL-Examples/Spark-cuML/pca/README.md          | 6 +++---
 examples/ML+DL-Examples/Spark-cuML/pca/pom.xml            | 4 ++--
 examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh    | 6 +++---
 .../micro-benchmarks/notebooks/micro-benchmarks-gpu.ipynb | 2 +-
 examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md   | 2 +-
 examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml     | 2 +-
 examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh          | 2 +-
 .../notebooks/cuspatial_sample_standalone.ipynb           | 2 +-
 examples/UDF-Examples/Spark-cuSpatial/pom.xml             | 2 +-
 .../agaricus/notebooks/python/agaricus-gpu.ipynb          | 2 +-
 .../mortgage/notebooks/python/MortgageETL.ipynb           | 6 +++---
 .../mortgage/notebooks/python/cv-mortgage-gpu.ipynb       | 2 +-
 .../mortgage/notebooks/python/mortgage-gpu.ipynb          | 2 +-
 .../mortgage/notebooks/scala/mortgage-ETL.ipynb           | 8 ++++----
 examples/XGBoost-Examples/pom.xml                         | 2 +-
 .../taxi/notebooks/python/cv-taxi-gpu.ipynb               | 2 +-
 .../XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb | 4 ++--
 .../XGBoost-Examples/taxi/notebooks/python/taxi-gpu.ipynb | 2 +-
 .../XGBoost-Examples/taxi/notebooks/scala/taxi-ETL.ipynb  | 4 ++--
 ...r Apache Spark] Profiling Tool Notebook Template.ipynb | 2 +-
 ...ache Spark] Qualification Tool Notebook Template.ipynb | 2 +-
 27 files changed, 40 insertions(+), 40 deletions(-)

diff --git a/docs/get-started/xgboost-examples/csp/databricks/databricks.md b/docs/get-started/xgboost-examples/csp/databricks/databricks.md
index dc5346e5f..4a8750dd7 100644
--- a/docs/get-started/xgboost-examples/csp/databricks/databricks.md
+++ b/docs/get-started/xgboost-examples/csp/databricks/databricks.md
@@ -21,7 +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_2.12-23.10.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar
+   sudo wget -O /databricks/jars/rapids-4-spark_2.12-23.12.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar
    ```
 1. Select the Databricks Runtime Version from one of the supported runtimes specified in the
    Prerequisites section.
@@ -68,7 +68,7 @@ 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_2.12-23.10.0.jar:/databricks/spark/python
+    spark.executorEnv.PYTHONPATH /databricks/jars/rapids-4-spark_2.12-23.12.0.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
diff --git a/docs/get-started/xgboost-examples/csp/databricks/init.sh b/docs/get-started/xgboost-examples/csp/databricks/init.sh
index 88f7cf5c7..26028ed1f 100644
--- a/docs/get-started/xgboost-examples/csp/databricks/init.sh
+++ b/docs/get-started/xgboost-examples/csp/databricks/init.sh
@@ -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_2.12-23.10.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar
+sudo wget -O /databricks/jars/rapids-4-spark_2.12-23.12.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.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
diff --git a/docs/get-started/xgboost-examples/on-prem-cluster/kubernetes-scala.md b/docs/get-started/xgboost-examples/on-prem-cluster/kubernetes-scala.md
index 2f53ccdfa..9e0c81187 100644
--- a/docs/get-started/xgboost-examples/on-prem-cluster/kubernetes-scala.md
+++ b/docs/get-started/xgboost-examples/on-prem-cluster/kubernetes-scala.md
@@ -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-23.10/dockerfile/Dockerfile
+wget https://github.com/NVIDIA/spark-rapids-examples/raw/branch-23.12/dockerfile/Dockerfile
 
 # Optionally install additional jars into ${SPARK_HOME}/jars/
 
diff --git a/docs/get-started/xgboost-examples/prepare-package-data/preparation-python.md b/docs/get-started/xgboost-examples/prepare-package-data/preparation-python.md
index a5ac096e1..0b04f3fe5 100644
--- a/docs/get-started/xgboost-examples/prepare-package-data/preparation-python.md
+++ b/docs/get-started/xgboost-examples/prepare-package-data/preparation-python.md
@@ -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_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)
+  * [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar)
 
 ### Build XGBoost Python Examples
 
diff --git a/docs/get-started/xgboost-examples/prepare-package-data/preparation-scala.md b/docs/get-started/xgboost-examples/prepare-package-data/preparation-scala.md
index 688da1d29..e7e255828 100644
--- a/docs/get-started/xgboost-examples/prepare-package-data/preparation-scala.md
+++ b/docs/get-started/xgboost-examples/prepare-package-data/preparation-scala.md
@@ -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_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)
+   * [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar)
 
 ### Build XGBoost Scala Examples
 
diff --git a/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile b/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
index a5ab7f2bf..dafa28056 100644
--- a/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
@@ -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=23.10
+ARG BRANCH_VER=23.12
 
 RUN apt-get update
 RUN apt-get install -y wget ninja-build git
diff --git a/examples/ML+DL-Examples/Spark-cuML/pca/README.md b/examples/ML+DL-Examples/Spark-cuML/pca/README.md
index c083fa5cb..b866b9958 100644
--- a/examples/ML+DL-Examples/Spark-cuML/pca/README.md
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/README.md
@@ -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_2.12-23.10.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)
+[rapids-4-spark_2.12-23.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar)
 
-Note: This demo could only work with v22.02.0 spark-ml version, and only compatible with spark-rapids versions prior to 23.10.0 . 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 23.12.0 . Please do not update the version in release.
 
 ## Sample code
 
@@ -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_2.12-23.10.0.jar
+    PLUGIN_JAR=PATH_TO_rapids-4-spark_2.12-23.12.0.jar
 
     jupyter toree install                                \
     --spark_home=${SPARK_HOME}                             \
diff --git a/examples/ML+DL-Examples/Spark-cuML/pca/pom.xml b/examples/ML+DL-Examples/Spark-cuML/pca/pom.xml
index 5d71986a1..81a7905ca 100644
--- a/examples/ML+DL-Examples/Spark-cuML/pca/pom.xml
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/pom.xml
@@ -21,7 +21,7 @@
     <groupId>com.nvidia</groupId>
     <artifactId>PCAExample</artifactId>
     <packaging>jar</packaging>
-    <version>23.10.0-SNAPSHOT</version>
+    <version>23.12.0-SNAPSHOT</version>
 
     <properties>
         <maven.compiler.source>8</maven.compiler.source>
@@ -51,7 +51,7 @@
         <dependency>
             <groupId>com.nvidia</groupId>
             <artifactId>rapids-4-spark-ml_2.12</artifactId>
-            <version>23.04.0-SNAPSHOT</version>
+            <version>22.02.0</version>
             <!--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-->
         </dependency>
     </dependencies>
diff --git a/examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh b/examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh
index cd25128f0..e8f8c559f 100755
--- a/examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh
@@ -16,8 +16,8 @@
 #
 
 # 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
-ML_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark-ml_2.12/23.04.0-SNAPSHOT/rapids-4-spark-ml_2.12-23.04.0-SNAPSHOT.jar
-PLUGIN_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark_2.12/23.10.0-SNAPSHOT/rapids-4-spark_2.12-23.10.0-SNAPSHOT.jar
+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_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar
 Note: The last rapids-4-spark-ml release version is 22.02.0, snapshot version is 23.04.0-SNPASHOT.
 
 $SPARK_HOME/bin/spark-submit \
@@ -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-23.10.0-SNAPSHOT.jar
+/workspace/target/PCAExample-23.12.0-SNAPSHOT.jar
diff --git a/examples/SQL+DF-Examples/micro-benchmarks/notebooks/micro-benchmarks-gpu.ipynb b/examples/SQL+DF-Examples/micro-benchmarks/notebooks/micro-benchmarks-gpu.ipynb
index 7d46c60e3..4eb068655 100644
--- a/examples/SQL+DF-Examples/micro-benchmarks/notebooks/micro-benchmarks-gpu.ipynb
+++ b/examples/SQL+DF-Examples/micro-benchmarks/notebooks/micro-benchmarks-gpu.ipynb
@@ -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_2.12-23.10.0.jar\")\n"
+    "RAPIDS_JAR = os.getenv(\"RAPIDS_JAR\", \"/your-path/rapids-4-spark_2.12-23.12.0.jar\")\n"
    ]
   },
   {
diff --git a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
index 1f86a065b..997a9efec 100644
--- a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
+++ b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
@@ -163,7 +163,7 @@ then do the following inside the Docker container.
 
 ### Get jars from Maven Central
 
-[rapids-4-spark_2.12-23.10.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)
+[rapids-4-spark_2.12-23.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar)
 
 
 ### Launch a local mode Spark
diff --git a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml
index 1e22d4675..e0baf8e9b 100644
--- a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml
+++ b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml
@@ -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>23.12.0-SNAPSHOT</rapids4spark.version>
+        <rapids4spark.version>23.12.0</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>
diff --git a/examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh b/examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh
index bd675849d..c79947967 100755
--- a/examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh
+++ b/examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh
@@ -31,7 +31,7 @@ rm -rf $DATA_OUT_PATH
 # the path to keep the jars of spark-rapids & spark-cuspatial
 JARS=$ROOT_PATH/jars
 
-JARS_PATH=${JARS_PATH:-$JARS/rapids-4-spark_2.12-23.02.0-SNAPSHOT.jar,$JARS/spark-cuspatial-23.02.0-SNAPSHOT.jar}
+JARS_PATH=${JARS_PATH:-$JARS/rapids-4-spark_2.12-23.02.0.jar,$JARS/spark-cuspatial-23.02.0.jar}
 
 $SPARK_HOME/bin/spark-submit --master spark://$HOSTNAME:7077 \
 --name "Gpu Spatial Join UDF" \
diff --git a/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_standalone.ipynb b/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_standalone.ipynb
index 1fd1c4855..7c2a13477 100644
--- a/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_standalone.ipynb
+++ b/examples/UDF-Examples/Spark-cuSpatial/notebooks/cuspatial_sample_standalone.ipynb
@@ -9,7 +9,7 @@
    "source": [
     "from pyspark.sql import SparkSession\n",
     "import os\n",
-    "jarsPath = os.getenv(\"JARS_PATH\", \"/data/cuspatial_data/jars/rapids-4-spark_2.12-23.02.0-SNAPSHOT.jar,/data/cuspatial_data/jars/spark-cuspatial-23.02.0-SNAPSHOT.jar\")\n",
+    "jarsPath = os.getenv(\"JARS_PATH\", \"/data/cuspatial_data/jars/rapids-4-spark_2.12-23.02.0.jar,/data/cuspatial_data/jars/spark-cuspatial-23.02.0.jar\")\n",
     "spark = SparkSession.builder \\\n",
     "    .config(\"spark.jars\", jarsPath) \\\n",
     "    .config(\"spark.sql.adaptive.enabled\", \"false\") \\\n",
diff --git a/examples/UDF-Examples/Spark-cuSpatial/pom.xml b/examples/UDF-Examples/Spark-cuSpatial/pom.xml
index 0f22209db..6b355fe0f 100644
--- a/examples/UDF-Examples/Spark-cuSpatial/pom.xml
+++ b/examples/UDF-Examples/Spark-cuSpatial/pom.xml
@@ -31,7 +31,7 @@
     <maven.compiler.target>1.8</maven.compiler.target>
     <java.major.version>8</java.major.version>
     <!--The last compatible plugin version is v23.02-->
-    <rapids.version>23.02.0-SNAPSHOT</rapids.version>
+    <rapids.version>23.02.0</rapids.version>
     <scala.binary.version>2.12</scala.binary.version>
     <spark.version>3.2.0</spark.version>
     <udf.native.build.path>${project.build.directory}/cpp-build</udf.native.build.path>
diff --git a/examples/XGBoost-Examples/agaricus/notebooks/python/agaricus-gpu.ipynb b/examples/XGBoost-Examples/agaricus/notebooks/python/agaricus-gpu.ipynb
index 91d74d9a3..ffff3a6e5 100644
--- a/examples/XGBoost-Examples/agaricus/notebooks/python/agaricus-gpu.ipynb
+++ b/examples/XGBoost-Examples/agaricus/notebooks/python/agaricus-gpu.ipynb
@@ -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 23.10.0 using cudf 23.10.0.\n",
+      "2022-11-30 06:57:54,195 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.12.0 using cudf 23.12.0.\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",
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL.ipynb
index 530242bc3..9e87714c5 100644
--- a/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL.ipynb
+++ b/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL.ipynb
@@ -6,10 +6,10 @@
    "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-23.10/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-23.12/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
     "\n",
     "### 2. Download needed jars\n",
-    "* [rapids-4-spark_2.12-23.10.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.jar)\n",
     "\n",
     "\n",
     "### 3. Start Spark Standalone\n",
@@ -17,7 +17,7 @@
     "\n",
     "### 4. Add ENV\n",
     "```\n",
-    "$ export SPARK_JARS=rapids-4-spark_2.12-23.10.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.12.0.jar\n",
     "$ export PYSPARK_DRIVER_PYTHON=jupyter \n",
     "$ export PYSPARK_DRIVER_PYTHON_OPTS=notebook\n",
     "```\n",
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/python/cv-mortgage-gpu.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/python/cv-mortgage-gpu.ipynb
index 4e0eb9e4e..b2188e5d8 100644
--- a/examples/XGBoost-Examples/mortgage/notebooks/python/cv-mortgage-gpu.ipynb
+++ b/examples/XGBoost-Examples/mortgage/notebooks/python/cv-mortgage-gpu.ipynb
@@ -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 23.10.0 using cudf 23.10.0.\n",
+      "2022-11-25 09:34:58,155 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.12.0 using cudf 23.12.0.\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"
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb
index 981045c95..4a017e958 100644
--- a/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb
+++ b/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb
@@ -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 23.10.0 using cudf 23.10.0.\n",
+      "22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: RAPIDS Accelerator 23.12.0 using cudf 23.12.0.\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"
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/scala/mortgage-ETL.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/scala/mortgage-ETL.ipynb
index 54598c522..1fc8245ca 100644
--- a/examples/XGBoost-Examples/mortgage/notebooks/scala/mortgage-ETL.ipynb
+++ b/examples/XGBoost-Examples/mortgage/notebooks/scala/mortgage-ETL.ipynb
@@ -16,18 +16,18 @@
    "source": [
     "## Prerequirement\n",
     "### 1. Download data\n",
-    "<!-- Refer these [instructions](https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.10/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset -->\n",
-    "Refer to these [instructions](https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.10/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
+    "<!-- Refer 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",
+    "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_2.12-23.10.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.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_2.12-23.10.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.12.0.jar\n",
     "\n",
     "```\n",
     "\n",
diff --git a/examples/XGBoost-Examples/pom.xml b/examples/XGBoost-Examples/pom.xml
index ea2a0f4aa..dda037ef6 100644
--- a/examples/XGBoost-Examples/pom.xml
+++ b/examples/XGBoost-Examples/pom.xml
@@ -38,7 +38,7 @@
 
     <properties>
         <encoding>UTF-8</encoding>
-        <xgboost.version>2.0.0-SNAPSHOT</xgboost.version>
+        <xgboost.version>2.0.0</xgboost.version>
         <spark.version>3.1.1</spark.version>
         <scala.version>2.12.8</scala.version>
         <scala.binary.version>2.12</scala.binary.version>
diff --git a/examples/XGBoost-Examples/taxi/notebooks/python/cv-taxi-gpu.ipynb b/examples/XGBoost-Examples/taxi/notebooks/python/cv-taxi-gpu.ipynb
index a7e1ff0df..70bb70e3d 100644
--- a/examples/XGBoost-Examples/taxi/notebooks/python/cv-taxi-gpu.ipynb
+++ b/examples/XGBoost-Examples/taxi/notebooks/python/cv-taxi-gpu.ipynb
@@ -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 23.10.0 using cudf 23.10.0.\n",
+      "2022-11-30 08:02:23,737 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.12.0 using cudf 23.12.0.\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",
diff --git a/examples/XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb b/examples/XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb
index 26d2b45fd..421d18a96 100644
--- a/examples/XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb
+++ b/examples/XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb
@@ -19,14 +19,14 @@
     "All data could be found at https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page\n",
     "\n",
     "### 2. Download needed jars\n",
-    "* [rapids-4-spark_2.12-23.10.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.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_2.12-23.10.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.12.0.jar\n",
     "$ export PYSPARK_DRIVER_PYTHON=jupyter \n",
     "$ export PYSPARK_DRIVER_PYTHON_OPTS=notebook\n",
     "```\n",
diff --git a/examples/XGBoost-Examples/taxi/notebooks/python/taxi-gpu.ipynb b/examples/XGBoost-Examples/taxi/notebooks/python/taxi-gpu.ipynb
index 4c6f46efc..ee4e47169 100644
--- a/examples/XGBoost-Examples/taxi/notebooks/python/taxi-gpu.ipynb
+++ b/examples/XGBoost-Examples/taxi/notebooks/python/taxi-gpu.ipynb
@@ -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 07:51:19,480 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 07:51:33,277 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.10.0 using cudf 23.10.0.\n",
+      "2022-11-30 07:51:33,277 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.12.0 using cudf 23.12.0.\n",
       "2022-11-30 07:51:33,292 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
       "2022-11-30 07:51:33,295 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
       "2022-11-30 07:51:33,295 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",
diff --git a/examples/XGBoost-Examples/taxi/notebooks/scala/taxi-ETL.ipynb b/examples/XGBoost-Examples/taxi/notebooks/scala/taxi-ETL.ipynb
index 72c8e117a..f7e454145 100644
--- a/examples/XGBoost-Examples/taxi/notebooks/scala/taxi-ETL.ipynb
+++ b/examples/XGBoost-Examples/taxi/notebooks/scala/taxi-ETL.ipynb
@@ -19,14 +19,14 @@
     "All data could be found at https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page\n",
     "\n",
     "### 2. Download needed jar\n",
-    "* [rapids-4-spark_2.12-23.10.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.10.0/rapids-4-spark_2.12-23.10.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.12.0/rapids-4-spark_2.12-23.12.0.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_2.12-23.10.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.12.0.jar\n",
     "\n",
     "```\n",
     "\n",
diff --git a/tools/databricks/[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template.ipynb b/tools/databricks/[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template.ipynb
index 817e2afc1..087e7d37e 100644
--- a/tools/databricks/[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template.ipynb	
+++ b/tools/databricks/[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template.ipynb	
@@ -1 +1 @@
-{"cells":[{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"5156a76c-7af7-465d-aff4-41a2e54e3595","showTitle":false,"title":""}},"source":["# Welcome to the Profiling Tool for the RAPIDS Accelerator for Apache Spark\n","To run the tool, you need to enter a log path that represents the DBFS location for your Spark GPU event logs.  Then you can select \"Run all\" to execute the notebook.  After the notebook completes, you will see various output tables show up below.  More options for running the profiling tool can be found here: https://nvidia.github.io/spark-rapids/docs/spark-profiling-tool.html#profiling-tool-options.\n","\n","## GPU Job Tuning Recommendations\n","This has general suggestions for tuning your applications to run optimally on GPUs.\n","\n","## Per-Job Profile\n","The profiler output includes information about the application, data sources, executors, SQL stages, Spark properties, and key application metrics at the job and stage levels."]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\">Out[59]: 2011685</div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\">Out[59]: 2011685</div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["import json\n","import requests\n","import base64\n","import shlex\n","import subprocess\n","import pandas as pd\n","\n","TOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/23.10.0/rapids-4-spark-tools_2.12-23.10.0.jar'\n","TOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\n","\n","# Profiling tool output directory.\n","OUTPUT_DIR = '/tmp' \n","\n","response = requests.get(TOOL_JAR_URL)\n","open(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"f0e4371a-d2d9-4449-81ed-8f6c61ae8f80","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["dbutils.widgets.text(\"log_path\", \"\")\n","eventlog_string=dbutils.widgets.get(\"log_path\") \n","\n","dbutils.widgets.text(\"output_path\", \"\")\n","outputpath_string=dbutils.widgets.get(\"output_path\")"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"6c35e478-abe6-49b7-97f9-a8aba71f11d3","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["worker_info_path = \"/tmp/worker_info.yaml\"\n","\n","worker_info = \"\"\"\n","  system:\n","    numCores: 32\n","    memory: 212992MiB\n","    numWorkers: 5\n","  gpu:\n","    memory: 15109MiB\n","    count: 4\n","    name: T4\n","  softwareProperties:\n","    spark.driver.maxResultSize: 7680m\n","    spark.driver.memory: 15360m\n","    spark.executor.cores: '8'\n","    spark.executor.instances: '2'\n","    spark.executor.memory: 47222m\n","    spark.executorEnv.OPENBLAS_NUM_THREADS: '1'\n","    spark.scheduler.mode: FAIR\n","    spark.sql.cbo.enabled: 'true'\n","    spark.ui.port: '0'\n","    spark.yarn.am.memory: 640m\n","\"\"\"\n","\n","with open(worker_info_path, 'w') as f:\n","    f.write(worker_info)"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"e9e7cecf-c2dc-4a0f-aea1-61a323e4ccc4","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["!java -Xmx10g -cp /tmp/rapids-4-spark-tools.jar:/databricks/jars/* com.nvidia.spark.rapids.tool.profiling.ProfileMain --csv --worker-info $worker_info_path --auto-tuner -o $outputpath_string $eventlog_string &> /tmp/prof_debug.log"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"be0a2da7-1ee3-475e-96f9-303779edfd85","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["import os\n","\n","app_df = pd.DataFrame(columns = ['appId', 'appName'])\n","\n","for x in os.scandir(outputpath_string + \"/rapids_4_spark_profile/\"):\n","  tmp_df = pd.read_csv(x.path + \"/application_information.csv\")\n","  app_df = app_df.append(tmp_df[['appId', 'appName']])"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"a1e326ec-5701-4b08-ae0f-7df0c8440038","showTitle":false,"title":""}},"source":["## GPU Job Tuning Recommendations"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"4979f78c-44a0-4e54-b803-e5e194b71104","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>app</th><th>recommendations</th></tr></thead><tbody><tr><td>app-20220210005817-0212</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1197m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004538-0189</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000414-0117</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2353m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005713-0210</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000744-0123</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002521-0154</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004801-0193</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3158m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002620-0156</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001501-0135</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1365m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001417-0134</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1365m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001930-0143</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005502-0206</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002316-0150</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004324-0185</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005039-0198</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004834-0194</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2099m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004011-0180</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004656-0191</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001324-0133</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2225m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000856-0125</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000241-0114</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002105-0146</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000312-0115</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003325-0169</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002654-0157</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005425-0205</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1509m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000700-0122</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001109-0129</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002138-0147</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001717-0139</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000018-0110</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002725-0158</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000933-0126</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004617-0190</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005846-0213</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1197m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002757-0159</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001038-0128</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000628-0121</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3404m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001959-0144</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000556-0120</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004727-0192</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3354m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005222-0201</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000825-0124</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005536-0207</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001139-0130</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000343-0116</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003705-0176</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2337m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003359-0170</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005611-0208</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2974m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000119-0112</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3061m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005322-0203</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003900-0179</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004355-0186</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001648-0138</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002938-0162</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005354-0204</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001821-0141</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2530m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210005252-0202</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002452-0153</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001617-0137</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003254-0168</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004507-0188</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001751-0140</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005642-0209</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004905-0195</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003751-0177</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002030-0145</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001854-0142</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002549-0155</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001239-0132</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2225m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004428-0187</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3796m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002240-0149</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005147-0200</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2974m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220523230623-0000</td><td>\n","Spark Properties:\n","--conf spark.executor.instances=20\n","--conf spark.executor.memory=16384m\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=6\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' should be increased since spilling occurred.\n","</td></tr><tr><td>app-20220210000207-0113</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220209235945-0109</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002349-0151</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002421-0152</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000448-0118</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001005-0127</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003149-0166</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003635-0175</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003223-0167</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004041-0181</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003532-0173</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003607-0174</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003048-0164</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004145-0183</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003825-0178</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003118-0165</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000049-0111</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000519-0119</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3061m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003015-0163</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005744-0211</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210005111-0199</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004217-0184</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002904-0161</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3796m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001546-0136</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003503-0172</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001209-0131</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004114-0182</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002208-0148</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002833-0160</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003431-0171</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr></tbody></table></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"aggData":[],"aggError":"","aggOverflow":false,"aggSchema":[],"aggSeriesLimitReached":false,"aggType":"","arguments":{},"columnCustomDisplayInfos":{},"data":[["app-20220210005817-0212","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1197m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004538-0189","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000414-0117","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2353m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005713-0210","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000744-0123","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002521-0154","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004801-0193","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3158m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002620-0156","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001501-0135","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1365m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001417-0134","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1365m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001930-0143","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005502-0206","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002316-0150","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004324-0185","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005039-0198","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004834-0194","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2099m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004011-0180","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004656-0191","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001324-0133","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2225m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000856-0125","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000241-0114","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002105-0146","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000312-0115","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003325-0169","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002654-0157","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005425-0205","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1509m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000700-0122","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001109-0129","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002138-0147","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001717-0139","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000018-0110","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002725-0158","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000933-0126","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004617-0190","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005846-0213","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1197m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002757-0159","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001038-0128","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000628-0121","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3404m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001959-0144","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000556-0120","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004727-0192","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3354m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005222-0201","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000825-0124","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005536-0207","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001139-0130","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000343-0116","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003705-0176","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2337m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003359-0170","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005611-0208","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2974m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000119-0112","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3061m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005322-0203","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003900-0179","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004355-0186","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001648-0138","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002938-0162","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005354-0204","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001821-0141","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2530m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210005252-0202","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002452-0153","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001617-0137","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003254-0168","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004507-0188","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001751-0140","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005642-0209","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004905-0195","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003751-0177","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002030-0145","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001854-0142","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002549-0155","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001239-0132","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2225m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004428-0187","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3796m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002240-0149","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005147-0200","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2974m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220523230623-0000","\nSpark Properties:\n--conf spark.executor.instances=20\n--conf spark.executor.memory=16384m\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=6\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' should be increased since spilling occurred.\n"],["app-20220210000207-0113","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220209235945-0109","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002349-0151","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002421-0152","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000448-0118","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001005-0127","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003149-0166","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003635-0175","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003223-0167","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004041-0181","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003532-0173","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003607-0174","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003048-0164","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004145-0183","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003825-0178","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003118-0165","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000049-0111","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000519-0119","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3061m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003015-0163","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005744-0211","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210005111-0199","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004217-0184","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002904-0161","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3796m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001546-0136","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003503-0172","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001209-0131","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004114-0182","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002208-0148","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002833-0160","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003431-0171","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"]],"datasetInfos":[],"dbfsResultPath":null,"isJsonSchema":true,"metadata":{},"overflow":false,"plotOptions":{"customPlotOptions":{},"displayType":"table","pivotAggregation":null,"pivotColumns":null,"xColumns":null,"yColumns":null},"removedWidgets":[],"schema":[{"metadata":"{}","name":"app","type":"\"string\""},{"metadata":"{}","name":"recommendations","type":"\"string\""}],"type":"table"}},"output_type":"display_data"}],"source":["app_list = app_df[\"appId\"].tolist()\n","app_recommendations = pd.DataFrame(columns=['app', 'recommendations'])\n","\n","for app in app_list:\n","  app_file = open(outputpath_string + \"/rapids_4_spark_profile/\" + app + \"/profile.log\")\n","  recommendations_start = 0\n","  recommendations_str = \"\"\n","  for line in app_file:\n","    if recommendations_start == 1:\n","      recommendations_str = recommendations_str + line\n","    if \"### D. Recommended Configuration ###\" in line:\n","      recommendations_start = 1\n","  app_recommendations = app_recommendations.append({'app': app, 'recommendations': recommendations_str}, ignore_index=True)\n","    \n","display(app_recommendations)"]}],"metadata":{"application/vnd.databricks.v1+notebook":{"dashboards":[{"elements":[{"dashboardResultIndex":0,"elementNUID":"be0a2da7-1ee3-475e-96f9-303779edfd85","elementType":"command","guid":"05eef9d3-7c55-4e26-8d1f-fa80338359e6","options":null,"position":{"height":6,"width":24,"x":0,"y":0,"z":null},"resultIndex":null}],"globalVars":{},"guid":"a9ea7799-040a-484e-a59d-c3cdf5072953","layoutOption":{"grid":true,"stack":true},"nuid":"91c1bfb2-695a-4e5c-8a25-848a433108dc","origId":2690941040041430,"title":"Executive View","version":"DashboardViewV1","width":1600},{"elements":[],"globalVars":{},"guid":"0896a45f-af1b-4849-b6c2-2b6abcb8b97b","layoutOption":{"grid":true,"stack":true},"nuid":"62243296-4562-4f06-90ac-d7a609f19c16","origId":2690941040041431,"title":"App View","version":"DashboardViewV1","width":1920}],"language":"python","notebookMetadata":{"pythonIndentUnit":2,"widgetLayout":[{"breakBefore":false,"name":"log_path","width":562},{"breakBefore":false,"name":"output_path","width":511}]},"notebookName":"[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template","notebookOrigID":2690941040041407,"widgets":{"log_path":{"currentValue":"/dbfs/user1/profiler_logs","nuid":"c7ce3870-db19-4813-b1cb-cead3f4c36f1","widgetInfo":{"defaultValue":"","label":null,"name":"log_path","options":{"validationRegex":null,"widgetType":"text"},"widgetType":"text"}},"output_path":{"currentValue":"/tmp","nuid":"a7d1d293-d8c3-452b-9ffb-786ea7a28843","widgetInfo":{"defaultValue":"","label":null,"name":"output_path","options":{"validationRegex":null,"widgetType":"text"},"widgetType":"text"}}}},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}
+{"cells":[{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"5156a76c-7af7-465d-aff4-41a2e54e3595","showTitle":false,"title":""}},"source":["# Welcome to the Profiling Tool for the RAPIDS Accelerator for Apache Spark\n","To run the tool, you need to enter a log path that represents the DBFS location for your Spark GPU event logs.  Then you can select \"Run all\" to execute the notebook.  After the notebook completes, you will see various output tables show up below.  More options for running the profiling tool can be found here: https://nvidia.github.io/spark-rapids/docs/spark-profiling-tool.html#profiling-tool-options.\n","\n","## GPU Job Tuning Recommendations\n","This has general suggestions for tuning your applications to run optimally on GPUs.\n","\n","## Per-Job Profile\n","The profiler output includes information about the application, data sources, executors, SQL stages, Spark properties, and key application metrics at the job and stage levels."]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\">Out[59]: 2011685</div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\">Out[59]: 2011685</div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["import json\n","import requests\n","import base64\n","import shlex\n","import subprocess\n","import pandas as pd\n","\n","TOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/23.12.0/rapids-4-spark-tools_2.12-23.12.0.jar'\n","TOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\n","\n","# Profiling tool output directory.\n","OUTPUT_DIR = '/tmp' \n","\n","response = requests.get(TOOL_JAR_URL)\n","open(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"f0e4371a-d2d9-4449-81ed-8f6c61ae8f80","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["dbutils.widgets.text(\"log_path\", \"\")\n","eventlog_string=dbutils.widgets.get(\"log_path\") \n","\n","dbutils.widgets.text(\"output_path\", \"\")\n","outputpath_string=dbutils.widgets.get(\"output_path\")"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"6c35e478-abe6-49b7-97f9-a8aba71f11d3","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["worker_info_path = \"/tmp/worker_info.yaml\"\n","\n","worker_info = \"\"\"\n","  system:\n","    numCores: 32\n","    memory: 212992MiB\n","    numWorkers: 5\n","  gpu:\n","    memory: 15109MiB\n","    count: 4\n","    name: T4\n","  softwareProperties:\n","    spark.driver.maxResultSize: 7680m\n","    spark.driver.memory: 15360m\n","    spark.executor.cores: '8'\n","    spark.executor.instances: '2'\n","    spark.executor.memory: 47222m\n","    spark.executorEnv.OPENBLAS_NUM_THREADS: '1'\n","    spark.scheduler.mode: FAIR\n","    spark.sql.cbo.enabled: 'true'\n","    spark.ui.port: '0'\n","    spark.yarn.am.memory: 640m\n","\"\"\"\n","\n","with open(worker_info_path, 'w') as f:\n","    f.write(worker_info)"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"e9e7cecf-c2dc-4a0f-aea1-61a323e4ccc4","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["!java -Xmx10g -cp /tmp/rapids-4-spark-tools.jar:/databricks/jars/* com.nvidia.spark.rapids.tool.profiling.ProfileMain --csv --worker-info $worker_info_path --auto-tuner -o $outputpath_string $eventlog_string &> /tmp/prof_debug.log"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"be0a2da7-1ee3-475e-96f9-303779edfd85","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["import os\n","\n","app_df = pd.DataFrame(columns = ['appId', 'appName'])\n","\n","for x in os.scandir(outputpath_string + \"/rapids_4_spark_profile/\"):\n","  tmp_df = pd.read_csv(x.path + \"/application_information.csv\")\n","  app_df = app_df.append(tmp_df[['appId', 'appName']])"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"a1e326ec-5701-4b08-ae0f-7df0c8440038","showTitle":false,"title":""}},"source":["## GPU Job Tuning Recommendations"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"4979f78c-44a0-4e54-b803-e5e194b71104","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>app</th><th>recommendations</th></tr></thead><tbody><tr><td>app-20220210005817-0212</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1197m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004538-0189</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000414-0117</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2353m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005713-0210</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000744-0123</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002521-0154</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004801-0193</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3158m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002620-0156</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001501-0135</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1365m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001417-0134</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1365m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001930-0143</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005502-0206</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002316-0150</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004324-0185</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005039-0198</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004834-0194</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2099m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004011-0180</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004656-0191</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001324-0133</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2225m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000856-0125</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000241-0114</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002105-0146</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000312-0115</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003325-0169</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002654-0157</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005425-0205</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1509m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000700-0122</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001109-0129</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002138-0147</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001717-0139</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000018-0110</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002725-0158</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000933-0126</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004617-0190</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005846-0213</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=1197m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002757-0159</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001038-0128</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000628-0121</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3404m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001959-0144</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000556-0120</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004727-0192</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3354m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005222-0201</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210000825-0124</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005536-0207</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001139-0130</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000343-0116</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003705-0176</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2337m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003359-0170</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005611-0208</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2974m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000119-0112</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3061m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005322-0203</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003900-0179</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004355-0186</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001648-0138</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002938-0162</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005354-0204</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001821-0141</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2530m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210005252-0202</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002452-0153</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001617-0137</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003254-0168</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004507-0188</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001751-0140</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005642-0209</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004905-0195</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003751-0177</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002030-0145</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001854-0142</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002549-0155</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210001239-0132</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2225m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004428-0187</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3796m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002240-0149</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005147-0200</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=2974m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220523230623-0000</td><td>\n","Spark Properties:\n","--conf spark.executor.instances=20\n","--conf spark.executor.memory=16384m\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.shuffle.partitions=6\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' should be increased since spilling occurred.\n","</td></tr><tr><td>app-20220210000207-0113</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220209235945-0109</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002349-0151</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002421-0152</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000448-0118</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001005-0127</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003149-0166</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003635-0175</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003223-0167</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004041-0181</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003532-0173</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003607-0174</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003048-0164</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210004145-0183</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003825-0178</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003118-0165</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000049-0111</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210000519-0119</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3061m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210003015-0163</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210005744-0211</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210005111-0199</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004217-0184</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210002904-0161</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=3796m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001546-0136</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003503-0172</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210001209-0131</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","</td></tr><tr><td>app-20220210004114-0182</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002208-0148</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210002833-0160</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr><tr><td>app-20220210003431-0171</td><td>\n","Spark Properties:\n","--conf spark.executor.cores=8\n","--conf spark.executor.instances=20\n","--conf spark.executor.memoryOverhead=5734m\n","--conf spark.rapids.memory.pinnedPool.size=4096m\n","--conf spark.rapids.sql.concurrentGpuTasks=2\n","--conf spark.sql.files.maxPartitionBytes=4096m\n","--conf spark.sql.shuffle.partitions=200\n","--conf spark.task.resource.gpu.amount=0.125\n","\n","Comments:\n","- 'spark.executor.memoryOverhead' was not set.\n","- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n","- 'spark.sql.shuffle.partitions' was not set.\n","- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n","</td></tr></tbody></table></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"aggData":[],"aggError":"","aggOverflow":false,"aggSchema":[],"aggSeriesLimitReached":false,"aggType":"","arguments":{},"columnCustomDisplayInfos":{},"data":[["app-20220210005817-0212","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1197m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004538-0189","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000414-0117","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2353m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005713-0210","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000744-0123","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002521-0154","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004801-0193","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3158m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002620-0156","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001501-0135","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1365m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001417-0134","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1365m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001930-0143","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005502-0206","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002316-0150","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004324-0185","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005039-0198","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004834-0194","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2099m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004011-0180","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004656-0191","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001324-0133","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2225m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000856-0125","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000241-0114","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002105-0146","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000312-0115","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003325-0169","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002654-0157","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005425-0205","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1509m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000700-0122","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001109-0129","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002138-0147","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001717-0139","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000018-0110","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002725-0158","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000933-0126","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004617-0190","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005846-0213","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=1197m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002757-0159","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001038-0128","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000628-0121","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3404m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001959-0144","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000556-0120","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004727-0192","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3354m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005222-0201","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210000825-0124","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005536-0207","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001139-0130","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000343-0116","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003705-0176","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2337m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003359-0170","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005611-0208","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2974m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000119-0112","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3061m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005322-0203","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003900-0179","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004355-0186","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001648-0138","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002938-0162","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005354-0204","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001821-0141","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2530m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210005252-0202","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002452-0153","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001617-0137","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003254-0168","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004507-0188","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001751-0140","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005642-0209","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004905-0195","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003751-0177","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002030-0145","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001854-0142","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002549-0155","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210001239-0132","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2225m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004428-0187","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3796m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002240-0149","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005147-0200","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=2974m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220523230623-0000","\nSpark Properties:\n--conf spark.executor.instances=20\n--conf spark.executor.memory=16384m\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.shuffle.partitions=6\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' should be increased since spilling occurred.\n"],["app-20220210000207-0113","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220209235945-0109","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002349-0151","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002421-0152","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000448-0118","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001005-0127","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003149-0166","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003635-0175","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003223-0167","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004041-0181","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003532-0173","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003607-0174","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003048-0164","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210004145-0183","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003825-0178","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003118-0165","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000049-0111","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210000519-0119","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3061m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210003015-0163","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210005744-0211","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210005111-0199","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004217-0184","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210002904-0161","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=3796m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001546-0136","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003503-0172","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210001209-0131","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n"],["app-20220210004114-0182","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002208-0148","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210002833-0160","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"],["app-20220210003431-0171","\nSpark Properties:\n--conf spark.executor.cores=8\n--conf spark.executor.instances=20\n--conf spark.executor.memoryOverhead=5734m\n--conf spark.rapids.memory.pinnedPool.size=4096m\n--conf spark.rapids.sql.concurrentGpuTasks=2\n--conf spark.sql.files.maxPartitionBytes=4096m\n--conf spark.sql.shuffle.partitions=200\n--conf spark.task.resource.gpu.amount=0.125\n\nComments:\n- 'spark.executor.memoryOverhead' was not set.\n- 'spark.executor.memoryOverhead' must be set if using 'spark.rapids.memory.pinnedPool.size\n- 'spark.sql.shuffle.partitions' was not set.\n- Average JVM GC time is very high. Other Garbage Collectors can be used for better performance.\n"]],"datasetInfos":[],"dbfsResultPath":null,"isJsonSchema":true,"metadata":{},"overflow":false,"plotOptions":{"customPlotOptions":{},"displayType":"table","pivotAggregation":null,"pivotColumns":null,"xColumns":null,"yColumns":null},"removedWidgets":[],"schema":[{"metadata":"{}","name":"app","type":"\"string\""},{"metadata":"{}","name":"recommendations","type":"\"string\""}],"type":"table"}},"output_type":"display_data"}],"source":["app_list = app_df[\"appId\"].tolist()\n","app_recommendations = pd.DataFrame(columns=['app', 'recommendations'])\n","\n","for app in app_list:\n","  app_file = open(outputpath_string + \"/rapids_4_spark_profile/\" + app + \"/profile.log\")\n","  recommendations_start = 0\n","  recommendations_str = \"\"\n","  for line in app_file:\n","    if recommendations_start == 1:\n","      recommendations_str = recommendations_str + line\n","    if \"### D. Recommended Configuration ###\" in line:\n","      recommendations_start = 1\n","  app_recommendations = app_recommendations.append({'app': app, 'recommendations': recommendations_str}, ignore_index=True)\n","    \n","display(app_recommendations)"]}],"metadata":{"application/vnd.databricks.v1+notebook":{"dashboards":[{"elements":[{"dashboardResultIndex":0,"elementNUID":"be0a2da7-1ee3-475e-96f9-303779edfd85","elementType":"command","guid":"05eef9d3-7c55-4e26-8d1f-fa80338359e6","options":null,"position":{"height":6,"width":24,"x":0,"y":0,"z":null},"resultIndex":null}],"globalVars":{},"guid":"a9ea7799-040a-484e-a59d-c3cdf5072953","layoutOption":{"grid":true,"stack":true},"nuid":"91c1bfb2-695a-4e5c-8a25-848a433108dc","origId":2690941040041430,"title":"Executive View","version":"DashboardViewV1","width":1600},{"elements":[],"globalVars":{},"guid":"0896a45f-af1b-4849-b6c2-2b6abcb8b97b","layoutOption":{"grid":true,"stack":true},"nuid":"62243296-4562-4f06-90ac-d7a609f19c16","origId":2690941040041431,"title":"App View","version":"DashboardViewV1","width":1920}],"language":"python","notebookMetadata":{"pythonIndentUnit":2,"widgetLayout":[{"breakBefore":false,"name":"log_path","width":562},{"breakBefore":false,"name":"output_path","width":511}]},"notebookName":"[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template","notebookOrigID":2690941040041407,"widgets":{"log_path":{"currentValue":"/dbfs/user1/profiler_logs","nuid":"c7ce3870-db19-4813-b1cb-cead3f4c36f1","widgetInfo":{"defaultValue":"","label":null,"name":"log_path","options":{"validationRegex":null,"widgetType":"text"},"widgetType":"text"}},"output_path":{"currentValue":"/tmp","nuid":"a7d1d293-d8c3-452b-9ffb-786ea7a28843","widgetInfo":{"defaultValue":"","label":null,"name":"output_path","options":{"validationRegex":null,"widgetType":"text"},"widgetType":"text"}}}},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}
diff --git a/tools/databricks/[RAPIDS Accelerator for Apache Spark] Qualification Tool Notebook Template.ipynb b/tools/databricks/[RAPIDS Accelerator for Apache Spark] Qualification Tool Notebook Template.ipynb
index cafccce24..e14fa70d2 100644
--- a/tools/databricks/[RAPIDS Accelerator for Apache Spark] Qualification Tool Notebook Template.ipynb	
+++ b/tools/databricks/[RAPIDS Accelerator for Apache Spark] Qualification Tool Notebook Template.ipynb	
@@ -1 +1 @@
-{"cells":[{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"df33c614-2ecc-47a0-8600-bc891681997f","showTitle":false,"title":""}},"source":["# Welcome to the Qualification Tool for the RAPIDS Accelerator for Apache Spark\n","To run the tool, you need to enter a log path that represents the DBFS location for your Spark CPU event logs.  Then you can select \"Run all\" to execute the notebook.  After the notebook completes, you will see various output tables show up below.  More options for running the qualification tool can be found here: https://nvidia.github.io/spark-rapids/docs/spark-qualification-tool.html#qualification-tool-options.\n","\n","## Summary Output\n","The report represents the entire app execution, including unsupported operators and non-SQL operations.  By default, the applications and queries are sorted in descending order by the following fields:\n","- Recommendation;\n","- Estimated GPU Speed-up;\n","- Estimated GPU Time Saved; and\n","- End Time.\n","\n","## Stages Output\n","For each stage used in SQL operations, the Qualification tool generates the following information:\n","1. App ID\n","1. Stage ID\n","1. Average Speedup Factor: the average estimated speed-up of all the operators in the given stage.\n","1. Stage Task Duration: amount of time spent in tasks of SQL Dataframe operations for the given stage.\n","1. Unsupported Task Duration: sum of task durations for the unsupported operators. For more details, see Supported Operators.\n","1. Stage Estimated: True or False indicates if we had to estimate the stage duration.\n","\n","## Execs Output\n","The Qualification tool generates a report of the “Exec” in the “SparkPlan” or “Executor Nodes” along with the estimated acceleration on the GPU. Please refer to the Supported Operators guide for more details on limitations on UDFs and unsupported operators.\n","1. App ID\n","1. SQL ID\n","1. Exec Name: example Filter, HashAggregate\n","1. Expression Name\n","1. Task Speedup Factor: it is simply the average acceleration of the operators based on the original CPU duration of the operator divided by the GPU duration. The tool uses historical queries and benchmarks to estimate a speed-up at an individual operator level to calculate how much a specific operator would accelerate on GPU.\n","1. Exec Duration: wall-Clock time measured since the operator starts till it is completed.\n","1. SQL Node Id\n","1. Exec Is Supported: whether the Exec is supported by RAPIDS or not. Please refer to the Supported Operators section.\n","1. Exec Stages: an array of stage IDs\n","1. Exec Children\n","1. Exec Children Node Ids\n","1. Exec Should Remove: whether the Op is removed from the migrated plan."]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\">Out[38]: 11948376</div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\">Out[38]: 11948376</div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["import json\n","import requests\n","import base64\n","import shlex\n","import subprocess\n","import pandas as pd\n","\n","# Download Spark RAPIDS tool jar\n","TOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/23.10.0/rapids-4-spark-tools_2.12-23.10.0.jar'\n","TOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\n","response = requests.get(TOOL_JAR_URL)\n","open(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)\n","\n","# Download S3 jars\n","HADOOP_AWS_URL = 'https://repo.maven.apache.org/maven2/org/apache/hadoop/hadoop-aws/2.7.4/hadoop-aws-2.7.4.jar'\n","HADOOP_AWS_LOCAL_PATH = '/tmp/hadoop-aws-2.7.4.jar'\n","response = requests.get(HADOOP_AWS_URL)\n","open(HADOOP_AWS_LOCAL_PATH, \"wb\").write(response.content)\n","\n","AWS_JAVA_URL = 'https://repo.maven.apache.org/maven2/com/amazonaws/aws-java-sdk/1.7.4/aws-java-sdk-1.7.4.jar'\n","AWS_JAVA_LOCAL_PATH = '/tmp/aws-java-sdk-1.7.4.jar'\n","response = requests.get(AWS_JAVA_URL)\n","open(AWS_JAVA_LOCAL_PATH, \"wb\").write(response.content)\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"acf401a3-12d3-4236-a6c5-8fe8990b153a","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["dbutils.widgets.text(\"log_path\", \"\")\n","eventlog_string=dbutils.widgets.get(\"log_path\")\n","\n","dbutils.widgets.text(\"output_path\", \"\")\n","outputpath_string=dbutils.widgets.get(\"output_path\")"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"65c4e778-5505-4334-ab89-424334803253","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["!java -Xmx10g -cp /tmp/rapids-4-spark-tools.jar:/tmp/hadoop-aws-2.7.4.jar:/tmp/aws-java-sdk-1.7.4.jar:/databricks/jars/* com.nvidia.spark.rapids.tool.qualification.QualificationMain -o $outputpath_string $eventlog_string &> /tmp/qual_debug.log"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"bbe50fde-0bd6-4281-95fd-6a1ec6f17ab2","showTitle":false,"title":""}},"source":["## Summary Output"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"fb8edb26-e173-47ff-92a1-463baec7c06b","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>App Name</th><th>App ID</th><th>Recommendation</th><th>Estimated GPU Speedup</th><th>Estimated GPU Duration</th><th>Estimated GPU Time Saved</th><th>SQL DF Duration</th><th>SQL Dataframe Task Duration</th><th>App Duration</th><th>GPU Opportunity</th><th>Executor CPU Time Percent</th><th>SQL Ids with Failures</th><th>Unsupported Read File Formats and Types</th><th>Unsupported Write Data Format</th><th>Complex Types</th><th>Nested Complex Types</th><th>Potential Problems</th><th>Longest SQL Duration</th><th>NONSQL Task Duration Plus Overhead</th><th>Unsupported Task Duration</th><th>Supported SQL DF Task Duration</th><th>Task Speedup Factor</th><th>App Duration Estimated</th><th>Unsupported Execs</th><th>Unsupported Expressions</th></tr></thead><tbody><tr><td>TPC-DS Like Bench q14b</td><td>app-20220209225233-0018</td><td>Strongly Recommended</td><td>2.7</td><td>48971.53</td><td>83400.46</td><td>112708</td><td>27066964</td><td>132372</td><td>109793</td><td>65.66</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>112701</td><td>2939275</td><td>700037</td><td>26366927</td><td>4.16</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q14a</td><td>app-20220209225013-0017</td><td>Strongly Recommended</td><td>2.66</td><td>51728.96</td><td>86381.03</td><td>117178</td><td>28746000</td><td>138110</td><td>112636</td><td>64.69</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>117172</td><td>2978987</td><td>1114076</td><td>27631924</td><td>4.29</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q4</td><td>app-20220209224316-0007</td><td>Strongly Recommended</td><td>2.66</td><td>41856.03</td><td>69720.96</td><td>90167</td><td>85324700</td><td>111577</td><td>90167</td><td>65.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>90163</td><td>3086516</td><td>0</td><td>85324700</td><td>4.41</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q24b</td><td>app-20220209230348-0030</td><td>Recommended</td><td>2.34</td><td>32581.07</td><td>43720.92</td><td>56748</td><td>27574691</td><td>76302</td><td>56694</td><td>60.89</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>56741</td><td>2950634</td><td>25998</td><td>27548693</td><td>4.37</td><td>false</td><td>AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow</td><td>decimal</td></tr><tr><td>TPC-DS Like Bench q67</td><td>app-20220209232913-0074</td><td>Recommended</td><td>2.27</td><td>144720.72</td><td>184416.27</td><td>308185</td><td>15437192</td><td>329137</td><td>265300</td><td>73.64</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>308174</td><td>3028469</td><td>2148108</td><td>13289084</td><td>3.28</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>DecimalType</td></tr><tr><td>TPC-DS Like Bench q24a</td><td>app-20220209230232-0029</td><td>Recommended</td><td>2.25</td><td>33029.22</td><td>41483.77</td><td>53469</td><td>27911960</td><td>74513</td><td>53202</td><td>60.14</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>53455</td><td>3305140</td><td>139193</td><td>27772767</td><td>4.54</td><td>false</td><td>AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow</td><td>decimal</td></tr><tr><td>TPC-DS Like Bench q93</td><td>app-20220209235239-0100</td><td>Recommended</td><td>2.18</td><td>31203.42</td><td>36894.57</td><td>50166</td><td>29213056</td><td>68098</td><td>50166</td><td>64.73</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>50161</td><td>2973035</td><td>0</td><td>29213056</td><td>3.78</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q23a</td><td>app-20220209225917-0027</td><td>Recommended</td><td>2.17</td><td>43196.97</td><td>50617.02</td><td>74068</td><td>45913641</td><td>93814</td><td>66840</td><td>64.81</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>74064</td><td>2975228</td><td>4480262</td><td>41433379</td><td>4.12</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q23b</td><td>app-20220209230053-0028</td><td>Recommended</td><td>2.08</td><td>46588.14</td><td>50761.85</td><td>77422</td><td>59799857</td><td>97350</td><td>66526</td><td>66.43</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>77417</td><td>3011951</td><td>8415627</td><td>51384230</td><td>4.22</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>DecimalType;decimal</td></tr><tr><td>TPC-DS Like Bench q72</td><td>app-20220209233659-0079</td><td>Recommended</td><td>1.97</td><td>30920.88</td><td>30054.11</td><td>41703</td><td>25434438</td><td>60975</td><td>41703</td><td>74.77</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>41694</td><td>2971887</td><td>0</td><td>25434438</td><td>3.58</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q64</td><td>app-20220209232701-0071</td><td>Recommended</td><td>1.95</td><td>30544.61</td><td>29103.38</td><td>38925</td><td>31852357</td><td>59648</td><td>37301</td><td>55.12</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>38919</td><td>2987987</td><td>1328490</td><td>30523867</td><td>4.55</td><td>false</td><td>HashAggregate;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q78</td><td>app-20220209234412-0085</td><td>Recommended</td><td>1.94</td><td>24390.79</td><td>22946.2</td><td>29098</td><td>24753911</td><td>47337</td><td>29098</td><td>56.99</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>29090</td><td>2968697</td><td>0</td><td>24753911</td><td>4.73</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q95</td><td>app-20220209235427-0102</td><td>Recommended</td><td>1.9</td><td>29920.38</td><td>26967.61</td><td>37674</td><td>23337528</td><td>56888</td><td>35528</td><td>49.19</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>37667</td><td>2958216</td><td>1328886</td><td>22008642</td><td>4.15</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_sum</td></tr><tr><td>TPC-DS Like Bench q87</td><td>app-20220209234925-0094</td><td>Recommended</td><td>1.81</td><td>25518.2</td><td>20871.79</td><td>26279</td><td>16348325</td><td>46390</td><td>26279</td><td>52.04</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>26272</td><td>2954066</td><td>0</td><td>16348325</td><td>4.86</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q50</td><td>app-20220209231919-0057</td><td>Recommended</td><td>1.76</td><td>26735.89</td><td>20549.1</td><td>28736</td><td>16444045</td><td>47285</td><td>28736</td><td>52.87</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>28732</td><td>3339217</td><td>0</td><td>16444045</td><td>3.51</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q97</td><td>app-20220209235552-0104</td><td>Recommended</td><td>1.76</td><td>24057.8</td><td>18398.19</td><td>23731</td><td>11475611</td><td>42456</td><td>23731</td><td>58.69</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>23727</td><td>3009477</td><td>0</td><td>11475611</td><td>4.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q75</td><td>app-20220209233914-0082</td><td>Recommended</td><td>1.74</td><td>25544.26</td><td>18972.73</td><td>24939</td><td>19831478</td><td>44517</td><td>24939</td><td>43.74</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>24933</td><td>2987306</td><td>0</td><td>19831478</td><td>4.18</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q38</td><td>app-20220209231214-0044</td><td>Recommended</td><td>1.73</td><td>23047.06</td><td>16910.93</td><td>21292</td><td>15248682</td><td>39958</td><td>21292</td><td>48.81</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>21288</td><td>3167687</td><td>0</td><td>15248682</td><td>4.86</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q31</td><td>app-20220209230826-0037</td><td>Recommended</td><td>1.68</td><td>23595.69</td><td>16242.3</td><td>20407</td><td>12617670</td><td>39838</td><td>20407</td><td>34.76</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>20399</td><td>2942830</td><td>0</td><td>12617670</td><td>4.9</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q74</td><td>app-20220209233831-0081</td><td>Recommended</td><td>1.68</td><td>24668.06</td><td>16781.93</td><td>21747</td><td>16692240</td><td>41450</td><td>21747</td><td>46.93</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>21741</td><td>3325282</td><td>0</td><td>16692240</td><td>4.38</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q11</td><td>app-20220209224833-0014</td><td>Recommended</td><td>1.62</td><td>26707.24</td><td>16820.75</td><td>24208</td><td>17615125</td><td>43528</td><td>22143</td><td>45.76</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>24205</td><td>2917642</td><td>1502045</td><td>16113080</td><td>4.16</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>DecimalType</td></tr><tr><td>TPC-DS Like Bench q16</td><td>app-20220209225524-0020</td><td>Recommended</td><td>1.62</td><td>25717.33</td><td>16006.66</td><td>22726</td><td>18535920</td><td>41724</td><td>21306</td><td>44.67</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>22720</td><td>3028781</td><td>1157466</td><td>17378454</td><td>4.01</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_sum</td></tr><tr><td>TPC-DS Like Bench q51</td><td>app-20220209232008-0058</td><td>Recommended</td><td>1.59</td><td>21942.35</td><td>13069.64</td><td>16925</td><td>12278939</td><td>35012</td><td>16925</td><td>47.26</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16920</td><td>2979507</td><td>0</td><td>12278939</td><td>4.38</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q81</td><td>app-20220209234611-0088</td><td>Recommended</td><td>1.58</td><td>23125.59</td><td>13612.4</td><td>17437</td><td>10033526</td><td>36738</td><td>17393</td><td>36.22</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>17431</td><td>3083743</td><td>24955</td><td>10008571</td><td>4.59</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q65</td><td>app-20220209232803-0072</td><td>Recommended</td><td>1.57</td><td>23403.59</td><td>13469.4</td><td>18332</td><td>10164071</td><td>36873</td><td>18332</td><td>46.41</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>18324</td><td>2941892</td><td>0</td><td>10164071</td><td>3.77</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q30</td><td>app-20220209230750-0036</td><td>Recommended</td><td>1.56</td><td>21777.06</td><td>12322.93</td><td>16070</td><td>8447753</td><td>34100</td><td>16023</td><td>33.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16063</td><td>2987480</td><td>24435</td><td>8423318</td><td>4.33</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q15</td><td>app-20220209225447-0019</td><td>Recommended</td><td>1.52</td><td>23166.12</td><td>12074.87</td><td>15970</td><td>6770100</td><td>35241</td><td>15970</td><td>34.25</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15964</td><td>2923648</td><td>0</td><td>6770100</td><td>4.09</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q35</td><td>app-20220209231035-0041</td><td>Recommended</td><td>1.51</td><td>24552.13</td><td>12648.86</td><td>18298</td><td>10027023</td><td>37201</td><td>17010</td><td>37.15</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>18293</td><td>3059747</td><td>705510</td><td>9321513</td><td>3.9</td><td>false</td><td>Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q8</td><td>app-20220209224648-0011</td><td>Recommended</td><td>1.51</td><td>23372.7</td><td>12016.29</td><td>15691</td><td>6693324</td><td>35389</td><td>15691</td><td>20.01</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15686</td><td>3133963</td><td>0</td><td>6693324</td><td>4.26</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q69</td><td>app-20220209233517-0076</td><td>Recommended</td><td>1.5</td><td>24534.64</td><td>12431.35</td><td>16589</td><td>7246714</td><td>36966</td><td>16589</td><td>27.75</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583</td><td>2963952</td><td>0</td><td>7246714</td><td>3.99</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q94</td><td>app-20220209235349-0101</td><td>Recommended</td><td>1.5</td><td>24361.44</td><td>12284.55</td><td>17424</td><td>13168326</td><td>36646</td><td>16352</td><td>41.87</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>17416</td><td>3048502</td><td>809952</td><td>12358374</td><td>4.01</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_sum</td></tr><tr><td>TPC-DS Like Bench q54</td><td>app-20220209232140-0061</td><td>Recommended</td><td>1.5</td><td>23475.06</td><td>11742.93</td><td>15568</td><td>5555140</td><td>35218</td><td>15568</td><td>28.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15563</td><td>3021018</td><td>0</td><td>5555140</td><td>4.07</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Subquery;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q39a</td><td>app-20220209231256-0045</td><td>Recommended</td><td>1.49</td><td>22102.22</td><td>10863.77</td><td>14136</td><td>4794226</td><td>32966</td><td>14136</td><td>24.49</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14131</td><td>2998677</td><td>0</td><td>4794226</td><td>4.32</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q29</td><td>app-20220209230713-0035</td><td>Recommended</td><td>1.49</td><td>23597.91</td><td>11588.08</td><td>15912</td><td>10021701</td><td>35186</td><td>15912</td><td>44.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15905</td><td>3057910</td><td>0</td><td>10021701</td><td>3.68</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q47</td><td>app-20220209231740-0054</td><td>Recommended</td><td>1.48</td><td>23520.63</td><td>11417.36</td><td>15246</td><td>8996925</td><td>34938</td><td>15160</td><td>35.78</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15241</td><td>3107687</td><td>50299</td><td>8946626</td><td>4.05</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q59</td><td>app-20220209232422-0066</td><td>Recommended</td><td>1.48</td><td>24246.78</td><td>11658.21</td><td>16091</td><td>6749831</td><td>35905</td><td>16091</td><td>34.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16084</td><td>3068245</td><td>0</td><td>6749831</td><td>3.63</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q6</td><td>app-20220209224544-0009</td><td>Recommended</td><td>1.46</td><td>22488.01</td><td>10526.98</td><td>13758</td><td>6335474</td><td>33015</td><td>13756</td><td>30.04</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13753</td><td>2943126</td><td>863</td><td>6334611</td><td>4.26</td><td>false</td><td>Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q80</td><td>app-20220209234532-0087</td><td>Recommended</td><td>1.46</td><td>25298.12</td><td>11841.87</td><td>16742</td><td>12630126</td><td>37140</td><td>15856</td><td>40.02</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16735</td><td>3360633</td><td>668346</td><td>11961780</td><td>3.95</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q39b</td><td>app-20220209231330-0046</td><td>Recommended</td><td>1.46</td><td>22094.04</td><td>10341.95</td><td>13457</td><td>3807675</td><td>32436</td><td>13457</td><td>30.24</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13451</td><td>2941727</td><td>0</td><td>3807675</td><td>4.32</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q57</td><td>app-20220209232314-0064</td><td>Recommended</td><td>1.46</td><td>22995.99</td><td>10722.0</td><td>14351</td><td>8374423</td><td>33718</td><td>14237</td><td>31.73</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14345</td><td>2948771</td><td>66283</td><td>8308140</td><td>4.05</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q1</td><td>app-20220209224147-0004</td><td>Recommended</td><td>1.46</td><td>21599.35</td><td>10007.64</td><td>13417</td><td>7598550</td><td>31607</td><td>13321</td><td>37.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13412</td><td>3012015</td><td>54119</td><td>7544431</td><td>4.01</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q18</td><td>app-20220209225644-0022</td><td>Recommended</td><td>1.44</td><td>22216.88</td><td>9865.11</td><td>13492</td><td>7586670</td><td>32082</td><td>13492</td><td>33.42</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13484</td><td>2962080</td><td>0</td><td>7586670</td><td>3.72</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q45</td><td>app-20220209231631-0052</td><td>Recommended</td><td>1.44</td><td>23723.45</td><td>10458.54</td><td>14455</td><td>5768757</td><td>34182</td><td>14154</td><td>33.74</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14447</td><td>2957022</td><td>120068</td><td>5648689</td><td>3.83</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;BroadcastHashJoin;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q17</td><td>app-20220209225607-0021</td><td>Recommended</td><td>1.43</td><td>24334.61</td><td>10564.38</td><td>14420</td><td>7818278</td><td>34899</td><td>14420</td><td>37.4</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14412</td><td>3106844</td><td>0</td><td>7818278</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q25</td><td>app-20220209230506-0031</td><td>Recommended</td><td>1.43</td><td>21671.78</td><td>9370.21</td><td>12790</td><td>7060196</td><td>31042</td><td>12790</td><td>34.97</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12784</td><td>3060435</td><td>0</td><td>7060196</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q49</td><td>app-20220209231846-0056</td><td>Recommended</td><td>1.42</td><td>22231.44</td><td>9476.55</td><td>12466</td><td>8785195</td><td>31708</td><td>12466</td><td>26.92</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12448</td><td>3080539</td><td>0</td><td>8785195</td><td>4.17</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q46</td><td>app-20220209231707-0053</td><td>Recommended</td><td>1.42</td><td>22047.85</td><td>9385.14</td><td>12318</td><td>6163042</td><td>31433</td><td>12318</td><td>26.39</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12312</td><td>3017041</td><td>0</td><td>6163042</td><td>4.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q10</td><td>app-20220209224756-0013</td><td>Recommended</td><td>1.42</td><td>24919.87</td><td>10489.12</td><td>15574</td><td>7745798</td><td>35409</td><td>14432</td><td>30.14</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15567</td><td>3236768</td><td>567780</td><td>7178018</td><td>3.66</td><td>false</td><td>Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q68</td><td>app-20220209233444-0075</td><td>Recommended</td><td>1.41</td><td>21674.52</td><td>9006.47</td><td>11821</td><td>5109423</td><td>30681</td><td>11821</td><td>20.54</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11814</td><td>3004334</td><td>0</td><td>5109423</td><td>4.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q5</td><td>app-20220209224509-0008</td><td>Recommended</td><td>1.41</td><td>23548.42</td><td>9749.57</td><td>13729</td><td>8967631</td><td>33298</td><td>13729</td><td>41.35</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13722</td><td>3186659</td><td>0</td><td>8967631</td><td>3.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q34</td><td>app-20220209231004-0040</td><td>Recommended</td><td>1.4</td><td>20675.69</td><td>8427.3</td><td>10842</td><td>5053339</td><td>29103</td><td>10842</td><td>27.34</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10836</td><td>2994320</td><td>0</td><td>5053339</td><td>4.49</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q82</td><td>app-20220209234649-0089</td><td>Recommended</td><td>1.4</td><td>22206.53</td><td>8955.46</td><td>12212</td><td>7344489</td><td>31162</td><td>12212</td><td>39.29</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12199</td><td>2973553</td><td>0</td><td>7344489</td><td>3.75</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q85</td><td>app-20220209234821-0092</td><td>Recommended</td><td>1.4</td><td>24121.11</td><td>9726.88</td><td>13468</td><td>7684101</td><td>33848</td><td>13468</td><td>29.91</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13462</td><td>2949755</td><td>0</td><td>7684101</td><td>3.6</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q28</td><td>app-20220209230637-0034</td><td>Recommended</td><td>1.39</td><td>24599.41</td><td>9839.58</td><td>15464</td><td>14309580</td><td>34439</td><td>13823</td><td>33.04</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15458</td><td>3008413</td><td>1518296</td><td>12791284</td><td>3.47</td><td>false</td><td>AdaptiveSparkPlan;CollectLimit;HashAggregate;Execute CreateViewCommand;ColumnarToRow</td><td>merge_avg;merge_count</td></tr><tr><td>TPC-DS Like Bench q58</td><td>app-20220209232349-0065</td><td>Recommended</td><td>1.39</td><td>22489.0</td><td>8770.99</td><td>12322</td><td>5717106</td><td>31260</td><td>12322</td><td>34.17</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12313</td><td>3102820</td><td>0</td><td>5717106</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;Subquery;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q19</td><td>app-20220209225718-0023</td><td>Recommended</td><td>1.38</td><td>21689.15</td><td>8456.84</td><td>11373</td><td>5749051</td><td>30146</td><td>11373</td><td>23.22</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11364</td><td>3161292</td><td>0</td><td>5749051</td><td>3.9</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q61</td><td>app-20220209232531-0068</td><td>Recommended</td><td>1.38</td><td>23308.72</td><td>9017.27</td><td>12357</td><td>4376440</td><td>32326</td><td>12357</td><td>36.63</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12349</td><td>3022176</td><td>0</td><td>4376440</td><td>3.7</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q71</td><td>app-20220209233627-0078</td><td>Recommended</td><td>1.38</td><td>21967.67</td><td>8440.32</td><td>11371</td><td>4987537</td><td>30408</td><td>11371</td><td>21.81</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11363</td><td>3052139</td><td>0</td><td>4987537</td><td>3.88</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q22</td><td>app-20220209225845-0026</td><td>Recommended</td><td>1.38</td><td>22397.03</td><td>8535.96</td><td>12381</td><td>1736064</td><td>30933</td><td>12381</td><td>50.01</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12376</td><td>2929875</td><td>0</td><td>1736064</td><td>3.22</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q70</td><td>app-20220209233555-0077</td><td>Recommended</td><td>1.37</td><td>21798.79</td><td>8233.2</td><td>10751</td><td>4816235</td><td>30032</td><td>10751</td><td>33.51</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10746</td><td>3034688</td><td>0</td><td>4816235</td><td>4.26</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q83</td><td>app-20220209234722-0090</td><td>Recommended</td><td>1.36</td><td>21949.16</td><td>8010.83</td><td>10956</td><td>5253931</td><td>29960</td><td>10956</td><td>26.62</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10949</td><td>2993826</td><td>0</td><td>5253931</td><td>3.72</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q98</td><td>app-20220209235636-0105</td><td>Recommended</td><td>1.36</td><td>20487.86</td><td>7376.13</td><td>9674</td><td>3164505</td><td>27864</td><td>9674</td><td>21.36</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9669</td><td>2953354</td><td>0</td><td>3164505</td><td>4.21</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q79</td><td>app-20220209234502-0086</td><td>Recommended</td><td>1.35</td><td>21073.77</td><td>7578.22</td><td>10344</td><td>5584295</td><td>28652</td><td>10344</td><td>29.69</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10340</td><td>3007559</td><td>0</td><td>5584295</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q73</td><td>app-20220209233802-0080</td><td>Recommended</td><td>1.35</td><td>20143.11</td><td>7154.88</td><td>9205</td><td>3086301</td><td>27298</td><td>9205</td><td>27.46</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9201</td><td>2929775</td><td>0</td><td>3086301</td><td>4.49</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q91</td><td>app-20220209235141-0098</td><td>Recommended</td><td>1.34</td><td>22090.61</td><td>7648.38</td><td>10351</td><td>3106198</td><td>29739</td><td>10351</td><td>23.11</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10347</td><td>2997584</td><td>0</td><td>3106198</td><td>3.83</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q37</td><td>app-20220209231143-0043</td><td>Recommended</td><td>1.34</td><td>22130.6</td><td>7605.4</td><td>10371</td><td>5754398</td><td>29736</td><td>10371</td><td>38.21</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10366</td><td>3003155</td><td>0</td><td>5754398</td><td>3.75</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q44</td><td>app-20220209231559-0051</td><td>Recommended</td><td>1.34</td><td>22359.33</td><td>7652.66</td><td>10956</td><td>7175937</td><td>30012</td><td>10347</td><td>29.11</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10950</td><td>3029969</td><td>398712</td><td>6777225</td><td>3.84</td><td>false</td><td>AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q9</td><td>app-20220209224725-0012</td><td>Recommended</td><td>1.33</td><td>21873.81</td><td>7315.18</td><td>9829</td><td>8064543</td><td>29189</td><td>9829</td><td>35.84</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9823</td><td>3021491</td><td>0</td><td>8064543</td><td>3.91</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;Subquery;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q40</td><td>app-20220209231405-0047</td><td>Recommended</td><td>1.33</td><td>24561.7</td><td>8167.29</td><td>12119</td><td>8004983</td><td>32729</td><td>11272</td><td>36.85</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12110</td><td>3142013</td><td>558989</td><td>7445994</td><td>3.63</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q2</td><td>app-20220209224220-0005</td><td>Recommended</td><td>1.32</td><td>21301.46</td><td>6890.53</td><td>8966</td><td>4724046</td><td>28192</td><td>8966</td><td>38.76</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8960</td><td>3025086</td><td>0</td><td>4724046</td><td>4.32</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench ss_max</td><td>app-20220209235735-0107</td><td>Recommended</td><td>1.31</td><td>20784.37</td><td>6539.62</td><td>9176</td><td>5331368</td><td>27324</td><td>8883</td><td>40.82</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9171</td><td>3049122</td><td>169902</td><td>5161466</td><td>3.79</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_count;merge_max</td></tr><tr><td>TPC-DS Like Bench q60</td><td>app-20220209232500-0067</td><td>Recommended</td><td>1.31</td><td>22250.37</td><td>6983.62</td><td>9811</td><td>3834676</td><td>29234</td><td>9811</td><td>19.92</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9806</td><td>2939560</td><td>0</td><td>3834676</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q13</td><td>app-20220209224945-0016</td><td>Recommended</td><td>1.31</td><td>20407.71</td><td>6360.28</td><td>8816</td><td>4265966</td><td>26768</td><td>8816</td><td>34.5</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8808</td><td>2951094</td><td>0</td><td>4265966</td><td>3.59</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q56</td><td>app-20220209232242-0063</td><td>Recommended</td><td>1.3</td><td>22798.87</td><td>7044.12</td><td>9896</td><td>3729466</td><td>29843</td><td>9896</td><td>14.44</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9890</td><td>2971656</td><td>0</td><td>3729466</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q76</td><td>app-20220209234000-0083</td><td>Recommended</td><td>1.3</td><td>22630.64</td><td>6827.35</td><td>9835</td><td>6264831</td><td>29458</td><td>9835</td><td>33.9</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9830</td><td>3037202</td><td>0</td><td>6264831</td><td>3.27</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q33</td><td>app-20220209230935-0039</td><td>Recommended</td><td>1.3</td><td>21561.95</td><td>6491.04</td><td>9119</td><td>3032680</td><td>28053</td><td>9119</td><td>18.14</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9111</td><td>2983234</td><td>0</td><td>3032680</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q88</td><td>app-20220209235013-0095</td><td>Recommended</td><td>1.3</td><td>23989.56</td><td>7197.43</td><td>9998</td><td>6687038</td><td>31187</td><td>9998</td><td>43.92</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9987</td><td>3212440</td><td>0</td><td>6687038</td><td>3.57</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q7</td><td>app-20220209224619-0010</td><td>Not Recommended</td><td>1.29</td><td>20663.5</td><td>6143.5</td><td>8936</td><td>4022166</td><td>26807</td><td>8936</td><td>35.88</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8929</td><td>2959904</td><td>0</td><td>4022166</td><td>3.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q48</td><td>app-20220209231816-0055</td><td>Not Recommended</td><td>1.29</td><td>21310.47</td><td>6237.52</td><td>8514</td><td>3969649</td><td>27548</td><td>8514</td><td>33.42</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8507</td><td>2990347</td><td>0</td><td>3969649</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q26</td><td>app-20220209230539-0032</td><td>Not Recommended</td><td>1.28</td><td>21556.18</td><td>6109.81</td><td>8887</td><td>4002441</td><td>27666</td><td>8887</td><td>36.79</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8876</td><td>3012952</td><td>0</td><td>4002441</td><td>3.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q12</td><td>app-20220209224918-0015</td><td>Not Recommended</td><td>1.27</td><td>19624.36</td><td>5459.63</td><td>7584</td><td>1865587</td><td>25084</td><td>7584</td><td>23.82</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7577</td><td>3102250</td><td>0</td><td>1865587</td><td>3.57</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q62</td><td>app-20220209232605-0069</td><td>Not Recommended</td><td>1.27</td><td>21448.22</td><td>5877.77</td><td>8574</td><td>4218821</td><td>27326</td><td>8574</td><td>36.47</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8565</td><td>3017055</td><td>0</td><td>4218821</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q20</td><td>app-20220209225749-0024</td><td>Not Recommended</td><td>1.26</td><td>21250.95</td><td>5641.04</td><td>7836</td><td>2040974</td><td>26892</td><td>7836</td><td>22.51</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7829</td><td>3039094</td><td>0</td><td>2040974</td><td>3.57</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q99</td><td>app-20220209235705-0106</td><td>Not Recommended</td><td>1.25</td><td>22355.32</td><td>5801.67</td><td>8463</td><td>4558275</td><td>28157</td><td>8463</td><td>33.1</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8455</td><td>2973149</td><td>0</td><td>4558275</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q36</td><td>app-20220209231114-0042</td><td>Not Recommended</td><td>1.25</td><td>21356.73</td><td>5527.26</td><td>7756</td><td>3642750</td><td>26884</td><td>7756</td><td>30.08</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7752</td><td>2905924</td><td>0</td><td>3642750</td><td>3.48</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q89</td><td>app-20220209235046-0096</td><td>Not Recommended</td><td>1.25</td><td>20969.23</td><td>5401.76</td><td>7869</td><td>4029740</td><td>26371</td><td>7615</td><td>24.99</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7858</td><td>3012145</td><td>129765</td><td>3899975</td><td>3.44</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q86</td><td>app-20220209234857-0093</td><td>Not Recommended</td><td>1.25</td><td>21140.77</td><td>5388.22</td><td>7493</td><td>3505441</td><td>26529</td><td>7493</td><td>29.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7489</td><td>3240380</td><td>0</td><td>3505441</td><td>3.56</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q27</td><td>app-20220209230608-0033</td><td>Not Recommended</td><td>1.25</td><td>22114.89</td><td>5587.1</td><td>8150</td><td>3737103</td><td>27702</td><td>8150</td><td>29.62</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8143</td><td>3067371</td><td>0</td><td>3737103</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q66</td><td>app-20220209232841-0073</td><td>Not Recommended</td><td>1.24</td><td>24291.91</td><td>5938.08</td><td>9771</td><td>5287383</td><td>30230</td><td>8612</td><td>35.68</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9765</td><td>2922061</td><td>626680</td><td>4660703</td><td>3.22</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>DecimalType</td></tr><tr><td>TPC-DS Like Bench q53</td><td>app-20220209232111-0060</td><td>Not Recommended</td><td>1.23</td><td>22160.97</td><td>5233.02</td><td>7622</td><td>3879496</td><td>27394</td><td>7368</td><td>25.54</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7617</td><td>2905347</td><td>128795</td><td>3750701</td><td>3.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q84</td><td>app-20220209234754-0091</td><td>Not Recommended</td><td>1.23</td><td>21195.3</td><td>4968.69</td><td>7129</td><td>3814060</td><td>26164</td><td>7129</td><td>40.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7123</td><td>3029105</td><td>0</td><td>3814060</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q63</td><td>app-20220209232634-0070</td><td>Not Recommended</td><td>1.23</td><td>21192.66</td><td>4957.33</td><td>7215</td><td>3490147</td><td>26150</td><td>6980</td><td>26.58</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7207</td><td>2976838</td><td>113318</td><td>3376829</td><td>3.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q43</td><td>app-20220209231533-0050</td><td>Not Recommended</td><td>1.23</td><td>19958.18</td><td>4641.81</td><td>6660</td><td>3257940</td><td>24600</td><td>6660</td><td>29.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6651</td><td>2961446</td><td>0</td><td>3257940</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench ss_maxb</td><td>app-20220209235804-0108</td><td>Not Recommended</td><td>1.23</td><td>19063.41</td><td>4414.58</td><td>5825</td><td>3798491</td><td>23478</td><td>5825</td><td>48.17</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5819</td><td>3155711</td><td>0</td><td>3798491</td><td>4.13</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q3</td><td>app-20220209224250-0006</td><td>Not Recommended</td><td>1.22</td><td>20089.36</td><td>4522.63</td><td>6489</td><td>2898373</td><td>24612</td><td>6489</td><td>26.88</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6483</td><td>3094853</td><td>0</td><td>2898373</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q21</td><td>app-20220209225818-0025</td><td>Not Recommended</td><td>1.22</td><td>20413.61</td><td>4531.38</td><td>6610</td><td>1072926</td><td>24945</td><td>6610</td><td>40.94</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6605</td><td>3079474</td><td>0</td><td>1072926</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q55</td><td>app-20220209232217-0062</td><td>Not Recommended</td><td>1.22</td><td>19494.18</td><td>4296.81</td><td>6165</td><td>2612787</td><td>23791</td><td>6165</td><td>24.78</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6158</td><td>2995446</td><td>0</td><td>2612787</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q92</td><td>app-20220209235212-0099</td><td>Not Recommended</td><td>1.21</td><td>20741.45</td><td>4549.54</td><td>6384</td><td>2095601</td><td>25291</td><td>6123</td><td>25.07</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6380</td><td>2967129</td><td>85419</td><td>2010182</td><td>3.89</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q90</td><td>app-20220209235114-0097</td><td>Not Recommended</td><td>1.21</td><td>20450.98</td><td>4350.01</td><td>6209</td><td>2604676</td><td>24801</td><td>6209</td><td>44.95</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6204</td><td>2976499</td><td>0</td><td>2604676</td><td>3.34</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q32</td><td>app-20220209230908-0038</td><td>Not Recommended</td><td>1.2</td><td>20973.26</td><td>4366.73</td><td>6107</td><td>2712962</td><td>25340</td><td>5909</td><td>25.21</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6098</td><td>3048254</td><td>87623</td><td>2625339</td><td>3.83</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q42</td><td>app-20220209231505-0049</td><td>Not Recommended</td><td>1.2</td><td>21414.78</td><td>4436.21</td><td>6365</td><td>2726759</td><td>25851</td><td>6365</td><td>23.15</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6358</td><td>3047836</td><td>0</td><td>2726759</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q52</td><td>app-20220209232045-0059</td><td>Not Recommended</td><td>1.19</td><td>20523.3</td><td>4071.69</td><td>5842</td><td>2683090</td><td>24595</td><td>5842</td><td>25.46</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5827</td><td>3074975</td><td>0</td><td>2683090</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q41</td><td>app-20220209231439-0048</td><td>Not Recommended</td><td>1.19</td><td>20533.93</td><td>4071.06</td><td>5649</td><td>161564</td><td>24605</td><td>5649</td><td>55.4</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5642</td><td>2970757</td><td>0</td><td>161564</td><td>3.58</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q96</td><td>app-20220209235526-0103</td><td>Not Recommended</td><td>1.18</td><td>20189.67</td><td>3776.32</td><td>5324</td><td>2304428</td><td>23966</td><td>5324</td><td>44.32</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5317</td><td>2947875</td><td>0</td><td>2304428</td><td>3.44</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>DART-ALGO</td><td>application_1665146417445_0002</td><td>Not Recommended</td><td>1.04</td><td>375798.12</td><td>16253.87</td><td>44531</td><td>75900172</td><td>392052</td><td>23675</td><td>14.55</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16579</td><td>58017590</td><td>35546441</td><td>40353731</td><td>3.19</td><td>false</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod;Scan hive ecomm_ops_tables.s0s0jzb_browse_shelf_cat_map;CollectLimit</td><td>null</td></tr><tr><td>DART-ALGO</td><td>application_1665146417445_0003</td><td>Not Recommended</td><td>1.0</td><td>690682.0</td><td>0.0</td><td>0</td><td>0</td><td>690682</td><td>0</td><td>0.0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1.0</td><td>false</td><td>null</td><td>null</td></tr></tbody></table></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"aggData":[],"aggError":"","aggOverflow":false,"aggSchema":[],"aggSeriesLimitReached":false,"aggType":"","arguments":{},"columnCustomDisplayInfos":{},"data":[["TPC-DS Like Bench q14b","app-20220209225233-0018","Strongly Recommended",2.7,48971.53,83400.46,112708,27066964,132372,109793,65.66,null,null,null,null,null,null,112701,2939275,700037,26366927,4.16,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q14a","app-20220209225013-0017","Strongly Recommended",2.66,51728.96,86381.03,117178,28746000,138110,112636,64.69,null,null,null,null,null,null,117172,2978987,1114076,27631924,4.29,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q4","app-20220209224316-0007","Strongly Recommended",2.66,41856.03,69720.96,90167,85324700,111577,90167,65.09,null,null,null,null,null,null,90163,3086516,0,85324700,4.41,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q24b","app-20220209230348-0030","Recommended",2.34,32581.07,43720.92,56748,27574691,76302,56694,60.89,null,null,null,null,null,null,56741,2950634,25998,27548693,4.37,false,"AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow","decimal"],["TPC-DS Like Bench q67","app-20220209232913-0074","Recommended",2.27,144720.72,184416.27,308185,15437192,329137,265300,73.64,null,null,null,null,null,null,308174,3028469,2148108,13289084,3.28,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","DecimalType"],["TPC-DS Like Bench q24a","app-20220209230232-0029","Recommended",2.25,33029.22,41483.77,53469,27911960,74513,53202,60.14,null,null,null,null,null,null,53455,3305140,139193,27772767,4.54,false,"AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow","decimal"],["TPC-DS Like Bench q93","app-20220209235239-0100","Recommended",2.18,31203.42,36894.57,50166,29213056,68098,50166,64.73,null,null,null,null,null,null,50161,2973035,0,29213056,3.78,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q23a","app-20220209225917-0027","Recommended",2.17,43196.97,50617.02,74068,45913641,93814,66840,64.81,null,null,null,null,null,null,74064,2975228,4480262,41433379,4.12,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q23b","app-20220209230053-0028","Recommended",2.08,46588.14,50761.85,77422,59799857,97350,66526,66.43,null,null,null,null,null,null,77417,3011951,8415627,51384230,4.22,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","DecimalType;decimal"],["TPC-DS Like Bench q72","app-20220209233659-0079","Recommended",1.97,30920.88,30054.11,41703,25434438,60975,41703,74.77,null,null,null,null,null,null,41694,2971887,0,25434438,3.58,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q64","app-20220209232701-0071","Recommended",1.95,30544.61,29103.38,38925,31852357,59648,37301,55.12,null,null,null,null,null,null,38919,2987987,1328490,30523867,4.55,false,"HashAggregate;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q78","app-20220209234412-0085","Recommended",1.94,24390.79,22946.2,29098,24753911,47337,29098,56.99,null,null,null,null,null,null,29090,2968697,0,24753911,4.73,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q95","app-20220209235427-0102","Recommended",1.9,29920.38,26967.61,37674,23337528,56888,35528,49.19,null,null,null,null,null,null,37667,2958216,1328886,22008642,4.15,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_sum"],["TPC-DS Like Bench q87","app-20220209234925-0094","Recommended",1.81,25518.2,20871.79,26279,16348325,46390,26279,52.04,null,null,null,null,null,null,26272,2954066,0,16348325,4.86,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q50","app-20220209231919-0057","Recommended",1.76,26735.89,20549.1,28736,16444045,47285,28736,52.87,null,null,null,null,null,null,28732,3339217,0,16444045,3.51,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q97","app-20220209235552-0104","Recommended",1.76,24057.8,18398.19,23731,11475611,42456,23731,58.69,null,null,null,null,null,null,23727,3009477,0,11475611,4.45,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q75","app-20220209233914-0082","Recommended",1.74,25544.26,18972.73,24939,19831478,44517,24939,43.74,null,null,null,null,null,null,24933,2987306,0,19831478,4.18,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q38","app-20220209231214-0044","Recommended",1.73,23047.06,16910.93,21292,15248682,39958,21292,48.81,null,null,null,null,null,null,21288,3167687,0,15248682,4.86,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q31","app-20220209230826-0037","Recommended",1.68,23595.69,16242.3,20407,12617670,39838,20407,34.76,null,null,null,null,null,null,20399,2942830,0,12617670,4.9,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q74","app-20220209233831-0081","Recommended",1.68,24668.06,16781.93,21747,16692240,41450,21747,46.93,null,null,null,null,null,null,21741,3325282,0,16692240,4.38,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q11","app-20220209224833-0014","Recommended",1.62,26707.24,16820.75,24208,17615125,43528,22143,45.76,null,null,null,null,null,null,24205,2917642,1502045,16113080,4.16,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","DecimalType"],["TPC-DS Like Bench q16","app-20220209225524-0020","Recommended",1.62,25717.33,16006.66,22726,18535920,41724,21306,44.67,null,null,null,null,null,null,22720,3028781,1157466,17378454,4.01,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_sum"],["TPC-DS Like Bench q51","app-20220209232008-0058","Recommended",1.59,21942.35,13069.64,16925,12278939,35012,16925,47.26,null,null,null,null,null,null,16920,2979507,0,12278939,4.38,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q81","app-20220209234611-0088","Recommended",1.58,23125.59,13612.4,17437,10033526,36738,17393,36.22,null,null,null,null,null,null,17431,3083743,24955,10008571,4.59,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q65","app-20220209232803-0072","Recommended",1.57,23403.59,13469.4,18332,10164071,36873,18332,46.41,null,null,null,null,null,null,18324,2941892,0,10164071,3.77,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q30","app-20220209230750-0036","Recommended",1.56,21777.06,12322.93,16070,8447753,34100,16023,33.65,null,null,null,null,null,null,16063,2987480,24435,8423318,4.33,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q15","app-20220209225447-0019","Recommended",1.52,23166.12,12074.87,15970,6770100,35241,15970,34.25,null,null,null,null,null,null,15964,2923648,0,6770100,4.09,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q35","app-20220209231035-0041","Recommended",1.51,24552.13,12648.86,18298,10027023,37201,17010,37.15,null,null,null,null,null,null,18293,3059747,705510,9321513,3.9,false,"Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q8","app-20220209224648-0011","Recommended",1.51,23372.7,12016.29,15691,6693324,35389,15691,20.01,null,null,null,null,null,null,15686,3133963,0,6693324,4.26,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q69","app-20220209233517-0076","Recommended",1.5,24534.64,12431.35,16589,7246714,36966,16589,27.75,null,null,null,null,null,null,16583,2963952,0,7246714,3.99,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q94","app-20220209235349-0101","Recommended",1.5,24361.44,12284.55,17424,13168326,36646,16352,41.87,null,null,null,null,null,null,17416,3048502,809952,12358374,4.01,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_sum"],["TPC-DS Like Bench q54","app-20220209232140-0061","Recommended",1.5,23475.06,11742.93,15568,5555140,35218,15568,28.65,null,null,null,null,null,null,15563,3021018,0,5555140,4.07,false,"Execute CreateViewCommand;ReusedExchange;Subquery;ColumnarToRow",null],["TPC-DS Like Bench q39a","app-20220209231256-0045","Recommended",1.49,22102.22,10863.77,14136,4794226,32966,14136,24.49,null,null,null,null,null,null,14131,2998677,0,4794226,4.32,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q29","app-20220209230713-0035","Recommended",1.49,23597.91,11588.08,15912,10021701,35186,15912,44.09,null,null,null,null,null,null,15905,3057910,0,10021701,3.68,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q47","app-20220209231740-0054","Recommended",1.48,23520.63,11417.36,15246,8996925,34938,15160,35.78,null,null,null,null,null,null,15241,3107687,50299,8946626,4.05,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q59","app-20220209232422-0066","Recommended",1.48,24246.78,11658.21,16091,6749831,35905,16091,34.65,null,null,null,null,null,null,16084,3068245,0,6749831,3.63,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q6","app-20220209224544-0009","Recommended",1.46,22488.01,10526.98,13758,6335474,33015,13756,30.04,null,null,null,null,null,null,13753,2943126,863,6334611,4.26,false,"Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q80","app-20220209234532-0087","Recommended",1.46,25298.12,11841.87,16742,12630126,37140,15856,40.02,null,null,null,null,null,null,16735,3360633,668346,11961780,3.95,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q39b","app-20220209231330-0046","Recommended",1.46,22094.04,10341.95,13457,3807675,32436,13457,30.24,null,null,null,null,null,null,13451,2941727,0,3807675,4.32,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q57","app-20220209232314-0064","Recommended",1.46,22995.99,10722,14351,8374423,33718,14237,31.73,null,null,null,null,null,null,14345,2948771,66283,8308140,4.05,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q1","app-20220209224147-0004","Recommended",1.46,21599.35,10007.64,13417,7598550,31607,13321,37.09,null,null,null,null,null,null,13412,3012015,54119,7544431,4.01,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q18","app-20220209225644-0022","Recommended",1.44,22216.88,9865.11,13492,7586670,32082,13492,33.42,null,null,null,null,null,null,13484,2962080,0,7586670,3.72,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q45","app-20220209231631-0052","Recommended",1.44,23723.45,10458.54,14455,5768757,34182,14154,33.74,null,null,null,null,null,null,14447,2957022,120068,5648689,3.83,false,"Execute CreateViewCommand;ReusedExchange;BroadcastHashJoin;ColumnarToRow",null],["TPC-DS Like Bench q17","app-20220209225607-0021","Recommended",1.43,24334.61,10564.38,14420,7818278,34899,14420,37.4,null,null,null,null,null,null,14412,3106844,0,7818278,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q25","app-20220209230506-0031","Recommended",1.43,21671.78,9370.21,12790,7060196,31042,12790,34.97,null,null,null,null,null,null,12784,3060435,0,7060196,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q49","app-20220209231846-0056","Recommended",1.42,22231.44,9476.55,12466,8785195,31708,12466,26.92,null,null,null,null,null,null,12448,3080539,0,8785195,4.17,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q46","app-20220209231707-0053","Recommended",1.42,22047.85,9385.14,12318,6163042,31433,12318,26.39,null,null,null,null,null,null,12312,3017041,0,6163042,4.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q10","app-20220209224756-0013","Recommended",1.42,24919.87,10489.12,15574,7745798,35409,14432,30.14,null,null,null,null,null,null,15567,3236768,567780,7178018,3.66,false,"Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q68","app-20220209233444-0075","Recommended",1.41,21674.52,9006.47,11821,5109423,30681,11821,20.54,null,null,null,null,null,null,11814,3004334,0,5109423,4.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q5","app-20220209224509-0008","Recommended",1.41,23548.42,9749.57,13729,8967631,33298,13729,41.35,null,null,null,null,null,null,13722,3186659,0,8967631,3.45,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q34","app-20220209231004-0040","Recommended",1.4,20675.69,8427.3,10842,5053339,29103,10842,27.34,null,null,null,null,null,null,10836,2994320,0,5053339,4.49,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q82","app-20220209234649-0089","Recommended",1.4,22206.53,8955.46,12212,7344489,31162,12212,39.29,null,null,null,null,null,null,12199,2973553,0,7344489,3.75,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q85","app-20220209234821-0092","Recommended",1.4,24121.11,9726.88,13468,7684101,33848,13468,29.91,null,null,null,null,null,null,13462,2949755,0,7684101,3.6,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q28","app-20220209230637-0034","Recommended",1.39,24599.41,9839.58,15464,14309580,34439,13823,33.04,null,null,null,null,null,null,15458,3008413,1518296,12791284,3.47,false,"AdaptiveSparkPlan;CollectLimit;HashAggregate;Execute CreateViewCommand;ColumnarToRow","merge_avg;merge_count"],["TPC-DS Like Bench q58","app-20220209232349-0065","Recommended",1.39,22489,8770.99,12322,5717106,31260,12322,34.17,null,null,null,null,null,null,12313,3102820,0,5717106,3.47,false,"Execute CreateViewCommand;Subquery;ColumnarToRow",null],["TPC-DS Like Bench q19","app-20220209225718-0023","Recommended",1.38,21689.15,8456.84,11373,5749051,30146,11373,23.22,null,null,null,null,null,null,11364,3161292,0,5749051,3.9,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q61","app-20220209232531-0068","Recommended",1.38,23308.72,9017.27,12357,4376440,32326,12357,36.63,null,null,null,null,null,null,12349,3022176,0,4376440,3.7,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q71","app-20220209233627-0078","Recommended",1.38,21967.67,8440.32,11371,4987537,30408,11371,21.81,null,null,null,null,null,null,11363,3052139,0,4987537,3.88,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q22","app-20220209225845-0026","Recommended",1.38,22397.03,8535.96,12381,1736064,30933,12381,50.01,null,null,null,null,null,null,12376,2929875,0,1736064,3.22,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q70","app-20220209233555-0077","Recommended",1.37,21798.79,8233.2,10751,4816235,30032,10751,33.51,null,null,null,null,null,null,10746,3034688,0,4816235,4.26,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q83","app-20220209234722-0090","Recommended",1.36,21949.16,8010.83,10956,5253931,29960,10956,26.62,null,null,null,null,null,null,10949,2993826,0,5253931,3.72,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q98","app-20220209235636-0105","Recommended",1.36,20487.86,7376.13,9674,3164505,27864,9674,21.36,null,null,null,null,null,null,9669,2953354,0,3164505,4.21,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q79","app-20220209234502-0086","Recommended",1.35,21073.77,7578.22,10344,5584295,28652,10344,29.69,null,null,null,null,null,null,10340,3007559,0,5584295,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q73","app-20220209233802-0080","Recommended",1.35,20143.11,7154.88,9205,3086301,27298,9205,27.46,null,null,null,null,null,null,9201,2929775,0,3086301,4.49,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q91","app-20220209235141-0098","Recommended",1.34,22090.61,7648.38,10351,3106198,29739,10351,23.11,null,null,null,null,null,null,10347,2997584,0,3106198,3.83,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q37","app-20220209231143-0043","Recommended",1.34,22130.6,7605.4,10371,5754398,29736,10371,38.21,null,null,null,null,null,null,10366,3003155,0,5754398,3.75,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q44","app-20220209231559-0051","Recommended",1.34,22359.33,7652.66,10956,7175937,30012,10347,29.11,null,null,null,null,null,null,10950,3029969,398712,6777225,3.84,false,"AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q9","app-20220209224725-0012","Recommended",1.33,21873.81,7315.18,9829,8064543,29189,9829,35.84,null,null,null,null,null,null,9823,3021491,0,8064543,3.91,false,"Execute CreateViewCommand;AdaptiveSparkPlan;Subquery;ColumnarToRow",null],["TPC-DS Like Bench q40","app-20220209231405-0047","Recommended",1.33,24561.7,8167.29,12119,8004983,32729,11272,36.85,null,null,null,null,null,null,12110,3142013,558989,7445994,3.63,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q2","app-20220209224220-0005","Recommended",1.32,21301.46,6890.53,8966,4724046,28192,8966,38.76,null,null,null,null,null,null,8960,3025086,0,4724046,4.32,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench ss_max","app-20220209235735-0107","Recommended",1.31,20784.37,6539.62,9176,5331368,27324,8883,40.82,null,null,null,null,null,null,9171,3049122,169902,5161466,3.79,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_count;merge_max"],["TPC-DS Like Bench q60","app-20220209232500-0067","Recommended",1.31,22250.37,6983.62,9811,3834676,29234,9811,19.92,null,null,null,null,null,null,9806,2939560,0,3834676,3.47,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q13","app-20220209224945-0016","Recommended",1.31,20407.71,6360.28,8816,4265966,26768,8816,34.5,null,null,null,null,null,null,8808,2951094,0,4265966,3.59,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q56","app-20220209232242-0063","Recommended",1.3,22798.87,7044.12,9896,3729466,29843,9896,14.44,null,null,null,null,null,null,9890,2971656,0,3729466,3.47,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q76","app-20220209234000-0083","Recommended",1.3,22630.64,6827.35,9835,6264831,29458,9835,33.9,null,null,null,null,null,null,9830,3037202,0,6264831,3.27,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q33","app-20220209230935-0039","Recommended",1.3,21561.95,6491.04,9119,3032680,28053,9119,18.14,null,null,null,null,null,null,9111,2983234,0,3032680,3.47,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q88","app-20220209235013-0095","Recommended",1.3,23989.56,7197.43,9998,6687038,31187,9998,43.92,null,null,null,null,null,null,9987,3212440,0,6687038,3.57,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q7","app-20220209224619-0010","Not Recommended",1.29,20663.5,6143.5,8936,4022166,26807,8936,35.88,null,null,null,null,null,null,8929,2959904,0,4022166,3.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q48","app-20220209231816-0055","Not Recommended",1.29,21310.47,6237.52,8514,3969649,27548,8514,33.42,null,null,null,null,null,null,8507,2990347,0,3969649,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q26","app-20220209230539-0032","Not Recommended",1.28,21556.18,6109.81,8887,4002441,27666,8887,36.79,null,null,null,null,null,null,8876,3012952,0,4002441,3.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q12","app-20220209224918-0015","Not Recommended",1.27,19624.36,5459.63,7584,1865587,25084,7584,23.82,null,null,null,null,null,null,7577,3102250,0,1865587,3.57,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q62","app-20220209232605-0069","Not Recommended",1.27,21448.22,5877.77,8574,4218821,27326,8574,36.47,null,null,null,null,null,null,8565,3017055,0,4218821,3.18,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q20","app-20220209225749-0024","Not Recommended",1.26,21250.95,5641.04,7836,2040974,26892,7836,22.51,null,null,null,null,null,null,7829,3039094,0,2040974,3.57,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q99","app-20220209235705-0106","Not Recommended",1.25,22355.32,5801.67,8463,4558275,28157,8463,33.1,null,null,null,null,null,null,8455,2973149,0,4558275,3.18,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q36","app-20220209231114-0042","Not Recommended",1.25,21356.73,5527.26,7756,3642750,26884,7756,30.08,null,null,null,null,null,null,7752,2905924,0,3642750,3.48,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q89","app-20220209235046-0096","Not Recommended",1.25,20969.23,5401.76,7869,4029740,26371,7615,24.99,null,null,null,null,null,null,7858,3012145,129765,3899975,3.44,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q86","app-20220209234857-0093","Not Recommended",1.25,21140.77,5388.22,7493,3505441,26529,7493,29.09,null,null,null,null,null,null,7489,3240380,0,3505441,3.56,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q27","app-20220209230608-0033","Not Recommended",1.25,22114.89,5587.1,8150,3737103,27702,8150,29.62,null,null,null,null,null,null,8143,3067371,0,3737103,3.18,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q66","app-20220209232841-0073","Not Recommended",1.24,24291.91,5938.08,9771,5287383,30230,8612,35.68,null,null,null,null,null,null,9765,2922061,626680,4660703,3.22,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","DecimalType"],["TPC-DS Like Bench q53","app-20220209232111-0060","Not Recommended",1.23,22160.97,5233.02,7622,3879496,27394,7368,25.54,null,null,null,null,null,null,7617,2905347,128795,3750701,3.45,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q84","app-20220209234754-0091","Not Recommended",1.23,21195.3,4968.69,7129,3814060,26164,7129,40.65,null,null,null,null,null,null,7123,3029105,0,3814060,3.3,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q63","app-20220209232634-0070","Not Recommended",1.23,21192.66,4957.33,7215,3490147,26150,6980,26.58,null,null,null,null,null,null,7207,2976838,113318,3376829,3.45,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q43","app-20220209231533-0050","Not Recommended",1.23,19958.18,4641.81,6660,3257940,24600,6660,29.65,null,null,null,null,null,null,6651,2961446,0,3257940,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench ss_maxb","app-20220209235804-0108","Not Recommended",1.23,19063.41,4414.58,5825,3798491,23478,5825,48.17,null,null,null,null,null,null,5819,3155711,0,3798491,4.13,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q3","app-20220209224250-0006","Not Recommended",1.22,20089.36,4522.63,6489,2898373,24612,6489,26.88,null,null,null,null,null,null,6483,3094853,0,2898373,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q21","app-20220209225818-0025","Not Recommended",1.22,20413.61,4531.38,6610,1072926,24945,6610,40.94,null,null,null,null,null,null,6605,3079474,0,1072926,3.18,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q55","app-20220209232217-0062","Not Recommended",1.22,19494.18,4296.81,6165,2612787,23791,6165,24.78,null,null,null,null,null,null,6158,2995446,0,2612787,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q92","app-20220209235212-0099","Not Recommended",1.21,20741.45,4549.54,6384,2095601,25291,6123,25.07,null,null,null,null,null,null,6380,2967129,85419,2010182,3.89,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q90","app-20220209235114-0097","Not Recommended",1.21,20450.98,4350.01,6209,2604676,24801,6209,44.95,null,null,null,null,null,null,6204,2976499,0,2604676,3.34,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q32","app-20220209230908-0038","Not Recommended",1.2,20973.26,4366.73,6107,2712962,25340,5909,25.21,null,null,null,null,null,null,6098,3048254,87623,2625339,3.83,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q42","app-20220209231505-0049","Not Recommended",1.2,21414.78,4436.21,6365,2726759,25851,6365,23.15,null,null,null,null,null,null,6358,3047836,0,2726759,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q52","app-20220209232045-0059","Not Recommended",1.19,20523.3,4071.69,5842,2683090,24595,5842,25.46,null,null,null,null,null,null,5827,3074975,0,2683090,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q41","app-20220209231439-0048","Not Recommended",1.19,20533.93,4071.06,5649,161564,24605,5649,55.4,null,null,null,null,null,null,5642,2970757,0,161564,3.58,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q96","app-20220209235526-0103","Not Recommended",1.18,20189.67,3776.32,5324,2304428,23966,5324,44.32,null,null,null,null,null,null,5317,2947875,0,2304428,3.44,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["DART-ALGO","application_1665146417445_0002","Not Recommended",1.04,375798.12,16253.87,44531,75900172,392052,23675,14.55,null,null,null,null,null,null,16579,58017590,35546441,40353731,3.19,false,"Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod;Scan hive ecomm_ops_tables.s0s0jzb_browse_shelf_cat_map;CollectLimit",null],["DART-ALGO","application_1665146417445_0003","Not Recommended",1,690682,0,0,0,690682,0,0,null,null,null,null,null,null,0,0,0,0,1,false,null,null]],"datasetInfos":[],"dbfsResultPath":null,"isJsonSchema":true,"metadata":{},"overflow":false,"plotOptions":{"customPlotOptions":{},"displayType":"table","pivotAggregation":null,"pivotColumns":null,"xColumns":null,"yColumns":null},"removedWidgets":[],"schema":[{"metadata":"{}","name":"App Name","type":"\"string\""},{"metadata":"{}","name":"App ID","type":"\"string\""},{"metadata":"{}","name":"Recommendation","type":"\"string\""},{"metadata":"{}","name":"Estimated GPU Speedup","type":"\"double\""},{"metadata":"{}","name":"Estimated GPU Duration","type":"\"double\""},{"metadata":"{}","name":"Estimated GPU Time Saved","type":"\"double\""},{"metadata":"{}","name":"SQL DF Duration","type":"\"long\""},{"metadata":"{}","name":"SQL Dataframe Task Duration","type":"\"long\""},{"metadata":"{}","name":"App Duration","type":"\"long\""},{"metadata":"{}","name":"GPU Opportunity","type":"\"long\""},{"metadata":"{}","name":"Executor CPU Time Percent","type":"\"double\""},{"metadata":"{}","name":"SQL Ids with Failures","type":"\"double\""},{"metadata":"{}","name":"Unsupported Read File Formats and Types","type":"\"double\""},{"metadata":"{}","name":"Unsupported Write Data Format","type":"\"double\""},{"metadata":"{}","name":"Complex Types","type":"\"double\""},{"metadata":"{}","name":"Nested Complex Types","type":"\"double\""},{"metadata":"{}","name":"Potential Problems","type":"\"double\""},{"metadata":"{}","name":"Longest SQL Duration","type":"\"long\""},{"metadata":"{}","name":"NONSQL Task Duration Plus Overhead","type":"\"long\""},{"metadata":"{}","name":"Unsupported Task Duration","type":"\"long\""},{"metadata":"{}","name":"Supported SQL DF Task Duration","type":"\"long\""},{"metadata":"{}","name":"Task Speedup Factor","type":"\"double\""},{"metadata":"{}","name":"App Duration Estimated","type":"\"boolean\""},{"metadata":"{}","name":"Unsupported Execs","type":"\"string\""},{"metadata":"{}","name":"Unsupported Expressions","type":"\"string\""}],"type":"table"}},"output_type":"display_data"}],"source":["summary_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output.csv\")\n","display(summary_output)"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"6756159b-30ca-407a-ab6b-9c29ced01ea6","showTitle":false,"title":""}},"source":["## Stages Output"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"cdde6177-db5f-434a-995b-776678a64a3a","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>App ID</th><th>Stage ID</th><th>Average Speedup Factor</th><th>Stage Task Duration</th><th>Unsupported Task Duration</th><th>Stage Estimated</th></tr></thead><tbody><tr><td>app-20220209224509-0008</td><td>31</td><td>2.95</td><td>1184</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>33</td><td>2.9</td><td>1086</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>35</td><td>3.37</td><td>2321523</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>41</td><td>3.9</td><td>172648</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>39</td><td>5.72</td><td>4586824</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>38</td><td>3.36</td><td>694337</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>40</td><td>4.26</td><td>656835</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>37</td><td>3.36</td><td>524190</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>32</td><td>2.9</td><td>641</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>36</td><td>2.73</td><td>7065</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>42</td><td>3.0</td><td>218</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>34</td><td>2.9</td><td>1080</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>39</td><td>2.71</td><td>0</td><td>0</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>40</td><td>3.54</td><td>413</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>34</td><td>2.95</td><td>964</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>37</td><td>2.71</td><td>0</td><td>0</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>41</td><td>3.0</td><td>365</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>31</td><td>2.95</td><td>1058</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>32</td><td>2.95</td><td>694</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>35</td><td>3.68</td><td>2142147</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>38</td><td>4.34</td><td>271</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>36</td><td>3.68</td><td>457864</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>33</td><td>2.95</td><td>900</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>35</td><td>3.33</td><td>93394</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>36</td><td>3.33</td><td>239863</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>38</td><td>6.91</td><td>2696172</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>37</td><td>3.33</td><td>1684494</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>40</td><td>3.9</td><td>205018</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>32</td><td>2.9</td><td>7530</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>41</td><td>3.0</td><td>210</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>39</td><td>5.67</td><td>2129775</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>34</td><td>2.95</td><td>1198</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>31</td><td>2.95</td><td>1284</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>33</td><td>2.9</td><td>1258</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>32</td><td>2.9</td><td>1046</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>34</td><td>3.72</td><td>2226056</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>31</td><td>2.95</td><td>6677</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>33</td><td>2.95</td><td>672</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>37</td><td>3.0</td><td>210</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>35</td><td>4.3</td><td>688894</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>36</td><td>4.3</td><td>566592</td><td>113318</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>36</td><td>3.0</td><td>303</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>32</td><td>2.9</td><td>5690</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>31</td><td>2.95</td><td>1181</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>34</td><td>3.68</td><td>621736</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>33</td><td>2.9</td><td>894</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>35</td><td>3.9</td><td>1106260</td><td>0</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>34</td><td>3.68</td><td>2301205</td><td>0</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>31</td><td>2.95<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the first 1000 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ID","type":"\"string\""},{"metadata":"{}","name":"Stage ID","type":"\"long\""},{"metadata":"{}","name":"Average Speedup Factor","type":"\"double\""},{"metadata":"{}","name":"Stage Task Duration","type":"\"long\""},{"metadata":"{}","name":"Unsupported Task Duration","type":"\"long\""},{"metadata":"{}","name":"Stage Estimated","type":"\"boolean\""}],"type":"table"}},"output_type":"display_data"}],"source":["stages_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output_stages.csv\")\n","display(stages_output)"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"4d7ce219-ae75-4a0c-a78c-4e7f25b8cd6f","showTitle":false,"title":""}},"source":["## Execs Output"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"998b0c51-0cb6-408e-a01a-d1f5b1a61e1f","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>App ID</th><th>SQL ID</th><th>Exec Name</th><th>Expression Name</th><th>Task Speedup Factor</th><th>Exec Duration</th><th>SQL Node Id</th><th>Exec Is Supported</th><th>Exec Stages</th><th>Exec Children</th><th>Exec Children Node Ids</th><th>Exec Should Remove</th></tr></thead><tbody><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>89</td><td>false</td><td>39</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (15)</td><td>WholeStageCodegen (15)</td><td>8.0</td><td>4234050</td><td>95</td><td>true</td><td>39</td><td>Sort</td><td>96</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>584</td><td>97</td><td>true</td><td>36:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>2.9</td><td>23059</td><td>65</td><td>true</td><td>37</td><td>Project:Filter:ColumnarToRow</td><td>66:67:68</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>85</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (22)</td><td>WholeStageCodegen (22)</td><td>4.5</td><td>18839</td><td>76</td><td>true</td><td>40</td><td>HashAggregate</td><td>77</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>60</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>80029</td><td>104</td><td>true</td><td>35:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>40</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>54</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>81</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>536</td><td>114</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>4.5</td><td>187988</td><td>9</td><td>true</td><td>40</td><td>HashAggregate</td><td>10</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>56</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>70</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>77</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>750661</td><td>109</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>87</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>38</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1712</td><td>38</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>4.13</td><td>315026</td><td>12</td><td>true</td><td>38</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin</td><td>13:14:15:16:17</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>113</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>42</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>760</td><td>27</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>28:29:30</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1567</td><td>71</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>62</td><td>false</td><td>37</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (13)</td><td>WholeStageCodegen (13)</td><td>2.9</td><td>17055</td><td>86</td><td>true</td><td>39</td><td>Project:Filter:ColumnarToRow</td><td>87:88:89</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>283</td><td>48</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>103</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>106</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>22</td><td>false</td><td>38</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>8</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>10</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>73</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1537</td><td>110</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>94</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>14</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>101</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1128</td><td>44</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>61</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (16)</td><td>WholeStageCodegen (16)</td><td>2.9</td><td>1506623</td><td>105</td><td>true</td><td>35</td><td>Project:Filter:ColumnarToRow</td><td>106:107:108</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (20)</td><td>WholeStageCodegen (20)</td><td>2.8</td><td>540</td><td>111</td><td>true</td><td>34</td><td>Filter:ColumnarToRow</td><td>112:113</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>1.0</td><td>4090</td><td>98</td><td>false</td><td>36</td><td>ColumnarToRow</td><td>99</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>12454</td><td>69</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>68</td><td>false</td><td>37</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>21</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>41:42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>15</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>57</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>18</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.9</td><td>247099</td><td>59</td><td>true</td><td>37</td><td>Project:Filter:ColumnarToRow</td><td>60:61:62</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (21)</td><td>WholeStageCodegen (21)</td><td>4.13</td><td>3230425</td><td>79</td><td>true</td><td>39</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin</td><td>80:81:82:83:84</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>768</td><td>78</td><td>true</td><td>39:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>173035</td><td>23</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>47</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>82</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>66</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>91</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>84</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>19562</td><td>36</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>515</td><td>75</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>206</td><td>4</td><td>true</td><td>40:41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>20</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>13</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>55</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (24)</td><td>WholeStageCodegen (24)</td><td>4.5</td><td>30834</td><td>2</td><td>true</td><td>41</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>58</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>29</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (12)</td><td>WholeStageCodegen (12)</td><td>4.5</td><td>34686</td><td>49</td><td>true</td><td>40</td><td>HashAggregate</td><td>50</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>50</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>64</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>4425</td><td>51</td><td>true</td><td>37:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>88</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>46</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>743</td><td>31</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2399</td><td>100</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.8</td><td>291</td><td>45</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>46:47</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>41</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>17</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>93</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>325673</td><td>19</td><td>true</td><td>38</td><td>Project:Filter:ColumnarToRow</td><td>20:21:22</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Expand</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>6179</td><td>11</td><td>true</td><td>38:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>28</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>16</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>67</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>108</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>107</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>24</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>112</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>83</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (11)</td><td>WholeStageCodegen (11)</td><td>4.13</td><td>235109</td><td>52</td><td>true</td><td>37</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin</td><td>53:54:55:56:57</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>132149</td><td>63</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>760</td><td>39</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>40:41:42</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>99</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.8</td><td>538</td><td>72</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>73:74</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>36275</td><td>32</td><td>true</td><td>38</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>53</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (23)</td><td>WholeStageCodegen (23)</td><td>3.75</td><td>201149</td><td>5</td><td>true</td><td>40</td><td>HashAggregate:Expand</td><td>6:7</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1712</td><td>26</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (18)</td><td>WholeStageCodegen (18)</td><td>12.85</td><td>3376529</td><td>92</td><td>true</td><td>39</td><td>Project:SortMergeJoin</td><td>93:94</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (17)</td><td>WholeStageCodegen (17)</td><td>8.0</td><td>0</td><td>102</td><td>true</td><td>39</td><td>Sort</td><td>103</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>80</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>25</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>74</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>8648</td><td>90</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>96</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>743</td><td>43</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>35</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>52</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>49</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>23</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>16</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>913605</td><td>20</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>969</td><td>42</td><td>true</td><td>36:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>511</td><td>38</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>46</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>15</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>3.84</td><td>418053</td><td>43</td><td>true</td><td>36</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:Filter:ColumnarToRow</td><td>44:45:46:47:48:49:50:51:52:53</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>7</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1401</td><td>55</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>57</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>47</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>4.5</td><td>172</td><td>6</td><td>true</td><td>40</td><td>HashAggregate</td><td>7</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>2</td><td>true</td><td>40:41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>36</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>44</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>508</td><td>60</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>4.5</td><td>42</td><td>40</td><td>true</td><td>38</td><td>HashAggregate</td><td>41</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>4</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>3.84</td><td>1443692</td><td>9</td><td>true</td><td>35</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:Filter:ColumnarToRow</td><td>10:11:12:13:14:15:16:17:18:19</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>45</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>519</td><td>22</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>23:24:25</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>24</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>AdaptiveSparkPlan</td><td>null</td><td>1.0</td><td>0</td><td>1</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>31</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>14</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>515</td><td>34</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>35:36:37</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>41</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>29</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>3.0</td><td>96</td><td>3</td><td>true</td><td>40</td><td>Project</td><td>4</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>58</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>50</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>48</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastNestedLoopJoin</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1331</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>2539</td><td>8</td><td>true</td><td>35:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>19</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>298</td><td>32</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1490</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1175</td><td>27</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>37</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>51</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>53</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>512</td><td>26</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>59</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.9</td><td>532</td><td>56</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>57:58:59</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>30</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>187093</td><td>54</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>315</td><td>39</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>317</td><td>28</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>29:30:31</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>18</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>25</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>10</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1704</td><td>49</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>9</td><td>4</td><td>true</td><td>39:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.9</td><td>635</td><td>70</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>71:72:73</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (13)</td><td>WholeStageCodegen (13)</td><td>2.8</td><td>4513</td><td>81</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>82:83</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1704</td><td>69</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>23</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>8.0</td><td>35213</td><td>55</td><td>true</td><td>39</td><td>Sort</td><td>56</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.8</td><td>884757</td><td>58</td><td>true</td><td>37</td><td>Filter:ColumnarToRow</td><td>59:60</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>6119</td><td>42</td><td>true</td><td>36:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (12)</td><td>WholeStageCodegen (12)</td><td>2.8</td><td>817</td><td>76</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>77:78</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>52</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (15)</td><td>WholeStageCodegen (15)</td><td>4.5</td><td>33476</td><td>2</td><td>true</td><td>40</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>145646</td><td>43</td><td>true</td><td>36</td><td>Filter:ColumnarToRow</td><td>44:45</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>77</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>20</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>36</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>26</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>53</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>15</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>59127</td><td>46</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>18</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>29</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>73</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>83</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>8.0</td><td>1675058</td><td>19</td><td>true</td><td>39</td><td>Sort</td><td>20</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>16</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>51</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>8</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>37</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>610</td><td>74</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>4268</td><td>84</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>610</td><td>54</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>559865</td><td>61</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>7697</td><td>27</td><td>true</td><td>35:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>56</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>14</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>2.9</td><td>637</td><td>64</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>65:66:67</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>38</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>4960</td><td>57</td><td>true</td><td>37:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>24</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>2462</td><td>80</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>59</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>8.0</td><td>968634</td><td>40</td><td>true</td><td>38</td><td>Sort</td><td>41</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>44</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>67</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>618</td><td>68</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>12.85</td><td>1581047</td><td>22</td><td>true</td><td>38</td><td>Project:SortMergeJoin</td><td>23:24</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>28231</td><td>31</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>72</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>45</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>71</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>5.44</td><td>1222545</td><td>5</td><td>true</td><td>39</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>6:7:8:9:10:11:12:13:14:15:16:17:18</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.9</td><td>635</td><td>50</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>51:52:53</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>618</td><td>39</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>82</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1696</td><td>75</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>807</td><td>79</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1710</td><td>47</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1661</td><td>34</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>1044148</td><td>25</td><td>true</td><td>38</td><td>Sort</td><td>26</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1661</td><td>63</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>2.9</td><td>637</td><td>35</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>36:37:38</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1710</td><td>62</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>65</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>40:41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>66</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>60</td><td>false</td><td>37</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>33</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>9973</td><td>21</td><td>true</td><td>38:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>78</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1680</td><td>32</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>61763</td><td>28</td><td>true</td><td>35</td><td>Filter:ColumnarToRow</td><td>29:30</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>41</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>48</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Window</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>10</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>22</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>297</td><td>42</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>496</td><td>47</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>4.5</td><td>170171</td><td>9</td><td>true</td><td>35</td><td>HashAggregate</td><td>10</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>26</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>7</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>39</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>46</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>3.95</td><td>1233966</td><td>12</td><td>true</td><td>34</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>13:14:15:16:17:18:19:26:27</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>84261</td><td>11</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>3044</td><td>21</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>22:23:24</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1460</td><td>43</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1121</td><td>29</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>502</td><td>44</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>45:46</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>8.0</td><td>134574</td><td>6</td><td>true</td><td>36</td><td>Sort</td><td>7</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1110</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>17</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>41</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>36:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>40</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>32</td><td>8</td><td>true</td><td>35:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>3</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>316</td><td>38</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>39:40:41</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>15</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>19</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>316</td><td>32</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>23</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>27</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>297</td><td>36</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>45</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>16</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1726</td><td>20</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>24</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>14</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>18</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>4</td><td>false</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>651253</td><td>28</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>13</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.0</td><td>5621</td><td>2</td><td>true</td><td>36</td><td>Project:Filter</td><td>3:4</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1110</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2913</td><td>25</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>465</td><td>37</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>38:39</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1608</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>13</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>4241</td><td>4</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>39</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>687</td><td>24</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>11</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>70247</td><td>16</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>8</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>3.84</td><td>443046</td><td>5</td><td>true</td><td>34</td><td>HashAggregate:Expand:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>6:7:8:9:10:11:12:13:14:15</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>10</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>28</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>12</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>38</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.8</td><td>2544</td><td>32</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>33:34</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>14</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>9</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>29</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>687</td><td>30</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2329</td><td>35</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>18</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Expand</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1587</td><td>19</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1326</td><td>36</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>22</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>27</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>23</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>33</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1587</td><td>25</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>35:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>34</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>4.5</td><td>472310</td><td>2</td><td>true</td><td>35</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1905</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>707</td><td>26</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>27:28:29</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>15</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>707</td><td>20</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>21:22:23</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>462</td><td>40</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>5.17</td><td>215</td><td>2</td><td>true</td><td>36</td><td>Project:Sort:HashAggregate</td><td>3:4:5</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1307</td><td>19</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>23</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>17</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>1051436</td><td>18</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>27</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>8</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1470</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>605</td><td>36</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>16</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1146</td><td>25</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>283</td><td>30</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>29</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>15</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>28</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>AdaptiveSparkPlan</td><td>null</td><td>1.0</td><td>0</td><td>1</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>4</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>14</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>492</td><td>24</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>498</td><td>20</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>21:22:23</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>3.84</td><td>1577328</td><td>7</td><td>true</td><td>34</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:Filter:ColumnarToRow</td><td>8:9:10:11:12:13:14:15:16:17</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>303</td><td>26</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>27:28:29</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>22</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>5</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>610</td><td>32</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>2298</td><td>6</td><td>true</td><td>34:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>3</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>511</td><td>24</td><td>true</td><td>34:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>298</td><td>36</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>8.0</td><td>13538935</td><td>22</td><td>true</td><td>36</td><td>Sort</td><td>23</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>19</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.9</td><td>316</td><td>48</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>49:50:51</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>44</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>285</td><td>46</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>45</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1208</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>14</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>40</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>146476</td><td>17</td><td>true</td><td>35:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>27</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>298</td><td>52</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1234</td><td>29</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>6.06</td><td>7555734</td><td>5</td><td>true</td><td>36</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>6:7:8:9:10:11:12:13:14</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>26</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>76352</td><td>25</td><td>true</td><td>34</td><td>Filter:ColumnarToRow</td><td>26:27</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>37:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>39</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>289</td><td>41</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>1492</td><td>4</td><td>true</td><td>36:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>2.8</td><td>313</td><td>43</td><td>true</td><td>31</td><td>Filter:ColumnarToRow</td><td>44:45</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>21803</td><td>15</td><td>true</td><td>36</td><td>Sort</td><td>16</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>2.8</td><td>302</td><td>38</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>39:40</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>20</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>16</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>47653</td><td>28</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1208</td><td>47</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1214</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>1472681</td><td>21</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>23</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.9</td><td>316</td><td>32</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>51</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>8</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>49</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1258</td><td>42</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>4.5</td><td>84122</td><td>2</td><td>true</td><td>37</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>50</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>4414001</td><td>18</td><td>true</td><td>35</td><td>Filter:ColumnarToRow</td><td>19:20</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>14</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>4.5</td><td>80450</td><td>2</td><td>true</td><td>34</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1432</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1442</td><td>20</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1461</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>23</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>17</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>24</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>25</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231533-0050</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>546</td><td>16</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>720290</td><td>19</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>661</td><td>22</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>23:24:25</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>18</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>8</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>15</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231533-0050</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>652</td><td>26</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>3.92</td><td>1409729</td><td>5</td><td>true</td><td>33</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>6:7:8:9:10:17:18</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>566</td><td>12</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>13:14:15</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>11542</td><td>4</td><td>true</td><td>33:34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>3.75</td><td>0</td><td>3</td><td>true</td><td>6</td><td>HashAggregate:Project</td><td>4:5</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>CollectLimit</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>4.5</td><td>0</td><td>0</td><td>true</td><td>7</td><td>HashAggregate</td><td>1</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>1</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>null</td><td>Project</td><td>2</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>1</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>1</td><td>Project</td><td>1</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>6</td><td>true</td><td>5</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>1</td><td>true</td><td>4</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>4</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>1</td><td>Scan hive ecomm_ops_tables.s0s0jzb_browse_shelf_cat_map</td><td>null</td><td>1.0</td><td>0</td><td>2</td><td>false</td><td>1</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod</td><td>null</td><td>1.0</td><td>0</td><td>8</td><td>false</td><td>2</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>2</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>4</td><td>true</td><td>6</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>1</td><td>true</td><td>7</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod</td><td>null</td><td>1.0</td><td>0</td><td>7</td><td>false</td><td>5</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>5</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod</td><td>null</td><td>1.0</td><td>0</td><td>3</td><td>false</td><td>0</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>4.5</td><td>0</td><td>0</td><td>true</td><td>4</td><td>HashAggregate</td><td>1</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>2</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>3</td><td>HashAggregate:HashAggregate:HashAggregate</td><td>4:5:6</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>7</td><td>true</td><td>2</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>2</td><td>true</td><td>6</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>36304</td><td>36</td><td>true</td><td>49:50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>1648</td><td>96</td><td>true</td><td>37:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (35)</td><td>WholeStageCodegen (35)</td><td>8.0</td><td>9740356</td><td>227</td><td>true</td><td>52</td><td>Sort</td><td>228</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>155</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>204</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>143</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>72</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>3.43</td><td>332556</td><td>37</td><td>true</td><td>49</td><td>Project:Filter:HashAggregate</td><td>38:39:40</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (32)</td><td>WholeStageCodegen (32)</td><td>3.0</td><td>334418</td><td>172</td><td>true</td><td>44</td><td>Project</td><td>173</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1605</td><td>51</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>43</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>30</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>108</td><td>202</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>8779</td><td>181</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>62</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>224</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>570738</td><td>19</td><td>true</td><td>50</td><td>Sort</td><td>20</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>225</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>223</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>309</td><td>177</td><td>true</td><td>41:44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>53:54</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (15)</td><td>WholeStageCodegen (15)</td><td>2.8</td><td>21724</td><td>137</td><td>true</td><td>45</td><td>Filter:ColumnarToRow</td><td>138:139</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>12</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (23)</td><td>WholeStageCodegen (23)</td><td>6.96</td><td>29347</td><td>6</td><td>true</td><td>51</td><td>HashAggregate:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>7:8:9:10:11</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.8</td><td>2258</td><td>215</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>216:217</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>241</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>228</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>236</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>189</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>287</td><td>33</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>157</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>193</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>46</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>15333</td><td>22</td><td>true</td><td>48</td><td>Filter:ColumnarToRow</td><td>23:24</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (42)</td><td>WholeStageCodegen (42)</td><td>8.0</td><td>7107509</td><td>242</td><td>true</td><td>52</td><td>Sort</td><td>243</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>233</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>49</td><td>false</td><td>47</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>8.0</td><td>7271900</td><td>120</td><td>true</td><td>37</td><td>Sort</td><td>121</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>48</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>8368</td><td>15</td><td>true</td><td>50:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1206</td><td>127</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (26)</td><td>WholeStageCodegen (26)</td><td>8.0</td><td>616179</td><td>175</td><td>true</td><td>44</td><td>Sort</td><td>176</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>163</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>239</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>235</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (21)</td><td>WholeStageCodegen (21)</td><td>5.67</td><td>1192790</td><td>141</td><td>true</td><td>51</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>142:143:144:145:146:147:148</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>226</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>104</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>118</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>548</td><td>60</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>61:62:63</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>165</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>67</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1152</td><td>28</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>146</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>20</td><td>true</td><td>50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>48</td><td>203</td><td>true</td><td>39</td><td>Project:Filter:ColumnarToRow</td><td>204:205:206</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>106</td><td>5</td><td>true</td><td>51:53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>6954</td><td>171</td><td>true</td><td>44:52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2038</td><td>69</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1925</td><td>214</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>173</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (47)</td><td>WholeStageCodegen (47)</td><td>6.96</td><td>58082</td><td>162</td><td>true</td><td>52</td><td>HashAggregate:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>163:164:165:166:167</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (13)</td><td>WholeStageCodegen (13)</td><td>8.0</td><td>7684689</td><td>86</td><td>true</td><td>51</td><td>Sort</td><td>87</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>176</td><td>true</td><td>44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>190</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>152</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1596</td><td>53</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>55</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>3.92</td><td>4787686</td><td>192</td><td>true</td><td>40</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>193:194:195:196:197:198:199</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>2.9</td><td>341</td><td>115</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>116:117:118</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>221</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (38)</td><td>WholeStageCodegen (38)</td><td>5.67</td><td>15748975</td><td>219</td><td>true</td><td>52</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>220:221:222:223:224:225:226</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>167</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.9</td><td>1629090</td><td>81</td><td>true</td><td>46</td><td>Project:Filter:ColumnarToRow</td><td>82:83:84</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>31</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>133</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2038</td><td>218</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>3.0</td><td>317013</td><td>16</td><td>true</td><td>50</td><td>Project</td><td>17</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>102</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>2</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (45)</td><td>WholeStageCodegen (45)</td><td>5.67</td><td>579620</td><td>234</td><td>true</td><td>52</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>235:236:237:238:239:240:241</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>95</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>230</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>57306</td><td>107</td><td>true</td><td>35:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1152</td><td>153</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>75</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>525</td><td>64</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>231</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>142</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>212</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1596</td><td>208</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>210</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>91</td><td>false</td><td>43</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.8</td><td>2258</td><td>66</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>67:68</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>179</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>79</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>1128383</td><td>111</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>73</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>2.9</td><td>341</td><td>128</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>129:130:131</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>245</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>24</td><td>false</td><td>48</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>195</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>18</td><td>true</td><td>50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>4</td><td>false</td><td>53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>196</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1212</td><td>112</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>144</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>374</td><td>136</td><td>true</td><td>45:52:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>98</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>216</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>74225</td><td>80</td><td>true</td><td>46:52:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1596</td><td>59</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>8.0</td><td>265322</td><td>34</td><td>true</td><td>50</td><td>Sort</td><td>35</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>64</td><td>161</td><td>true</td><td>52:53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>84</td><td>false</td><td>46</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>166</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>138</td><td>true</td><td>45</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>76</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>148</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>36854</td><td>186</td><td>true</td><td>42:44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>3141204</td><td>108</td><td>true</td><td>35</td><td>Filter:ColumnarToRow</td><td>109:110</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>168</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (11)</td><td>WholeStageCodegen (11)</td><td>8.0</td><td>7736910</td><td>78</td><td>true</td><td>51</td><td>Sort</td><td>79</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>27</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1183</td><td>26</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>125</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>20580</td><td>126</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>525</td><td>213</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (48)</td><td>WholeStageCodegen (48)</td><td>1.0</td><td>3979</td><td>159</td><td>false</td><td>53</td><td>HashAggregate</td><td>160</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>106</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>205</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>8</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>7</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>5.67</td><td>13085436</td><td>70</td><td>true</td><td>51</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>71:72:73:74:75:76:77</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>145</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>129</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>110</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (33)</td><td>WholeStageCodegen (33)</td><td>8.0</td><td>1156186</td><td>169</td><td>true</td><td>52</td><td>Sort</td><td>170</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>34850</td><td>41</td><td>true</td><td>47:49</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>32</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>124</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>10</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>238</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>101</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>71</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1925</td><td>65</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>23</td><td>true</td><td>48</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1183</td><td>182</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>170</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>45</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>180</td><td>false</td><td>41</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>40</td><td>true</td><td>49</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>73193</td><td>50</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (40)</td><td>WholeStageCodegen (40)</td><td>8.0</td><td>0</td><td>232</td><td>true</td><td>52</td><td>Sort</td><td>233</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>198</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>7362</td><td>25</td><td>true</td><td>48</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>240</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>211</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>121</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (18)</td><td>WholeStageCodegen (18)</td><td>8.0</td><td>5641193</td><td>149</td><td>true</td><td>51</td><td>Sort</td><td>150</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>117</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (22)</td><td>WholeStageCodegen (22)</td><td>2.9</td><td>305</td><td>154</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>155:156:157</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>11173</td><td>140</td><td>true</td><td>45</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1206</td><td>114</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>68</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>156</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>525</td><td>58</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>220</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>174</td><td>true</td><td>44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>361088</td><td>85</td><td>true</td><td>46</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>8.0</td><td>319031</td><td>13</td><td>true</td><td>51</td><td>Sort</td><td>14</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>35</td><td>true</td><td>50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>87</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>99</td><td>false</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>9723</td><td>92</td><td>true</td><td>43</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>5.76</td><td>7077480</td><td>97</td><td>true</td><td>37</td><td>HashAggregate:HashAggregate:HashAggregate:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>98:99:100:101:102:103:104</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (22)</td><td>WholeStageCodegen (22)</td><td>2.9</td><td>305</td><td>29</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>30:31:32</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>47</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>188</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (12)</td><td>WholeStageCodegen (12)</td><td>2.8</td><td>14372</td><td>89</td><td>true</td><td>43</td><td>Filter:ColumnarToRow</td><td>90:91</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>108</td><td>201</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>82</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>217</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>222</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>130</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>11</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>116</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>52</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>39</td><td>true</td><td>49</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>194</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>27817</td><td>123</td><td>true</td><td>36</td><td>Filter:ColumnarToRow</td><td>124:125</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>83</td><td>true</td><td>46</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>164</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>7610479</td><td>105</td><td>true</td><td>37</td><td>Sort</td><td>106</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>24920</td><td>191</td><td>true</td><td>40:42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>109</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>103</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>237</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>57</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>139</td><td>false</td><td>45</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>131</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>63</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (25)</td><td>WholeStageCodegen (25)</td><td>2.8</td><td>15032</td><td>178</td><td>true</td><td>41</td><td>Filter:ColumnarToRow</td><td>179:180</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>206</td><td>false</td><td>39</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>77</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>124</td><td>122</td><td>true</td><td>36:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (37)</td><td>WholeStageCodegen (37)</td><td>8.0</td><td>9684161</td><td>229</td><td>true</td><td>52</td><td>Sort</td><td>230</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>199</td><td>false</td><td>40</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>150</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>147</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (24)</td><td>WholeStageCodegen (24)</td><td>1.0</td><td>15386</td><td>3</td><td>false</td><td>53</td><td>HashAggregate</td><td>4</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>548</td><td>209</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>210:211:212</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>287</td><td>158</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>74</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>113</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Subquery</td><td>null</td><td>1.0</td><td>0</td><td>93</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>152</td><td>88</td><td>true</td><td>43:52:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>135</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>38</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>160</td><td>false</td><td>53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>324</td><td>132</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (20)</td><td>WholeStageCodegen (20)</td><td>8.0</td><td>5632344</td><td>151</td><td>true</td><td>51</td><td>Sort</td><td>152</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>104034</td><td>200</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (31)</td><td>WholeStageCodegen (31)</td><td>8.0</td><td>280275</td><td>183</td><td>true</td><td>44</td><td>Sort</td><td>184</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>819</td><td>21</td><td>true</td><td>48:50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>548</td><td>54</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>55:56:57</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>4.5</td><td>9</td><td>94</td><td>true</td><td>38</td><td>HashAggregate</td><td>95</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>90</td><td>true</td><td>43</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>31</td><td>207</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>185</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>3.92</td><td>4849898</td><td>42</td><td>true</td><td>47</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>43:44:45:46:47:48:49</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>243</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>100</td><td>false</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>197</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>3.43</td><td>329696</td><td>187</td><td>true</td><td>42</td><td>Project:Filter:HashAggregate</td><td>188:189:190</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>184</td><td>true</td><td>44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>324</td><td>119</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>56</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>14</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>9</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>61</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (16)</td><td>WholeStageCodegen (16)</td><td>8.0</td><td>0</td><td>134</td><td>true</td><td>51</td><td>Sort</td><td>135</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>44</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (44)</td><td>WholeStageCodegen (44)</td><td>8.0</td><td>7091464</td><td>244</td><td>true</td><td>52</td><td>Sort</td><td>245</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (19)</td><td>WholeStageCodegen (19)</td><td>2.8</td><td>113485</td><td>82</td><td>true</td><td>40</td><td>Filter:ColumnarToRow</td><td>83:84</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>23</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>39</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>57</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>90</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>17</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>9398</td><td>53</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>8927</td><td>91</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>34</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>4</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1494</td><td>35</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>55</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>71</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (11)</td><td>WholeStageCodegen (11)</td><td>8.0</td><td>625159</td><td>67</td><td>true</td><td>35</td><td>Sort</td><td>68</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>62819</td><td>85</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>10.07</td><td>1910905</td><td>20</td><td>true</td><td>37</td><td>HashAggregate:Project:SortMergeJoin</td><td>21:22:23</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>56</td><td>false</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>66</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>14</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>61</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>25</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>8</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>10.07</td><td>541305</td><td>63</td><td>true</td><td>35</td><td>HashAggregate:Project:SortMergeJoin</td><td>64:65:66</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>22</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>52</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>3.65</td><td>356825</td><td>16</td><td>true</td><td>38</td><td>Filter:HashAggregate</td><td>17:18</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>89</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>3.63</td><td>404429</td><td>27</td><td>true</td><td>36</td><td>Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>28:29:30:31</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1494</td><td>41</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>65</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>21</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (18)</td><td>WholeStageCodegen (18)</td><td>8.0</td><td>438264</td><td>7</td><td>true</td><td>42</td><td>Sort</td><td>8</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>91525</td><td>69</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>64</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>8.0</td><td>1769290</td><td>47</td><td>true</td><td>37</td><td>Sort</td><td>48</td><td>false</td></tr></tbody></table>Showing the first 1000 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",null,3,287,158,true,"31",null,null,false],["app-20220209230053-0028",24,"HashAggregate",null,1,0,74,false,"51",null,null,false],["app-20220209230053-0028",24,"ReusedExchange",null,1,0,113,false,null,null,null,false],["app-20220209230053-0028",24,"Subquery",null,1,0,93,false,null,null,null,false],["app-20220209230053-0028",24,"Exchange",null,4.2,152,88,true,"43:52:51",null,null,false],["app-20220209230053-0028",24,"Sort",null,8,0,135,true,"51",null,null,false],["app-20220209230053-0028",24,"Project",null,3,0,38,true,null,null,null,false],["app-20220209230053-0028",24,"HashAggregate",null,1,0,160,false,"53",null,null,false],["app-20220209230053-0028",24,"Scan parquet ",null,3,324,132,true,"34",null,null,false],["app-20220209230053-0028",24,"WholeStageCodegen (20)","WholeStageCodegen (20)",8,5632344,151,true,"51","Sort","152",false],["app-20220209230053-0028",24,"Scan parquet ",null,3,104034,200,true,"40",null,null,false],["app-20220209230053-0028",24,"WholeStageCodegen 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(19)",2.8,113485,82,true,"40","Filter:ColumnarToRow","83:84",false],["app-20220209230750-0036",24,"Project",null,3,0,5,true,null,null,null,false],["app-20220209230750-0036",24,"SortMergeJoin",null,22.7,0,23,true,"37",null,null,false],["app-20220209230750-0036",24,"ColumnarToRow",null,1,0,39,false,"32",null,null,true],["app-20220209230750-0036",24,"HashAggregate",null,4.5,0,57,true,"41",null,null,false],["app-20220209230750-0036",24,"ColumnarToRow",null,1,0,90,false,"31",null,null,true],["app-20220209230750-0036",24,"Filter",null,2.8,0,17,true,"38",null,null,false],["app-20220209230750-0036",24,"Scan parquet ",null,3,9398,53,true,"33",null,null,false],["app-20220209230750-0036",24,"Scan parquet ",null,3,8927,91,true,"31",null,null,false],["app-20220209230750-0036",24,"ReusedExchange",null,1,0,34,false,null,null,null,false],["app-20220209230750-0036",24,"BroadcastHashJoin",null,5.09,0,4,true,"42",null,null,false],["app-20220209230750-0036",24,"BroadcastExchange",null,3,1494,35,true,null,null,null,false],["app-20220209230750-0036",14,"Execute CreateViewCommand",null,1,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"Sort",null,8,0,55,true,"41",null,null,false],["app-20220209230750-0036",24,"Project",null,3,0,71,true,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (11)","WholeStageCodegen (11)",8,625159,67,true,"35","Sort","68",false],["app-20220209230750-0036",24,"Scan parquet ",null,3,62819,85,true,"40",null,null,false],["app-20220209230750-0036",11,"Execute CreateViewCommand",null,1,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (6)","WholeStageCodegen 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(14)",10.07,541305,63,true,"35","HashAggregate:Project:SortMergeJoin","64:65:66",false],["app-20220209230750-0036",24,"Project",null,3,0,22,true,null,null,null,false],["app-20220209230750-0036",24,"ColumnarToRow",null,1,0,52,false,"33",null,null,true],["app-20220209230750-0036",24,"WholeStageCodegen (7)","WholeStageCodegen (7)",3.65,356825,16,true,"38","Filter:HashAggregate","17:18",false],["app-20220209230750-0036",24,"Filter",null,2.8,0,89,true,"31",null,null,false],["app-20220209230750-0036",15,"Execute CreateViewCommand",null,1,0,0,false,null,null,null,false],["app-20220209230750-0036",5,"Execute CreateViewCommand",null,1,0,0,false,null,null,null,false],["app-20220209230750-0036",16,"Execute CreateViewCommand",null,1,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (2)","WholeStageCodegen 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CreateViewCommand",null,1,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"Exchange",null,4.2,91525,69,true,"34:35",null,null,false],["app-20220209230750-0036",24,"HashAggregate",null,4.5,0,64,true,"35",null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (5)","WholeStageCodegen (5)",8,1769290,47,true,"37","Sort","48",false]],"datasetInfos":[],"dbfsResultPath":null,"isJsonSchema":true,"metadata":{},"overflow":true,"plotOptions":{"customPlotOptions":{},"displayType":"table","pivotAggregation":null,"pivotColumns":null,"xColumns":null,"yColumns":null},"removedWidgets":[],"schema":[{"metadata":"{}","name":"App ID","type":"\"string\""},{"metadata":"{}","name":"SQL ID","type":"\"long\""},{"metadata":"{}","name":"Exec Name","type":"\"string\""},{"metadata":"{}","name":"Expression Name","type":"\"string\""},{"metadata":"{}","name":"Task Speedup Factor","type":"\"double\""},{"metadata":"{}","name":"Exec Duration","type":"\"long\""},{"metadata":"{}","name":"SQL Node Id","type":"\"long\""},{"metadata":"{}","name":"Exec Is Supported","type":"\"boolean\""},{"metadata":"{}","name":"Exec Stages","type":"\"string\""},{"metadata":"{}","name":"Exec Children","type":"\"string\""},{"metadata":"{}","name":"Exec Children Node Ids","type":"\"string\""},{"metadata":"{}","name":"Exec Should Remove","type":"\"boolean\""}],"type":"table"}},"output_type":"display_data"}],"source":["execs_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output_execs.csv\")\n","display(execs_output)"]}],"metadata":{"application/vnd.databricks.v1+notebook":{"dashboards":[{"elements":[],"globalVars":{},"guid":"0ed3c80b-b2f6-4c89-9a92-1af2f168d5ea","layoutOption":{"grid":true,"stack":true},"nuid":"91c1bfb2-695a-4e5c-8a25-848a433108dc","origId":2721260844584915,"title":"Executive 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Template","notebookOrigID":2721260844584890,"widgets":{"log_path":{"currentValue":"/dbfs/user1/qualification_logs","nuid":"88986aa6-6e67-4d09-aeeb-7c96ea1ea8f1","widgetInfo":{"defaultValue":"","label":null,"name":"log_path","options":{"validationRegex":null,"widgetType":"text"},"widgetType":"text"}},"output_path":{"currentValue":"/tmp","nuid":"0b9846bd-5c3e-4ae2-ba00-80bb9da1ee32","widgetInfo":{"defaultValue":"","label":null,"name":"output_path","options":{"validationRegex":null,"widgetType":"text"},"widgetType":"text"}}}},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}
+{"cells":[{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"df33c614-2ecc-47a0-8600-bc891681997f","showTitle":false,"title":""}},"source":["# Welcome to the Qualification Tool for the RAPIDS Accelerator for Apache Spark\n","To run the tool, you need to enter a log path that represents the DBFS location for your Spark CPU event logs.  Then you can select \"Run all\" to execute the notebook.  After the notebook completes, you will see various output tables show up below.  More options for running the qualification tool can be found here: https://nvidia.github.io/spark-rapids/docs/spark-qualification-tool.html#qualification-tool-options.\n","\n","## Summary Output\n","The report represents the entire app execution, including unsupported operators and non-SQL operations.  By default, the applications and queries are sorted in descending order by the following fields:\n","- Recommendation;\n","- Estimated GPU Speed-up;\n","- Estimated GPU Time Saved; and\n","- End Time.\n","\n","## Stages Output\n","For each stage used in SQL operations, the Qualification tool generates the following information:\n","1. App ID\n","1. Stage ID\n","1. Average Speedup Factor: the average estimated speed-up of all the operators in the given stage.\n","1. Stage Task Duration: amount of time spent in tasks of SQL Dataframe operations for the given stage.\n","1. Unsupported Task Duration: sum of task durations for the unsupported operators. For more details, see Supported Operators.\n","1. Stage Estimated: True or False indicates if we had to estimate the stage duration.\n","\n","## Execs Output\n","The Qualification tool generates a report of the “Exec” in the “SparkPlan” or “Executor Nodes” along with the estimated acceleration on the GPU. Please refer to the Supported Operators guide for more details on limitations on UDFs and unsupported operators.\n","1. App ID\n","1. SQL ID\n","1. Exec Name: example Filter, HashAggregate\n","1. Expression Name\n","1. Task Speedup Factor: it is simply the average acceleration of the operators based on the original CPU duration of the operator divided by the GPU duration. The tool uses historical queries and benchmarks to estimate a speed-up at an individual operator level to calculate how much a specific operator would accelerate on GPU.\n","1. Exec Duration: wall-Clock time measured since the operator starts till it is completed.\n","1. SQL Node Id\n","1. Exec Is Supported: whether the Exec is supported by RAPIDS or not. Please refer to the Supported Operators section.\n","1. Exec Stages: an array of stage IDs\n","1. Exec Children\n","1. Exec Children Node Ids\n","1. Exec Should Remove: whether the Op is removed from the migrated plan."]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\">Out[38]: 11948376</div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\">Out[38]: 11948376</div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["import json\n","import requests\n","import base64\n","import shlex\n","import subprocess\n","import pandas as pd\n","\n","# Download Spark RAPIDS tool jar\n","TOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/23.12.0/rapids-4-spark-tools_2.12-23.12.0.jar'\n","TOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\n","response = requests.get(TOOL_JAR_URL)\n","open(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)\n","\n","# Download S3 jars\n","HADOOP_AWS_URL = 'https://repo.maven.apache.org/maven2/org/apache/hadoop/hadoop-aws/2.7.4/hadoop-aws-2.7.4.jar'\n","HADOOP_AWS_LOCAL_PATH = '/tmp/hadoop-aws-2.7.4.jar'\n","response = requests.get(HADOOP_AWS_URL)\n","open(HADOOP_AWS_LOCAL_PATH, \"wb\").write(response.content)\n","\n","AWS_JAVA_URL = 'https://repo.maven.apache.org/maven2/com/amazonaws/aws-java-sdk/1.7.4/aws-java-sdk-1.7.4.jar'\n","AWS_JAVA_LOCAL_PATH = '/tmp/aws-java-sdk-1.7.4.jar'\n","response = requests.get(AWS_JAVA_URL)\n","open(AWS_JAVA_LOCAL_PATH, \"wb\").write(response.content)\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"acf401a3-12d3-4236-a6c5-8fe8990b153a","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["dbutils.widgets.text(\"log_path\", \"\")\n","eventlog_string=dbutils.widgets.get(\"log_path\")\n","\n","dbutils.widgets.text(\"output_path\", \"\")\n","outputpath_string=dbutils.widgets.get(\"output_path\")"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"65c4e778-5505-4334-ab89-424334803253","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .ansiout {\n","    display: block;\n","    unicode-bidi: embed;\n","    white-space: pre-wrap;\n","    word-wrap: break-word;\n","    word-break: break-all;\n","    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n","    font-size: 13px;\n","    color: #555;\n","    margin-left: 4px;\n","    line-height: 19px;\n","  }\n","</style>\n","<div class=\"ansiout\"></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"arguments":{},"data":"<div class=\"ansiout\"></div>","datasetInfos":[],"metadata":{},"removedWidgets":[],"type":"html"}},"output_type":"display_data"}],"source":["!java -Xmx10g -cp /tmp/rapids-4-spark-tools.jar:/tmp/hadoop-aws-2.7.4.jar:/tmp/aws-java-sdk-1.7.4.jar:/databricks/jars/* com.nvidia.spark.rapids.tool.qualification.QualificationMain -o $outputpath_string $eventlog_string &> /tmp/qual_debug.log"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"bbe50fde-0bd6-4281-95fd-6a1ec6f17ab2","showTitle":false,"title":""}},"source":["## Summary Output"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"fb8edb26-e173-47ff-92a1-463baec7c06b","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>App Name</th><th>App ID</th><th>Recommendation</th><th>Estimated GPU Speedup</th><th>Estimated GPU Duration</th><th>Estimated GPU Time Saved</th><th>SQL DF Duration</th><th>SQL Dataframe Task Duration</th><th>App Duration</th><th>GPU Opportunity</th><th>Executor CPU Time Percent</th><th>SQL Ids with Failures</th><th>Unsupported Read File Formats and Types</th><th>Unsupported Write Data Format</th><th>Complex Types</th><th>Nested Complex Types</th><th>Potential Problems</th><th>Longest SQL Duration</th><th>NONSQL Task Duration Plus Overhead</th><th>Unsupported Task Duration</th><th>Supported SQL DF Task Duration</th><th>Task Speedup Factor</th><th>App Duration Estimated</th><th>Unsupported Execs</th><th>Unsupported Expressions</th></tr></thead><tbody><tr><td>TPC-DS Like Bench q14b</td><td>app-20220209225233-0018</td><td>Strongly Recommended</td><td>2.7</td><td>48971.53</td><td>83400.46</td><td>112708</td><td>27066964</td><td>132372</td><td>109793</td><td>65.66</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>112701</td><td>2939275</td><td>700037</td><td>26366927</td><td>4.16</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q14a</td><td>app-20220209225013-0017</td><td>Strongly Recommended</td><td>2.66</td><td>51728.96</td><td>86381.03</td><td>117178</td><td>28746000</td><td>138110</td><td>112636</td><td>64.69</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>117172</td><td>2978987</td><td>1114076</td><td>27631924</td><td>4.29</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q4</td><td>app-20220209224316-0007</td><td>Strongly Recommended</td><td>2.66</td><td>41856.03</td><td>69720.96</td><td>90167</td><td>85324700</td><td>111577</td><td>90167</td><td>65.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>90163</td><td>3086516</td><td>0</td><td>85324700</td><td>4.41</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q24b</td><td>app-20220209230348-0030</td><td>Recommended</td><td>2.34</td><td>32581.07</td><td>43720.92</td><td>56748</td><td>27574691</td><td>76302</td><td>56694</td><td>60.89</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>56741</td><td>2950634</td><td>25998</td><td>27548693</td><td>4.37</td><td>false</td><td>AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow</td><td>decimal</td></tr><tr><td>TPC-DS Like Bench q67</td><td>app-20220209232913-0074</td><td>Recommended</td><td>2.27</td><td>144720.72</td><td>184416.27</td><td>308185</td><td>15437192</td><td>329137</td><td>265300</td><td>73.64</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>308174</td><td>3028469</td><td>2148108</td><td>13289084</td><td>3.28</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>DecimalType</td></tr><tr><td>TPC-DS Like Bench q24a</td><td>app-20220209230232-0029</td><td>Recommended</td><td>2.25</td><td>33029.22</td><td>41483.77</td><td>53469</td><td>27911960</td><td>74513</td><td>53202</td><td>60.14</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>53455</td><td>3305140</td><td>139193</td><td>27772767</td><td>4.54</td><td>false</td><td>AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow</td><td>decimal</td></tr><tr><td>TPC-DS Like Bench q93</td><td>app-20220209235239-0100</td><td>Recommended</td><td>2.18</td><td>31203.42</td><td>36894.57</td><td>50166</td><td>29213056</td><td>68098</td><td>50166</td><td>64.73</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>50161</td><td>2973035</td><td>0</td><td>29213056</td><td>3.78</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q23a</td><td>app-20220209225917-0027</td><td>Recommended</td><td>2.17</td><td>43196.97</td><td>50617.02</td><td>74068</td><td>45913641</td><td>93814</td><td>66840</td><td>64.81</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>74064</td><td>2975228</td><td>4480262</td><td>41433379</td><td>4.12</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q23b</td><td>app-20220209230053-0028</td><td>Recommended</td><td>2.08</td><td>46588.14</td><td>50761.85</td><td>77422</td><td>59799857</td><td>97350</td><td>66526</td><td>66.43</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>77417</td><td>3011951</td><td>8415627</td><td>51384230</td><td>4.22</td><td>false</td><td>HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>DecimalType;decimal</td></tr><tr><td>TPC-DS Like Bench q72</td><td>app-20220209233659-0079</td><td>Recommended</td><td>1.97</td><td>30920.88</td><td>30054.11</td><td>41703</td><td>25434438</td><td>60975</td><td>41703</td><td>74.77</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>41694</td><td>2971887</td><td>0</td><td>25434438</td><td>3.58</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q64</td><td>app-20220209232701-0071</td><td>Recommended</td><td>1.95</td><td>30544.61</td><td>29103.38</td><td>38925</td><td>31852357</td><td>59648</td><td>37301</td><td>55.12</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>38919</td><td>2987987</td><td>1328490</td><td>30523867</td><td>4.55</td><td>false</td><td>HashAggregate;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q78</td><td>app-20220209234412-0085</td><td>Recommended</td><td>1.94</td><td>24390.79</td><td>22946.2</td><td>29098</td><td>24753911</td><td>47337</td><td>29098</td><td>56.99</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>29090</td><td>2968697</td><td>0</td><td>24753911</td><td>4.73</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q95</td><td>app-20220209235427-0102</td><td>Recommended</td><td>1.9</td><td>29920.38</td><td>26967.61</td><td>37674</td><td>23337528</td><td>56888</td><td>35528</td><td>49.19</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>37667</td><td>2958216</td><td>1328886</td><td>22008642</td><td>4.15</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_sum</td></tr><tr><td>TPC-DS Like Bench q87</td><td>app-20220209234925-0094</td><td>Recommended</td><td>1.81</td><td>25518.2</td><td>20871.79</td><td>26279</td><td>16348325</td><td>46390</td><td>26279</td><td>52.04</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>26272</td><td>2954066</td><td>0</td><td>16348325</td><td>4.86</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q50</td><td>app-20220209231919-0057</td><td>Recommended</td><td>1.76</td><td>26735.89</td><td>20549.1</td><td>28736</td><td>16444045</td><td>47285</td><td>28736</td><td>52.87</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>28732</td><td>3339217</td><td>0</td><td>16444045</td><td>3.51</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q97</td><td>app-20220209235552-0104</td><td>Recommended</td><td>1.76</td><td>24057.8</td><td>18398.19</td><td>23731</td><td>11475611</td><td>42456</td><td>23731</td><td>58.69</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>23727</td><td>3009477</td><td>0</td><td>11475611</td><td>4.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q75</td><td>app-20220209233914-0082</td><td>Recommended</td><td>1.74</td><td>25544.26</td><td>18972.73</td><td>24939</td><td>19831478</td><td>44517</td><td>24939</td><td>43.74</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>24933</td><td>2987306</td><td>0</td><td>19831478</td><td>4.18</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q38</td><td>app-20220209231214-0044</td><td>Recommended</td><td>1.73</td><td>23047.06</td><td>16910.93</td><td>21292</td><td>15248682</td><td>39958</td><td>21292</td><td>48.81</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>21288</td><td>3167687</td><td>0</td><td>15248682</td><td>4.86</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q31</td><td>app-20220209230826-0037</td><td>Recommended</td><td>1.68</td><td>23595.69</td><td>16242.3</td><td>20407</td><td>12617670</td><td>39838</td><td>20407</td><td>34.76</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>20399</td><td>2942830</td><td>0</td><td>12617670</td><td>4.9</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q74</td><td>app-20220209233831-0081</td><td>Recommended</td><td>1.68</td><td>24668.06</td><td>16781.93</td><td>21747</td><td>16692240</td><td>41450</td><td>21747</td><td>46.93</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>21741</td><td>3325282</td><td>0</td><td>16692240</td><td>4.38</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q11</td><td>app-20220209224833-0014</td><td>Recommended</td><td>1.62</td><td>26707.24</td><td>16820.75</td><td>24208</td><td>17615125</td><td>43528</td><td>22143</td><td>45.76</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>24205</td><td>2917642</td><td>1502045</td><td>16113080</td><td>4.16</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>DecimalType</td></tr><tr><td>TPC-DS Like Bench q16</td><td>app-20220209225524-0020</td><td>Recommended</td><td>1.62</td><td>25717.33</td><td>16006.66</td><td>22726</td><td>18535920</td><td>41724</td><td>21306</td><td>44.67</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>22720</td><td>3028781</td><td>1157466</td><td>17378454</td><td>4.01</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_sum</td></tr><tr><td>TPC-DS Like Bench q51</td><td>app-20220209232008-0058</td><td>Recommended</td><td>1.59</td><td>21942.35</td><td>13069.64</td><td>16925</td><td>12278939</td><td>35012</td><td>16925</td><td>47.26</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16920</td><td>2979507</td><td>0</td><td>12278939</td><td>4.38</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q81</td><td>app-20220209234611-0088</td><td>Recommended</td><td>1.58</td><td>23125.59</td><td>13612.4</td><td>17437</td><td>10033526</td><td>36738</td><td>17393</td><td>36.22</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>17431</td><td>3083743</td><td>24955</td><td>10008571</td><td>4.59</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q65</td><td>app-20220209232803-0072</td><td>Recommended</td><td>1.57</td><td>23403.59</td><td>13469.4</td><td>18332</td><td>10164071</td><td>36873</td><td>18332</td><td>46.41</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>18324</td><td>2941892</td><td>0</td><td>10164071</td><td>3.77</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q30</td><td>app-20220209230750-0036</td><td>Recommended</td><td>1.56</td><td>21777.06</td><td>12322.93</td><td>16070</td><td>8447753</td><td>34100</td><td>16023</td><td>33.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16063</td><td>2987480</td><td>24435</td><td>8423318</td><td>4.33</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q15</td><td>app-20220209225447-0019</td><td>Recommended</td><td>1.52</td><td>23166.12</td><td>12074.87</td><td>15970</td><td>6770100</td><td>35241</td><td>15970</td><td>34.25</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15964</td><td>2923648</td><td>0</td><td>6770100</td><td>4.09</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q35</td><td>app-20220209231035-0041</td><td>Recommended</td><td>1.51</td><td>24552.13</td><td>12648.86</td><td>18298</td><td>10027023</td><td>37201</td><td>17010</td><td>37.15</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>18293</td><td>3059747</td><td>705510</td><td>9321513</td><td>3.9</td><td>false</td><td>Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q8</td><td>app-20220209224648-0011</td><td>Recommended</td><td>1.51</td><td>23372.7</td><td>12016.29</td><td>15691</td><td>6693324</td><td>35389</td><td>15691</td><td>20.01</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15686</td><td>3133963</td><td>0</td><td>6693324</td><td>4.26</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q69</td><td>app-20220209233517-0076</td><td>Recommended</td><td>1.5</td><td>24534.64</td><td>12431.35</td><td>16589</td><td>7246714</td><td>36966</td><td>16589</td><td>27.75</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16583</td><td>2963952</td><td>0</td><td>7246714</td><td>3.99</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q94</td><td>app-20220209235349-0101</td><td>Recommended</td><td>1.5</td><td>24361.44</td><td>12284.55</td><td>17424</td><td>13168326</td><td>36646</td><td>16352</td><td>41.87</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>17416</td><td>3048502</td><td>809952</td><td>12358374</td><td>4.01</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_sum</td></tr><tr><td>TPC-DS Like Bench q54</td><td>app-20220209232140-0061</td><td>Recommended</td><td>1.5</td><td>23475.06</td><td>11742.93</td><td>15568</td><td>5555140</td><td>35218</td><td>15568</td><td>28.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15563</td><td>3021018</td><td>0</td><td>5555140</td><td>4.07</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Subquery;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q39a</td><td>app-20220209231256-0045</td><td>Recommended</td><td>1.49</td><td>22102.22</td><td>10863.77</td><td>14136</td><td>4794226</td><td>32966</td><td>14136</td><td>24.49</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14131</td><td>2998677</td><td>0</td><td>4794226</td><td>4.32</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q29</td><td>app-20220209230713-0035</td><td>Recommended</td><td>1.49</td><td>23597.91</td><td>11588.08</td><td>15912</td><td>10021701</td><td>35186</td><td>15912</td><td>44.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15905</td><td>3057910</td><td>0</td><td>10021701</td><td>3.68</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q47</td><td>app-20220209231740-0054</td><td>Recommended</td><td>1.48</td><td>23520.63</td><td>11417.36</td><td>15246</td><td>8996925</td><td>34938</td><td>15160</td><td>35.78</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15241</td><td>3107687</td><td>50299</td><td>8946626</td><td>4.05</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q59</td><td>app-20220209232422-0066</td><td>Recommended</td><td>1.48</td><td>24246.78</td><td>11658.21</td><td>16091</td><td>6749831</td><td>35905</td><td>16091</td><td>34.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16084</td><td>3068245</td><td>0</td><td>6749831</td><td>3.63</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q6</td><td>app-20220209224544-0009</td><td>Recommended</td><td>1.46</td><td>22488.01</td><td>10526.98</td><td>13758</td><td>6335474</td><td>33015</td><td>13756</td><td>30.04</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13753</td><td>2943126</td><td>863</td><td>6334611</td><td>4.26</td><td>false</td><td>Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q80</td><td>app-20220209234532-0087</td><td>Recommended</td><td>1.46</td><td>25298.12</td><td>11841.87</td><td>16742</td><td>12630126</td><td>37140</td><td>15856</td><td>40.02</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16735</td><td>3360633</td><td>668346</td><td>11961780</td><td>3.95</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q39b</td><td>app-20220209231330-0046</td><td>Recommended</td><td>1.46</td><td>22094.04</td><td>10341.95</td><td>13457</td><td>3807675</td><td>32436</td><td>13457</td><td>30.24</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13451</td><td>2941727</td><td>0</td><td>3807675</td><td>4.32</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q57</td><td>app-20220209232314-0064</td><td>Recommended</td><td>1.46</td><td>22995.99</td><td>10722.0</td><td>14351</td><td>8374423</td><td>33718</td><td>14237</td><td>31.73</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14345</td><td>2948771</td><td>66283</td><td>8308140</td><td>4.05</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q1</td><td>app-20220209224147-0004</td><td>Recommended</td><td>1.46</td><td>21599.35</td><td>10007.64</td><td>13417</td><td>7598550</td><td>31607</td><td>13321</td><td>37.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13412</td><td>3012015</td><td>54119</td><td>7544431</td><td>4.01</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q18</td><td>app-20220209225644-0022</td><td>Recommended</td><td>1.44</td><td>22216.88</td><td>9865.11</td><td>13492</td><td>7586670</td><td>32082</td><td>13492</td><td>33.42</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13484</td><td>2962080</td><td>0</td><td>7586670</td><td>3.72</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q45</td><td>app-20220209231631-0052</td><td>Recommended</td><td>1.44</td><td>23723.45</td><td>10458.54</td><td>14455</td><td>5768757</td><td>34182</td><td>14154</td><td>33.74</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14447</td><td>2957022</td><td>120068</td><td>5648689</td><td>3.83</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;BroadcastHashJoin;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q17</td><td>app-20220209225607-0021</td><td>Recommended</td><td>1.43</td><td>24334.61</td><td>10564.38</td><td>14420</td><td>7818278</td><td>34899</td><td>14420</td><td>37.4</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>14412</td><td>3106844</td><td>0</td><td>7818278</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q25</td><td>app-20220209230506-0031</td><td>Recommended</td><td>1.43</td><td>21671.78</td><td>9370.21</td><td>12790</td><td>7060196</td><td>31042</td><td>12790</td><td>34.97</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12784</td><td>3060435</td><td>0</td><td>7060196</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q49</td><td>app-20220209231846-0056</td><td>Recommended</td><td>1.42</td><td>22231.44</td><td>9476.55</td><td>12466</td><td>8785195</td><td>31708</td><td>12466</td><td>26.92</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12448</td><td>3080539</td><td>0</td><td>8785195</td><td>4.17</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q46</td><td>app-20220209231707-0053</td><td>Recommended</td><td>1.42</td><td>22047.85</td><td>9385.14</td><td>12318</td><td>6163042</td><td>31433</td><td>12318</td><td>26.39</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12312</td><td>3017041</td><td>0</td><td>6163042</td><td>4.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q10</td><td>app-20220209224756-0013</td><td>Recommended</td><td>1.42</td><td>24919.87</td><td>10489.12</td><td>15574</td><td>7745798</td><td>35409</td><td>14432</td><td>30.14</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15567</td><td>3236768</td><td>567780</td><td>7178018</td><td>3.66</td><td>false</td><td>Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q68</td><td>app-20220209233444-0075</td><td>Recommended</td><td>1.41</td><td>21674.52</td><td>9006.47</td><td>11821</td><td>5109423</td><td>30681</td><td>11821</td><td>20.54</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11814</td><td>3004334</td><td>0</td><td>5109423</td><td>4.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q5</td><td>app-20220209224509-0008</td><td>Recommended</td><td>1.41</td><td>23548.42</td><td>9749.57</td><td>13729</td><td>8967631</td><td>33298</td><td>13729</td><td>41.35</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13722</td><td>3186659</td><td>0</td><td>8967631</td><td>3.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q34</td><td>app-20220209231004-0040</td><td>Recommended</td><td>1.4</td><td>20675.69</td><td>8427.3</td><td>10842</td><td>5053339</td><td>29103</td><td>10842</td><td>27.34</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10836</td><td>2994320</td><td>0</td><td>5053339</td><td>4.49</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q82</td><td>app-20220209234649-0089</td><td>Recommended</td><td>1.4</td><td>22206.53</td><td>8955.46</td><td>12212</td><td>7344489</td><td>31162</td><td>12212</td><td>39.29</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12199</td><td>2973553</td><td>0</td><td>7344489</td><td>3.75</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q85</td><td>app-20220209234821-0092</td><td>Recommended</td><td>1.4</td><td>24121.11</td><td>9726.88</td><td>13468</td><td>7684101</td><td>33848</td><td>13468</td><td>29.91</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>13462</td><td>2949755</td><td>0</td><td>7684101</td><td>3.6</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q28</td><td>app-20220209230637-0034</td><td>Recommended</td><td>1.39</td><td>24599.41</td><td>9839.58</td><td>15464</td><td>14309580</td><td>34439</td><td>13823</td><td>33.04</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>15458</td><td>3008413</td><td>1518296</td><td>12791284</td><td>3.47</td><td>false</td><td>AdaptiveSparkPlan;CollectLimit;HashAggregate;Execute CreateViewCommand;ColumnarToRow</td><td>merge_avg;merge_count</td></tr><tr><td>TPC-DS Like Bench q58</td><td>app-20220209232349-0065</td><td>Recommended</td><td>1.39</td><td>22489.0</td><td>8770.99</td><td>12322</td><td>5717106</td><td>31260</td><td>12322</td><td>34.17</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12313</td><td>3102820</td><td>0</td><td>5717106</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;Subquery;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q19</td><td>app-20220209225718-0023</td><td>Recommended</td><td>1.38</td><td>21689.15</td><td>8456.84</td><td>11373</td><td>5749051</td><td>30146</td><td>11373</td><td>23.22</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11364</td><td>3161292</td><td>0</td><td>5749051</td><td>3.9</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q61</td><td>app-20220209232531-0068</td><td>Recommended</td><td>1.38</td><td>23308.72</td><td>9017.27</td><td>12357</td><td>4376440</td><td>32326</td><td>12357</td><td>36.63</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12349</td><td>3022176</td><td>0</td><td>4376440</td><td>3.7</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q71</td><td>app-20220209233627-0078</td><td>Recommended</td><td>1.38</td><td>21967.67</td><td>8440.32</td><td>11371</td><td>4987537</td><td>30408</td><td>11371</td><td>21.81</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>11363</td><td>3052139</td><td>0</td><td>4987537</td><td>3.88</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q22</td><td>app-20220209225845-0026</td><td>Recommended</td><td>1.38</td><td>22397.03</td><td>8535.96</td><td>12381</td><td>1736064</td><td>30933</td><td>12381</td><td>50.01</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12376</td><td>2929875</td><td>0</td><td>1736064</td><td>3.22</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q70</td><td>app-20220209233555-0077</td><td>Recommended</td><td>1.37</td><td>21798.79</td><td>8233.2</td><td>10751</td><td>4816235</td><td>30032</td><td>10751</td><td>33.51</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10746</td><td>3034688</td><td>0</td><td>4816235</td><td>4.26</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q83</td><td>app-20220209234722-0090</td><td>Recommended</td><td>1.36</td><td>21949.16</td><td>8010.83</td><td>10956</td><td>5253931</td><td>29960</td><td>10956</td><td>26.62</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10949</td><td>2993826</td><td>0</td><td>5253931</td><td>3.72</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q98</td><td>app-20220209235636-0105</td><td>Recommended</td><td>1.36</td><td>20487.86</td><td>7376.13</td><td>9674</td><td>3164505</td><td>27864</td><td>9674</td><td>21.36</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9669</td><td>2953354</td><td>0</td><td>3164505</td><td>4.21</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q79</td><td>app-20220209234502-0086</td><td>Recommended</td><td>1.35</td><td>21073.77</td><td>7578.22</td><td>10344</td><td>5584295</td><td>28652</td><td>10344</td><td>29.69</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10340</td><td>3007559</td><td>0</td><td>5584295</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q73</td><td>app-20220209233802-0080</td><td>Recommended</td><td>1.35</td><td>20143.11</td><td>7154.88</td><td>9205</td><td>3086301</td><td>27298</td><td>9205</td><td>27.46</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9201</td><td>2929775</td><td>0</td><td>3086301</td><td>4.49</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q91</td><td>app-20220209235141-0098</td><td>Recommended</td><td>1.34</td><td>22090.61</td><td>7648.38</td><td>10351</td><td>3106198</td><td>29739</td><td>10351</td><td>23.11</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10347</td><td>2997584</td><td>0</td><td>3106198</td><td>3.83</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q37</td><td>app-20220209231143-0043</td><td>Recommended</td><td>1.34</td><td>22130.6</td><td>7605.4</td><td>10371</td><td>5754398</td><td>29736</td><td>10371</td><td>38.21</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10366</td><td>3003155</td><td>0</td><td>5754398</td><td>3.75</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q44</td><td>app-20220209231559-0051</td><td>Recommended</td><td>1.34</td><td>22359.33</td><td>7652.66</td><td>10956</td><td>7175937</td><td>30012</td><td>10347</td><td>29.11</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>10950</td><td>3029969</td><td>398712</td><td>6777225</td><td>3.84</td><td>false</td><td>AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q9</td><td>app-20220209224725-0012</td><td>Recommended</td><td>1.33</td><td>21873.81</td><td>7315.18</td><td>9829</td><td>8064543</td><td>29189</td><td>9829</td><td>35.84</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9823</td><td>3021491</td><td>0</td><td>8064543</td><td>3.91</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;Subquery;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q40</td><td>app-20220209231405-0047</td><td>Recommended</td><td>1.33</td><td>24561.7</td><td>8167.29</td><td>12119</td><td>8004983</td><td>32729</td><td>11272</td><td>36.85</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>12110</td><td>3142013</td><td>558989</td><td>7445994</td><td>3.63</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q2</td><td>app-20220209224220-0005</td><td>Recommended</td><td>1.32</td><td>21301.46</td><td>6890.53</td><td>8966</td><td>4724046</td><td>28192</td><td>8966</td><td>38.76</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8960</td><td>3025086</td><td>0</td><td>4724046</td><td>4.32</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench ss_max</td><td>app-20220209235735-0107</td><td>Recommended</td><td>1.31</td><td>20784.37</td><td>6539.62</td><td>9176</td><td>5331368</td><td>27324</td><td>8883</td><td>40.82</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9171</td><td>3049122</td><td>169902</td><td>5161466</td><td>3.79</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow</td><td>merge_count;merge_max</td></tr><tr><td>TPC-DS Like Bench q60</td><td>app-20220209232500-0067</td><td>Recommended</td><td>1.31</td><td>22250.37</td><td>6983.62</td><td>9811</td><td>3834676</td><td>29234</td><td>9811</td><td>19.92</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9806</td><td>2939560</td><td>0</td><td>3834676</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q13</td><td>app-20220209224945-0016</td><td>Recommended</td><td>1.31</td><td>20407.71</td><td>6360.28</td><td>8816</td><td>4265966</td><td>26768</td><td>8816</td><td>34.5</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8808</td><td>2951094</td><td>0</td><td>4265966</td><td>3.59</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q56</td><td>app-20220209232242-0063</td><td>Recommended</td><td>1.3</td><td>22798.87</td><td>7044.12</td><td>9896</td><td>3729466</td><td>29843</td><td>9896</td><td>14.44</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9890</td><td>2971656</td><td>0</td><td>3729466</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q76</td><td>app-20220209234000-0083</td><td>Recommended</td><td>1.3</td><td>22630.64</td><td>6827.35</td><td>9835</td><td>6264831</td><td>29458</td><td>9835</td><td>33.9</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9830</td><td>3037202</td><td>0</td><td>6264831</td><td>3.27</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q33</td><td>app-20220209230935-0039</td><td>Recommended</td><td>1.3</td><td>21561.95</td><td>6491.04</td><td>9119</td><td>3032680</td><td>28053</td><td>9119</td><td>18.14</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9111</td><td>2983234</td><td>0</td><td>3032680</td><td>3.47</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q88</td><td>app-20220209235013-0095</td><td>Recommended</td><td>1.3</td><td>23989.56</td><td>7197.43</td><td>9998</td><td>6687038</td><td>31187</td><td>9998</td><td>43.92</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9987</td><td>3212440</td><td>0</td><td>6687038</td><td>3.57</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q7</td><td>app-20220209224619-0010</td><td>Not Recommended</td><td>1.29</td><td>20663.5</td><td>6143.5</td><td>8936</td><td>4022166</td><td>26807</td><td>8936</td><td>35.88</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8929</td><td>2959904</td><td>0</td><td>4022166</td><td>3.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q48</td><td>app-20220209231816-0055</td><td>Not Recommended</td><td>1.29</td><td>21310.47</td><td>6237.52</td><td>8514</td><td>3969649</td><td>27548</td><td>8514</td><td>33.42</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8507</td><td>2990347</td><td>0</td><td>3969649</td><td>3.74</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q26</td><td>app-20220209230539-0032</td><td>Not Recommended</td><td>1.28</td><td>21556.18</td><td>6109.81</td><td>8887</td><td>4002441</td><td>27666</td><td>8887</td><td>36.79</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8876</td><td>3012952</td><td>0</td><td>4002441</td><td>3.2</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q12</td><td>app-20220209224918-0015</td><td>Not Recommended</td><td>1.27</td><td>19624.36</td><td>5459.63</td><td>7584</td><td>1865587</td><td>25084</td><td>7584</td><td>23.82</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7577</td><td>3102250</td><td>0</td><td>1865587</td><td>3.57</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q62</td><td>app-20220209232605-0069</td><td>Not Recommended</td><td>1.27</td><td>21448.22</td><td>5877.77</td><td>8574</td><td>4218821</td><td>27326</td><td>8574</td><td>36.47</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8565</td><td>3017055</td><td>0</td><td>4218821</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q20</td><td>app-20220209225749-0024</td><td>Not Recommended</td><td>1.26</td><td>21250.95</td><td>5641.04</td><td>7836</td><td>2040974</td><td>26892</td><td>7836</td><td>22.51</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7829</td><td>3039094</td><td>0</td><td>2040974</td><td>3.57</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q99</td><td>app-20220209235705-0106</td><td>Not Recommended</td><td>1.25</td><td>22355.32</td><td>5801.67</td><td>8463</td><td>4558275</td><td>28157</td><td>8463</td><td>33.1</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8455</td><td>2973149</td><td>0</td><td>4558275</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q36</td><td>app-20220209231114-0042</td><td>Not Recommended</td><td>1.25</td><td>21356.73</td><td>5527.26</td><td>7756</td><td>3642750</td><td>26884</td><td>7756</td><td>30.08</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7752</td><td>2905924</td><td>0</td><td>3642750</td><td>3.48</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q89</td><td>app-20220209235046-0096</td><td>Not Recommended</td><td>1.25</td><td>20969.23</td><td>5401.76</td><td>7869</td><td>4029740</td><td>26371</td><td>7615</td><td>24.99</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7858</td><td>3012145</td><td>129765</td><td>3899975</td><td>3.44</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q86</td><td>app-20220209234857-0093</td><td>Not Recommended</td><td>1.25</td><td>21140.77</td><td>5388.22</td><td>7493</td><td>3505441</td><td>26529</td><td>7493</td><td>29.09</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7489</td><td>3240380</td><td>0</td><td>3505441</td><td>3.56</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q27</td><td>app-20220209230608-0033</td><td>Not Recommended</td><td>1.25</td><td>22114.89</td><td>5587.1</td><td>8150</td><td>3737103</td><td>27702</td><td>8150</td><td>29.62</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>8143</td><td>3067371</td><td>0</td><td>3737103</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q66</td><td>app-20220209232841-0073</td><td>Not Recommended</td><td>1.24</td><td>24291.91</td><td>5938.08</td><td>9771</td><td>5287383</td><td>30230</td><td>8612</td><td>35.68</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>9765</td><td>2922061</td><td>626680</td><td>4660703</td><td>3.22</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow</td><td>DecimalType</td></tr><tr><td>TPC-DS Like Bench q53</td><td>app-20220209232111-0060</td><td>Not Recommended</td><td>1.23</td><td>22160.97</td><td>5233.02</td><td>7622</td><td>3879496</td><td>27394</td><td>7368</td><td>25.54</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7617</td><td>2905347</td><td>128795</td><td>3750701</td><td>3.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q84</td><td>app-20220209234754-0091</td><td>Not Recommended</td><td>1.23</td><td>21195.3</td><td>4968.69</td><td>7129</td><td>3814060</td><td>26164</td><td>7129</td><td>40.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7123</td><td>3029105</td><td>0</td><td>3814060</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q63</td><td>app-20220209232634-0070</td><td>Not Recommended</td><td>1.23</td><td>21192.66</td><td>4957.33</td><td>7215</td><td>3490147</td><td>26150</td><td>6980</td><td>26.58</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>7207</td><td>2976838</td><td>113318</td><td>3376829</td><td>3.45</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow</td><td>decimal;DecimalType</td></tr><tr><td>TPC-DS Like Bench q43</td><td>app-20220209231533-0050</td><td>Not Recommended</td><td>1.23</td><td>19958.18</td><td>4641.81</td><td>6660</td><td>3257940</td><td>24600</td><td>6660</td><td>29.65</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6651</td><td>2961446</td><td>0</td><td>3257940</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench ss_maxb</td><td>app-20220209235804-0108</td><td>Not Recommended</td><td>1.23</td><td>19063.41</td><td>4414.58</td><td>5825</td><td>3798491</td><td>23478</td><td>5825</td><td>48.17</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5819</td><td>3155711</td><td>0</td><td>3798491</td><td>4.13</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q3</td><td>app-20220209224250-0006</td><td>Not Recommended</td><td>1.22</td><td>20089.36</td><td>4522.63</td><td>6489</td><td>2898373</td><td>24612</td><td>6489</td><td>26.88</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6483</td><td>3094853</td><td>0</td><td>2898373</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q21</td><td>app-20220209225818-0025</td><td>Not Recommended</td><td>1.22</td><td>20413.61</td><td>4531.38</td><td>6610</td><td>1072926</td><td>24945</td><td>6610</td><td>40.94</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6605</td><td>3079474</td><td>0</td><td>1072926</td><td>3.18</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q55</td><td>app-20220209232217-0062</td><td>Not Recommended</td><td>1.22</td><td>19494.18</td><td>4296.81</td><td>6165</td><td>2612787</td><td>23791</td><td>6165</td><td>24.78</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6158</td><td>2995446</td><td>0</td><td>2612787</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q92</td><td>app-20220209235212-0099</td><td>Not Recommended</td><td>1.21</td><td>20741.45</td><td>4549.54</td><td>6384</td><td>2095601</td><td>25291</td><td>6123</td><td>25.07</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6380</td><td>2967129</td><td>85419</td><td>2010182</td><td>3.89</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q90</td><td>app-20220209235114-0097</td><td>Not Recommended</td><td>1.21</td><td>20450.98</td><td>4350.01</td><td>6209</td><td>2604676</td><td>24801</td><td>6209</td><td>44.95</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6204</td><td>2976499</td><td>0</td><td>2604676</td><td>3.34</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q32</td><td>app-20220209230908-0038</td><td>Not Recommended</td><td>1.2</td><td>20973.26</td><td>4366.73</td><td>6107</td><td>2712962</td><td>25340</td><td>5909</td><td>25.21</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6098</td><td>3048254</td><td>87623</td><td>2625339</td><td>3.83</td><td>false</td><td>Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter</td><td>DECIMAL</td></tr><tr><td>TPC-DS Like Bench q42</td><td>app-20220209231505-0049</td><td>Not Recommended</td><td>1.2</td><td>21414.78</td><td>4436.21</td><td>6365</td><td>2726759</td><td>25851</td><td>6365</td><td>23.15</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>6358</td><td>3047836</td><td>0</td><td>2726759</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q52</td><td>app-20220209232045-0059</td><td>Not Recommended</td><td>1.19</td><td>20523.3</td><td>4071.69</td><td>5842</td><td>2683090</td><td>24595</td><td>5842</td><td>25.46</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5827</td><td>3074975</td><td>0</td><td>2683090</td><td>3.3</td><td>false</td><td>Execute CreateViewCommand;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q41</td><td>app-20220209231439-0048</td><td>Not Recommended</td><td>1.19</td><td>20533.93</td><td>4071.06</td><td>5649</td><td>161564</td><td>24605</td><td>5649</td><td>55.4</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5642</td><td>2970757</td><td>0</td><td>161564</td><td>3.58</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>TPC-DS Like Bench q96</td><td>app-20220209235526-0103</td><td>Not Recommended</td><td>1.18</td><td>20189.67</td><td>3776.32</td><td>5324</td><td>2304428</td><td>23966</td><td>5324</td><td>44.32</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>5317</td><td>2947875</td><td>0</td><td>2304428</td><td>3.44</td><td>false</td><td>Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow</td><td>null</td></tr><tr><td>DART-ALGO</td><td>application_1665146417445_0002</td><td>Not Recommended</td><td>1.04</td><td>375798.12</td><td>16253.87</td><td>44531</td><td>75900172</td><td>392052</td><td>23675</td><td>14.55</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>16579</td><td>58017590</td><td>35546441</td><td>40353731</td><td>3.19</td><td>false</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod;Scan hive ecomm_ops_tables.s0s0jzb_browse_shelf_cat_map;CollectLimit</td><td>null</td></tr><tr><td>DART-ALGO</td><td>application_1665146417445_0003</td><td>Not Recommended</td><td>1.0</td><td>690682.0</td><td>0.0</td><td>0</td><td>0</td><td>690682</td><td>0</td><td>0.0</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>null</td><td>0</td><td>0</td><td>0</td><td>0</td><td>1.0</td><td>false</td><td>null</td><td>null</td></tr></tbody></table></div>"]},"metadata":{"application/vnd.databricks.v1+output":{"addedWidgets":{},"aggData":[],"aggError":"","aggOverflow":false,"aggSchema":[],"aggSeriesLimitReached":false,"aggType":"","arguments":{},"columnCustomDisplayInfos":{},"data":[["TPC-DS Like Bench q14b","app-20220209225233-0018","Strongly Recommended",2.7,48971.53,83400.46,112708,27066964,132372,109793,65.66,null,null,null,null,null,null,112701,2939275,700037,26366927,4.16,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q14a","app-20220209225013-0017","Strongly Recommended",2.66,51728.96,86381.03,117178,28746000,138110,112636,64.69,null,null,null,null,null,null,117172,2978987,1114076,27631924,4.29,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q4","app-20220209224316-0007","Strongly Recommended",2.66,41856.03,69720.96,90167,85324700,111577,90167,65.09,null,null,null,null,null,null,90163,3086516,0,85324700,4.41,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q24b","app-20220209230348-0030","Recommended",2.34,32581.07,43720.92,56748,27574691,76302,56694,60.89,null,null,null,null,null,null,56741,2950634,25998,27548693,4.37,false,"AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow","decimal"],["TPC-DS Like Bench q67","app-20220209232913-0074","Recommended",2.27,144720.72,184416.27,308185,15437192,329137,265300,73.64,null,null,null,null,null,null,308174,3028469,2148108,13289084,3.28,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","DecimalType"],["TPC-DS Like Bench q24a","app-20220209230232-0029","Recommended",2.25,33029.22,41483.77,53469,27911960,74513,53202,60.14,null,null,null,null,null,null,53455,3305140,139193,27772767,4.54,false,"AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow","decimal"],["TPC-DS Like Bench q93","app-20220209235239-0100","Recommended",2.18,31203.42,36894.57,50166,29213056,68098,50166,64.73,null,null,null,null,null,null,50161,2973035,0,29213056,3.78,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q23a","app-20220209225917-0027","Recommended",2.17,43196.97,50617.02,74068,45913641,93814,66840,64.81,null,null,null,null,null,null,74064,2975228,4480262,41433379,4.12,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q23b","app-20220209230053-0028","Recommended",2.08,46588.14,50761.85,77422,59799857,97350,66526,66.43,null,null,null,null,null,null,77417,3011951,8415627,51384230,4.22,false,"HashAggregate;Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","DecimalType;decimal"],["TPC-DS Like Bench q72","app-20220209233659-0079","Recommended",1.97,30920.88,30054.11,41703,25434438,60975,41703,74.77,null,null,null,null,null,null,41694,2971887,0,25434438,3.58,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q64","app-20220209232701-0071","Recommended",1.95,30544.61,29103.38,38925,31852357,59648,37301,55.12,null,null,null,null,null,null,38919,2987987,1328490,30523867,4.55,false,"HashAggregate;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q78","app-20220209234412-0085","Recommended",1.94,24390.79,22946.2,29098,24753911,47337,29098,56.99,null,null,null,null,null,null,29090,2968697,0,24753911,4.73,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q95","app-20220209235427-0102","Recommended",1.9,29920.38,26967.61,37674,23337528,56888,35528,49.19,null,null,null,null,null,null,37667,2958216,1328886,22008642,4.15,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_sum"],["TPC-DS Like Bench q87","app-20220209234925-0094","Recommended",1.81,25518.2,20871.79,26279,16348325,46390,26279,52.04,null,null,null,null,null,null,26272,2954066,0,16348325,4.86,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q50","app-20220209231919-0057","Recommended",1.76,26735.89,20549.1,28736,16444045,47285,28736,52.87,null,null,null,null,null,null,28732,3339217,0,16444045,3.51,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q97","app-20220209235552-0104","Recommended",1.76,24057.8,18398.19,23731,11475611,42456,23731,58.69,null,null,null,null,null,null,23727,3009477,0,11475611,4.45,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q75","app-20220209233914-0082","Recommended",1.74,25544.26,18972.73,24939,19831478,44517,24939,43.74,null,null,null,null,null,null,24933,2987306,0,19831478,4.18,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q38","app-20220209231214-0044","Recommended",1.73,23047.06,16910.93,21292,15248682,39958,21292,48.81,null,null,null,null,null,null,21288,3167687,0,15248682,4.86,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q31","app-20220209230826-0037","Recommended",1.68,23595.69,16242.3,20407,12617670,39838,20407,34.76,null,null,null,null,null,null,20399,2942830,0,12617670,4.9,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q74","app-20220209233831-0081","Recommended",1.68,24668.06,16781.93,21747,16692240,41450,21747,46.93,null,null,null,null,null,null,21741,3325282,0,16692240,4.38,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q11","app-20220209224833-0014","Recommended",1.62,26707.24,16820.75,24208,17615125,43528,22143,45.76,null,null,null,null,null,null,24205,2917642,1502045,16113080,4.16,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","DecimalType"],["TPC-DS Like Bench q16","app-20220209225524-0020","Recommended",1.62,25717.33,16006.66,22726,18535920,41724,21306,44.67,null,null,null,null,null,null,22720,3028781,1157466,17378454,4.01,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_sum"],["TPC-DS Like Bench q51","app-20220209232008-0058","Recommended",1.59,21942.35,13069.64,16925,12278939,35012,16925,47.26,null,null,null,null,null,null,16920,2979507,0,12278939,4.38,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q81","app-20220209234611-0088","Recommended",1.58,23125.59,13612.4,17437,10033526,36738,17393,36.22,null,null,null,null,null,null,17431,3083743,24955,10008571,4.59,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q65","app-20220209232803-0072","Recommended",1.57,23403.59,13469.4,18332,10164071,36873,18332,46.41,null,null,null,null,null,null,18324,2941892,0,10164071,3.77,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q30","app-20220209230750-0036","Recommended",1.56,21777.06,12322.93,16070,8447753,34100,16023,33.65,null,null,null,null,null,null,16063,2987480,24435,8423318,4.33,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q15","app-20220209225447-0019","Recommended",1.52,23166.12,12074.87,15970,6770100,35241,15970,34.25,null,null,null,null,null,null,15964,2923648,0,6770100,4.09,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q35","app-20220209231035-0041","Recommended",1.51,24552.13,12648.86,18298,10027023,37201,17010,37.15,null,null,null,null,null,null,18293,3059747,705510,9321513,3.9,false,"Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q8","app-20220209224648-0011","Recommended",1.51,23372.7,12016.29,15691,6693324,35389,15691,20.01,null,null,null,null,null,null,15686,3133963,0,6693324,4.26,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q69","app-20220209233517-0076","Recommended",1.5,24534.64,12431.35,16589,7246714,36966,16589,27.75,null,null,null,null,null,null,16583,2963952,0,7246714,3.99,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q94","app-20220209235349-0101","Recommended",1.5,24361.44,12284.55,17424,13168326,36646,16352,41.87,null,null,null,null,null,null,17416,3048502,809952,12358374,4.01,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_sum"],["TPC-DS Like Bench q54","app-20220209232140-0061","Recommended",1.5,23475.06,11742.93,15568,5555140,35218,15568,28.65,null,null,null,null,null,null,15563,3021018,0,5555140,4.07,false,"Execute CreateViewCommand;ReusedExchange;Subquery;ColumnarToRow",null],["TPC-DS Like Bench q39a","app-20220209231256-0045","Recommended",1.49,22102.22,10863.77,14136,4794226,32966,14136,24.49,null,null,null,null,null,null,14131,2998677,0,4794226,4.32,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q29","app-20220209230713-0035","Recommended",1.49,23597.91,11588.08,15912,10021701,35186,15912,44.09,null,null,null,null,null,null,15905,3057910,0,10021701,3.68,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q47","app-20220209231740-0054","Recommended",1.48,23520.63,11417.36,15246,8996925,34938,15160,35.78,null,null,null,null,null,null,15241,3107687,50299,8946626,4.05,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q59","app-20220209232422-0066","Recommended",1.48,24246.78,11658.21,16091,6749831,35905,16091,34.65,null,null,null,null,null,null,16084,3068245,0,6749831,3.63,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q6","app-20220209224544-0009","Recommended",1.46,22488.01,10526.98,13758,6335474,33015,13756,30.04,null,null,null,null,null,null,13753,2943126,863,6334611,4.26,false,"Subquery;Execute CreateViewCommand;Filter;ReusedExchange;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q80","app-20220209234532-0087","Recommended",1.46,25298.12,11841.87,16742,12630126,37140,15856,40.02,null,null,null,null,null,null,16735,3360633,668346,11961780,3.95,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q39b","app-20220209231330-0046","Recommended",1.46,22094.04,10341.95,13457,3807675,32436,13457,30.24,null,null,null,null,null,null,13451,2941727,0,3807675,4.32,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q57","app-20220209232314-0064","Recommended",1.46,22995.99,10722,14351,8374423,33718,14237,31.73,null,null,null,null,null,null,14345,2948771,66283,8308140,4.05,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q1","app-20220209224147-0004","Recommended",1.46,21599.35,10007.64,13417,7598550,31607,13321,37.09,null,null,null,null,null,null,13412,3012015,54119,7544431,4.01,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q18","app-20220209225644-0022","Recommended",1.44,22216.88,9865.11,13492,7586670,32082,13492,33.42,null,null,null,null,null,null,13484,2962080,0,7586670,3.72,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q45","app-20220209231631-0052","Recommended",1.44,23723.45,10458.54,14455,5768757,34182,14154,33.74,null,null,null,null,null,null,14447,2957022,120068,5648689,3.83,false,"Execute CreateViewCommand;ReusedExchange;BroadcastHashJoin;ColumnarToRow",null],["TPC-DS Like Bench q17","app-20220209225607-0021","Recommended",1.43,24334.61,10564.38,14420,7818278,34899,14420,37.4,null,null,null,null,null,null,14412,3106844,0,7818278,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q25","app-20220209230506-0031","Recommended",1.43,21671.78,9370.21,12790,7060196,31042,12790,34.97,null,null,null,null,null,null,12784,3060435,0,7060196,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q49","app-20220209231846-0056","Recommended",1.42,22231.44,9476.55,12466,8785195,31708,12466,26.92,null,null,null,null,null,null,12448,3080539,0,8785195,4.17,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q46","app-20220209231707-0053","Recommended",1.42,22047.85,9385.14,12318,6163042,31433,12318,26.39,null,null,null,null,null,null,12312,3017041,0,6163042,4.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q10","app-20220209224756-0013","Recommended",1.42,24919.87,10489.12,15574,7745798,35409,14432,30.14,null,null,null,null,null,null,15567,3236768,567780,7178018,3.66,false,"Execute CreateViewCommand;SortMergeJoin;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q68","app-20220209233444-0075","Recommended",1.41,21674.52,9006.47,11821,5109423,30681,11821,20.54,null,null,null,null,null,null,11814,3004334,0,5109423,4.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q5","app-20220209224509-0008","Recommended",1.41,23548.42,9749.57,13729,8967631,33298,13729,41.35,null,null,null,null,null,null,13722,3186659,0,8967631,3.45,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q34","app-20220209231004-0040","Recommended",1.4,20675.69,8427.3,10842,5053339,29103,10842,27.34,null,null,null,null,null,null,10836,2994320,0,5053339,4.49,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q82","app-20220209234649-0089","Recommended",1.4,22206.53,8955.46,12212,7344489,31162,12212,39.29,null,null,null,null,null,null,12199,2973553,0,7344489,3.75,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q85","app-20220209234821-0092","Recommended",1.4,24121.11,9726.88,13468,7684101,33848,13468,29.91,null,null,null,null,null,null,13462,2949755,0,7684101,3.6,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q28","app-20220209230637-0034","Recommended",1.39,24599.41,9839.58,15464,14309580,34439,13823,33.04,null,null,null,null,null,null,15458,3008413,1518296,12791284,3.47,false,"AdaptiveSparkPlan;CollectLimit;HashAggregate;Execute CreateViewCommand;ColumnarToRow","merge_avg;merge_count"],["TPC-DS Like Bench q58","app-20220209232349-0065","Recommended",1.39,22489,8770.99,12322,5717106,31260,12322,34.17,null,null,null,null,null,null,12313,3102820,0,5717106,3.47,false,"Execute CreateViewCommand;Subquery;ColumnarToRow",null],["TPC-DS Like Bench q19","app-20220209225718-0023","Recommended",1.38,21689.15,8456.84,11373,5749051,30146,11373,23.22,null,null,null,null,null,null,11364,3161292,0,5749051,3.9,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q61","app-20220209232531-0068","Recommended",1.38,23308.72,9017.27,12357,4376440,32326,12357,36.63,null,null,null,null,null,null,12349,3022176,0,4376440,3.7,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q71","app-20220209233627-0078","Recommended",1.38,21967.67,8440.32,11371,4987537,30408,11371,21.81,null,null,null,null,null,null,11363,3052139,0,4987537,3.88,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q22","app-20220209225845-0026","Recommended",1.38,22397.03,8535.96,12381,1736064,30933,12381,50.01,null,null,null,null,null,null,12376,2929875,0,1736064,3.22,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q70","app-20220209233555-0077","Recommended",1.37,21798.79,8233.2,10751,4816235,30032,10751,33.51,null,null,null,null,null,null,10746,3034688,0,4816235,4.26,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q83","app-20220209234722-0090","Recommended",1.36,21949.16,8010.83,10956,5253931,29960,10956,26.62,null,null,null,null,null,null,10949,2993826,0,5253931,3.72,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q98","app-20220209235636-0105","Recommended",1.36,20487.86,7376.13,9674,3164505,27864,9674,21.36,null,null,null,null,null,null,9669,2953354,0,3164505,4.21,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q79","app-20220209234502-0086","Recommended",1.35,21073.77,7578.22,10344,5584295,28652,10344,29.69,null,null,null,null,null,null,10340,3007559,0,5584295,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q73","app-20220209233802-0080","Recommended",1.35,20143.11,7154.88,9205,3086301,27298,9205,27.46,null,null,null,null,null,null,9201,2929775,0,3086301,4.49,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q91","app-20220209235141-0098","Recommended",1.34,22090.61,7648.38,10351,3106198,29739,10351,23.11,null,null,null,null,null,null,10347,2997584,0,3106198,3.83,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q37","app-20220209231143-0043","Recommended",1.34,22130.6,7605.4,10371,5754398,29736,10371,38.21,null,null,null,null,null,null,10366,3003155,0,5754398,3.75,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q44","app-20220209231559-0051","Recommended",1.34,22359.33,7652.66,10956,7175937,30012,10347,29.11,null,null,null,null,null,null,10950,3029969,398712,6777225,3.84,false,"AdaptiveSparkPlan;Subquery;Execute CreateViewCommand;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q9","app-20220209224725-0012","Recommended",1.33,21873.81,7315.18,9829,8064543,29189,9829,35.84,null,null,null,null,null,null,9823,3021491,0,8064543,3.91,false,"Execute CreateViewCommand;AdaptiveSparkPlan;Subquery;ColumnarToRow",null],["TPC-DS Like Bench q40","app-20220209231405-0047","Recommended",1.33,24561.7,8167.29,12119,8004983,32729,11272,36.85,null,null,null,null,null,null,12110,3142013,558989,7445994,3.63,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q2","app-20220209224220-0005","Recommended",1.32,21301.46,6890.53,8966,4724046,28192,8966,38.76,null,null,null,null,null,null,8960,3025086,0,4724046,4.32,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench ss_max","app-20220209235735-0107","Recommended",1.31,20784.37,6539.62,9176,5331368,27324,8883,40.82,null,null,null,null,null,null,9171,3049122,169902,5161466,3.79,false,"Execute CreateViewCommand;AdaptiveSparkPlan;HashAggregate;ColumnarToRow","merge_count;merge_max"],["TPC-DS Like Bench q60","app-20220209232500-0067","Recommended",1.31,22250.37,6983.62,9811,3834676,29234,9811,19.92,null,null,null,null,null,null,9806,2939560,0,3834676,3.47,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q13","app-20220209224945-0016","Recommended",1.31,20407.71,6360.28,8816,4265966,26768,8816,34.5,null,null,null,null,null,null,8808,2951094,0,4265966,3.59,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q56","app-20220209232242-0063","Recommended",1.3,22798.87,7044.12,9896,3729466,29843,9896,14.44,null,null,null,null,null,null,9890,2971656,0,3729466,3.47,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q76","app-20220209234000-0083","Recommended",1.3,22630.64,6827.35,9835,6264831,29458,9835,33.9,null,null,null,null,null,null,9830,3037202,0,6264831,3.27,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q33","app-20220209230935-0039","Recommended",1.3,21561.95,6491.04,9119,3032680,28053,9119,18.14,null,null,null,null,null,null,9111,2983234,0,3032680,3.47,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q88","app-20220209235013-0095","Recommended",1.3,23989.56,7197.43,9998,6687038,31187,9998,43.92,null,null,null,null,null,null,9987,3212440,0,6687038,3.57,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q7","app-20220209224619-0010","Not Recommended",1.29,20663.5,6143.5,8936,4022166,26807,8936,35.88,null,null,null,null,null,null,8929,2959904,0,4022166,3.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q48","app-20220209231816-0055","Not Recommended",1.29,21310.47,6237.52,8514,3969649,27548,8514,33.42,null,null,null,null,null,null,8507,2990347,0,3969649,3.74,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q26","app-20220209230539-0032","Not Recommended",1.28,21556.18,6109.81,8887,4002441,27666,8887,36.79,null,null,null,null,null,null,8876,3012952,0,4002441,3.2,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q12","app-20220209224918-0015","Not Recommended",1.27,19624.36,5459.63,7584,1865587,25084,7584,23.82,null,null,null,null,null,null,7577,3102250,0,1865587,3.57,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q62","app-20220209232605-0069","Not Recommended",1.27,21448.22,5877.77,8574,4218821,27326,8574,36.47,null,null,null,null,null,null,8565,3017055,0,4218821,3.18,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q20","app-20220209225749-0024","Not Recommended",1.26,21250.95,5641.04,7836,2040974,26892,7836,22.51,null,null,null,null,null,null,7829,3039094,0,2040974,3.57,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q99","app-20220209235705-0106","Not Recommended",1.25,22355.32,5801.67,8463,4558275,28157,8463,33.1,null,null,null,null,null,null,8455,2973149,0,4558275,3.18,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q36","app-20220209231114-0042","Not Recommended",1.25,21356.73,5527.26,7756,3642750,26884,7756,30.08,null,null,null,null,null,null,7752,2905924,0,3642750,3.48,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q89","app-20220209235046-0096","Not Recommended",1.25,20969.23,5401.76,7869,4029740,26371,7615,24.99,null,null,null,null,null,null,7858,3012145,129765,3899975,3.44,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q86","app-20220209234857-0093","Not Recommended",1.25,21140.77,5388.22,7493,3505441,26529,7493,29.09,null,null,null,null,null,null,7489,3240380,0,3505441,3.56,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q27","app-20220209230608-0033","Not Recommended",1.25,22114.89,5587.1,8150,3737103,27702,8150,29.62,null,null,null,null,null,null,8143,3067371,0,3737103,3.18,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q66","app-20220209232841-0073","Not Recommended",1.24,24291.91,5938.08,9771,5287383,30230,8612,35.68,null,null,null,null,null,null,9765,2922061,626680,4660703,3.22,false,"Execute CreateViewCommand;ReusedExchange;HashAggregate;ColumnarToRow","DecimalType"],["TPC-DS Like Bench q53","app-20220209232111-0060","Not Recommended",1.23,22160.97,5233.02,7622,3879496,27394,7368,25.54,null,null,null,null,null,null,7617,2905347,128795,3750701,3.45,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q84","app-20220209234754-0091","Not Recommended",1.23,21195.3,4968.69,7129,3814060,26164,7129,40.65,null,null,null,null,null,null,7123,3029105,0,3814060,3.3,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q63","app-20220209232634-0070","Not Recommended",1.23,21192.66,4957.33,7215,3490147,26150,6980,26.58,null,null,null,null,null,null,7207,2976838,113318,3376829,3.45,false,"Execute CreateViewCommand;ReusedExchange;Filter;ColumnarToRow","decimal;DecimalType"],["TPC-DS Like Bench q43","app-20220209231533-0050","Not Recommended",1.23,19958.18,4641.81,6660,3257940,24600,6660,29.65,null,null,null,null,null,null,6651,2961446,0,3257940,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench ss_maxb","app-20220209235804-0108","Not Recommended",1.23,19063.41,4414.58,5825,3798491,23478,5825,48.17,null,null,null,null,null,null,5819,3155711,0,3798491,4.13,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q3","app-20220209224250-0006","Not Recommended",1.22,20089.36,4522.63,6489,2898373,24612,6489,26.88,null,null,null,null,null,null,6483,3094853,0,2898373,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q21","app-20220209225818-0025","Not Recommended",1.22,20413.61,4531.38,6610,1072926,24945,6610,40.94,null,null,null,null,null,null,6605,3079474,0,1072926,3.18,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow",null],["TPC-DS Like Bench q55","app-20220209232217-0062","Not Recommended",1.22,19494.18,4296.81,6165,2612787,23791,6165,24.78,null,null,null,null,null,null,6158,2995446,0,2612787,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q92","app-20220209235212-0099","Not Recommended",1.21,20741.45,4549.54,6384,2095601,25291,6123,25.07,null,null,null,null,null,null,6380,2967129,85419,2010182,3.89,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q90","app-20220209235114-0097","Not Recommended",1.21,20450.98,4350.01,6209,2604676,24801,6209,44.95,null,null,null,null,null,null,6204,2976499,0,2604676,3.34,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q32","app-20220209230908-0038","Not Recommended",1.2,20973.26,4366.73,6107,2712962,25340,5909,25.21,null,null,null,null,null,null,6098,3048254,87623,2625339,3.83,false,"Execute CreateViewCommand;ReusedExchange;ColumnarToRow;Filter","DECIMAL"],["TPC-DS Like Bench q42","app-20220209231505-0049","Not Recommended",1.2,21414.78,4436.21,6365,2726759,25851,6365,23.15,null,null,null,null,null,null,6358,3047836,0,2726759,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q52","app-20220209232045-0059","Not Recommended",1.19,20523.3,4071.69,5842,2683090,24595,5842,25.46,null,null,null,null,null,null,5827,3074975,0,2683090,3.3,false,"Execute CreateViewCommand;ColumnarToRow",null],["TPC-DS Like Bench q41","app-20220209231439-0048","Not Recommended",1.19,20533.93,4071.06,5649,161564,24605,5649,55.4,null,null,null,null,null,null,5642,2970757,0,161564,3.58,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["TPC-DS Like Bench q96","app-20220209235526-0103","Not Recommended",1.18,20189.67,3776.32,5324,2304428,23966,5324,44.32,null,null,null,null,null,null,5317,2947875,0,2304428,3.44,false,"Execute CreateViewCommand;AdaptiveSparkPlan;ColumnarToRow",null],["DART-ALGO","application_1665146417445_0002","Not Recommended",1.04,375798.12,16253.87,44531,75900172,392052,23675,14.55,null,null,null,null,null,null,16579,58017590,35546441,40353731,3.19,false,"Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod;Scan hive ecomm_ops_tables.s0s0jzb_browse_shelf_cat_map;CollectLimit",null],["DART-ALGO","application_1665146417445_0003","Not Recommended",1,690682,0,0,0,690682,0,0,null,null,null,null,null,null,0,0,0,0,1,false,null,null]],"datasetInfos":[],"dbfsResultPath":null,"isJsonSchema":true,"metadata":{},"overflow":false,"plotOptions":{"customPlotOptions":{},"displayType":"table","pivotAggregation":null,"pivotColumns":null,"xColumns":null,"yColumns":null},"removedWidgets":[],"schema":[{"metadata":"{}","name":"App Name","type":"\"string\""},{"metadata":"{}","name":"App ID","type":"\"string\""},{"metadata":"{}","name":"Recommendation","type":"\"string\""},{"metadata":"{}","name":"Estimated GPU Speedup","type":"\"double\""},{"metadata":"{}","name":"Estimated GPU Duration","type":"\"double\""},{"metadata":"{}","name":"Estimated GPU Time Saved","type":"\"double\""},{"metadata":"{}","name":"SQL DF Duration","type":"\"long\""},{"metadata":"{}","name":"SQL Dataframe Task Duration","type":"\"long\""},{"metadata":"{}","name":"App Duration","type":"\"long\""},{"metadata":"{}","name":"GPU Opportunity","type":"\"long\""},{"metadata":"{}","name":"Executor CPU Time Percent","type":"\"double\""},{"metadata":"{}","name":"SQL Ids with Failures","type":"\"double\""},{"metadata":"{}","name":"Unsupported Read File Formats and Types","type":"\"double\""},{"metadata":"{}","name":"Unsupported Write Data Format","type":"\"double\""},{"metadata":"{}","name":"Complex Types","type":"\"double\""},{"metadata":"{}","name":"Nested Complex Types","type":"\"double\""},{"metadata":"{}","name":"Potential Problems","type":"\"double\""},{"metadata":"{}","name":"Longest SQL Duration","type":"\"long\""},{"metadata":"{}","name":"NONSQL Task Duration Plus Overhead","type":"\"long\""},{"metadata":"{}","name":"Unsupported Task Duration","type":"\"long\""},{"metadata":"{}","name":"Supported SQL DF Task Duration","type":"\"long\""},{"metadata":"{}","name":"Task Speedup Factor","type":"\"double\""},{"metadata":"{}","name":"App Duration Estimated","type":"\"boolean\""},{"metadata":"{}","name":"Unsupported Execs","type":"\"string\""},{"metadata":"{}","name":"Unsupported Expressions","type":"\"string\""}],"type":"table"}},"output_type":"display_data"}],"source":["summary_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output.csv\")\n","display(summary_output)"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"6756159b-30ca-407a-ab6b-9c29ced01ea6","showTitle":false,"title":""}},"source":["## Stages Output"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"cdde6177-db5f-434a-995b-776678a64a3a","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>App ID</th><th>Stage ID</th><th>Average Speedup Factor</th><th>Stage Task Duration</th><th>Unsupported Task Duration</th><th>Stage Estimated</th></tr></thead><tbody><tr><td>app-20220209224509-0008</td><td>31</td><td>2.95</td><td>1184</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>33</td><td>2.9</td><td>1086</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>35</td><td>3.37</td><td>2321523</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>41</td><td>3.9</td><td>172648</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>39</td><td>5.72</td><td>4586824</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>38</td><td>3.36</td><td>694337</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>40</td><td>4.26</td><td>656835</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>37</td><td>3.36</td><td>524190</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>32</td><td>2.9</td><td>641</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>36</td><td>2.73</td><td>7065</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>42</td><td>3.0</td><td>218</td><td>0</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>34</td><td>2.9</td><td>1080</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>39</td><td>2.71</td><td>0</td><td>0</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>40</td><td>3.54</td><td>413</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>34</td><td>2.95</td><td>964</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>37</td><td>2.71</td><td>0</td><td>0</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>41</td><td>3.0</td><td>365</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>31</td><td>2.95</td><td>1058</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>32</td><td>2.95</td><td>694</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>35</td><td>3.68</td><td>2142147</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>38</td><td>4.34</td><td>271</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>36</td><td>3.68</td><td>457864</td><td>0</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>33</td><td>2.95</td><td>900</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>35</td><td>3.33</td><td>93394</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>36</td><td>3.33</td><td>239863</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>38</td><td>6.91</td><td>2696172</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>37</td><td>3.33</td><td>1684494</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>40</td><td>3.9</td><td>205018</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>32</td><td>2.9</td><td>7530</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>41</td><td>3.0</td><td>210</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>39</td><td>5.67</td><td>2129775</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>34</td><td>2.95</td><td>1198</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>31</td><td>2.95</td><td>1284</td><td>0</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>33</td><td>2.9</td><td>1258</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>32</td><td>2.9</td><td>1046</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>34</td><td>3.72</td><td>2226056</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>31</td><td>2.95</td><td>6677</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>33</td><td>2.95</td><td>672</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>37</td><td>3.0</td><td>210</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>35</td><td>4.3</td><td>688894</td><td>0</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>36</td><td>4.3</td><td>566592</td><td>113318</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>36</td><td>3.0</td><td>303</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>32</td><td>2.9</td><td>5690</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>31</td><td>2.95</td><td>1181</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>34</td><td>3.68</td><td>621736</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>33</td><td>2.9</td><td>894</td><td>0</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>35</td><td>3.9</td><td>1106260</td><td>0</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>34</td><td>3.68</td><td>2301205</td><td>0</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>31</td><td>2.95<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the first 1000 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ID","type":"\"string\""},{"metadata":"{}","name":"Stage ID","type":"\"long\""},{"metadata":"{}","name":"Average Speedup Factor","type":"\"double\""},{"metadata":"{}","name":"Stage Task Duration","type":"\"long\""},{"metadata":"{}","name":"Unsupported Task Duration","type":"\"long\""},{"metadata":"{}","name":"Stage Estimated","type":"\"boolean\""}],"type":"table"}},"output_type":"display_data"}],"source":["stages_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output_stages.csv\")\n","display(stages_output)"]},{"cell_type":"markdown","metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"4d7ce219-ae75-4a0c-a78c-4e7f25b8cd6f","showTitle":false,"title":""}},"source":["## Execs Output"]},{"cell_type":"code","execution_count":null,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"998b0c51-0cb6-408e-a01a-d1f5b1a61e1f","showTitle":false,"title":""}},"outputs":[{"data":{"text/html":["<style scoped>\n","  .table-result-container {\n","    max-height: 300px;\n","    overflow: auto;\n","  }\n","  table, th, td {\n","    border: 1px solid black;\n","    border-collapse: collapse;\n","  }\n","  th, td {\n","    padding: 5px;\n","  }\n","  th {\n","    text-align: left;\n","  }\n","</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>App ID</th><th>SQL ID</th><th>Exec Name</th><th>Expression Name</th><th>Task Speedup Factor</th><th>Exec Duration</th><th>SQL Node Id</th><th>Exec Is Supported</th><th>Exec Stages</th><th>Exec Children</th><th>Exec Children Node Ids</th><th>Exec Should Remove</th></tr></thead><tbody><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>89</td><td>false</td><td>39</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (15)</td><td>WholeStageCodegen (15)</td><td>8.0</td><td>4234050</td><td>95</td><td>true</td><td>39</td><td>Sort</td><td>96</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>584</td><td>97</td><td>true</td><td>36:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>2.9</td><td>23059</td><td>65</td><td>true</td><td>37</td><td>Project:Filter:ColumnarToRow</td><td>66:67:68</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>85</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (22)</td><td>WholeStageCodegen (22)</td><td>4.5</td><td>18839</td><td>76</td><td>true</td><td>40</td><td>HashAggregate</td><td>77</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>60</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>80029</td><td>104</td><td>true</td><td>35:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>40</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>54</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>81</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>536</td><td>114</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>4.5</td><td>187988</td><td>9</td><td>true</td><td>40</td><td>HashAggregate</td><td>10</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>56</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>70</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>77</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>750661</td><td>109</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>87</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>38</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1712</td><td>38</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>4.13</td><td>315026</td><td>12</td><td>true</td><td>38</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin</td><td>13:14:15:16:17</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>113</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>42</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>760</td><td>27</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>28:29:30</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1567</td><td>71</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>62</td><td>false</td><td>37</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (13)</td><td>WholeStageCodegen (13)</td><td>2.9</td><td>17055</td><td>86</td><td>true</td><td>39</td><td>Project:Filter:ColumnarToRow</td><td>87:88:89</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>283</td><td>48</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>103</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>106</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>22</td><td>false</td><td>38</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>8</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>10</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>73</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1537</td><td>110</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>94</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>14</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>101</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1128</td><td>44</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>61</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (16)</td><td>WholeStageCodegen (16)</td><td>2.9</td><td>1506623</td><td>105</td><td>true</td><td>35</td><td>Project:Filter:ColumnarToRow</td><td>106:107:108</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (20)</td><td>WholeStageCodegen (20)</td><td>2.8</td><td>540</td><td>111</td><td>true</td><td>34</td><td>Filter:ColumnarToRow</td><td>112:113</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>1.0</td><td>4090</td><td>98</td><td>false</td><td>36</td><td>ColumnarToRow</td><td>99</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>12454</td><td>69</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>68</td><td>false</td><td>37</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>21</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>41:42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>15</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>57</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>18</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.9</td><td>247099</td><td>59</td><td>true</td><td>37</td><td>Project:Filter:ColumnarToRow</td><td>60:61:62</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (21)</td><td>WholeStageCodegen (21)</td><td>4.13</td><td>3230425</td><td>79</td><td>true</td><td>39</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin</td><td>80:81:82:83:84</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>768</td><td>78</td><td>true</td><td>39:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>173035</td><td>23</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>47</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>82</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>66</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>91</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>84</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>19562</td><td>36</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>515</td><td>75</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>206</td><td>4</td><td>true</td><td>40:41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>20</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>13</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>55</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (24)</td><td>WholeStageCodegen (24)</td><td>4.5</td><td>30834</td><td>2</td><td>true</td><td>41</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>58</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>29</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (12)</td><td>WholeStageCodegen (12)</td><td>4.5</td><td>34686</td><td>49</td><td>true</td><td>40</td><td>HashAggregate</td><td>50</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>50</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>64</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>4425</td><td>51</td><td>true</td><td>37:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>88</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>46</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>743</td><td>31</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2399</td><td>100</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.8</td><td>291</td><td>45</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>46:47</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>41</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>17</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>93</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>325673</td><td>19</td><td>true</td><td>38</td><td>Project:Filter:ColumnarToRow</td><td>20:21:22</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Expand</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>6179</td><td>11</td><td>true</td><td>38:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>28</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>16</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>67</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>108</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>107</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1736</td><td>24</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>112</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>83</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (11)</td><td>WholeStageCodegen (11)</td><td>4.13</td><td>235109</td><td>52</td><td>true</td><td>37</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin</td><td>53:54:55:56:57</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>132149</td><td>63</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>760</td><td>39</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>40:41:42</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>99</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.8</td><td>538</td><td>72</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>73:74</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>36275</td><td>32</td><td>true</td><td>38</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>53</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (23)</td><td>WholeStageCodegen (23)</td><td>3.75</td><td>201149</td><td>5</td><td>true</td><td>40</td><td>HashAggregate:Expand</td><td>6:7</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1712</td><td>26</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (18)</td><td>WholeStageCodegen (18)</td><td>12.85</td><td>3376529</td><td>92</td><td>true</td><td>39</td><td>Project:SortMergeJoin</td><td>93:94</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>WholeStageCodegen (17)</td><td>WholeStageCodegen (17)</td><td>8.0</td><td>0</td><td>102</td><td>true</td><td>39</td><td>Sort</td><td>103</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>80</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>25</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>74</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>8648</td><td>90</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>96</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209224509-0008</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>743</td><td>43</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>35</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>52</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>49</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>23</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>16</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>913605</td><td>20</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>969</td><td>42</td><td>true</td><td>36:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>511</td><td>38</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>46</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>15</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>3.84</td><td>418053</td><td>43</td><td>true</td><td>36</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:Filter:ColumnarToRow</td><td>44:45:46:47:48:49:50:51:52:53</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>7</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1401</td><td>55</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>57</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>47</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>4.5</td><td>172</td><td>6</td><td>true</td><td>40</td><td>HashAggregate</td><td>7</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>2</td><td>true</td><td>40:41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>36</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>44</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>508</td><td>60</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>4.5</td><td>42</td><td>40</td><td>true</td><td>38</td><td>HashAggregate</td><td>41</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>4</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>3.84</td><td>1443692</td><td>9</td><td>true</td><td>35</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:Filter:ColumnarToRow</td><td>10:11:12:13:14:15:16:17:18:19</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>45</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>519</td><td>22</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>23:24:25</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>24</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>AdaptiveSparkPlan</td><td>null</td><td>1.0</td><td>0</td><td>1</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>31</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>14</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>515</td><td>34</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>35:36:37</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>41</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>29</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>3.0</td><td>96</td><td>3</td><td>true</td><td>40</td><td>Project</td><td>4</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>58</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>50</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>48</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastNestedLoopJoin</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1331</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>2539</td><td>8</td><td>true</td><td>35:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>19</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>298</td><td>32</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1490</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1175</td><td>27</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>37</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>51</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>53</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>512</td><td>26</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>59</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.9</td><td>532</td><td>56</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>57:58:59</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>30</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>187093</td><td>54</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>315</td><td>39</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>317</td><td>28</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>29:30:31</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>18</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>25</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235114-0097</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>10</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1704</td><td>49</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>9</td><td>4</td><td>true</td><td>39:40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.9</td><td>635</td><td>70</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>71:72:73</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (13)</td><td>WholeStageCodegen (13)</td><td>2.8</td><td>4513</td><td>81</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>82:83</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1704</td><td>69</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>23</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>8.0</td><td>35213</td><td>55</td><td>true</td><td>39</td><td>Sort</td><td>56</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.8</td><td>884757</td><td>58</td><td>true</td><td>37</td><td>Filter:ColumnarToRow</td><td>59:60</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>6119</td><td>42</td><td>true</td><td>36:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (12)</td><td>WholeStageCodegen (12)</td><td>2.8</td><td>817</td><td>76</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>77:78</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>52</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (15)</td><td>WholeStageCodegen (15)</td><td>4.5</td><td>33476</td><td>2</td><td>true</td><td>40</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>145646</td><td>43</td><td>true</td><td>36</td><td>Filter:ColumnarToRow</td><td>44:45</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>77</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>20</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>36</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>26</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>53</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>15</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>59127</td><td>46</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>18</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>29</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>73</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>83</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>8.0</td><td>1675058</td><td>19</td><td>true</td><td>39</td><td>Sort</td><td>20</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>16</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>51</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>8</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>37</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>610</td><td>74</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>4268</td><td>84</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>610</td><td>54</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>559865</td><td>61</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>7697</td><td>27</td><td>true</td><td>35:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>56</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>14</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>2.9</td><td>637</td><td>64</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>65:66:67</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>38</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>4960</td><td>57</td><td>true</td><td>37:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>24</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>2462</td><td>80</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>59</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>8.0</td><td>968634</td><td>40</td><td>true</td><td>38</td><td>Sort</td><td>41</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>44</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>67</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>618</td><td>68</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>12.85</td><td>1581047</td><td>22</td><td>true</td><td>38</td><td>Project:SortMergeJoin</td><td>23:24</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>28231</td><td>31</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>72</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>45</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>71</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>5.44</td><td>1222545</td><td>5</td><td>true</td><td>39</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>6:7:8:9:10:11:12:13:14:15:16:17:18</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.9</td><td>635</td><td>50</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>51:52:53</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>618</td><td>39</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>82</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1696</td><td>75</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>807</td><td>79</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1710</td><td>47</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1661</td><td>34</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>1044148</td><td>25</td><td>true</td><td>38</td><td>Sort</td><td>26</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1661</td><td>63</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>2.9</td><td>637</td><td>35</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>36:37:38</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1710</td><td>62</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>65</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>40:41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>66</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>60</td><td>false</td><td>37</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>33</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>9973</td><td>21</td><td>true</td><td>38:39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>78</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1680</td><td>32</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>61763</td><td>28</td><td>true</td><td>35</td><td>Filter:ColumnarToRow</td><td>29:30</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>41</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230506-0031</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>48</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Window</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>10</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>22</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>297</td><td>42</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>496</td><td>47</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>4.5</td><td>170171</td><td>9</td><td>true</td><td>35</td><td>HashAggregate</td><td>10</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>26</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>7</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>39</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>46</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>3.95</td><td>1233966</td><td>12</td><td>true</td><td>34</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>13:14:15:16:17:18:19:26:27</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>84261</td><td>11</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>3044</td><td>21</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>22:23:24</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1460</td><td>43</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1121</td><td>29</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>502</td><td>44</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>45:46</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>8.0</td><td>134574</td><td>6</td><td>true</td><td>36</td><td>Sort</td><td>7</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1110</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>17</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>41</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>36:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>40</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>32</td><td>8</td><td>true</td><td>35:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>3</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>316</td><td>38</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>39:40:41</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>15</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>19</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>316</td><td>32</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>23</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>27</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>297</td><td>36</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>45</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>16</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1726</td><td>20</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>24</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>14</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>18</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>4</td><td>false</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>651253</td><td>28</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>13</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.0</td><td>5621</td><td>2</td><td>true</td><td>36</td><td>Project:Filter</td><td>3:4</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1110</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2913</td><td>25</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209232634-0070</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>465</td><td>37</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>38:39</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1608</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>13</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>4241</td><td>4</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>39</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>687</td><td>24</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>11</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>70247</td><td>16</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>8</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>3.84</td><td>443046</td><td>5</td><td>true</td><td>34</td><td>HashAggregate:Expand:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>6:7:8:9:10:11:12:13:14:15</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>10</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>28</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>12</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>38</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.8</td><td>2544</td><td>32</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>33:34</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>14</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>9</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>29</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>687</td><td>30</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2329</td><td>35</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>18</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Expand</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1587</td><td>19</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1326</td><td>36</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>22</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>27</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>23</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>33</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1587</td><td>25</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>35:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>34</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>4.5</td><td>472310</td><td>2</td><td>true</td><td>35</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1905</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>707</td><td>26</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>27:28:29</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>15</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>707</td><td>20</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>21:22:23</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>462</td><td>40</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209225845-0026</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>5.17</td><td>215</td><td>2</td><td>true</td><td>36</td><td>Project:Sort:HashAggregate</td><td>3:4:5</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1307</td><td>19</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>23</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>17</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>1051436</td><td>18</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>27</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>8</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1470</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>605</td><td>36</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>16</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1146</td><td>25</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>283</td><td>30</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>29</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209235526-0103</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>15</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>28</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>AdaptiveSparkPlan</td><td>null</td><td>1.0</td><td>0</td><td>1</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>4</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>14</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>492</td><td>24</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>498</td><td>20</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>21:22:23</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>3.84</td><td>1577328</td><td>7</td><td>true</td><td>34</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:Filter:ColumnarToRow</td><td>8:9:10:11:12:13:14:15:16:17</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>303</td><td>26</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>27:28:29</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>22</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>5</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>610</td><td>32</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>2298</td><td>6</td><td>true</td><td>34:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209235526-0103</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>3</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>511</td><td>24</td><td>true</td><td>34:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>298</td><td>36</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>33</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>8.0</td><td>13538935</td><td>22</td><td>true</td><td>36</td><td>Sort</td><td>23</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>19</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.9</td><td>316</td><td>48</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>49:50:51</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>44</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>285</td><td>46</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>45</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1208</td><td>31</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>14</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>34</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>40</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>146476</td><td>17</td><td>true</td><td>35:36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>27</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>298</td><td>52</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1234</td><td>29</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>6.06</td><td>7555734</td><td>5</td><td>true</td><td>36</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>6:7:8:9:10:11:12:13:14</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>26</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>76352</td><td>25</td><td>true</td><td>34</td><td>Filter:ColumnarToRow</td><td>26:27</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>37:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>39</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>35</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>289</td><td>41</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>1492</td><td>4</td><td>true</td><td>36:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>2.8</td><td>313</td><td>43</td><td>true</td><td>31</td><td>Filter:ColumnarToRow</td><td>44:45</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>21803</td><td>15</td><td>true</td><td>36</td><td>Sort</td><td>16</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>2.8</td><td>302</td><td>38</td><td>true</td><td>33</td><td>Filter:ColumnarToRow</td><td>39:40</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>20</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>16</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>47653</td><td>28</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1208</td><td>47</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1214</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>1472681</td><td>21</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>23</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>30</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>12</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>2.9</td><td>316</td><td>32</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>33:34:35</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>51</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>8</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>49</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1258</td><td>42</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>4.5</td><td>84122</td><td>2</td><td>true</td><td>37</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>50</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231919-0057</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>4414001</td><td>18</td><td>true</td><td>35</td><td>Filter:ColumnarToRow</td><td>19:20</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>14</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>4.5</td><td>80450</td><td>2</td><td>true</td><td>34</td><td>HashAggregate</td><td>3</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>10</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1432</td><td>11</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1442</td><td>20</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1461</td><td>21</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>23</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>17</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>24</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>25</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231533-0050</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>546</td><td>16</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>720290</td><td>19</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>2.9</td><td>661</td><td>22</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>23:24:25</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>18</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>8</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>13</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>15</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209231533-0050</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>652</td><td>26</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>3.92</td><td>1409729</td><td>5</td><td>true</td><td>33</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>6:7:8:9:10:17:18</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>9</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>566</td><td>12</td><td>true</td><td>32</td><td>Project:Filter:ColumnarToRow</td><td>13:14:15</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>7</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>11542</td><td>4</td><td>true</td><td>33:34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209231533-0050</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>3.75</td><td>0</td><td>3</td><td>true</td><td>6</td><td>HashAggregate:Project</td><td>4:5</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>CollectLimit</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>4.5</td><td>0</td><td>0</td><td>true</td><td>7</td><td>HashAggregate</td><td>1</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>1</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>null</td><td>Project</td><td>2</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>1</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>1</td><td>Project</td><td>1</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>6</td><td>true</td><td>5</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>1</td><td>true</td><td>4</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>6</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>4</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>1</td><td>Scan hive ecomm_ops_tables.s0s0jzb_browse_shelf_cat_map</td><td>null</td><td>1.0</td><td>0</td><td>2</td><td>false</td><td>1</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod</td><td>null</td><td>1.0</td><td>0</td><td>8</td><td>false</td><td>2</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>2</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>4</td><td>true</td><td>6</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>1</td><td>true</td><td>7</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod</td><td>null</td><td>1.0</td><td>0</td><td>7</td><td>false</td><td>5</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>5</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>0</td><td>Scan hive ecomm_ops_tables.zzz_dart_browse_ads_prod_mod</td><td>null</td><td>1.0</td><td>0</td><td>3</td><td>false</td><td>0</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>4.5</td><td>0</td><td>0</td><td>true</td><td>4</td><td>HashAggregate</td><td>1</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>2</td><td>true</td><td>3</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>WholeStageCodegen</td><td>WholeStageCodegen</td><td>4.5</td><td>0</td><td>3</td><td>true</td><td>3</td><td>HashAggregate:HashAggregate:HashAggregate</td><td>4:5:6</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>2</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>7</td><td>true</td><td>2</td><td>null</td><td>null</td><td>false</td></tr><tr><td>application_1665146417445_0002</td><td>3</td><td>Exchange</td><td>null</td><td>4.2</td><td>0</td><td>2</td><td>true</td><td>6</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>36304</td><td>36</td><td>true</td><td>49:50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>1648</td><td>96</td><td>true</td><td>37:38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (35)</td><td>WholeStageCodegen (35)</td><td>8.0</td><td>9740356</td><td>227</td><td>true</td><td>52</td><td>Sort</td><td>228</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>155</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>204</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>143</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>72</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>3.43</td><td>332556</td><td>37</td><td>true</td><td>49</td><td>Project:Filter:HashAggregate</td><td>38:39:40</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (32)</td><td>WholeStageCodegen (32)</td><td>3.0</td><td>334418</td><td>172</td><td>true</td><td>44</td><td>Project</td><td>173</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1605</td><td>51</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>43</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>30</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>17</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>108</td><td>202</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>8779</td><td>181</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>62</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>224</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>570738</td><td>19</td><td>true</td><td>50</td><td>Sort</td><td>20</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>225</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>223</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>309</td><td>177</td><td>true</td><td>41:44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>TakeOrderedAndProject</td><td>null</td><td>3.0</td><td>0</td><td>1</td><td>true</td><td>53:54</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (15)</td><td>WholeStageCodegen (15)</td><td>2.8</td><td>21724</td><td>137</td><td>true</td><td>45</td><td>Filter:ColumnarToRow</td><td>138:139</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>12</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (23)</td><td>WholeStageCodegen (23)</td><td>6.96</td><td>29347</td><td>6</td><td>true</td><td>51</td><td>HashAggregate:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>7:8:9:10:11</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.8</td><td>2258</td><td>215</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>216:217</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>241</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>228</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>236</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>189</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>287</td><td>33</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>157</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>193</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>46</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>15333</td><td>22</td><td>true</td><td>48</td><td>Filter:ColumnarToRow</td><td>23:24</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>6</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>12</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (42)</td><td>WholeStageCodegen (42)</td><td>8.0</td><td>7107509</td><td>242</td><td>true</td><td>52</td><td>Sort</td><td>243</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>233</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>49</td><td>false</td><td>47</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>8.0</td><td>7271900</td><td>120</td><td>true</td><td>37</td><td>Sort</td><td>121</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>48</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>8368</td><td>15</td><td>true</td><td>50:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1206</td><td>127</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (26)</td><td>WholeStageCodegen (26)</td><td>8.0</td><td>616179</td><td>175</td><td>true</td><td>44</td><td>Sort</td><td>176</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>163</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>239</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>235</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (21)</td><td>WholeStageCodegen (21)</td><td>5.67</td><td>1192790</td><td>141</td><td>true</td><td>51</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>142:143:144:145:146:147:148</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>226</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>104</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>118</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>548</td><td>60</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>61:62:63</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>165</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>67</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1152</td><td>28</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>146</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>20</td><td>true</td><td>50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.9</td><td>48</td><td>203</td><td>true</td><td>39</td><td>Project:Filter:ColumnarToRow</td><td>204:205:206</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>106</td><td>5</td><td>true</td><td>51:53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>6954</td><td>171</td><td>true</td><td>44:52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2038</td><td>69</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1925</td><td>214</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>173</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (47)</td><td>WholeStageCodegen (47)</td><td>6.96</td><td>58082</td><td>162</td><td>true</td><td>52</td><td>HashAggregate:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>163:164:165:166:167</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (13)</td><td>WholeStageCodegen (13)</td><td>8.0</td><td>7684689</td><td>86</td><td>true</td><td>51</td><td>Sort</td><td>87</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>176</td><td>true</td><td>44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>190</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>152</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1596</td><td>53</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>55</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>3.92</td><td>4787686</td><td>192</td><td>true</td><td>40</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>193:194:195:196:197:198:199</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>2.9</td><td>341</td><td>115</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>116:117:118</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>221</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (38)</td><td>WholeStageCodegen (38)</td><td>5.67</td><td>15748975</td><td>219</td><td>true</td><td>52</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>220:221:222:223:224:225:226</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>9</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>167</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (10)</td><td>WholeStageCodegen (10)</td><td>2.9</td><td>1629090</td><td>81</td><td>true</td><td>46</td><td>Project:Filter:ColumnarToRow</td><td>82:83:84</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>31</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>133</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>8</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>2038</td><td>218</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (8)</td><td>WholeStageCodegen (8)</td><td>3.0</td><td>317013</td><td>16</td><td>true</td><td>50</td><td>Project</td><td>17</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>10</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>102</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Union</td><td>null</td><td>3.0</td><td>0</td><td>2</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (45)</td><td>WholeStageCodegen (45)</td><td>5.67</td><td>579620</td><td>234</td><td>true</td><td>52</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>235:236:237:238:239:240:241</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>95</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>230</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>57306</td><td>107</td><td>true</td><td>35:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>1</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1152</td><td>153</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>75</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>525</td><td>64</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>231</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>142</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>212</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1596</td><td>208</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>210</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>91</td><td>false</td><td>43</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (4)</td><td>WholeStageCodegen (4)</td><td>2.8</td><td>2258</td><td>66</td><td>true</td><td>32</td><td>Filter:ColumnarToRow</td><td>67:68</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>179</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>79</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>1128383</td><td>111</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>73</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>2.9</td><td>341</td><td>128</td><td>true</td><td>34</td><td>Project:Filter:ColumnarToRow</td><td>129:130:131</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>245</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>24</td><td>false</td><td>48</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>195</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>18</td><td>true</td><td>50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>4</td><td>false</td><td>53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>196</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1212</td><td>112</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>144</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>23</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>374</td><td>136</td><td>true</td><td>45:52:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>17</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>98</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>216</td><td>true</td><td>32</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Execute InsertIntoHadoopFsRelationCommand parquet</td><td>null</td><td>3.0</td><td>0</td><td>0</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>74225</td><td>80</td><td>true</td><td>46:52:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1596</td><td>59</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>8.0</td><td>265322</td><td>34</td><td>true</td><td>50</td><td>Sort</td><td>35</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>64</td><td>161</td><td>true</td><td>52:53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>84</td><td>false</td><td>46</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>166</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>138</td><td>true</td><td>45</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>76</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>148</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>36854</td><td>186</td><td>true</td><td>42:44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (1)</td><td>WholeStageCodegen (1)</td><td>2.8</td><td>3141204</td><td>108</td><td>true</td><td>35</td><td>Filter:ColumnarToRow</td><td>109:110</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>13</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>168</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (11)</td><td>WholeStageCodegen (11)</td><td>8.0</td><td>7736910</td><td>78</td><td>true</td><td>51</td><td>Sort</td><td>79</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>27</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1183</td><td>26</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>125</td><td>false</td><td>36</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>20580</td><td>126</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>525</td><td>213</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (48)</td><td>WholeStageCodegen (48)</td><td>1.0</td><td>3979</td><td>159</td><td>false</td><td>53</td><td>HashAggregate</td><td>160</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>106</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>205</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>8</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>7</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>5.67</td><td>13085436</td><td>70</td><td>true</td><td>51</td><td>Sort:Project:Filter:HashAggregate:HashAggregate:Project:SortMergeJoin</td><td>71:72:73:74:75:76:77</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>145</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>129</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>110</td><td>false</td><td>35</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (33)</td><td>WholeStageCodegen (33)</td><td>8.0</td><td>1156186</td><td>169</td><td>true</td><td>52</td><td>Sort</td><td>170</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>34850</td><td>41</td><td>true</td><td>47:49</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>32</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>124</td><td>true</td><td>36</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>10</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>238</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>101</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>71</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1925</td><td>65</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>23</td><td>true</td><td>48</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>18</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>1183</td><td>182</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>170</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>45</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>180</td><td>false</td><td>41</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>40</td><td>true</td><td>49</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>73193</td><td>50</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (40)</td><td>WholeStageCodegen (40)</td><td>8.0</td><td>0</td><td>232</td><td>true</td><td>52</td><td>Sort</td><td>233</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>198</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>7362</td><td>25</td><td>true</td><td>48</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>240</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>211</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>121</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (18)</td><td>WholeStageCodegen (18)</td><td>8.0</td><td>5641193</td><td>149</td><td>true</td><td>51</td><td>Sort</td><td>150</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>117</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (22)</td><td>WholeStageCodegen (22)</td><td>2.9</td><td>305</td><td>154</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>155:156:157</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>11173</td><td>140</td><td>true</td><td>45</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1206</td><td>114</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>68</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>156</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>525</td><td>58</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>220</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>21</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>174</td><td>true</td><td>44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>361088</td><td>85</td><td>true</td><td>46</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (9)</td><td>WholeStageCodegen (9)</td><td>8.0</td><td>319031</td><td>13</td><td>true</td><td>51</td><td>Sort</td><td>14</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>35</td><td>true</td><td>50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>87</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>99</td><td>false</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>9723</td><td>92</td><td>true</td><td>43</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>5.76</td><td>7077480</td><td>97</td><td>true</td><td>37</td><td>HashAggregate:HashAggregate:HashAggregate:Project:BroadcastHashJoin:Project:SortMergeJoin</td><td>98:99:100:101:102:103:104</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (22)</td><td>WholeStageCodegen (22)</td><td>2.9</td><td>305</td><td>29</td><td>true</td><td>31</td><td>Project:Filter:ColumnarToRow</td><td>30:31:32</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>47</td><td>true</td><td>47</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>188</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (12)</td><td>WholeStageCodegen (12)</td><td>2.8</td><td>14372</td><td>89</td><td>true</td><td>43</td><td>Filter:ColumnarToRow</td><td>90:91</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SubqueryBroadcast</td><td>null</td><td>3.0</td><td>108</td><td>201</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>82</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>217</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>222</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>130</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>11</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>116</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>52</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>39</td><td>true</td><td>49</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>194</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.8</td><td>27817</td><td>123</td><td>true</td><td>36</td><td>Filter:ColumnarToRow</td><td>124:125</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>83</td><td>true</td><td>46</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>164</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>8.0</td><td>7610479</td><td>105</td><td>true</td><td>37</td><td>Sort</td><td>106</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>24920</td><td>191</td><td>true</td><td>40:42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>109</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>103</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>20</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>237</td><td>false</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>57</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>139</td><td>false</td><td>45</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>131</td><td>false</td><td>34</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>63</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (25)</td><td>WholeStageCodegen (25)</td><td>2.8</td><td>15032</td><td>178</td><td>true</td><td>41</td><td>Filter:ColumnarToRow</td><td>179:180</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>206</td><td>false</td><td>39</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>77</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>124</td><td>122</td><td>true</td><td>36:37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (37)</td><td>WholeStageCodegen (37)</td><td>8.0</td><td>9684161</td><td>229</td><td>true</td><td>52</td><td>Sort</td><td>230</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>199</td><td>false</td><td>40</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>150</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>147</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (24)</td><td>WholeStageCodegen (24)</td><td>1.0</td><td>15386</td><td>3</td><td>false</td><td>53</td><td>HashAggregate</td><td>4</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>548</td><td>209</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>210:211:212</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>287</td><td>158</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>74</td><td>false</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>113</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Subquery</td><td>null</td><td>1.0</td><td>0</td><td>93</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>152</td><td>88</td><td>true</td><td>43:52:51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>135</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>38</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>160</td><td>false</td><td>53</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>324</td><td>132</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (20)</td><td>WholeStageCodegen (20)</td><td>8.0</td><td>5632344</td><td>151</td><td>true</td><td>51</td><td>Sort</td><td>152</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>104034</td><td>200</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (31)</td><td>WholeStageCodegen (31)</td><td>8.0</td><td>280275</td><td>183</td><td>true</td><td>44</td><td>Sort</td><td>184</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>819</td><td>21</td><td>true</td><td>48:50</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (3)</td><td>WholeStageCodegen (3)</td><td>2.9</td><td>548</td><td>54</td><td>true</td><td>33</td><td>Project:Filter:ColumnarToRow</td><td>55:56:57</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>4.5</td><td>9</td><td>94</td><td>true</td><td>38</td><td>HashAggregate</td><td>95</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>90</td><td>true</td><td>43</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>31</td><td>207</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>185</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>3.92</td><td>4849898</td><td>42</td><td>true</td><td>47</td><td>HashAggregate:Project:BroadcastHashJoin:Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>43:44:45:46:47:48:49</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>243</td><td>true</td><td>52</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>HashAggregate</td><td>null</td><td>1.0</td><td>0</td><td>100</td><td>false</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>197</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>3.43</td><td>329696</td><td>187</td><td>true</td><td>42</td><td>Project:Filter:HashAggregate</td><td>188:189:190</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>184</td><td>true</td><td>44</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>324</td><td>119</td><td>true</td><td>34</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>22</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>56</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>14</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>9</td><td>true</td><td>51</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>61</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (16)</td><td>WholeStageCodegen (16)</td><td>8.0</td><td>0</td><td>134</td><td>true</td><td>51</td><td>Sort</td><td>135</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>19</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>44</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230053-0028</td><td>24</td><td>WholeStageCodegen (44)</td><td>WholeStageCodegen (44)</td><td>8.0</td><td>7091464</td><td>244</td><td>true</td><td>52</td><td>Sort</td><td>245</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (19)</td><td>WholeStageCodegen (19)</td><td>2.8</td><td>113485</td><td>82</td><td>true</td><td>40</td><td>Filter:ColumnarToRow</td><td>83:84</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>5</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>23</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>39</td><td>false</td><td>32</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>57</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>90</td><td>false</td><td>31</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>17</td><td>true</td><td>38</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>9398</td><td>53</td><td>true</td><td>33</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>8927</td><td>91</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ReusedExchange</td><td>null</td><td>1.0</td><td>0</td><td>34</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>BroadcastHashJoin</td><td>null</td><td>5.09</td><td>0</td><td>4</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1494</td><td>35</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>14</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>55</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>71</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (11)</td><td>WholeStageCodegen (11)</td><td>8.0</td><td>625159</td><td>67</td><td>true</td><td>35</td><td>Sort</td><td>68</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Scan parquet </td><td>null</td><td>3.0</td><td>62819</td><td>85</td><td>true</td><td>40</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>11</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (6)</td><td>WholeStageCodegen (6)</td><td>10.07</td><td>1910905</td><td>20</td><td>true</td><td>37</td><td>HashAggregate:Project:SortMergeJoin</td><td>21:22:23</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Filter</td><td>null</td><td>1.0</td><td>0</td><td>56</td><td>false</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>SortMergeJoin</td><td>null</td><td>22.7</td><td>0</td><td>66</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>14</td><td>true</td><td>41</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>61</td><td>true</td><td>39</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>25</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Sort</td><td>null</td><td>8.0</td><td>0</td><td>8</td><td>true</td><td>42</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>3</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (14)</td><td>WholeStageCodegen (14)</td><td>10.07</td><td>541305</td><td>63</td><td>true</td><td>35</td><td>HashAggregate:Project:SortMergeJoin</td><td>64:65:66</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>22</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>ColumnarToRow</td><td>null</td><td>1.0</td><td>0</td><td>52</td><td>false</td><td>33</td><td>null</td><td>null</td><td>true</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (7)</td><td>WholeStageCodegen (7)</td><td>3.65</td><td>356825</td><td>16</td><td>true</td><td>38</td><td>Filter:HashAggregate</td><td>17:18</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Filter</td><td>null</td><td>2.8</td><td>0</td><td>89</td><td>true</td><td>31</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>15</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>5</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>16</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (2)</td><td>WholeStageCodegen (2)</td><td>3.63</td><td>404429</td><td>27</td><td>true</td><td>36</td><td>Project:BroadcastHashJoin:Filter:ColumnarToRow</td><td>28:29:30:31</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>BroadcastExchange</td><td>null</td><td>3.0</td><td>1494</td><td>41</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>65</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>21</td><td>true</td><td>37</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>2</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Project</td><td>null</td><td>3.0</td><td>0</td><td>37</td><td>true</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>4</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>7</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (18)</td><td>WholeStageCodegen (18)</td><td>8.0</td><td>438264</td><td>7</td><td>true</td><td>42</td><td>Sort</td><td>8</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>0</td><td>Execute CreateViewCommand</td><td>null</td><td>1.0</td><td>0</td><td>0</td><td>false</td><td>null</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>Exchange</td><td>null</td><td>4.2</td><td>91525</td><td>69</td><td>true</td><td>34:35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>HashAggregate</td><td>null</td><td>4.5</td><td>0</td><td>64</td><td>true</td><td>35</td><td>null</td><td>null</td><td>false</td></tr><tr><td>app-20220209230750-0036</td><td>24</td><td>WholeStageCodegen (5)</td><td>WholeStageCodegen (5)</td><td>8.0</td><td>1769290</td><td>47</td><td>true</td><td>37</td><td>Sort</td><td>48</td><td>false</td></tr></tbody></table>Showing the first 1000 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