microsoft / microsoft/SynapseML
[LightGBM] java.util.NoSuchElementException with ranker.fit()
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Description
### SynapseML version
0.10.2
### System information
- **Language version** (e.g. python 3.8, scala 2.12):
- **Spark Version** (e.g. 3.2.3): 3.3.1
- **Spark Platform** (e.g. Synapse, Databricks): EMR
### Describe the problem
I'm testing lightgbm on EMR cluster.
I tried to create sample dataset and fit the dataset to LightGBMRanker model. I've got some errors and it seems to have some problem collecting dataset. Please give me some feedback if you have some idea...
Thank you.
### Code to reproduce issue
```python
from pyspark.sql import SparkSession
from pyspark.ml.feature import VectorAssembler
spark = (
SparkSession.builder.appName("jovis")
.config("spark.sql.session.timeZone", "UTC")
.config("spark.jars.packages", "com.microsoft.azure:synapseml_2.12:0.10.2")
.config("spark.jars.repositories", "https://mmlspark.azureedge.net/maven")
.enableHiveSupport()
.getOrCreate()
)
train_df = spark.createDataFrame(
[
[1.0, 1.0, 1.0, 0, 0.0, False],
[1.0, 2.0, 2.0, 0, 1.0, False],
[1.0, 6.0, 13.0, 0, 0.0, False],
[1.0, 3.0, 14.0, 0, 1.0, False],
[1.0, 3.0, 12.0, 0, 0.0, False],
[1.0, 8.0, 6.0, 0, 1.0, False],
[1.0, 4.0, 4.0, 1, 1.0, False],
[1.0, 3.0, 8.0, 1, 0.0, False],
[1.0, 4.0, 3.0, 1, 0.0, False],
[1.0, 7.0, 2.0, 1, 0.0, False],
[1.0, 2.0, 1.0, 1, 0.0, False]
],
['feat_1', 'feat_2', 'feat_3', 'group_id', 'label', 'validation']
)
featurizer = VectorAssembler(inputCols=['feat_1', 'feat_2', 'feat_3'], outputCol="features")
train_df = featurizer.transform(train_df)
from synapse.ml.lightgbm import LightGBMRanker
ranker = LightGBMRanker(
labelCol="label",
featuresCol="features",
groupCol="group_id",
validationIndicatorCol="validation",
objective="lambdarank",
numLeaves=31,
numIterations=200,
metric="map",
boostingType="gbdt",
evalAt=[1, 5, 10],
earlyStoppingRound=10
)
ranker.fit(train_df)
```
### Other info / logs
```python-traceback
23/06/02 06:45:41 WARN TaskSetManager: Lost task 0.0 in stage 30.0 (TID 183) (ip-172-31-143-99.ap-northeast-2.compute.internal executor 3): java.util.NoSuchElementException: None.get
at scala.None$.get(Option.scala:529)
at scala.None$.get(Option.scala:527)
at com.microsoft.azure.synapse.ml.lightgbm.dataset.PeekingIterator.peek(DatasetAggregator.scala:113)
at com.microsoft.azure.synapse.ml.lightgbm.dataset.BaseChunkedColumns.(DatasetAggregator.scala:130)
at com.microsoft.azure.synapse.ml.lightgbm.dataset.DenseChunkedColumns.(DatasetAggregator.scala:217)
at com.microsoft.azure.synapse.ml.lightgbm.BulkPartitionTask.getChunkedColumns(BulkPartitionTask.scala:76)
at com.microsoft.azure.synapse.ml.lightgbm.BulkPartitionTask.$anonfun$preparePartitionDataInternal$1(BulkPartitionTask.scala:47)
at scala.Option.map(Option.scala:230)
at com.microsoft.azure.synapse.ml.lightgbm.BulkPartitionTask.preparePartitionDataInternal(BulkPartitionTask.scala:46)
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.preparePartitionData(BasePartitionTask.scala:210)
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.mapPartitionTask(BasePartitionTask.scala:121)
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.$anonfun$executePartitionTasks$1(LightGBMBase.scala:589)
at org.apache.spark.sql.execution.MapPartitionsExec.$anonfun$doExecute$3(objects.scala:201)
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2(RDD.scala:890)
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2$adapted(RDD.scala:890)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)
at org.apache.spark.scheduler.Task.run(Task.scala:138)
at org.apache.spark.executor.Executor$TaskRunner.$anonfun$run$3(Executor.scala:548)
at org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1516)
at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:551)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
at java.lang.Thread.run(Thread.java:750)
23/06/02 06:45:42 WARN TaskSetManager: Lost task 0.1 in stage 30.0 (TID 184) (ip-172-31-143-99.ap-northeast-2.compute.internal executor 3): java.net.ConnectException: Connection refused (Connection refused)
at java.net.PlainSocketImpl.socketConnect(Native Method)
at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350)
at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206)
at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188)
at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392)
at java.net.Socket.connect(Socket.java:607)
at java.net.Socket.connect(Socket.java:556)
at java.net.Socket.(Socket.java:452)
at java.net.Socket.(Socket.java:229)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.getNetworkTopologyInfoFromDriver(NetworkManager.scala:129)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.$anonfun$getGlobalNetworkInfo$2(NetworkManager.scala:116)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:24)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.$anonfun$getGlobalNetworkInfo$1(NetworkManager.scala:111)
at com.microsoft.azure.synapse.ml.core.env.StreamUtilities$.using(StreamUtilities.scala:28)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.getGlobalNetworkInfo(NetworkManager.scala:107)
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.initialize(BasePartitionTask.scala:179)
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.mapPartitionTask(BasePartitionTask.scala:114)
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.$anonfun$executePartitionTasks$1(LightGBMBase.scala:589)
at org.apache.spark.sql.execution.MapPartitionsExec.$anonfun$doExecute$3(objects.scala:201)
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2(RDD.scala:890)
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2$adapted(RDD.scala:890)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)
at org.apache.spark.scheduler.Task.run(Task.scala:138)
at org.apache.spark.executor.Executor$TaskRunner.$anonfun$run$3(Executor.scala:548)
at org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1516)
at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:551)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
at java.lang.Thread.run(Thread.java:750)
23/06/02 06:45:44 ERROR TaskSetManager: Task 0 in stage 30.0 failed 4 times; aborting job
23/06/02 06:45:44 ERROR LightGBMRanker: {"buildVersion":"0.10.2","className":"class com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker","method":"train","uid":"LightGBMRanker_dfa33d4f60b4"}
org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 30.0 failed 4 times, most recent failure: Lost task 0.3 in stage 30.0 (TID 186) (ip-172-31-143-99.ap-northeast-2.compute.internal executor 3): java.net.ConnectException: Connection refused (Connection refused)
at java.net.PlainSocketImpl.socketConnect(Native Method)
at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350)
at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206)
at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188)
at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392)
at java.net.Socket.connect(Socket.java:607)
at java.net.Socket.connect(Socket.java:556)
at java.net.Socket.(Socket.java:452)
at java.net.Socket.(Socket.java:229)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.getNetworkTopologyInfoFromDriver(NetworkManager.scala:129)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.$anonfun$getGlobalNetworkInfo$2(NetworkManager.scala:116)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:24)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.$anonfun$getGlobalNetworkInfo$1(NetworkManager.scala:111)
at com.microsoft.azure.synapse.ml.core.env.StreamUtilities$.using(StreamUtilities.scala:28)
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.getGlobalNetworkInfo(NetworkManager.scala:107)
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.initialize(BasePartitionTask.scala:179)
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.mapPartitionTask(BasePartitionTask.scala:114)
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.$anonfun$executePartitionTasks$1(LightGBMBase.scala:589)
at org.apache.spark.sql.execution.MapPartitionsExec.$anonfun$doExecute$3(objects.scala:201)
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2(RDD.scala:890)
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2$adapted(RDD.scala:890)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52)
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365)
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329)
at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90)
at org.apache.spark.scheduler.Task.run(Task.scala:138)
at org.apache.spark.executor.Executor$TaskRunner.$anonfun$run$3(Executor.scala:548)
at org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1516)
at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:551)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
at java.lang.Thread.run(Thread.java:750)
Driver stacktrace:
at org.apache.spark.scheduler.DAGScheduler.failJobAndIndependentStages(DAGScheduler.scala:2863) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGScheduler.$anonfun$abortStage$2(DAGScheduler.scala:2799) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGScheduler.$anonfun$abortStage$2$adapted(DAGScheduler.scala:2798) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at scala.collection.mutable.ResizableArray.foreach(ResizableArray.scala:62) ~[scala-library-2.12.15.jar:?]
at scala.collection.mutable.ResizableArray.foreach$(ResizableArray.scala:55) ~[scala-library-2.12.15.jar:?]
at scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:49) ~[scala-library-2.12.15.jar:?]
at org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:2798) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGScheduler.$anonfun$handleTaskSetFailed$1(DAGScheduler.scala:1239) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGScheduler.$anonfun$handleTaskSetFailed$1$adapted(DAGScheduler.scala:1239) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at scala.Option.foreach(Option.scala:407) ~[scala-library-2.12.15.jar:?]
at org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:1239) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:3051) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2993) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2982) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:1009) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.SparkContext.runJob(SparkContext.scala:2229) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.SparkContext.runJob(SparkContext.scala:2250) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.SparkContext.runJob(SparkContext.scala:2269) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.SparkContext.runJob(SparkContext.scala:2294) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.$anonfun$collect$1(RDD.scala:1021) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.withScope(RDD.scala:406) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.collect(RDD.scala:1020) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SparkPlan.executeCollect(SparkPlan.scala:441) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.adaptive.AdaptiveSparkPlanExec.$anonfun$executeCollect$1(AdaptiveSparkPlanExec.scala:483) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.adaptive.AdaptiveSparkPlanExec.withFinalPlanUpdate(AdaptiveSparkPlanExec.scala:522) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.adaptive.AdaptiveSparkPlanExec.executeCollect(AdaptiveSparkPlanExec.scala:483) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.Dataset.collectFromPlan(Dataset.scala:3932) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.Dataset.$anonfun$collect$1(Dataset.scala:3161) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.Dataset.$anonfun$withAction$2(Dataset.scala:3922) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.QueryExecution$.withInternalError(QueryExecution.scala:554) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.Dataset.$anonfun$withAction$1(Dataset.scala:3920) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.catalyst.QueryPlanningTracker$.withTracker(QueryPlanningTracker.scala:107) ~[spark-catalyst_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.withTracker(SQLExecution.scala:224) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.executeQuery$1(SQLExecution.scala:114) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.$anonfun$withNewExecutionId$7(SQLExecution.scala:139) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.catalyst.QueryPlanningTracker$.withTracker(QueryPlanningTracker.scala:107) ~[spark-catalyst_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.withTracker(SQLExecution.scala:224) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.$anonfun$withNewExecutionId$6(SQLExecution.scala:139) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:245) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.$anonfun$withNewExecutionId$1(SQLExecution.scala:138) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.SparkSession.withActive(SparkSession.scala:779) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:68) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.Dataset.withAction(Dataset.scala:3920) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.sql.Dataset.collect(Dataset.scala:3161) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.executePartitionTasks(LightGBMBase.scala:597) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.executePartitionTasks$(LightGBMBase.scala:583) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.executePartitionTasks(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.executeTraining(LightGBMBase.scala:573) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.executeTraining$(LightGBMBase.scala:545) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.executeTraining(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.trainOneDataBatch(LightGBMBase.scala:435) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.trainOneDataBatch$(LightGBMBase.scala:392) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.trainOneDataBatch(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.$anonfun$train$2(LightGBMBase.scala:61) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.logging.BasicLogging.logVerb(BasicLogging.scala:62) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.logging.BasicLogging.logVerb$(BasicLogging.scala:59) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.logVerb(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.logging.BasicLogging.logTrain(BasicLogging.scala:48) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.logging.BasicLogging.logTrain$(BasicLogging.scala:47) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.logTrain(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.train(LightGBMBase.scala:42) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.train$(LightGBMBase.scala:35) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.train(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker.train(LightGBMRanker.scala:26) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at org.apache.spark.ml.Predictor.fit(Predictor.scala:151) ~[spark-mllib_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) ~[?:1.8.0_372]
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62) ~[?:1.8.0_372]
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) ~[?:1.8.0_372]
at java.lang.reflect.Method.invoke(Method.java:498) ~[?:1.8.0_372]
at py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244) ~[py4j-0.10.9.5.jar:?]
at py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357) ~[py4j-0.10.9.5.jar:?]
at py4j.Gateway.invoke(Gateway.java:282) ~[py4j-0.10.9.5.jar:?]
at py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132) ~[py4j-0.10.9.5.jar:?]
at py4j.commands.CallCommand.execute(CallCommand.java:79) ~[py4j-0.10.9.5.jar:?]
at py4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182) ~[py4j-0.10.9.5.jar:?]
at py4j.ClientServerConnection.run(ClientServerConnection.java:106) ~[py4j-0.10.9.5.jar:?]
at java.lang.Thread.run(Thread.java:750) ~[?:1.8.0_372]
Caused by: java.net.ConnectException: Connection refused (Connection refused)
at java.net.PlainSocketImpl.socketConnect(Native Method) ~[?:1.8.0_372]
at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350) ~[?:1.8.0_372]
at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206) ~[?:1.8.0_372]
at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188) ~[?:1.8.0_372]
at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392) ~[?:1.8.0_372]
at java.net.Socket.connect(Socket.java:607) ~[?:1.8.0_372]
at java.net.Socket.connect(Socket.java:556) ~[?:1.8.0_372]
at java.net.Socket.(Socket.java:452) ~[?:1.8.0_372]
at java.net.Socket.(Socket.java:229) ~[?:1.8.0_372]
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.getNetworkTopologyInfoFromDriver(NetworkManager.scala:129) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.$anonfun$getGlobalNetworkInfo$2(NetworkManager.scala:116) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:24) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.core.utils.FaultToleranceUtils$.retryWithTimeout(FaultToleranceUtils.scala:29) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.$anonfun$getGlobalNetworkInfo$1(NetworkManager.scala:111) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.core.env.StreamUtilities$.using(StreamUtilities.scala:28) ~[com.microsoft.azure_synapseml-core_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.NetworkManager$.getGlobalNetworkInfo(NetworkManager.scala:107) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.initialize(BasePartitionTask.scala:179) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.BasePartitionTask.mapPartitionTask(BasePartitionTask.scala:114) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at com.microsoft.azure.synapse.ml.lightgbm.LightGBMBase.$anonfun$executePartitionTasks$1(LightGBMBase.scala:589) ~[com.microsoft.azure_synapseml-lightgbm_2.12-0.10.2.jar:0.10.2]
at org.apache.spark.sql.execution.MapPartitionsExec.$anonfun$doExecute$3(objects.scala:201) ~[spark-sql_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2(RDD.scala:890) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.$anonfun$mapPartitionsInternal$2$adapted(RDD.scala:890) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:52) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:365) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.rdd.RDD.iterator(RDD.scala:329) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:90) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.scheduler.Task.run(Task.scala:138) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.executor.Executor$TaskRunner.$anonfun$run$3(Executor.scala:548) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1516) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:551) ~[spark-core_2.12-3.3.1-amzn-0.jar:3.3.1-amzn-0]
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149) ~[?:1.8.0_372]
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624) ~[?:1.8.0_372]
... 1 more
```
### What component(s) does this bug affect?
- [ ] `area/cognitive`: Cognitive project
- [ ] `area/core`: Core project
- [ ] `area/deep-learning`: DeepLearning project
- [ ] `area/lightgbm`: Lightgbm project
- [ ] `area/opencv`: Opencv project
- [ ] `area/vw`: VW project
- [ ] `area/website`: Website
- [ ] `area/build`: Project build system
- [ ] `area/notebooks`: Samples under notebooks folder
- [ ] `area/docker`: Docker usage
- [ ] `area/models`: models related issue
### What language(s) does this bug affect?
- [ ] `language/scala`: Scala source code
- [ ] `language/python`: Pyspark APIs
- [ ] `language/r`: R APIs
- [ ] `language/csharp`: .NET APIs
- [ ] `language/new`: Proposals for new client languages
### What integration(s) does this bug affect?
- [ ] `integrations/synapse`: Azure Synapse integrations
- [ ] `integrations/azureml`: Azure ML integrations
- [ ] `integrations/databricks`: Databricks integrations
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