parquet writer runs into OOM during writing
- Lenguaje dominante
- Java
- Estrellas
- 3.1k
- Forks
- 1.6k
- Merge medio
- 3 d 12 h
- PR fusionados (30 d)
- 33
Descripción
Hi team,
We are getting OOM error on trying to writer data to the parquet file. Please check below stack trace:
> Caused by: java.lang.OutOfMemoryError: Direct buffer memory at java.base/java.nio.Bits.reserveMemory(Bits.java:175) at java.base/java.nio.DirectByteBuffer.(DirectByteBuffer.java:118) at java.base/java.nio.ByteBuffer.allocateDirect(ByteBuffer.java:317) at org.apache.parquet.hadoop.codec.SnappyCompressor.setInput(SnappyCompressor.java:97) at org.apache.parquet.hadoop.codec.NonBlockedCompressorStream.write(NonBlockedCompressorStream.java:48) at org.apache.parquet.bytes.CapacityByteArrayOutputStream.writeToOutput(CapacityByteArrayOutputStream.java:227) at org.apache.parquet.bytes.CapacityByteArrayOutputStream.writeTo(CapacityByteArrayOutputStream.java:247) at org.apache.parquet.bytes.BytesInput$CapacityBAOSBytesInput.writeAllTo(BytesInput.java:405) at org.apache.parquet.bytes.BytesInput$SequenceBytesIn.writeAllTo(BytesInput.java:296) at org.apache.parquet.hadoop.CodecFactory$HeapBytesCompressor.compress(CodecFactory.java:164) at org.apache.parquet.hadoop.ColumnChunkPageWriteStore$ColumnChunkPageWriter.writePage(ColumnChunkPageWriteStore.java:95) at org.apache.parquet.column.impl.ColumnWriterV1.writePage(ColumnWriterV1.java:147) at org.apache.parquet.column.impl.ColumnWriterV1.flush(ColumnWriterV1.java:235) at org.apache.parquet.column.impl.ColumnWriteStoreV1.flush(ColumnWriteStoreV1.java:122) at org.apache.parquet.hadoop.InternalParquetRecordWriter.flushRowGroupToStore(InternalParquetRecordWriter.java:172) at org.apache.parquet.hadoop.InternalParquetRecordWriter.checkBlockSizeReached(InternalParquetRecordWriter.java:148) at org.apache.parquet.hadoop.InternalParquetRecordWriter.write(InternalParquetRecordWriter.java:130) at org.apache.parquet.hadoop.ParquetWriter.write(ParquetWriter.java:299) at com.fivetran.warehouses.common.parquet.AvroBasedParquetWriterAdapter.write(AvroBasedParquetWriterAdapter.java:39)
We believe that most of the memory is being consumed by slabs. From below warning we can see that a content column acquired 108 slabs:
> [content] optional binary content (UTF8) { r:0 d: RunLengthBitPackingHybrid 64 bytes data: FallbackValuesWriter{ data: initial: DictionaryValuesWriter{ data: initial: dict:0 data: initial: values:0 data: initial:} data: fallback: PLAIN CapacityByteArrayOutputStream 108 slabs, 162,188,576 bytes data:} pages: ColumnChunkPageWriter ConcatenatingByteArrayCollector 0 slabs, 0 bytes total: 162,188,590/162,188,640 }
Could you please help us resolve this issue?
Thanks
**Reporter**: [Ketki Bukkawar](https://issues.apache.org/jira/secure/ViewProfile.jspa?name=ketki.bukkawar)
**Note**: *This issue was originally created as [PARQUET-2166](https://issues.apache.org/jira/browse/PARQUET-2166). Please see the [migration documentation](https://issues.apache.org/jira/browse/PARQUET-2502) for further details.*
Guía de contribución
No hay ninguna guía de contribución indexada para este repositorio
Línea de trabajo
Start with InternalParquetRecordWriter.checkBlockSizeReached and flushRowGroupToStore in the stack trace, then inspect ColumnChunkPageWriteStore and SnappyCompressor around the reported 162 MB content column and 108 slabs. Reproduce the direct-buffer OOM with a similarly large content column. Done means parquet writing completes without the reported OOM and the behavior is covered by an appropriate regression test.
Escrito por el modelo de indexación a partir del texto del issue.
Evaluación
- Stack tecnológico
- java
- Área
- data-engineering
- Tipo de issue
- Error
- Dificultad
- 4/5
- Tiempo estimado
- 3-5 días
- Estado de actividad
- Estancado
- Claridad
- Necesita aclaración
- Aptitud para principiantes
- 25/100