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docs: Add documentation for accelerating Iceberg Parquet scans with Comet #1683
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cd00233
Add wip iceberg docs
andygrove 1018fd2
add link
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link to tracking issue
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revert code change
andygrove c42b549
fix shading
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fix shading
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update
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update
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update
andygrove 4651211
refactor to avoid shading
andygrove 9fb4ec6
refactor to avoid shading
andygrove 922f711
avoid Parquet types in signature
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experimenting
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update docs
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update docs
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docs
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30 changes: 30 additions & 0 deletions
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common/src/main/java/org/apache/comet/CometSchemaImporter.java
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| /* | ||
| * Licensed to the Apache Software Foundation (ASF) under one | ||
| * or more contributor license agreements. See the NOTICE file | ||
| * distributed with this work for additional information | ||
| * regarding copyright ownership. The ASF licenses this file | ||
| * to you under the Apache License, Version 2.0 (the | ||
| * "License"); you may not use this file except in compliance | ||
| * with the License. You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, | ||
| * software distributed under the License is distributed on an | ||
| * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
| * KIND, either express or implied. See the License for the | ||
| * specific language governing permissions and limitations | ||
| * under the License. | ||
| */ | ||
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| package org.apache.comet; | ||
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| import org.apache.arrow.c.*; | ||
| import org.apache.arrow.memory.BufferAllocator; | ||
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| /** This is a simple wrapper around SchemaImporter to make it accessible from Java Arrow. */ | ||
| public class CometSchemaImporter extends AbstractCometSchemaImporter { | ||
| public CometSchemaImporter(BufferAllocator allocator) { | ||
| super(allocator); | ||
| } | ||
| } | ||
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,147 @@ | ||
| <!--- | ||
| Licensed to the Apache Software Foundation (ASF) under one | ||
| or more contributor license agreements. See the NOTICE file | ||
| distributed with this work for additional information | ||
| regarding copyright ownership. The ASF licenses this file | ||
| to you under the Apache License, Version 2.0 (the | ||
| "License"); you may not use this file except in compliance | ||
| with the License. You may obtain a copy of the License at | ||
|
|
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| http://www.apache.org/licenses/LICENSE-2.0 | ||
|
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| Unless required by applicable law or agreed to in writing, | ||
| software distributed under the License is distributed on an | ||
| "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
| KIND, either express or implied. See the License for the | ||
| specific language governing permissions and limitations | ||
| under the License. | ||
| --> | ||
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| # Accelerating Apache Iceberg Parquet Scans using Comet (Experimental) | ||
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| **Note: Iceberg integration is a work-in-progress. It is currently necessary to build Iceberg from | ||
| source rather than using available artifacts in Maven** | ||
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| ## Build Comet | ||
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| Run a Maven install so that we can compile Iceberg against latest Comet: | ||
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| ```shell | ||
| mvn install -DskipTests | ||
| ``` | ||
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| Build the release JAR to be used from Spark: | ||
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| ```shell | ||
| make release | ||
| ``` | ||
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| Set `COMET_JAR` env var: | ||
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| ```shell | ||
| export COMET_JAR=`pwd`/spark/target/comet-spark-spark3.5_2.12-0.9.0-SNAPSHOT.jar | ||
| ``` | ||
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| ## Build Iceberg | ||
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| Clone the Iceberg repository. | ||
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| ```shell | ||
| git clone git@github.com:apache/iceberg.git | ||
| ``` | ||
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| It will be necessary to make some small changes to Iceberg: | ||
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| - Update Gradle files to change Comet version to `0.9.0-SNAPSHOT`. | ||
| - Replace `import org.apache.comet.shaded.arrow.c.CometSchemaImporter;` with `import org.apache.comet.CometSchemaImporter;` | ||
| - Modify `SparkBatchQueryScan` so that it implements the `SupportsComet` interface | ||
| - Stop shading Parquet by commenting out the following lines in the iceberg-spark build: | ||
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| ``` | ||
| // relocate 'org.apache.parquet', 'org.apache.iceberg.shaded.org.apache.parquet' | ||
| // relocate 'shaded.parquet', 'org.apache.iceberg.shaded.org.apache.parquet.shaded' | ||
| ``` | ||
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| Perform a clean build | ||
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| ```shell | ||
| ./gradlew clean | ||
| ./gradlew build -x test -x integrationTest | ||
| ``` | ||
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| ## Test | ||
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| Set `ICEBERG_JAR` environment variable. | ||
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| ```shell | ||
| export ICEBERG_JAR=`pwd`/spark/v3.5/spark-runtime/build/libs/iceberg-spark-runtime-3.5_2.12-1.10.0-SNAPSHOT.jar | ||
| ``` | ||
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| Launch Spark Shell: | ||
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| ```shell | ||
| $SPARK_HOME/bin/spark-shell \ | ||
| --jars $COMET_JAR,$ICEBERG_JAR \ | ||
| --conf spark.driver.extraClassPath=$COMET_JAR,$ICEBERG_JAR \ | ||
| --conf spark.executor.extraClassPath=$COMET_JAR,$ICEBERG_JAR \ | ||
| --conf spark.sql.extensions=org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions \ | ||
| --conf spark.sql.catalog.spark_catalog=org.apache.iceberg.spark.SparkCatalog \ | ||
| --conf spark.sql.catalog.spark_catalog.type=hadoop \ | ||
| --conf spark.sql.catalog.spark_catalog.warehouse=/tmp/warehouse \ | ||
| --conf spark.plugins=org.apache.spark.CometPlugin \ | ||
| --conf spark.shuffle.manager=org.apache.spark.sql.comet.execution.shuffle.CometShuffleManager \ | ||
| --conf spark.sql.iceberg.parquet.reader-type=COMET \ | ||
| --conf spark.comet.explainFallback.enabled=true \ | ||
| --conf spark.memory.offHeap.enabled=true \ | ||
| --conf spark.memory.offHeap.size=16g | ||
| ``` | ||
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| Create an Iceberg table. Note that Comet will not accelerate this part. | ||
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| ``` | ||
| scala> spark.sql(s"CREATE TABLE IF NOT EXISTS t1 (c0 INT, c1 STRING) USING iceberg") | ||
| scala> spark.sql(s"INSERT INTO t1 VALUES ${(0 until 10000).map(i => (i, i)).mkString(",")}") | ||
| ``` | ||
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| Comet should now be able to accelerate reading the table: | ||
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| ``` | ||
| scala> spark.sql(s"SELECT * from t1").show() | ||
| ``` | ||
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| This should produce the following output: | ||
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| ``` | ||
| scala> spark.sql(s"SELECT * from t1").show() | ||
| 25/04/28 07:29:37 INFO core/src/lib.rs: Comet native library version 0.9.0 initialized | ||
| 25/04/28 07:29:37 WARN CometSparkSessionExtensions$CometExecRule: Comet cannot execute some parts of this plan natively (set spark.comet.explainFallback.enabled=false to disable this logging): | ||
| CollectLimit [COMET: CollectLimit is not supported] | ||
| +- Project [COMET: toprettystring is not supported] | ||
| +- CometScanWrapper | ||
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| +---+---+ | ||
| | c0| c1| | ||
| +---+---+ | ||
| | 0| 0| | ||
| | 1| 1| | ||
| | 2| 2| | ||
| | 3| 3| | ||
| | 4| 4| | ||
| | 5| 5| | ||
| | 6| 6| | ||
| | 7| 7| | ||
| | 8| 8| | ||
| | 9| 9| | ||
| | 10| 10| | ||
| | 11| 11| | ||
| | 12| 12| | ||
| | 13| 13| | ||
| | 14| 14| | ||
| | 15| 15| | ||
| | 16| 16| | ||
| | 17| 17| | ||
| | 18| 18| | ||
| | 19| 19| | ||
| +---+---+ | ||
| only showing top 20 rows | ||
| ``` |
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This moves
CometSchemaImporterout of the Arrow namespace (which gets shaded in Iceberg).There was a problem hiding this comment.
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Are we sure we do not break anything here? This class existed to overcome some package private restrictions in Arrow FFI (cannot remember what though).
If it is safe to do so (i.e. the build does not break), it would make sense to move all the Comet classes in
org.apache.arrow.ctogether. Maybe toorg.apache.comet.arrow?Can be a followup.
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The original class is now an abstract base class and is still in the arrow namespace so that it can access private members. My hack was then to add the concrete class to extend it in the Comet namespace.
I agree that we should do more to refactor this so that only essential parts are in Arrow namespace. I can file as issue later today.