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Add IcebergDocument as one implementation of VirtualDocument #3147
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...orkflow-core/src/main/scala/edu/uci/ics/amber/core/storage/result/ItemizedFileDocument.scala
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Add PartitionDocument and ItemizedFileDocument
Add IcebergDocument as one implementation of VirtualDocument that can be used to store operator results
Dec 22, 2024
bobbai00
changed the title
Add IcebergDocument as one implementation of VirtualDocument that can be used to store operator results
Add IcebergDocument as one implementation of VirtualDocument
Dec 22, 2024
# Conflicts: # core/amber/src/main/scala/edu/uci/ics/texera/workflow/WorkflowCompiler.scala # core/workflow-core/src/main/scala/edu/uci/ics/amber/core/storage/result/OpResultStorage.scala # core/workflow-operator/src/main/scala/edu/uci/ics/amber/operator/sink/managed/ProgressiveSinkOpExec.scala
# Conflicts: # core/workflow-core/src/main/scala/edu/uci/ics/amber/core/storage/result/OpResultStorage.scala
… into jiadong-add-file-result-storage
# Conflicts: # core/workflow-operator/src/main/scala/edu/uci/ics/amber/operator/SpecialPhysicalOpFactory.scala # core/workflow-operator/src/main/scala/edu/uci/ics/amber/operator/sink/ProgressiveSinkOpExec.scala
This reverts commit a2e53b5.
shengquan-ni
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Jan 3, 2025
@transient lazy val catalog: Catalog = IcebergCatalogInstance.getInstance() | ||
|
||
// During construction, create or override the table | ||
synchronized { |
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this synchronized
is unnecessary as it only locks this
instance.
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This PR introduces an implementation of result storage using Apache Iceberg.
How to enable the Iceberg result storage
Go to
storage-config.yaml
,result-storage-mode
toiceberg
storage.iceberg.catalog.jdbc
section,make sure the JDBC is accessible via the url, username, and password
Major changes
IcebergDocument
: a thread-safe implementation ofVirtualDocument
for storing and reading results in Iceberg tables.IcebergTableWriter
: an append-only writer for Iceberg tables with configurable buffer size.storage.iceberg
to specify catalog and table settings.Introduced Dependencies
In workflow-core, some new packages are added
although the file is not of type HadoopOutputFile, it still creats a Hadoop Configuration() as the placeholder. During the runtime, we don't have any dependency on Hadoop or HDFS.
Overview of the behavior IcebergDocument and IcebergWriter
IcebergDocument:
IcebergTableWriter:
How the result will be stored via Iceberg tables
key
, a table namedkey
will be created.key
, each worker will append immutable parquet files to the table's data space usingIcebergTableWriter
. To avoid the parquet filename collision, each worker will prefix its created file with ${workerIndex}_${fileIndex}, in whichworkerIndex
is its index, andfileIndex
is a number maintained that increased by 1 every time a new data file is created and flushed by the writer.IcebergDocument.get
. This iterator can incrementally read new data while writers are appending tuples.