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JVM Code
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Native Execution Plan
Parquet Decoding
Shuffle Files
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CometExecIterator
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protobuf intermediate representation
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protobuf intermediate representation
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"#ffffff" + }, + "files": {} +} \ No newline at end of file diff --git a/docs/source/_static/images/comet-dataflow.svg b/docs/source/_static/images/comet-dataflow.svg new file mode 100644 index 000000000..20a573c1f --- /dev/null +++ b/docs/source/_static/images/comet-dataflow.svg @@ -0,0 +1,10 @@ + + + + + + + + JVMNativeShuffleWriterExecCometExecIteratorNative PlanCometBatchIteratorCometExecIteratorScanExecProjectExecNative Plan...executePlan()executePlan()next()next()exportBatch()importVectors()importVectors()next()next()batchbatchbatchShuffle FilesArrow IPC Batch \ No newline at end of file diff --git a/docs/source/contributor-guide/plugin_overview.md b/docs/source/contributor-guide/plugin_overview.md index a211ca6b5..3e7c24f55 100644 --- a/docs/source/contributor-guide/plugin_overview.md +++ b/docs/source/contributor-guide/plugin_overview.md @@ -28,11 +28,21 @@ following setting to the Spark configuration when launching `spark-shell` or `sp --conf spark.plugins=org.apache.spark.CometPlugin ``` +This class is loaded by Spark's plugin framework. It will be instantiated in the Spark driver only. Comet does not +provide any executor plugins. + +The plugin will update the current `SparkConf` with the extra configuration provided by Comet, such as executor memory +configuration. + +The plugin also registers `CometSparkSessionExtensions` with Spark's extension API. + +## CometSparkSessionExtensions + On initialization, this class registers two physical plan optimization rules with Spark: `CometScanRule` and `CometExecRule`. These rules run whenever a query stage is being planned during Adaptive Query Execution, and run once for the entire plan when Adaptive Query Execution is disabled. -## CometScanRule +### CometScanRule `CometScanRule` replaces any Parquet scans with Comet operators. There are different paths for Spark v1 and v2 data sources. @@ -43,13 +53,13 @@ Parquet data source but leverages native code for decoding Parquet row groups di Comet only supports a subset of data types and will fall back to Spark's scan if unsupported types exist. Comet can still accelerate the rest of the query execution in this case because `CometSparkToColumnarExec` will -convert the output from Spark's can to Arrow arrays. Note that both `spark.comet.exec.enabled=true` and +convert the output from Spark's scan to Arrow arrays. Note that both `spark.comet.exec.enabled=true` and `spark.comet.convert.parquet.enabled=true` must be set to enable this conversion. Refer to the [Supported Spark Data Types](https://datafusion.apache.org/comet/user-guide/datatypes.html) section in the contributor guide to see a list of currently supported data types. -## CometExecRule +### CometExecRule This rule traverses bottom-up from the original Spark plan and attempts to replace each operator with a Comet equivalent. For example, a `ProjectExec` will be replaced by `CometProjectExec`. @@ -64,25 +74,52 @@ of this could outweigh the benefits of running parts of the query stage natively ## Query Execution -Once the plan has been transformed, any consecutive Comet operators are combined into a `CometNativeExec` which contains -a serialized version of the plan (the serialization code can be found in `QueryPlanSerde`). When this operator is -executed, the serialized plan is passed to the native code when calling `Native.createPlan`. +Once the plan has been transformed, any consecutive native Comet operators are combined into a `CometNativeExec` which contains +a protocol buffer serialized version of the plan (the serialization code can be found in `QueryPlanSerde`). -In the native code there is a `PhysicalPlanner` struct (in `planner.rs`) which converts the serialized plan into an +Spark serializes the physical plan and sends it to the executors when executing tasks. The executors deserialize the +plan and invoke it. + +When `CometNativeExec` is invoked, it will pass the serialized protobuf plan into +`Native.createPlan`, which invokes the native code via JNI, where the plan is then deserialized. + +In the native code there is a `PhysicalPlanner` struct (in `planner.rs`) which converts the deserialized plan into an Apache DataFusion `ExecutionPlan`. In some cases, Comet provides specialized physical operators and expressions to override the DataFusion versions to ensure compatibility with Apache Spark. -`CometExecIterator` will invoke `Native.executePlan` to pull the next batch from the native plan. This is repeated -until no more batches are available (meaning that all data has been processed by the native plan). +The leaf nodes in the physical plan are always `ScanExec` and each of these operators will make a JNI call to +`CometBatchIterator.next()` to fetch the next input batch. The input could be a Comet native Parquet scan, +a Spark exchange, or another native plan. + +`CometNativeExec` creates a `CometExecIterator` and applies this iterator to the input RDD +partitions. Each call to `CometExecIterator.next()` will invoke `Native.executePlan`. Once the plan finishes +executing, the resulting Arrow batches are imported into the JVM using Arrow FFI. + +## Arrow + +Due to the hybrid execution model, it is necessary to pass batches of data between the JVM and native code. + +Comet uses a combination of Arrow FFI and Arrow IPC to achieve this. + +### Arrow FFI + +The foundation for Arrow FFI is the [Arrow C Data Interface], which provides a stable ABI-compatible interface for +accessing Arrow data structures from multiple languages. + +[Arrow C Data Interface]: https://arrow.apache.org/docs/format/CDataInterface.html + +- `CometExecIterator` invokes native plans and uses Arrow FFI to read the output batches +- Native `ScanExec` operators call `CometBatchIterator` via JNI to fetch input batches from the JVM + +### Arrow IPC -The leaf nodes in the physical plan are always `ScanExec` and these operators consume batches of Arrow data that were -prepared before the plan is executed. When `CometExecIterator` invokes `Native.executePlan` it passes the memory -addresses of these Arrow arrays to the native code. +Comet native shuffle uses Arrow IPC to write batches to the shuffle files. -![Diagram of Comet Native Execution](../../_static/images/CometOverviewDetailed.drawio.svg) +- `CometShuffleWriteProcessor` invokes a native plan to fetch batches and then passes them to native `ShuffleWriterExec` +- `CometBlockStoreShuffleReader` reads batches from shuffle files ## End to End Flow -The following diagram shows the end-to-end flow. +The following diagram shows an example of the end-to-end flow for a query stage. -![Diagram of Comet Native Parquet Scan](../../_static/images/CometNativeParquetReader.drawio.svg) +![Diagram of Comet Data Flow](../../_static/images/comet-dataflow.svg)