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feat(spark): DataSource V2 connector, Scala (4/6)#107

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timsaucer:split/04-spark-scala-connector
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feat(spark): DataSource V2 connector, Scala (4/6)#107
timsaucer wants to merge 4 commits into
apache:mainfrom
timsaucer:split/04-spark-scala-connector

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@timsaucer

@timsaucer timsaucer commented Jun 12, 2026

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Stacked PR series (6 parts) — splitting the Spark DataSource V2 connector.
All six target main. They build on each other, so review and merge in order — until the earlier parts merge, this PR's diff includes their changes too.

  1. build: Cargo workspace + native-common extraction (1/6) #104 — Cargo workspace + native-common extraction
  2. feat(spark): datafusion-spark-bridge Rust SDK (2/6) #105datafusion-spark-bridge Rust SDK
  3. feat(spark): connector Java SPI module (3/6) #106 — Spark connector Java SPI
    ➤ 4. feat(spark): DataSource V2 connector, Scala (4/6) #107 — Spark DataSource V2 connector (Scala)
  4. feat(spark): bridge scaffold generator (5/6) #108 — Bridge scaffold generator
  5. feat(examples): end-to-end Spark bridge demo (6/6) #109 — End-to-end examples

Purpose

The connector: a Spark DataSource V2 implementation over the Java SPI and the bridge SDK. Covers DSv2 wiring (source/table/scan/builder), the per-partition columnar read path with Arrow→Spark conversion, V2 predicate pushdown, a shared-scan mode backed by a per-executor refcounted cache, and SupportsReportPartitioning for shuffle elision.

These share the scan-mode model and scan builder, so they land as one unit. Includes the connector test suite and module README.

🤖 Generated with Claude Code

timsaucer and others added 4 commits June 12, 2026 13:23
…e-common

Move the standalone `native` crate into a root Cargo workspace and extract
shared JNI plumbing (error->exception mapping, Tokio runtime singleton,
StreamingReader) into a new `datafusion-jni-common` crate under `native-common/`.
`native/src/errors.rs` moves to `native-common/src/errors.rs`; the nine native
modules now import error/runtime helpers from `datafusion_jni_common`.

Build glue follows: single root `Cargo.lock`, `.cargo/config.toml` redirects
output to `rust-target/`, Makefile/CI/poms updated to build `--workspace` and
target `-p datafusion-jni`. Core javadoc build commands updated to match.

Pure refactor; no behavior change. First of a 6-PR stack splitting the Spark
DataSource V2 connector work.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
New `spark/bridge` workspace crate providing the `export_bridge!` macro that
generates the six JNI entry points a Spark connector bridge exposes
(providerSchemaIpc, createScan, partitionCount, executeStreamPartition,
executeStream, closeScan). Includes the options decoder, scan planning/execution
glue, and the Arrow type-widening layer (wraps any TableProvider for Spark type
compatibility).

Self-contained SDK with no Java/Scala coupling. Depends only on
datafusion-jni-common. Second of the 6-PR connector stack.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Introduce the `spark` Maven module and the pure-Java contracts a bridge
implements: BridgeProviderFactory (no-arg factory + scanBackend()), ScanBackend
(delegates to the bridge's JNI methods), NativeLibraryLoader (cdylib
extraction/loading), OptionsCodec (cross-language options encoder), PartitionInfo
(one entry per Spark task), and ReportedPartitioning (optional shuffle-elision
declaration).

Compiles standalone with no Scala main yet. Includes the two SPI-only tests
(OptionsCodecTest, BridgeProviderFactoryDefaultsTest). Third of the 6-PR stack.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
The connector implementation on top of the Java SPI and the bridge SDK:
DatafusionSource/Table/Scan/ScanBuilder DSv2 wiring, per-partition columnar
read path (FfiStream + Arrow->Spark batch conversion), V2 predicate pushdown
(SparkPredicateTranslator), shared-scan mode with a per-executor refcounted
cache (SharedScanCache, SharedScanPartitionReader, NativeSharedScanResources,
PinnedSessionConfig), and SupportsReportPartitioning for shuffle elision.

These pieces share the DatafusionScanMode sealed trait and the scan builder, so
they land together. Includes the connector test suite and the module README.
DataSourceRegister SPI file registers DatafusionSource. Fourth of the 6-PR stack.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
@timsaucer

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Heads-up from the foundation split (01-workspace-foundation): the RAT exclude <exclude>**/META-INF/services/**</exclude> was removed from the root pom.xml there because it was forward-referencing files that do not exist until this PR. This PR (04) is the first to add a META-INF/services registration file (spark/src/main/resources/META-INF/services/org.apache.spark.sql.sources.DataSourceRegister), which is a line-delimited FQCN list with no license header.

Action required: re-add the exclude to the root pom.xml RAT <excludes> block in this PR, or apache-rat:check will flag the file as unapproved once 01 is rebased in.

<!-- Spark DataSource SPI registration file (line-delimited FQCN list, no header) -->
<exclude>**/META-INF/services/**</exclude>

@timsaucer

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Repo-layout docs follow-up (from #104 review): #104 trimmed docs/source/contributor-guide/development.md. With the Scala connector landing here, the spark/ bullet should describe the full datafusion-java-spark DataSource V2 connector (Scala + Java, pure JVM) rather than the Java-SPI-only stage.

timsaucer added a commit to timsaucer/datafusion-java that referenced this pull request Jun 12, 2026
Address review feedback on the workspace-foundation PR:

- development.md: trim the repo-layout section to the crates this PR
  actually ships (native, native-common). It was forward-referencing
  spark/, spark/bridge, datafusion-spark-bridge, and examples/native --
  none of which exist until later PRs in the stack -- and called the
  member list "three" while listing four. Later PRs (apache#105/apache#106/apache#107/apache#109)
  carry notes to re-add their own slice when those dirs land.

- rat_exclude_files.txt: the Rust lockfile moved to the workspace root,
  so the stale native/Cargo.lock entry left the root Cargo.lock with no
  RAT exclude for the source-tarball check (check-rat-report.py). Point
  it at Cargo.lock.

- native-common: dedupe the panic-payload downcast -- StreamingReader::next
  now calls errors::panic_message instead of repeating the String/&str
  match inline.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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