diff --git a/.github/workflows/auto-merge.yml b/.github/workflows/auto-merge.yml
index c9832fa53..e6b3b9afa 100644
--- a/.github/workflows/auto-merge.yml
+++ b/.github/workflows/auto-merge.yml
@@ -18,7 +18,7 @@ name: auto-merge HEAD to BASE
 on:
   pull_request_target:
     branches:
-    - branch-23.02
+    - branch-23.04
     types: [closed]
 
 jobs:
@@ -29,14 +29,14 @@ jobs:
     steps:
       - uses: actions/checkout@v3
         with:
-          ref: branch-23.02 # force to fetch from latest upstream instead of PR ref
+          ref: branch-23.04 # force to fetch from latest upstream instead of PR ref
 
       - name: auto-merge job
         uses: ./.github/workflows/auto-merge
         env:
           OWNER: NVIDIA
           REPO_NAME: spark-rapids-examples
-          HEAD: branch-23.02
-          BASE: branch-23.04
+          HEAD: branch-23.04
+          BASE: branch-23.06
           AUTOMERGE_TOKEN: ${{ secrets.AUTOMERGE_TOKEN }} # use to merge PR
 
diff --git a/docs/get-started/xgboost-examples/csp/databricks/databricks.md b/docs/get-started/xgboost-examples/csp/databricks/databricks.md
index 61891bf45..012c59e17 100644
--- a/docs/get-started/xgboost-examples/csp/databricks/databricks.md
+++ b/docs/get-started/xgboost-examples/csp/databricks/databricks.md
@@ -6,27 +6,26 @@ This is a getting started guide to XGBoost4J-Spark on Databricks. At the end of
 Prerequisites
 -------------
 
-    * Apache Spark 3.1+ running in Databricks Runtime 9.1 ML or 10.4 ML with GPU
-    * AWS: 9.1 LTS ML (GPU, Scala 2.12, Spark 3.1.2) or 10.4 LTS ML (GPU, Scala 2.12, Spark 3.2.1)
-    * Azure: 9.1 LTS ML (GPU, Scala 2.12, Spark 3.1.2) or 10.4 LTS ML (GPU, Scala 2.12, Spark 3.2.1)
+    * Apache Spark 3.x running in Databricks Runtime 10.4 ML or 11.3 ML with GPU
+    * AWS: 10.4 LTS ML (GPU, Scala 2.12, Spark 3.2.1) or 11.3 LTS ML (GPU, Scala 2.12, Spark 3.3.0)
+    * Azure: 10.4 LTS ML (GPU, Scala 2.12, Spark 3.2.1) or 11.3 LTS ML (GPU, Scala 2.12, Spark 3.3.0)
 
 The number of GPUs per node dictates the number of Spark executors that can run in that node. Each executor should only be allowed to run 1 task at any given time.
    
 Start A Databricks Cluster
 --------------------------
 
-Create a Databricks cluster by clicking "+ Create -> Cluster" on the left panel. Ensure the
+Create a Databricks cluster by going to "Compute", then clicking `+ Create compute`.  Ensure the
 cluster meets the prerequisites above by configuring it as follows:
 1. Select the Databricks Runtime Version from one of the supported runtimes specified in the
    Prerequisites section.
-2. Under Autopilot Options, disable autoscaling.
-3. Choose the number of workers you want to use.
-4. Select a worker type.  On AWS, use nodes with 1 GPU each such as `p3.2xlarge` or `g4dn.xlarge`.
+2. Choose the number of workers that matches the number of GPUs you want to use.
+3. Select a worker type. On AWS, use nodes with 1 GPU each such as `p3.2xlarge` or `g4dn.xlarge`.
    p2 nodes do not meet the architecture requirements (Pascal or higher) for the Spark worker
    (although they can be used for the driver node).  For Azure, choose GPU nodes such as
-   Standard_NC6s_v3.
-5. Select the driver type. Generally this can be set to be the same as the worker.
-6. Start the cluster.
+   Standard_NC6s_v3. For GCP, choose N1 or A2 instance types with GPUs. 
+4. Select the driver type. Generally this can be set to be the same as the worker.
+5. Start the cluster.
 
 Advanced Cluster Configuration
 --------------------------
@@ -38,20 +37,18 @@ cluster.
    your workspace.  See [Managing
    Notebooks](https://docs.databricks.com/notebooks/notebooks-manage.html#id2) for instructions on
    how to import a notebook.  
-   Select the initialization script based on the Databricks runtime
+   Select the version of the RAPIDS Accelerator for Apache Spark based on the Databricks runtime
    version:
-   
-    - [Databricks 9.1 LTS
-    ML](https://docs.databricks.com/release-notes/runtime/9.1ml.html#system-environment) has CUDA 11
-    installed.  Users will need to use 21.12.0 or later on Databricks 9.1 LTS ML. In this case use
-    [generate-init-script.ipynb](generate-init-script.ipynb) which will install
-    the RAPIDS Spark plugin.
-      
-    - [Databricks 10.4 LTS
-    ML](https://docs.databricks.com/release-notes/runtime/9.1ml.html#system-environment) has CUDA 11
-    installed.  Users will need to use 22.04.0 or later on Databricks 10.4 LTS ML. In this case use
-    [generate-init-script-10.4.ipynb](generate-init-script-10.4.ipynb) which will install
-    the RAPIDS Spark plugin.
+   - [Databricks 10.4 LTS
+     ML](https://docs.databricks.com/release-notes/runtime/10.4ml.html#system-environment) has CUDA 11
+     installed.  Users will need to use 22.04.0 or later on Databricks 10.4 LTS ML.
+   - [Databricks 11.3 LTS
+     ML](https://docs.databricks.com/release-notes/runtime/11.3ml.html#system-environment) has CUDA 11
+     installed.  Users will need to use 23.04.0 or later on Databricks 11.3 LTS ML.
+     
+     In both cases use
+     [generate-init-script.ipynb](./generate-init-script.ipynb) which will install
+     the RAPIDS Spark plugin.
       
 2. Once you are in the notebook, click the “Run All” button.
 3. Ensure that the newly created init.sh script is present in the output from cell 2 and that the
@@ -72,23 +69,17 @@ cluster.
     The
     [`spark.task.resource.gpu.amount`](https://spark.apache.org/docs/latest/configuration.html#scheduling)
     configuration is defaulted to 1 by Databricks. That means that only 1 task can run on an
-    executor with 1 GPU, which is limiting, especially on the reads and writes from Parquet.  Set
+    executor with 1 GPU, which is limiting, especially on the reads and writes from Parquet. Set
     this to 1/(number of cores per executor) which will allow multiple tasks to run in parallel just
-    like the CPU side.  Having the value smaller is fine as well.
-
-	There is an incompatibility between the Databricks specific implementation of adaptive query
-    execution (AQE) and the spark-rapids plugin.  In order to mitigate this,
-    `spark.sql.adaptive.enabled` should be set to false.  In addition, the plugin does not work with
-    the Databricks `spark.databricks.delta.optimizeWrite` option.
+    like the CPU side. Having the value smaller is fine as well.
+    Note: Please remove the `spark.task.resource.gpu.amount` config for a single-node Databricks 
+    cluster because Spark local mode does not support GPU scheduling.
 
     ```bash
-    spark.plugins com.nvidia.spark.SQLPlugin
-    spark.task.resource.gpu.amount 0.1
-    spark.rapids.memory.pinnedPool.size 2G
-    spark.locality.wait 0s
-    spark.databricks.delta.optimizeWrite.enabled false
-    spark.sql.adaptive.enabled false
-    spark.rapids.sql.concurrentGpuTasks 2
+     spark.plugins com.nvidia.spark.SQLPlugin
+     spark.task.resource.gpu.amount 0.1
+     spark.rapids.memory.pinnedPool.size 2G
+     spark.rapids.sql.concurrentGpuTasks 2
     ```
 
     ![Spark Config](../../../../img/databricks/sparkconfig.png)
@@ -186,6 +177,11 @@ Limitations
 4. Databricks makes changes to the runtime without notification.
 
     Databricks makes changes to existing runtimes, applying patches, without notification.
-	[Issue-3098](https://github.com/NVIDIA/spark-rapids/issues/3098) is one example of this.  We run
-	regular integration tests on the Databricks environment to catch these issues and fix them once
-	detected.
\ No newline at end of file
+    [Issue-3098](https://github.com/NVIDIA/spark-rapids/issues/3098) is one example of this.  We run
+    regular integration tests on the Databricks environment to catch these issues and fix them once
+    detected.
+   
+5. In Databricks 11.3, an incorrect result is returned for window frames defined by a range in case 
+   of DecimalTypes with precision greater than 38. There is a bug filed in Apache Spark for it 
+   [here](https://issues.apache.org/jira/browse/SPARK-41793), whereas when using the plugin the 
+   correct result will be returned.
\ No newline at end of file
diff --git a/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-10.4.ipynb b/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-10.4.ipynb
index e3309ebda..c3c19f153 100644
--- a/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-10.4.ipynb
+++ b/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-10.4.ipynb
@@ -24,7 +24,7 @@
    "source": [
     "%sh\n",
     "cd ../../dbfs/FileStore/jars/\n",
-    "sudo wget -O rapids-4-spark_2.12-22.12.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar\n",
+    "sudo wget -O rapids-4-spark_2.12-23.04.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar\n",
     "sudo wget -O xgboost4j-gpu_2.12-1.7.1.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-gpu_2.12/1.7.1/xgboost4j-gpu_2.12-1.7.1.jar\n",
     "sudo wget -O 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\n",
     "ls -ltr\n",
@@ -60,7 +60,7 @@
     "sudo rm -f /databricks/jars/spark--maven-trees--ml--10.x--xgboost-gpu--ml.dmlc--xgboost4j-spark-gpu_2.12--ml.dmlc__xgboost4j-spark-gpu_2.12__1.5.2.jar\n",
     "\n",
     "sudo cp /dbfs/FileStore/jars/xgboost4j-gpu_2.12-1.7.1.jar /databricks/jars/\n",
-    "sudo cp /dbfs/FileStore/jars/rapids-4-spark_2.12-22.12.0.jar /databricks/jars/\n",
+    "sudo cp /dbfs/FileStore/jars/rapids-4-spark_2.12-23.04.0.jar /databricks/jars/\n",
     "sudo cp /dbfs/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.1.jar /databricks/jars/\"\"\", True)"
    ]
   },
@@ -133,7 +133,7 @@
     "1. Edit your cluster, adding an initialization script from `dbfs:/databricks/init_scripts/init.sh` in the \"Advanced Options\" under \"Init Scripts\" tab\n",
     "2. Reboot the cluster\n",
     "3. Go to \"Libraries\" tab under your cluster and install `dbfs:/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.1.jar` in your cluster by selecting the \"DBFS\" option for installing jars\n",
-    "4. Import the mortgage example notebook from `https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.02/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb`\n",
+    "4. Import the mortgage example notebook from `https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.04/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb`\n",
     "5. Inside the mortgage example notebook, update the data paths\n",
     "  `train_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-train.csv')`\n",
     "  `trans_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-trans.csv')`"
diff --git a/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-11.3.ipynb b/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-11.3.ipynb
new file mode 100644
index 000000000..fb24ef76e
--- /dev/null
+++ b/docs/get-started/xgboost-examples/csp/databricks/generate-init-script-11.3.ipynb
@@ -0,0 +1,166 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Download latest Jars"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dbutils.fs.mkdirs(\"dbfs:/FileStore/jars/\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%sh\n",
+    "cd ../../dbfs/FileStore/jars/\n",
+    "sudo wget -O rapids-4-spark_2.12-23.04.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar\n",
+    "sudo wget -O xgboost4j-gpu_2.12-1.7.3.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-gpu_2.12/1.7.3/xgboost4j-gpu_2.12-1.7.3.jar\n",
+    "sudo wget -O xgboost4j-spark-gpu_2.12-1.7.3.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-spark-gpu_2.12/1.7.3/xgboost4j-spark-gpu_2.12-1.7.3.jar\n",
+    "ls -ltr\n",
+    "\n",
+    "# Your Jars are downloaded in dbfs:/FileStore/jars directory"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Create a Directory for your init script"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dbutils.fs.mkdirs(\"dbfs:/databricks/init_scripts/\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dbutils.fs.put(\"/databricks/init_scripts/init.sh\",\"\"\"\n",
+    "#!/bin/bash\n",
+    "sudo rm -f /databricks/jars/spark--maven-trees--ml--10.x--xgboost-gpu--ml.dmlc--xgboost4j-gpu_2.12--ml.dmlc__xgboost4j-gpu_2.12__1.5.2.jar\n",
+    "sudo rm -f /databricks/jars/spark--maven-trees--ml--10.x--xgboost-gpu--ml.dmlc--xgboost4j-spark-gpu_2.12--ml.dmlc__xgboost4j-spark-gpu_2.12__1.5.2.jar\n",
+    "\n",
+    "sudo cp /dbfs/FileStore/jars/xgboost4j-gpu_2.12-1.7.3.jar /databricks/jars/\n",
+    "sudo cp /dbfs/FileStore/jars/rapids-4-spark_2.12-23.04.0.jar /databricks/jars/\n",
+    "sudo cp /dbfs/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.3.jar /databricks/jars/\"\"\", True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Confirm your init script is in the new directory"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%sh\n",
+    "cd ../../dbfs/databricks/init_scripts\n",
+    "pwd\n",
+    "ls -ltr"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Download the Mortgage Dataset into your local machine and upload Data using import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dbutils.fs.mkdirs(\"dbfs:/FileStore/tables/\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%sh\n",
+    "cd /dbfs/FileStore/tables/\n",
+    "wget -O mortgage.zip https://rapidsai-data.s3.us-east-2.amazonaws.com/spark/mortgage.zip\n",
+    "ls\n",
+    "unzip mortgage.zip"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%sh\n",
+    "pwd\n",
+    "cd ../../dbfs/FileStore/tables\n",
+    "ls -ltr mortgage/csv/*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Next steps\n",
+    "\n",
+    "1. Edit your cluster, adding an initialization script from `dbfs:/databricks/init_scripts/init.sh` in the \"Advanced Options\" under \"Init Scripts\" tab\n",
+    "2. Reboot the cluster\n",
+    "3. Go to \"Libraries\" tab under your cluster and install `dbfs:/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.3.jar` in your cluster by selecting the \"DBFS\" option for installing jars\n",
+    "4. Import the mortgage example notebook from `https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.04/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb`\n",
+    "5. Inside the mortgage example notebook, update the data paths\n",
+    "  `train_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-train.csv')`\n",
+    "  `trans_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-trans.csv')`"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.2"
+  },
+  "name": "Init Scripts_demo",
+  "notebookId": 2585487876834616
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/docs/get-started/xgboost-examples/csp/databricks/generate-init-script.ipynb b/docs/get-started/xgboost-examples/csp/databricks/generate-init-script.ipynb
index 320792c77..d96dbe59d 100644
--- a/docs/get-started/xgboost-examples/csp/databricks/generate-init-script.ipynb
+++ b/docs/get-started/xgboost-examples/csp/databricks/generate-init-script.ipynb
@@ -24,7 +24,7 @@
    "source": [
     "%sh\n",
     "cd ../../dbfs/FileStore/jars/\n",
-    "sudo wget -O rapids-4-spark_2.12-22.12.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar\n",
+    "sudo wget -O rapids-4-spark_2.12-23.04.0.jar https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar\n",
     "sudo wget -O xgboost4j-gpu_2.12-1.7.1.jar https://repo1.maven.org/maven2/ml/dmlc/xgboost4j-gpu_2.12/1.7.1/xgboost4j-gpu_2.12-1.7.1.jar\n",
     "sudo wget -O 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\n",
     "ls -ltr\n",
@@ -60,7 +60,7 @@
     "sudo rm -f /databricks/jars/spark--maven-trees--ml--9.x--xgboost-gpu--ml.dmlc--xgboost4j-spark-gpu_2.12--ml.dmlc__xgboost4j-spark-gpu_2.12__1.4.1.jar\n",
     "\n",
     "sudo cp /dbfs/FileStore/jars/xgboost4j-gpu_2.12-1.7.1.jar /databricks/jars/\n",
-    "sudo cp /dbfs/FileStore/jars/rapids-4-spark_2.12-22.12.0.jar /databricks/jars/\n",
+    "sudo cp /dbfs/FileStore/jars/rapids-4-spark_2.12-23.04.0.jar /databricks/jars/\n",
     "sudo cp /dbfs/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.1.jar /databricks/jars/\"\"\", True)"
    ]
   },
@@ -133,7 +133,7 @@
     "1. Edit your cluster, adding an initialization script from `dbfs:/databricks/init_scripts/init.sh` in the \"Advanced Options\" under \"Init Scripts\" tab\n",
     "2. Reboot the cluster\n",
     "3. Go to \"Libraries\" tab under your cluster and install `dbfs:/FileStore/jars/xgboost4j-spark-gpu_2.12-1.7.1.jar` in your cluster by selecting the \"DBFS\" option for installing jars\n",
-    "4. Import the mortgage example notebook from `https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.02/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb`\n",
+    "4. Import the mortgage example notebook from `https://github.com/NVIDIA/spark-rapids-examples/blob/branch-23.04/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb`\n",
     "5. Inside the mortgage example notebook, update the data paths\n",
     "  `train_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-train.csv')`\n",
     "  `trans_data = reader.schema(schema).option('header', True).csv('/data/mortgage/csv/small-trans.csv')`"
diff --git a/docs/get-started/xgboost-examples/csp/dataproc/gcp.md b/docs/get-started/xgboost-examples/csp/dataproc/gcp.md
index bfbb362b0..f48ad2895 100644
--- a/docs/get-started/xgboost-examples/csp/dataproc/gcp.md
+++ b/docs/get-started/xgboost-examples/csp/dataproc/gcp.md
@@ -17,7 +17,7 @@
 gcloud dataproc clusters create $CLUSTER_NAME  \
     --region=$REGION \
     --image-version=2.0-ubuntu18 \
-    --master-machine-type=n1-standard-16 \
+    --master-machine-type=n2-standard-16 \
     --num-workers=$NUM_WORKERS \
     --worker-accelerator=type=nvidia-tesla-t4,count=$NUM_GPUS \
     --worker-machine-type=n1-highmem-32\
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 ed7394d9b..35c792669 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
@@ -11,11 +11,11 @@ Prerequisites
   * NVIDIA Pascal™ GPU architecture or better
   * Multi-node clusters with homogenous GPU configuration
 * Software Requirements
-  * Ubuntu 18.04, 20.04/CentOS7, CentOS8
+  * Ubuntu 18.04, 20.04/CentOS7, Rocky Linux 8
   * CUDA 11.0+
   * NVIDIA driver compatible with your CUDA
   * NCCL 2.7.8+
-* [Kubernetes 1.6+ cluster with NVIDIA GPUs](https://docs.nvidia.com/datacenter/kubernetes/index.html)
+* [Kubernetes cluster with NVIDIA GPUs](https://docs.nvidia.com/datacenter/cloud-native/kubernetes/install-k8s.html)
   * See official [Spark on Kubernetes](https://spark.apache.org/docs/latest/running-on-kubernetes.html#prerequisites) 
     instructions for detailed spark-specific cluster requirements
 * kubectl installed and configured in the job submission environment
@@ -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-23.02/dockerfile/Dockerfile
+wget https://github.com/NVIDIA/spark-rapids-examples/raw/branch-23.04/dockerfile/Dockerfile
 
 # Optionally install additional jars into ${SPARK_HOME}/jars/
 
diff --git a/docs/get-started/xgboost-examples/on-prem-cluster/standalone-python.md b/docs/get-started/xgboost-examples/on-prem-cluster/standalone-python.md
index 5e24f3983..597669665 100644
--- a/docs/get-started/xgboost-examples/on-prem-cluster/standalone-python.md
+++ b/docs/get-started/xgboost-examples/on-prem-cluster/standalone-python.md
@@ -11,7 +11,7 @@ Prerequisites
   * NVIDIA Pascal™ GPU architecture or better
   * Multi-node clusters with homogenous GPU configuration
 * Software Requirements
-  * Ubuntu 18.04, 20.04/CentOS7, CentOS8
+  * Ubuntu 18.04, 20.04/CentOS7, Rocky Linux 8
   * CUDA 11.5+
   * NVIDIA driver compatible with your CUDA
   * NCCL 2.7.8+
diff --git a/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md b/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md
index bbb688bef..c94df4085 100644
--- a/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md
+++ b/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md
@@ -12,7 +12,7 @@ Prerequisites
   * NVIDIA Pascal™ GPU architecture or better
   * Multi-node clusters with homogenous GPU configuration
 * Software Requirements
-  * Ubuntu 18.04, 20.04/CentOS7, CentOS8
+  * Ubuntu 18.04, 20.04/CentOS7, Rocky Linux 8
   * CUDA 11.0+
   * NVIDIA driver compatible with your CUDA
   * NCCL 2.7.8+
diff --git a/docs/get-started/xgboost-examples/on-prem-cluster/yarn-python.md b/docs/get-started/xgboost-examples/on-prem-cluster/yarn-python.md
index 3565d6267..288b354a1 100644
--- a/docs/get-started/xgboost-examples/on-prem-cluster/yarn-python.md
+++ b/docs/get-started/xgboost-examples/on-prem-cluster/yarn-python.md
@@ -11,7 +11,7 @@ Prerequisites
   * NVIDIA Pascal™ GPU architecture or better
   * Multi-node clusters with homogenous GPU configuration
 * Software Requirements
-  * Ubuntu 18.04, 20.04/CentOS7, CentOS8
+  * Ubuntu 18.04, 20.04/CentOS7, Rocky Linux 8
   * CUDA 11.5+
   * NVIDIA driver compatible with your CUDA
   * NCCL 2.7.8+
diff --git a/docs/get-started/xgboost-examples/on-prem-cluster/yarn-scala.md b/docs/get-started/xgboost-examples/on-prem-cluster/yarn-scala.md
index 244a1ebf2..97c60d562 100644
--- a/docs/get-started/xgboost-examples/on-prem-cluster/yarn-scala.md
+++ b/docs/get-started/xgboost-examples/on-prem-cluster/yarn-scala.md
@@ -12,7 +12,7 @@ Prerequisites
   * NVIDIA Pascal™ GPU architecture or better
   * Multi-node clusters with homogenous GPU configuration
 * Software Requirements
-  * Ubuntu 18.04, 20.04/CentOS7, CentOS8
+  * Ubuntu 18.04, 20.04/CentOS7, Rocky Linux 8
   * CUDA 11.0+
   * NVIDIA driver compatible with your CUDA
   * NCCL 2.7.8+
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 2a43add8d..9a868126c 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_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)
+  * [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.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 2303fdfe0..221db8aef 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_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)
+   * [RAPIDS Spark Package](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)
 
 ### Build XGBoost Scala Examples
 
diff --git a/docs/img/databricks/sparkconfig.png b/docs/img/databricks/sparkconfig.png
index dc2adae19..f05b7d632 100644
Binary files a/docs/img/databricks/sparkconfig.png and b/docs/img/databricks/sparkconfig.png differ
diff --git a/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile b/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
index 9b9c6fd58..4ae6f238c 100644
--- a/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/Dockerfile
@@ -17,7 +17,7 @@
 
 ARG CUDA_VER=11.5.1
 FROM nvidia/cuda:${CUDA_VER}-devel-ubuntu20.04
-ARG BRANCH_VER=22.12
+ARG BRANCH_VER=23.04
 
 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 e83e40683..a071fb980 100644
--- a/examples/ML+DL-Examples/Spark-cuML/pca/README.md
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/README.md
@@ -12,7 +12,7 @@ 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_2.12-22.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)
+[rapids-4-spark_2.12-23.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)
 
 
 ## Sample code
@@ -48,7 +48,7 @@ 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_2.12-23.02.0.jar
+    PLUGIN_JAR=PATH_TO_rapids-4-spark_2.12-23.04.0.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 a33bfefce..6e65722d1 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>23.02.0</version>
+    <version>23.04.0</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>22.02.0</version>
+            <version>23.04.0</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 10ca8f4ed..072ee23b1 100755
--- a/examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh
+++ b/examples/ML+DL-Examples/Spark-cuML/pca/spark-submit.sh
@@ -15,8 +15,8 @@
 # limitations under the License.
 #
 
-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_2.12/23.02.0/rapids-4-spark_2.12-23.02.0.jar
+ML_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark-ml_2.12/23.02.0-SNAPSHOT/rapids-4-spark-ml_2.12-23.04.0.jar
+PLUGIN_JAR=/root/.m2/repository/com/nvidia/rapids-4-spark_2.12/23.02.0-SNAPSHOT/rapids-4-spark_2.12-23.04.0.jar
 
 $SPARK_HOME/bin/spark-submit \
 --master spark://127.0.0.1:7077  \
@@ -38,4 +38,4 @@ $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-23.02.0.jar
+/workspace/target/PCAExample-23.04.0.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 0a672cc09..db4f49121 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_2.12-23.02.0.jar\")\n"
+    "RAPIDS_JAR = os.getenv(\"RAPIDS_JAR\", \"/your-path/rapids-4-spark_2.12-23.04.0.jar\")\n"
    ]
   },
   {
diff --git a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
index 922bd5fd6..66660c525 100644
--- a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
+++ b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/README.md
@@ -108,7 +108,7 @@ See above Prerequisites section
 First finish the steps in "Building with Native Code Examples and run test cases" section, then do the following in the docker.
 
 ### Get jars from Maven Central
-[rapids-4-spark_2.12-22.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)
+[rapids-4-spark_2.12-23.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)
 
 ### 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 92593984e..e3726b73f 100644
--- a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml
+++ b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/pom.xml
@@ -25,7 +25,7 @@
         user defined functions for use with the RAPIDS Accelerator
         for Apache Spark
     </description>
-    <version>23.02.0</version>
+    <version>23.04.0</version>
 
     <properties>
         <maven.compiler.source>1.8</maven.compiler.source>
@@ -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>23.02.0</rapids4spark.version>
+        <rapids4spark.version>23.04.0</rapids4spark.version>
         <spark.version>3.1.1</spark.version>
         <scala.version>2.12.15</scala.version>
         <udf.native.build.path>${project.build.directory}/cpp-build</udf.native.build.path>
diff --git a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/src/main/cpp/CMakeLists.txt b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/src/main/cpp/CMakeLists.txt
index e9f365484..88b60addd 100755
--- a/examples/UDF-Examples/RAPIDS-accelerated-UDFs/src/main/cpp/CMakeLists.txt
+++ b/examples/UDF-Examples/RAPIDS-accelerated-UDFs/src/main/cpp/CMakeLists.txt
@@ -16,7 +16,7 @@
 
 cmake_minimum_required(VERSION 3.23.1 FATAL_ERROR)
 
-file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-23.02/RAPIDS.cmake
+file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-23.04/RAPIDS.cmake
      ${CMAKE_BINARY_DIR}/RAPIDS.cmake)
 include(${CMAKE_BINARY_DIR}/RAPIDS.cmake)
 
@@ -32,7 +32,7 @@ if(DEFINED GPU_ARCHS)
 endif()
 rapids_cuda_init_architectures(UDFEXAMPLESJNI)
 
-project(UDFEXAMPLESJNI VERSION 23.02.0 LANGUAGES C CXX CUDA)
+project(UDFEXAMPLESJNI VERSION 23.04.0 LANGUAGES C CXX CUDA)
 
 option(PER_THREAD_DEFAULT_STREAM "Build with per-thread default stream" OFF)
 option(BUILD_UDF_BENCHMARKS "Build the benchmarks" OFF)
@@ -84,10 +84,10 @@ set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -w --expt-extended-lambda --expt-relax
 set(CUDA_USE_STATIC_CUDA_RUNTIME OFF)
 
 rapids_cpm_init()
-rapids_cpm_find(cudf 23.02.00
+rapids_cpm_find(cudf 23.04.00
         CPM_ARGS
         GIT_REPOSITORY  https://github.com/rapidsai/cudf.git
-        GIT_TAG         branch-23.02
+        GIT_TAG         branch-23.04
         GIT_SHALLOW     TRUE
         SOURCE_SUBDIR   cpp
         OPTIONS         "BUILD_TESTS OFF"
diff --git a/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb b/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb
index d16d68975..cb238d440 100644
--- a/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb
+++ b/examples/UDF-Examples/Spark-cuSpatial/Dockerfile.awsdb
@@ -48,7 +48,7 @@ RUN wget -q https://repo.continuum.io/miniconda/Miniconda3-py38_4.9.2-Linux-x86_
     conda config --system --set always_yes True && \
     conda clean --all
 
-RUN conda install -c rapidsai-nightly -c nvidia -c conda-forge  -c defaults libcuspatial=22.12
+RUN conda install -c rapidsai-nightly -c nvidia -c conda-forge  -c defaults libcuspatial=23.04
 RUN conda install -c conda-forge libgdal==3.3.1
 RUN pip install jupyter
 ENV JAVA_HOME /usr/lib/jvm/java-1.8.0-openjdk-amd64
diff --git a/examples/UDF-Examples/Spark-cuSpatial/README.md b/examples/UDF-Examples/Spark-cuSpatial/README.md
index 6a4e84ff2..bdf7b5c8c 100644
--- a/examples/UDF-Examples/Spark-cuSpatial/README.md
+++ b/examples/UDF-Examples/Spark-cuSpatial/README.md
@@ -47,7 +47,7 @@ or [in local machine](#build-in-local-machine) after prerequisites.
      ```
 2. Bash into the Docker and install libcuspatial
      ```Bash
-     conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.12
+     conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=23.04
      ```
 3. Get the code, then run `mvn package`.
      ```Bash
@@ -69,7 +69,7 @@ Note: The docker env is just for building the jar, not for running the applicati
 4. [cuspatial](https://github.com/rapidsai/cuspatial): install libcuspatial
     ```Bash
     # Install libcuspatial from conda
-    conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=22.12
+    conda install -c rapidsai-nightly -c nvidia -c conda-forge -c defaults libcuspatial=23.04
     ```
 5. Build the JAR using `mvn package`.
      ```Bash
@@ -84,7 +84,7 @@ Note: The docker env is just for building the jar, not for running the applicati
 1. Set up [a standalone cluster](/docs/get-started/xgboost-examples/on-prem-cluster/standalone-scala.md) of Spark. Make sure the conda/lib is included in LD_LIBRARY_PATH, so that spark executors can load libcuspatial.so.
 
 2. Download Spark RAPIDS JAR
-   * [Spark RAPIDS JAR v22.12.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar) or above
+   * [Spark RAPIDS JAR v23.04.0](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar) or above
 3. Prepare sample dataset and JARs. Copy the [sample dataset](../../../datasets/cuspatial_data.tar.gz) to `/data/cuspatial_data/`.
     Copy Spark RAPIDS JAR and `spark-cuspatial-<version>.jar` to `/data/cuspatial_data/jars/`.
     If you build the `spark-cuspatial-<version>.jar` in docker, please copy the jar from docker to local:
diff --git a/examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh b/examples/UDF-Examples/Spark-cuSpatial/gpu-run.sh
index c79947967..bc17d90eb 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.jar,$JARS/spark-cuspatial-23.02.0.jar}
+JARS_PATH=${JARS_PATH:-$JARS/rapids-4-spark_2.12-23.04.0.jar,$JARS/spark-cuspatial-23.02.0-SNAPSHOT.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 7c2a13477..8257ce888 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.jar,/data/cuspatial_data/jars/spark-cuspatial-23.02.0.jar\")\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-23.04.0.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 324236e27..f2d2ae30c 100644
--- a/examples/UDF-Examples/Spark-cuSpatial/pom.xml
+++ b/examples/UDF-Examples/Spark-cuSpatial/pom.xml
@@ -24,13 +24,13 @@
   <name>UDF of the cuSpatial case for the RAPIDS Accelerator</name>
   <description>The RAPIDS accelerated user defined function of the cuSpatial case
     for use with the RAPIDS Accelerator for Apache Spark</description>
-  <version>23.02.0</version>
+  <version>23.04.0</version>
 
   <properties>
     <maven.compiler.source>1.8</maven.compiler.source>
     <maven.compiler.target>1.8</maven.compiler.target>
     <java.major.version>8</java.major.version>
-    <rapids.version>23.02.0</rapids.version>
+    <rapids.version>23.04.0</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/UDF-Examples/Spark-cuSpatial/src/main/native/CMakeLists.txt b/examples/UDF-Examples/Spark-cuSpatial/src/main/native/CMakeLists.txt
index 506b1697a..09124da0e 100755
--- a/examples/UDF-Examples/Spark-cuSpatial/src/main/native/CMakeLists.txt
+++ b/examples/UDF-Examples/Spark-cuSpatial/src/main/native/CMakeLists.txt
@@ -16,7 +16,7 @@
 
 cmake_minimum_required(VERSION 3.20.1 FATAL_ERROR)
 
-project(SPATIALUDJNI VERSION 22.12.0 LANGUAGES C CXX CUDA)
+project(SPATIALUDJNI VERSION 23.04.0 LANGUAGES C CXX CUDA)
 
 ###################################################################################################
 # - build type ------------------------------------------------------------------------------------
diff --git a/examples/XGBoost-Examples/agaricus/notebooks/python/agaricus-gpu.ipynb b/examples/XGBoost-Examples/agaricus/notebooks/python/agaricus-gpu.ipynb
index d41cc0b81..1f49e9217 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 22.12.0 using cudf 22.12.0.\n",
+      "2022-11-30 06:57:54,195 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.04.0 using cudf 23.04.0.\n",
       "2022-11-30 06:57:54,210 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
       "2022-11-30 06:57:54,214 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
       "2022-11-30 06:57:54,214 WARN rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n",
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL+XGBoost.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL+XGBoost.ipynb
index 538a6f3fd..f8013280d 100644
--- a/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL+XGBoost.ipynb
+++ b/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL+XGBoost.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Dataset\n",
     "\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-23.02/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-23.04/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
     "\n",
     "# ETL + XGBoost train & transform\n",
     "\n",
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/python/MortgageETL.ipynb
index bb1249d61..6c5238f71 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-23.02/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-23.04/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
     "\n",
     "### 2. Download needed jars\n",
-    "* [rapids-4-spark_2.12-22.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)\n",
     "\n",
     "\n",
     "### 3. Start Spark Standalone\n",
@@ -17,7 +17,7 @@
     "\n",
     "### 4. Add ENV\n",
     "```\n",
-    "$ export SPARK_JARS=rapids-4-spark_2.12-22.12.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.04.0.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 f2675ac93..d6b49aa0d 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 23.02.0 using cudf 23.02.0.\n",
+      "2022-11-25 09:34:58,155 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.02.0-SNAPSHOT using cudf 23.04.0.\n",
       "2022-11-25 09:34:58,171 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
       "2022-11-25 09:34:58,175 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
       "2022-11-25 09:34:58,175 WARN rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n"
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/python/mortgage-gpu.ipynb
index a5e9e174f..e684a7c7b 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 22.12.0 using cudf 22.12.0.\n",
+      "22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: RAPIDS Accelerator 23.04.0 using cudf 23.04.0.\n",
       "22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
       "22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
       "22/11/24 06:14:07 WARN com.nvidia.spark.rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n"
diff --git a/examples/XGBoost-Examples/mortgage/notebooks/scala/mortgage-ETL.ipynb b/examples/XGBoost-Examples/mortgage/notebooks/scala/mortgage-ETL.ipynb
index faaf3245b..83d5ac18f 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-23.02/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-23.02/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-23.04/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-23.04/docs/get-started/xgboost-examples/dataset/mortgage.md) to download the dataset.\n",
     "\n",
     "### 2. Download needed jars\n",
-    "* [rapids-4-spark_2.12-22.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)\n",
     "\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_2.12-23.02.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.04.0.jar\n",
     "\n",
     "```\n",
     "\n",
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 a2d5b7c60..2846b00cc 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 22.12.0 using cudf 22.12.0.\n",
+      "2022-11-30 08:02:23,737 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.04.0 using cudf 23.04.0.\n",
       "2022-11-30 08:02:23,752 WARN rapids.RapidsPluginUtils: spark.rapids.sql.multiThreadedRead.numThreads is set to 20.\n",
       "2022-11-30 08:02:23,756 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator is enabled, to disable GPU support set `spark.rapids.sql.enabled` to false.\n",
       "2022-11-30 08:02:23,757 WARN rapids.RapidsPluginUtils: spark.rapids.sql.explain is set to `NOT_ON_GPU`. Set it to 'NONE' to suppress the diagnostics logging about the query placement on the GPU.\n",
diff --git a/examples/XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb b/examples/XGBoost-Examples/taxi/notebooks/python/taxi-ETL.ipynb
index 774ef7185..03a7568c2 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_2.12-22.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)\n",
     "\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_2.12-23.02.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.04.0.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 5cb8c5c0e..6a7acd668 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 22.12.0 using cudf 22.12.0.\n",
+      "2022-11-30 07:51:33,277 WARN rapids.RapidsPluginUtils: RAPIDS Accelerator 23.04.0 using cudf 23.04.0.\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 cf47acfd7..64d5a6508 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_2.12-22.12.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/22.12.0/rapids-4-spark_2.12-22.12.0.jar)\n",
+    "* [rapids-4-spark_2.12-23.04.0.jar](https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark_2.12/23.04.0/rapids-4-spark_2.12-23.04.0.jar)\n",
     "\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_2.12-23.02.0.jar\n",
+    "$ export SPARK_JARS=rapids-4-spark_2.12-23.04.0.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 9113f27fd..df3fb4bfc 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","source":["# Welcome to the Profiling Tool for the RAPIDS Accelerator for Apache Spark\nTo 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\nThis has general suggestions for tuning your applications to run optimally on GPUs.\n\n## Per-Job Profile\nThe profiler output includes information about the application, data sources, executors, SQL stages, Spark properties, and key application metrics at the job and stage levels."],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"5156a76c-7af7-465d-aff4-41a2e54e3595","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["import json\nimport requests\nimport base64\nimport shlex\nimport subprocess\nimport pandas as pd\n\nTOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/22.12.0/rapids-4-spark-tools_2.12-22.12.0.jar'\nTOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\n\n# Profiling tool output directory.\nOUTPUT_DIR = '/tmp' \n\nresponse = requests.get(TOOL_JAR_URL)\nopen(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[59]: 2011685</div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["dbutils.widgets.text(\"log_path\", \"\")\neventlog_string=dbutils.widgets.get(\"log_path\") \n\ndbutils.widgets.text(\"output_path\", \"\")\noutputpath_string=dbutils.widgets.get(\"output_path\")"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"f0e4371a-d2d9-4449-81ed-8f6c61ae8f80","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["worker_info_path = \"/tmp/worker_info.yaml\"\n\nworker_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\nwith open(worker_info_path, 'w') as f:\n    f.write(worker_info)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"6c35e478-abe6-49b7-97f9-a8aba71f11d3","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","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"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"e9e7cecf-c2dc-4a0f-aea1-61a323e4ccc4","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["import os\n\napp_df = pd.DataFrame(columns = ['appId', 'appName'])\n\nfor 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']])"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"be0a2da7-1ee3-475e-96f9-303779edfd85","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## GPU Job Tuning Recommendations"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"a1e326ec-5701-4b08-ae0f-7df0c8440038","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["app_list = app_df[\"appId\"].tolist()\napp_recommendations = pd.DataFrame(columns=['app', 'recommendations'])\n\nfor 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    \ndisplay(app_recommendations)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"4979f78c-44a0-4e54-b803-e5e194b71104","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":false,"datasetInfos":[],"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"]],"plotOptions":{"displayType":"table","customPlotOptions":{},"pivotColumns":null,"pivotAggregation":null,"xColumns":null,"yColumns":null},"columnCustomDisplayInfos":{},"aggType":"","isJsonSchema":true,"removedWidgets":[],"aggSchema":[],"schema":[{"name":"app","type":"\"string\"","metadata":"{}"},{"name":"recommendations","type":"\"string\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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>\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</td></tr><tr><td>app-20220210004538-0189</td><td>\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</td></tr><tr><td>app-20220210000414-0117</td><td>\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</td></tr><tr><td>app-20220210005713-0210</td><td>\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</td></tr><tr><td>app-20220210000744-0123</td><td>\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</td></tr><tr><td>app-20220210002521-0154</td><td>\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</td></tr><tr><td>app-20220210004801-0193</td><td>\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</td></tr><tr><td>app-20220210002620-0156</td><td>\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</td></tr><tr><td>app-20220210001501-0135</td><td>\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</td></tr><tr><td>app-20220210001417-0134</td><td>\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</td></tr><tr><td>app-20220210001930-0143</td><td>\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</td></tr><tr><td>app-20220210005502-0206</td><td>\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</td></tr><tr><td>app-20220210002316-0150</td><td>\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</td></tr><tr><td>app-20220210004324-0185</td><td>\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</td></tr><tr><td>app-20220210005039-0198</td><td>\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</td></tr><tr><td>app-20220210004834-0194</td><td>\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</td></tr><tr><td>app-20220210004011-0180</td><td>\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</td></tr><tr><td>app-20220210004656-0191</td><td>\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</td></tr><tr><td>app-20220210001324-0133</td><td>\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</td></tr><tr><td>app-20220210000856-0125</td><td>\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</td></tr><tr><td>app-20220210000241-0114</td><td>\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</td></tr><tr><td>app-20220210002105-0146</td><td>\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</td></tr><tr><td>app-20220210000312-0115</td><td>\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</td></tr><tr><td>app-20220210003325-0169</td><td>\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</td></tr><tr><td>app-20220210002654-0157</td><td>\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</td></tr><tr><td>app-20220210005425-0205</td><td>\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</td></tr><tr><td>app-20220210000700-0122</td><td>\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</td></tr><tr><td>app-20220210001109-0129</td><td>\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</td></tr><tr><td>app-20220210002138-0147</td><td>\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</td></tr><tr><td>app-20220210001717-0139</td><td>\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</td></tr><tr><td>app-20220210000018-0110</td><td>\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</td></tr><tr><td>app-20220210002725-0158</td><td>\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</td></tr><tr><td>app-20220210000933-0126</td><td>\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</td></tr><tr><td>app-20220210004617-0190</td><td>\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</td></tr><tr><td>app-20220210005846-0213</td><td>\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</td></tr><tr><td>app-20220210002757-0159</td><td>\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</td></tr><tr><td>app-20220210001038-0128</td><td>\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</td></tr><tr><td>app-20220210000628-0121</td><td>\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</td></tr><tr><td>app-20220210001959-0144</td><td>\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</td></tr><tr><td>app-20220210000556-0120</td><td>\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</td></tr><tr><td>app-20220210004727-0192</td><td>\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</td></tr><tr><td>app-20220210005222-0201</td><td>\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</td></tr><tr><td>app-20220210000825-0124</td><td>\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</td></tr><tr><td>app-20220210005536-0207</td><td>\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</td></tr><tr><td>app-20220210001139-0130</td><td>\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</td></tr><tr><td>app-20220210000343-0116</td><td>\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</td></tr><tr><td>app-20220210003705-0176</td><td>\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</td></tr><tr><td>app-20220210003359-0170</td><td>\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</td></tr><tr><td>app-20220210005611-0208</td><td>\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</td></tr><tr><td>app-20220210000119-0112</td><td>\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</td></tr><tr><td>app-20220210005322-0203</td><td>\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</td></tr><tr><td>app-20220210003900-0179</td><td>\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</td></tr><tr><td>app-20220210004355-0186</td><td>\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</td></tr><tr><td>app-20220210001648-0138</td><td>\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</td></tr><tr><td>app-20220210002938-0162</td><td>\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</td></tr><tr><td>app-20220210005354-0204</td><td>\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</td></tr><tr><td>app-20220210001821-0141</td><td>\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</td></tr><tr><td>app-20220210005252-0202</td><td>\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</td></tr><tr><td>app-20220210002452-0153</td><td>\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</td></tr><tr><td>app-20220210001617-0137</td><td>\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</td></tr><tr><td>app-20220210003254-0168</td><td>\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</td></tr><tr><td>app-20220210004507-0188</td><td>\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</td></tr><tr><td>app-20220210001751-0140</td><td>\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</td></tr><tr><td>app-20220210005642-0209</td><td>\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</td></tr><tr><td>app-20220210004905-0195</td><td>\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</td></tr><tr><td>app-20220210003751-0177</td><td>\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</td></tr><tr><td>app-20220210002030-0145</td><td>\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</td></tr><tr><td>app-20220210001854-0142</td><td>\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</td></tr><tr><td>app-20220210002549-0155</td><td>\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</td></tr><tr><td>app-20220210001239-0132</td><td>\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</td></tr><tr><td>app-20220210004428-0187</td><td>\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</td></tr><tr><td>app-20220210002240-0149</td><td>\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</td></tr><tr><td>app-20220210005147-0200</td><td>\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</td></tr><tr><td>app-20220523230623-0000</td><td>\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</td></tr><tr><td>app-20220210000207-0113</td><td>\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</td></tr><tr><td>app-20220209235945-0109</td><td>\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</td></tr><tr><td>app-20220210002349-0151</td><td>\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</td></tr><tr><td>app-20220210002421-0152</td><td>\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</td></tr><tr><td>app-20220210000448-0118</td><td>\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</td></tr><tr><td>app-20220210001005-0127</td><td>\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</td></tr><tr><td>app-20220210003149-0166</td><td>\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</td></tr><tr><td>app-20220210003635-0175</td><td>\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</td></tr><tr><td>app-20220210003223-0167</td><td>\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</td></tr><tr><td>app-20220210004041-0181</td><td>\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</td></tr><tr><td>app-20220210003532-0173</td><td>\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</td></tr><tr><td>app-20220210003607-0174</td><td>\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</td></tr><tr><td>app-20220210003048-0164</td><td>\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</td></tr><tr><td>app-20220210004145-0183</td><td>\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</td></tr><tr><td>app-20220210003825-0178</td><td>\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</td></tr><tr><td>app-20220210003118-0165</td><td>\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</td></tr><tr><td>app-20220210000049-0111</td><td>\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</td></tr><tr><td>app-20220210000519-0119</td><td>\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</td></tr><tr><td>app-20220210003015-0163</td><td>\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</td></tr><tr><td>app-20220210005744-0211</td><td>\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</td></tr><tr><td>app-20220210005111-0199</td><td>\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</td></tr><tr><td>app-20220210004217-0184</td><td>\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</td></tr><tr><td>app-20220210002904-0161</td><td>\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</td></tr><tr><td>app-20220210001546-0136</td><td>\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</td></tr><tr><td>app-20220210003503-0172</td><td>\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</td></tr><tr><td>app-20220210001209-0131</td><td>\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</td></tr><tr><td>app-20220210004114-0182</td><td>\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</td></tr><tr><td>app-20220210002208-0148</td><td>\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</td></tr><tr><td>app-20220210002833-0160</td><td>\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</td></tr><tr><td>app-20220210003431-0171</td><td>\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</td></tr></tbody></table></div>"]}}],"execution_count":0}],"metadata":{"application/vnd.databricks.v1+notebook":{"notebookName":"[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template","dashboards":[{"elements":[{"elementNUID":"be0a2da7-1ee3-475e-96f9-303779edfd85","dashboardResultIndex":0,"guid":"05eef9d3-7c55-4e26-8d1f-fa80338359e6","resultIndex":null,"options":null,"position":{"x":0,"y":0,"height":6,"width":24,"z":null},"elementType":"command"}],"guid":"a9ea7799-040a-484e-a59d-c3cdf5072953","layoutOption":{"stack":true,"grid":true},"version":"DashboardViewV1","nuid":"91c1bfb2-695a-4e5c-8a25-848a433108dc","origId":2690941040041430,"title":"Executive View","width":1600,"globalVars":{}},{"elements":[],"guid":"0896a45f-af1b-4849-b6c2-2b6abcb8b97b","layoutOption":{"stack":true,"grid":true},"version":"DashboardViewV1","nuid":"62243296-4562-4f06-90ac-d7a609f19c16","origId":2690941040041431,"title":"App View","width":1920,"globalVars":{}}],"notebookMetadata":{"pythonIndentUnit":2,"widgetLayout":[{"name":"log_path","width":562,"breakBefore":false},{"name":"output_path","width":511,"breakBefore":false}]},"language":"python","widgets":{"log_path":{"nuid":"c7ce3870-db19-4813-b1cb-cead3f4c36f1","currentValue":"/dbfs/user1/profiler_logs","widgetInfo":{"widgetType":"text","name":"log_path","defaultValue":"","label":null,"options":{"widgetType":"text","validationRegex":null}}},"output_path":{"nuid":"a7d1d293-d8c3-452b-9ffb-786ea7a28843","currentValue":"/tmp","widgetInfo":{"widgetType":"text","name":"output_path","defaultValue":"","label":null,"options":{"widgetType":"text","validationRegex":null}}}},"notebookOrigID":2690941040041407}},"nbformat":4,"nbformat_minor":0}
+{"cells":[{"cell_type":"markdown","source":["# Welcome to the Profiling Tool for the RAPIDS Accelerator for Apache Spark\nTo 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\nThis has general suggestions for tuning your applications to run optimally on GPUs.\n\n## Per-Job Profile\nThe profiler output includes information about the application, data sources, executors, SQL stages, Spark properties, and key application metrics at the job and stage levels."],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"5156a76c-7af7-465d-aff4-41a2e54e3595","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["import json\nimport requests\nimport base64\nimport shlex\nimport subprocess\nimport pandas as pd\n\nTOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/23.04.0/rapids-4-spark-tools_2.12-23.04.0.jar'\nTOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\n\n# Profiling tool output directory.\nOUTPUT_DIR = '/tmp' \n\nresponse = requests.get(TOOL_JAR_URL)\nopen(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[59]: 2011685</div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["dbutils.widgets.text(\"log_path\", \"\")\neventlog_string=dbutils.widgets.get(\"log_path\") \n\ndbutils.widgets.text(\"output_path\", \"\")\noutputpath_string=dbutils.widgets.get(\"output_path\")"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"f0e4371a-d2d9-4449-81ed-8f6c61ae8f80","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["worker_info_path = \"/tmp/worker_info.yaml\"\n\nworker_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\nwith open(worker_info_path, 'w') as f:\n    f.write(worker_info)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"6c35e478-abe6-49b7-97f9-a8aba71f11d3","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","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"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"e9e7cecf-c2dc-4a0f-aea1-61a323e4ccc4","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["import os\n\napp_df = pd.DataFrame(columns = ['appId', 'appName'])\n\nfor 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']])"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"be0a2da7-1ee3-475e-96f9-303779edfd85","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## GPU Job Tuning Recommendations"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"a1e326ec-5701-4b08-ae0f-7df0c8440038","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["app_list = app_df[\"appId\"].tolist()\napp_recommendations = pd.DataFrame(columns=['app', 'recommendations'])\n\nfor 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    \ndisplay(app_recommendations)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"4979f78c-44a0-4e54-b803-e5e194b71104","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":false,"datasetInfos":[],"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"]],"plotOptions":{"displayType":"table","customPlotOptions":{},"pivotColumns":null,"pivotAggregation":null,"xColumns":null,"yColumns":null},"columnCustomDisplayInfos":{},"aggType":"","isJsonSchema":true,"removedWidgets":[],"aggSchema":[],"schema":[{"name":"app","type":"\"string\"","metadata":"{}"},{"name":"recommendations","type":"\"string\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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>\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</td></tr><tr><td>app-20220210004538-0189</td><td>\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</td></tr><tr><td>app-20220210000414-0117</td><td>\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</td></tr><tr><td>app-20220210005713-0210</td><td>\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</td></tr><tr><td>app-20220210000744-0123</td><td>\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</td></tr><tr><td>app-20220210002521-0154</td><td>\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</td></tr><tr><td>app-20220210004801-0193</td><td>\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</td></tr><tr><td>app-20220210002620-0156</td><td>\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</td></tr><tr><td>app-20220210001501-0135</td><td>\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</td></tr><tr><td>app-20220210001417-0134</td><td>\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</td></tr><tr><td>app-20220210001930-0143</td><td>\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</td></tr><tr><td>app-20220210005502-0206</td><td>\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</td></tr><tr><td>app-20220210002316-0150</td><td>\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</td></tr><tr><td>app-20220210004324-0185</td><td>\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</td></tr><tr><td>app-20220210005039-0198</td><td>\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</td></tr><tr><td>app-20220210004834-0194</td><td>\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</td></tr><tr><td>app-20220210004011-0180</td><td>\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</td></tr><tr><td>app-20220210004656-0191</td><td>\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</td></tr><tr><td>app-20220210001324-0133</td><td>\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</td></tr><tr><td>app-20220210000856-0125</td><td>\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</td></tr><tr><td>app-20220210000241-0114</td><td>\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</td></tr><tr><td>app-20220210002105-0146</td><td>\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</td></tr><tr><td>app-20220210000312-0115</td><td>\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</td></tr><tr><td>app-20220210003325-0169</td><td>\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</td></tr><tr><td>app-20220210002654-0157</td><td>\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</td></tr><tr><td>app-20220210005425-0205</td><td>\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</td></tr><tr><td>app-20220210000700-0122</td><td>\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</td></tr><tr><td>app-20220210001109-0129</td><td>\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</td></tr><tr><td>app-20220210002138-0147</td><td>\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</td></tr><tr><td>app-20220210001717-0139</td><td>\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</td></tr><tr><td>app-20220210000018-0110</td><td>\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</td></tr><tr><td>app-20220210002725-0158</td><td>\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</td></tr><tr><td>app-20220210000933-0126</td><td>\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</td></tr><tr><td>app-20220210004617-0190</td><td>\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</td></tr><tr><td>app-20220210005846-0213</td><td>\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</td></tr><tr><td>app-20220210002757-0159</td><td>\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</td></tr><tr><td>app-20220210001038-0128</td><td>\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</td></tr><tr><td>app-20220210000628-0121</td><td>\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</td></tr><tr><td>app-20220210001959-0144</td><td>\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</td></tr><tr><td>app-20220210000556-0120</td><td>\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</td></tr><tr><td>app-20220210004727-0192</td><td>\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</td></tr><tr><td>app-20220210005222-0201</td><td>\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</td></tr><tr><td>app-20220210000825-0124</td><td>\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</td></tr><tr><td>app-20220210005536-0207</td><td>\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</td></tr><tr><td>app-20220210001139-0130</td><td>\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</td></tr><tr><td>app-20220210000343-0116</td><td>\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</td></tr><tr><td>app-20220210003705-0176</td><td>\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</td></tr><tr><td>app-20220210003359-0170</td><td>\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</td></tr><tr><td>app-20220210005611-0208</td><td>\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</td></tr><tr><td>app-20220210000119-0112</td><td>\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</td></tr><tr><td>app-20220210005322-0203</td><td>\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</td></tr><tr><td>app-20220210003900-0179</td><td>\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</td></tr><tr><td>app-20220210004355-0186</td><td>\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</td></tr><tr><td>app-20220210001648-0138</td><td>\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</td></tr><tr><td>app-20220210002938-0162</td><td>\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</td></tr><tr><td>app-20220210005354-0204</td><td>\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</td></tr><tr><td>app-20220210001821-0141</td><td>\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</td></tr><tr><td>app-20220210005252-0202</td><td>\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</td></tr><tr><td>app-20220210002452-0153</td><td>\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</td></tr><tr><td>app-20220210001617-0137</td><td>\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</td></tr><tr><td>app-20220210003254-0168</td><td>\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</td></tr><tr><td>app-20220210004507-0188</td><td>\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</td></tr><tr><td>app-20220210001751-0140</td><td>\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</td></tr><tr><td>app-20220210005642-0209</td><td>\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</td></tr><tr><td>app-20220210004905-0195</td><td>\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</td></tr><tr><td>app-20220210003751-0177</td><td>\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</td></tr><tr><td>app-20220210002030-0145</td><td>\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</td></tr><tr><td>app-20220210001854-0142</td><td>\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</td></tr><tr><td>app-20220210002549-0155</td><td>\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</td></tr><tr><td>app-20220210001239-0132</td><td>\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</td></tr><tr><td>app-20220210004428-0187</td><td>\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</td></tr><tr><td>app-20220210002240-0149</td><td>\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</td></tr><tr><td>app-20220210005147-0200</td><td>\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</td></tr><tr><td>app-20220523230623-0000</td><td>\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</td></tr><tr><td>app-20220210000207-0113</td><td>\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</td></tr><tr><td>app-20220209235945-0109</td><td>\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</td></tr><tr><td>app-20220210002349-0151</td><td>\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</td></tr><tr><td>app-20220210002421-0152</td><td>\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</td></tr><tr><td>app-20220210000448-0118</td><td>\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</td></tr><tr><td>app-20220210001005-0127</td><td>\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</td></tr><tr><td>app-20220210003149-0166</td><td>\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</td></tr><tr><td>app-20220210003635-0175</td><td>\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</td></tr><tr><td>app-20220210003223-0167</td><td>\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</td></tr><tr><td>app-20220210004041-0181</td><td>\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</td></tr><tr><td>app-20220210003532-0173</td><td>\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</td></tr><tr><td>app-20220210003607-0174</td><td>\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</td></tr><tr><td>app-20220210003048-0164</td><td>\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</td></tr><tr><td>app-20220210004145-0183</td><td>\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</td></tr><tr><td>app-20220210003825-0178</td><td>\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</td></tr><tr><td>app-20220210003118-0165</td><td>\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</td></tr><tr><td>app-20220210000049-0111</td><td>\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</td></tr><tr><td>app-20220210000519-0119</td><td>\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</td></tr><tr><td>app-20220210003015-0163</td><td>\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</td></tr><tr><td>app-20220210005744-0211</td><td>\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</td></tr><tr><td>app-20220210005111-0199</td><td>\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</td></tr><tr><td>app-20220210004217-0184</td><td>\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</td></tr><tr><td>app-20220210002904-0161</td><td>\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</td></tr><tr><td>app-20220210001546-0136</td><td>\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</td></tr><tr><td>app-20220210003503-0172</td><td>\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</td></tr><tr><td>app-20220210001209-0131</td><td>\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</td></tr><tr><td>app-20220210004114-0182</td><td>\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</td></tr><tr><td>app-20220210002208-0148</td><td>\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</td></tr><tr><td>app-20220210002833-0160</td><td>\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</td></tr><tr><td>app-20220210003431-0171</td><td>\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</td></tr></tbody></table></div>"]}}],"execution_count":0}],"metadata":{"application/vnd.databricks.v1+notebook":{"notebookName":"[RAPIDS Accelerator for Apache Spark] Profiling Tool Notebook Template","dashboards":[{"elements":[{"elementNUID":"be0a2da7-1ee3-475e-96f9-303779edfd85","dashboardResultIndex":0,"guid":"05eef9d3-7c55-4e26-8d1f-fa80338359e6","resultIndex":null,"options":null,"position":{"x":0,"y":0,"height":6,"width":24,"z":null},"elementType":"command"}],"guid":"a9ea7799-040a-484e-a59d-c3cdf5072953","layoutOption":{"stack":true,"grid":true},"version":"DashboardViewV1","nuid":"91c1bfb2-695a-4e5c-8a25-848a433108dc","origId":2690941040041430,"title":"Executive View","width":1600,"globalVars":{}},{"elements":[],"guid":"0896a45f-af1b-4849-b6c2-2b6abcb8b97b","layoutOption":{"stack":true,"grid":true},"version":"DashboardViewV1","nuid":"62243296-4562-4f06-90ac-d7a609f19c16","origId":2690941040041431,"title":"App View","width":1920,"globalVars":{}}],"notebookMetadata":{"pythonIndentUnit":2,"widgetLayout":[{"name":"log_path","width":562,"breakBefore":false},{"name":"output_path","width":511,"breakBefore":false}]},"language":"python","widgets":{"log_path":{"nuid":"c7ce3870-db19-4813-b1cb-cead3f4c36f1","currentValue":"/dbfs/user1/profiler_logs","widgetInfo":{"widgetType":"text","name":"log_path","defaultValue":"","label":null,"options":{"widgetType":"text","validationRegex":null}}},"output_path":{"nuid":"a7d1d293-d8c3-452b-9ffb-786ea7a28843","currentValue":"/tmp","widgetInfo":{"widgetType":"text","name":"output_path","defaultValue":"","label":null,"options":{"widgetType":"text","validationRegex":null}}}},"notebookOrigID":2690941040041407}},"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 95d50747d..2bf64e7b4 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","source":["# Welcome to the Qualification Tool for the RAPIDS Accelerator for Apache Spark\nTo 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\nThe 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\nFor each stage used in SQL operations, the Qualification tool generates the following information:\n1. App ID\n1. Stage ID\n1. Average Speedup Factor: the average estimated speed-up of all the operators in the given stage.\n1. Stage Task Duration: amount of time spent in tasks of SQL Dataframe operations for the given stage.\n1. Unsupported Task Duration: sum of task durations for the unsupported operators. For more details, see Supported Operators.\n1. Stage Estimated: True or False indicates if we had to estimate the stage duration.\n\n## Execs Output\nThe 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.\n1. App ID\n1. SQL ID\n1. Exec Name: example Filter, HashAggregate\n1. Expression Name\n1. 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.\n1. Exec Duration: wall-Clock time measured since the operator starts till it is completed.\n1. SQL Node Id\n1. Exec Is Supported: whether the Exec is supported by RAPIDS or not. Please refer to the Supported Operators section.\n1. Exec Stages: an array of stage IDs\n1. Exec Children\n1. Exec Children Node Ids\n1. Exec Should Remove: whether the Op is removed from the migrated plan."],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"df33c614-2ecc-47a0-8600-bc891681997f","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["import json\nimport requests\nimport base64\nimport shlex\nimport subprocess\nimport pandas as pd\n\n# Download Spark RAPIDS tool jar\nTOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/22.12.0/rapids-4-spark-tools_2.12-22.12.0.jar'\nTOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\nresponse = requests.get(TOOL_JAR_URL)\nopen(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)\n\n# Download S3 jars\nHADOOP_AWS_URL = 'https://repo.maven.apache.org/maven2/org/apache/hadoop/hadoop-aws/2.7.4/hadoop-aws-2.7.4.jar'\nHADOOP_AWS_LOCAL_PATH = '/tmp/hadoop-aws-2.7.4.jar'\nresponse = requests.get(HADOOP_AWS_URL)\nopen(HADOOP_AWS_LOCAL_PATH, \"wb\").write(response.content)\n\nAWS_JAVA_URL = 'https://repo.maven.apache.org/maven2/com/amazonaws/aws-java-sdk/1.7.4/aws-java-sdk-1.7.4.jar'\nAWS_JAVA_LOCAL_PATH = '/tmp/aws-java-sdk-1.7.4.jar'\nresponse = requests.get(AWS_JAVA_URL)\nopen(AWS_JAVA_LOCAL_PATH, \"wb\").write(response.content)\n\n"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[38]: 11948376</div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["dbutils.widgets.text(\"log_path\", \"\")\neventlog_string=dbutils.widgets.get(\"log_path\")\n\ndbutils.widgets.text(\"output_path\", \"\")\noutputpath_string=dbutils.widgets.get(\"output_path\")"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"acf401a3-12d3-4236-a6c5-8fe8990b153a","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","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"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"65c4e778-5505-4334-ab89-424334803253","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## Summary Output"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"bbe50fde-0bd6-4281-95fd-6a1ec6f17ab2","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["summary_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output.csv\")\ndisplay(summary_output)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"fb8edb26-e173-47ff-92a1-463baec7c06b","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":false,"datasetInfos":[],"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",1.46,22995.99,10722.0,14351,8374423,33718,14237,31.73,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",1.39,22489.0,8770.99,12322,5717106,31260,12322,34.17,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",1.0,690682.0,0.0,0,0,690682,0,0.0,null,null,null,null,null,null,0,0,0,0,1.0,false,null,null]],"plotOptions":{"displayType":"table","customPlotOptions":{},"pivotColumns":null,"pivotAggregation":null,"xColumns":null,"yColumns":null},"columnCustomDisplayInfos":{},"aggType":"","isJsonSchema":true,"removedWidgets":[],"aggSchema":[],"schema":[{"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\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## Stages Output"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"6756159b-30ca-407a-ab6b-9c29ced01ea6","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["stages_output=pd.read_csv(outputpath_string + 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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\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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 rows.</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## Execs Output"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"4d7ce219-ae75-4a0c-a78c-4e7f25b8cd6f","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["execs_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output_execs.csv\")\ndisplay(execs_output)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"998b0c51-0cb6-408e-a01a-d1f5b1a61e1f","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":true,"datasetInfos":[],"data":[["app-20220209224509-0008",24,"ColumnarToRow",null,1.0,0,30,false,"31",null,null,true],["app-20220209224509-0008",24,"ColumnarToRow",null,1.0,0,89,false,"39",null,null,true],["app-20220209224509-0008",24,"WholeStageCodegen 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CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230053-0028",24,"Filter",null,2.8,0,56,true,"33",null,null,false],["app-20220209230053-0028",24,"Sort",null,8.0,0,14,true,"51",null,null,false],["app-20220209230053-0028",24,"BroadcastHashJoin",null,5.09,0,9,true,"51",null,null,false],["app-20220209230053-0028",24,"Project",null,3.0,0,61,true,null,null,null,false],["app-20220209230053-0028",24,"WholeStageCodegen (16)","WholeStageCodegen (16)",8.0,0,134,true,"51","Sort","135",false],["app-20220209230053-0028",19,"Execute CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230053-0028",24,"Project",null,3.0,0,44,true,null,null,null,false],["app-20220209230053-0028",24,"WholeStageCodegen (44)","WholeStageCodegen (44)",8.0,7091464,244,true,"52","Sort","245",false],["app-20220209230750-0036",24,"WholeStageCodegen (19)","WholeStageCodegen 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",null,3.0,8927,91,true,"31",null,null,false],["app-20220209230750-0036",24,"ReusedExchange",null,1.0,0,34,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,3.0,1494,35,true,null,null,null,false],["app-20220209230750-0036",14,"Execute CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"Sort",null,8.0,0,55,true,"41",null,null,false],["app-20220209230750-0036",24,"Project",null,3.0,0,71,true,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (11)","WholeStageCodegen (11)",8.0,625159,67,true,"35","Sort","68",false],["app-20220209230750-0036",24,"Scan parquet ",null,3.0,62819,85,true,"40",null,null,false],["app-20220209230750-0036",11,"Execute CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (6)","WholeStageCodegen 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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\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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 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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 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CreateViewCommand</td><td>null</td><td>1.0</td><td>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 rows.</div>"]}}],"execution_count":0}],"metadata":{"application/vnd.databricks.v1+notebook":{"notebookName":"[RAPIDS Accelerator for Apache Spark] Qualification Tool Notebook Template","dashboards":[{"elements":[],"guid":"0ed3c80b-b2f6-4c89-9a92-1af2f168d5ea","layoutOption":{"stack":true,"grid":true},"version":"DashboardViewV1","nuid":"91c1bfb2-695a-4e5c-8a25-848a433108dc","origId":2721260844584915,"title":"Executive View","width":1600,"globalVars":{}},{"elements":[],"guid":"ab4cecf9-0471-4fee-aa33-8927bb7e1bb1","layoutOption":{"stack":true,"grid":true},"version":"DashboardViewV1","nuid":"62243296-4562-4f06-90ac-d7a609f19c16","origId":2721260844584916,"title":"App View","width":1920,"globalVars":{}}],"notebookMetadata":{"pythonIndentUnit":2,"widgetLayout":[{"name":"log_path","width":551,"breakBefore":false},{"name":"output_path","width":551,"breakBefore":false}]},"language":"python","widgets":{"log_path":{"nuid":"88986aa6-6e67-4d09-aeeb-7c96ea1ea8f1","currentValue":"/dbfs/user1/qualification_logs","widgetInfo":{"widgetType":"text","name":"log_path","defaultValue":"","label":null,"options":{"widgetType":"text","validationRegex":null}}},"output_path":{"nuid":"0b9846bd-5c3e-4ae2-ba00-80bb9da1ee32","currentValue":"/tmp","widgetInfo":{"widgetType":"text","name":"output_path","defaultValue":"","label":null,"options":{"widgetType":"text","validationRegex":null}}}},"notebookOrigID":2721260844584890}},"nbformat":4,"nbformat_minor":0}
+{"cells":[{"cell_type":"markdown","source":["# Welcome to the Qualification Tool for the RAPIDS Accelerator for Apache Spark\nTo 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\nThe 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\nFor each stage used in SQL operations, the Qualification tool generates the following information:\n1. App ID\n1. Stage ID\n1. Average Speedup Factor: the average estimated speed-up of all the operators in the given stage.\n1. Stage Task Duration: amount of time spent in tasks of SQL Dataframe operations for the given stage.\n1. Unsupported Task Duration: sum of task durations for the unsupported operators. For more details, see Supported Operators.\n1. Stage Estimated: True or False indicates if we had to estimate the stage duration.\n\n## Execs Output\nThe 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.\n1. App ID\n1. SQL ID\n1. Exec Name: example Filter, HashAggregate\n1. Expression Name\n1. 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.\n1. Exec Duration: wall-Clock time measured since the operator starts till it is completed.\n1. SQL Node Id\n1. Exec Is Supported: whether the Exec is supported by RAPIDS or not. Please refer to the Supported Operators section.\n1. Exec Stages: an array of stage IDs\n1. Exec Children\n1. Exec Children Node Ids\n1. Exec Should Remove: whether the Op is removed from the migrated plan."],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"df33c614-2ecc-47a0-8600-bc891681997f","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["import json\nimport requests\nimport base64\nimport shlex\nimport subprocess\nimport pandas as pd\n\n# Download Spark RAPIDS tool jar\nTOOL_JAR_URL = 'https://repo1.maven.org/maven2/com/nvidia/rapids-4-spark-tools_2.12/23.04.0/rapids-4-spark-tools_2.12-23.04.0.jar'\nTOOL_JAR_LOCAL_PATH = '/tmp/rapids-4-spark-tools.jar'\nresponse = requests.get(TOOL_JAR_URL)\nopen(TOOL_JAR_LOCAL_PATH, \"wb\").write(response.content)\n\n# Download S3 jars\nHADOOP_AWS_URL = 'https://repo.maven.apache.org/maven2/org/apache/hadoop/hadoop-aws/2.7.4/hadoop-aws-2.7.4.jar'\nHADOOP_AWS_LOCAL_PATH = '/tmp/hadoop-aws-2.7.4.jar'\nresponse = requests.get(HADOOP_AWS_URL)\nopen(HADOOP_AWS_LOCAL_PATH, \"wb\").write(response.content)\n\nAWS_JAVA_URL = 'https://repo.maven.apache.org/maven2/com/amazonaws/aws-java-sdk/1.7.4/aws-java-sdk-1.7.4.jar'\nAWS_JAVA_LOCAL_PATH = '/tmp/aws-java-sdk-1.7.4.jar'\nresponse = requests.get(AWS_JAVA_URL)\nopen(AWS_JAVA_LOCAL_PATH, \"wb\").write(response.content)\n\n"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"53b4d770-9db6-4bd7-9b93-d036d375eac5","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[38]: 11948376</div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","source":["dbutils.widgets.text(\"log_path\", \"\")\neventlog_string=dbutils.widgets.get(\"log_path\")\n\ndbutils.widgets.text(\"output_path\", \"\")\noutputpath_string=dbutils.widgets.get(\"output_path\")"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"acf401a3-12d3-4236-a6c5-8fe8990b153a","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"code","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"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"65c4e778-5505-4334-ab89-424334803253","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"metadata":{},"type":"html","arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## Summary Output"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"bbe50fde-0bd6-4281-95fd-6a1ec6f17ab2","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["summary_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output.csv\")\ndisplay(summary_output)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"fb8edb26-e173-47ff-92a1-463baec7c06b","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":false,"datasetInfos":[],"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",1.46,22995.99,10722.0,14351,8374423,33718,14237,31.73,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",1.39,22489.0,8770.99,12322,5717106,31260,12322,34.17,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",1.0,690682.0,0.0,0,0,690682,0,0.0,null,null,null,null,null,null,0,0,0,0,1.0,false,null,null]],"plotOptions":{"displayType":"table","customPlotOptions":{},"pivotColumns":null,"pivotAggregation":null,"xColumns":null,"yColumns":null},"columnCustomDisplayInfos":{},"aggType":"","isJsonSchema":true,"removedWidgets":[],"aggSchema":[],"schema":[{"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\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## Stages Output"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"6756159b-30ca-407a-ab6b-9c29ced01ea6","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["stages_output=pd.read_csv(outputpath_string + 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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\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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 rows.</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["## Execs Output"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"4d7ce219-ae75-4a0c-a78c-4e7f25b8cd6f","inputWidgets":{},"title":""}}},{"cell_type":"code","source":["execs_output=pd.read_csv(outputpath_string + \"/rapids_4_spark_qualification_output/rapids_4_spark_qualification_output_execs.csv\")\ndisplay(execs_output)"],"metadata":{"application/vnd.databricks.v1+cell":{"showTitle":false,"cellMetadata":{},"nuid":"998b0c51-0cb6-408e-a01a-d1f5b1a61e1f","inputWidgets":{},"title":""}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":true,"datasetInfos":[],"data":[["app-20220209224509-0008",24,"ColumnarToRow",null,1.0,0,30,false,"31",null,null,true],["app-20220209224509-0008",24,"ColumnarToRow",null,1.0,0,89,false,"39",null,null,true],["app-20220209224509-0008",24,"WholeStageCodegen 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CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230053-0028",24,"Filter",null,2.8,0,56,true,"33",null,null,false],["app-20220209230053-0028",24,"Sort",null,8.0,0,14,true,"51",null,null,false],["app-20220209230053-0028",24,"BroadcastHashJoin",null,5.09,0,9,true,"51",null,null,false],["app-20220209230053-0028",24,"Project",null,3.0,0,61,true,null,null,null,false],["app-20220209230053-0028",24,"WholeStageCodegen (16)","WholeStageCodegen (16)",8.0,0,134,true,"51","Sort","135",false],["app-20220209230053-0028",19,"Execute CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230053-0028",24,"Project",null,3.0,0,44,true,null,null,null,false],["app-20220209230053-0028",24,"WholeStageCodegen (44)","WholeStageCodegen (44)",8.0,7091464,244,true,"52","Sort","245",false],["app-20220209230750-0036",24,"WholeStageCodegen (19)","WholeStageCodegen 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",null,3.0,8927,91,true,"31",null,null,false],["app-20220209230750-0036",24,"ReusedExchange",null,1.0,0,34,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,3.0,1494,35,true,null,null,null,false],["app-20220209230750-0036",14,"Execute CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"Sort",null,8.0,0,55,true,"41",null,null,false],["app-20220209230750-0036",24,"Project",null,3.0,0,71,true,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (11)","WholeStageCodegen (11)",8.0,625159,67,true,"35","Sort","68",false],["app-20220209230750-0036",24,"Scan parquet ",null,3.0,62819,85,true,"40",null,null,false],["app-20220209230750-0036",11,"Execute CreateViewCommand",null,1.0,0,0,false,null,null,null,false],["app-20220209230750-0036",24,"WholeStageCodegen (6)","WholeStageCodegen 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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\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"metadata":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","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 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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 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CreateViewCommand</td><td>null</td><td>1.0</td><td>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 rows.</div>"]}}],"execution_count":0}],"metadata":{"application/vnd.databricks.v1+notebook":{"notebookName":"[RAPIDS Accelerator for Apache Spark] Qualification Tool Notebook 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