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Add ObjectStore-backed TempFileFactor / spill example #23170
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584169f
Add ObjectStore spill example
alamb 0db29d8
Merge remote-tracking branch 'apache/main' into codex/object-store-sp…
alamb fd3ce43
Use chunked reads for object store spill example
alamb 20c86bf
whitespace engineering
alamb 6e11445
obsess
alamb 6d64d2e
Merge remote-tracking branch 'apache/main' into codex/object-store-sp…
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273 changes: 273 additions & 0 deletions
273
datafusion-examples/examples/data_io/object_store_spill.rs
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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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| //! See `main.rs` for how to run it. | ||
| //! | ||
| //! [`object_store_spill`] demonstrates how to use the [`TempFileFactory`] API to configure | ||
| //! DataFusion to spill intermediate results to remote storage when it exceeds | ||
| //! the configured memory limits. | ||
| //! | ||
| //! See [`datafusion::execution::memory_pool`] for more information on how | ||
| //! DataFusion decides when operators should spill, and [`SpillFile`] for the | ||
| //! spill file abstraction this example implements. | ||
| use std::future::Future; | ||
| use std::io::Write; | ||
| use std::path::Path as StdPath; | ||
| use std::pin::Pin; | ||
| use std::sync::Arc; | ||
| use std::sync::atomic::{AtomicU64, Ordering}; | ||
|
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||
| use bytes::Bytes; | ||
| use datafusion::common::Result; | ||
| use datafusion::execution::disk_manager::DiskManagerBuilder; | ||
| use datafusion::execution::runtime_env::RuntimeEnvBuilder; | ||
| use datafusion::execution::{SpillFile, SpillWriter, TempFileFactory}; | ||
| use datafusion::prelude::{SessionConfig, SessionContext}; | ||
| use datafusion_common::exec_err; | ||
| use futures::{Stream, StreamExt, TryStreamExt, stream}; | ||
| use object_store::local::LocalFileSystem; | ||
| use object_store::path::Path; | ||
| use object_store::{ObjectStore, ObjectStoreExt, PutPayload}; | ||
| use tempfile::tempdir; | ||
|
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||
| /// Demonstrates configuring DataFusion with spill files backed by an ObjectStore. | ||
| pub async fn object_store_spill() -> Result<()> { | ||
| // A real system would use S3, GCS, Azure, or some other ObjectStore for | ||
| // remote spills. This example uses a local-file-backed ObjectStore for | ||
| // simplicity. | ||
| let tmp_dir = tempdir()?; | ||
| let store: Arc<dyn ObjectStore> = | ||
| Arc::new(LocalFileSystem::new_with_prefix(tmp_dir.path())?); | ||
|
|
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| // Create the custom TempFileFactory that creates spill files in the ObjectStore. | ||
| let temp_file_factory = Arc::new(ObjectStoreTempFileFactory::new(store)); | ||
| let disk_manager_builder = | ||
| DiskManagerBuilder::default().with_temp_file_factory(temp_file_factory.clone()); | ||
| let runtime = RuntimeEnvBuilder::new() | ||
| .with_disk_manager_builder(disk_manager_builder) // use the factory | ||
| // and set a small memory limit so the example spills | ||
| .with_memory_limit(1024 * 1024, 1.0) | ||
| .build_arc()?; | ||
|
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| // Configure a SessionContext for running queries; use a single partition | ||
| // and no sort spill reservation to make the example deterministic and keep | ||
| // the spill behavior easy to observe. | ||
| let config = SessionConfig::new() | ||
| .with_sort_spill_reservation_bytes(0) | ||
| .with_sort_in_place_threshold_bytes(0) | ||
| .with_target_partitions(1); | ||
| let ctx = SessionContext::new_with_config_rt(config, Arc::clone(&runtime)); | ||
|
|
||
| // Run an SQL query that sorts a "large" amount of data. Given the | ||
| // SessionContext's low memory limit, the sort will spill. | ||
| let row_count = 10_000_000; | ||
| let mut stream = ctx | ||
| .sql(&format!( | ||
| "SELECT * FROM generate_series(1, {row_count}) AS t(v) ORDER BY v DESC" | ||
| )) | ||
| .await? | ||
| .execute_stream() | ||
| .await?; | ||
|
|
||
| // Drive the query to completion, and verify output | ||
| let mut output_rows = 0; | ||
| while let Some(batch) = stream.next().await { | ||
| output_rows += batch?.num_rows(); | ||
| } | ||
|
|
||
| assert_eq!(output_rows, row_count as usize); | ||
| assert!( | ||
| temp_file_factory.created_files() > 0, | ||
| "expected the custom TempFileFactory to be used for spilling" | ||
| ); | ||
|
|
||
| Ok(()) | ||
| } | ||
|
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| /// Creates spill files backed by an [`ObjectStore`]. | ||
| /// | ||
| /// DataFusion calls this factory whenever an operator needs a new temporary | ||
| /// file for spilling. A remote deployment would use the same pattern with an | ||
| /// S3, GCS, Azure, or other remote ObjectStore implementation. | ||
| struct ObjectStoreTempFileFactory { | ||
| /// ObjectStore used for spill file reads and writes. | ||
| store: Arc<dyn ObjectStore>, | ||
| /// Monotonic counter used to create unique object paths. | ||
| counter: AtomicU64, | ||
| /// Counts how many spill files DataFusion requested from this factory. | ||
| created_files: AtomicU64, | ||
| } | ||
|
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||
| impl ObjectStoreTempFileFactory { | ||
| /// Create a new spill file factory that stores spill data in `store`. | ||
| fn new(store: Arc<dyn ObjectStore>) -> Self { | ||
| Self { | ||
| store, | ||
| counter: AtomicU64::new(0), | ||
| created_files: AtomicU64::new(0), | ||
| } | ||
| } | ||
|
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||
| /// Return the number of spill files created through this factory. | ||
| fn created_files(&self) -> u64 { | ||
| self.created_files.load(Ordering::Relaxed) | ||
| } | ||
| } | ||
|
|
||
| impl TempFileFactory for ObjectStoreTempFileFactory { | ||
| /// Create one logical spill file backed by an ObjectStore path. | ||
| fn create_temp_file(&self, description: &str) -> Result<Arc<dyn SpillFile>> { | ||
| let id = self.counter.fetch_add(1, Ordering::Relaxed); | ||
| self.created_files.fetch_add(1, Ordering::Relaxed); | ||
|
|
||
| // Convert a query-provided spill description into an ObjectStore-safe path component. | ||
| // | ||
| // For example, `"Sort Spill: partition 0"` becomes `"Sort_Spill__partition_0"`. | ||
| let cleaned_description: String = description | ||
| .chars() | ||
| .map(|c| if c.is_ascii_alphanumeric() { c } else { '_' }) | ||
| .collect(); | ||
| let location = Path::from(format!("spill/{cleaned_description}-{id}.bin")); | ||
|
|
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| // Return a SpillFile implementation that reads and writes this ObjectStore path. | ||
| Ok(Arc::new(ObjectStoreSpillFile { | ||
| store: Arc::clone(&self.store), | ||
| location, | ||
| size: Arc::new(AtomicU64::new(0)), | ||
| })) | ||
| } | ||
| } | ||
|
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| /// Logical spill file stored at an ObjectStore path. | ||
| /// | ||
| /// DataFusion writes spill data by calling [`SpillFile::open_writer`] and reads | ||
| /// it back by calling [`SpillFile::read_stream`]. | ||
| struct ObjectStoreSpillFile { | ||
| /// ObjectStore containing the spill object. | ||
| store: Arc<dyn ObjectStore>, | ||
| /// ObjectStore path for this spill object. | ||
| location: Path, | ||
| /// Last committed object size, updated when the writer finishes. | ||
| size: Arc<AtomicU64>, | ||
| } | ||
|
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||
| impl SpillFile for ObjectStoreSpillFile { | ||
| /// Return no local filesystem path because the spill file is accessed through ObjectStore. | ||
| fn path(&self) -> Option<&StdPath> { | ||
| None // Remote ObjectStores do not have a local OS path. | ||
| } | ||
|
|
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| /// Return the size of the uploaded object | ||
| fn size(&self) -> Option<u64> { | ||
| // Return the last committed size, which this example tracks after upload. | ||
| Some(self.size.load(Ordering::Relaxed)) | ||
| } | ||
|
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| /// Read the spill file contents as a byte stream. | ||
| fn read_stream(&self) -> Result<Pin<Box<dyn Stream<Item = Result<Bytes>> + Send>>> { | ||
| let store = Arc::clone(&self.store); | ||
| let location = self.location.clone(); | ||
|
|
||
| // Use `stream::once` to defer the ObjectStore read until DataFusion | ||
| // polls the returned stream. | ||
| let result_stream = | ||
| async move { store.get(&location).await.map(|r| r.into_stream()) }; | ||
| let stream = stream::once(result_stream) | ||
| .try_flatten() | ||
| .map_err(Into::into); | ||
|
|
||
| Ok(Box::pin(stream)) | ||
| } | ||
|
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| /// Open a synchronous writer for this spill file. | ||
| fn open_writer(&self) -> Result<Box<dyn SpillWriter>> { | ||
| // Create a writer that buffers bytes and uploads them on finish. | ||
| Ok(Box::new(ObjectStoreSpillWriter { | ||
| store: Arc::clone(&self.store), | ||
| location: self.location.clone(), | ||
| size: Arc::clone(&self.size), | ||
| buffer: Vec::new(), | ||
| })) | ||
| } | ||
| } | ||
|
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| /// Adapts DataFusion's [`SpillWriter`] API to ObjectStore. | ||
| /// | ||
| /// This simple example buffers bytes in memory and uploads them in | ||
| /// [`SpillWriter::finish`]. A production remote implementation should consider | ||
| /// multipart or streaming uploads. | ||
| struct ObjectStoreSpillWriter { | ||
| /// ObjectStore to read/write bytes to. | ||
| store: Arc<dyn ObjectStore>, | ||
| /// ObjectStore path to upload to. | ||
| location: Path, | ||
| /// Shared size field on the corresponding [`ObjectStoreSpillFile`]. | ||
| size: Arc<AtomicU64>, | ||
| /// Buffered spill bytes waiting to be uploaded. | ||
| /// | ||
| /// This simple example buffers the spill and uploads it on finish. | ||
| /// Production remote stores should consider multipart or streaming uploads. | ||
| buffer: Vec<u8>, | ||
| } | ||
|
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||
| impl Write for ObjectStoreSpillWriter { | ||
| /// Append bytes to the in-memory buffer. | ||
| fn write(&mut self, buf: &[u8]) -> std::io::Result<usize> { | ||
| // Buffer bytes written through the synchronous Write API. | ||
| self.buffer.extend_from_slice(buf); | ||
| Ok(buf.len()) | ||
| } | ||
|
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||
| /// No-op because data is committed in [`SpillWriter::finish`]. | ||
| fn flush(&mut self) -> std::io::Result<()> { | ||
| Ok(()) | ||
| } | ||
| } | ||
|
|
||
| impl SpillWriter for ObjectStoreSpillWriter { | ||
| /// Upload buffered bytes to ObjectStore and mark the spill file complete. | ||
| fn finish(&mut self) -> Result<()> { | ||
| // Move the buffered bytes into the upload future. | ||
| let store = Arc::clone(&self.store); | ||
| let location = self.location.clone(); | ||
| let data = std::mem::take(&mut self.buffer); | ||
| let size = data.len() as u64; | ||
|
|
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| // This simple example buffers the spill and uploads it on finish. | ||
| // Production remote stores should consider multipart or streaming uploads. | ||
| block_on_object_store(async move { | ||
| store | ||
| .put(&location, PutPayload::from_bytes(data.into())) | ||
| .await?; | ||
| Ok(()) | ||
| })?; | ||
|
|
||
| self.size.store(size, Ordering::Relaxed); | ||
| Ok(()) | ||
| } | ||
| } | ||
|
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| /// Run an async ObjectStore operation. | ||
| /// | ||
| /// Adding a native async API is tracked in <https://github.com/apache/datafusion/issues/23247> | ||
| fn block_on_object_store<T>(future: impl Future<Output = Result<T>>) -> Result<T> { | ||
| if let Ok(handle) = tokio::runtime::Handle::try_current() { | ||
| tokio::task::block_in_place(|| handle.block_on(future)) | ||
| } else { | ||
| exec_err!("No current Tokio runtime available") | ||
| } | ||
| } | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
|
|
@@ -69,6 +69,26 @@ impl DiskManagerBuilder { | |
| self | ||
| } | ||
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| /// Configure a custom factory for creating temporary spill files. | ||
|
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. This is a small API to make configuring spill files easier |
||
| /// | ||
| /// This sets the disk manager mode to [`DiskManagerMode::Custom`], so | ||
| /// operators that spill during query execution create files through the | ||
| /// provided [`TempFileFactory`] instead of using local temporary files. | ||
| pub fn set_temp_file_factory(&mut self, temp_file_factory: Arc<dyn TempFileFactory>) { | ||
| self.mode = DiskManagerMode::Custom(temp_file_factory); | ||
| } | ||
|
|
||
| /// Configure a custom factory for creating temporary spill files. | ||
| /// | ||
| /// See details on [`Self::set_temp_file_factory`]. | ||
| pub fn with_temp_file_factory( | ||
| mut self, | ||
| temp_file_factory: Arc<dyn TempFileFactory>, | ||
| ) -> Self { | ||
| self.set_temp_file_factory(temp_file_factory); | ||
| self | ||
| } | ||
|
|
||
| pub fn set_max_temp_directory_size(&mut self, value: u64) { | ||
| self.max_temp_directory_size = value; | ||
| } | ||
|
|
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This is the whole point of this PR: an example of implementing remote spilling