Fix sequential metadata fetching in ListingTable causing high latency (#14918)

geoffreyclaude · alamb · web-flow · commit 1a6390b7cede · 2025-03-03T10:27:13.000-05:00
* Fix sequential metadata fetching in ListingTable causing high latency

When scanning an exact list of remote Parquet files, the ListingTable was fetching file metadata (via head calls) sequentially. This was due to using `stream::iter(file_list).flatten()`, which processes each one-item stream in order. For remote blob stores, where each head call can take tens to hundreds of milliseconds, this sequential behavior significantly increased the time to create the physical plan.

This commit replaces the sequential flattening with concurrent merging using `stream::iter(file_list).flatten_unordered(meta_fetch_concurrency)`. With this change, the `head` requests are executed in parallel (up to the configured `meta_fetch_concurrency` limit), reducing latency when creating the physical plan.

Note that the ordering loss introduced by `flatten_unordered` is perfectly acceptable as the file list will anyways be fully sorted by path in `split_files` before being returned.

Additionally, tests have been updated to ensure that metadata fetching occurs concurrently.

* fix fmt

---------

Co-authored-by: Andrew Lamb &lt;andrew@nerdnetworks.org&gt;
diff --git a/datafusion/core/src/datasource/listing/table.rs b/datafusion/core/src/datasource/listing/table.rs
@@ -1105,7 +1105,9 @@ impl ListingTable {
             )
         }))
         .await?;
-        let file_list = stream::iter(file_list).flatten();
+        let meta_fetch_concurrency =
+            ctx.config_options().execution.meta_fetch_concurrency;
+        let file_list = stream::iter(file_list).flatten_unordered(meta_fetch_concurrency);
         // collect the statistics if required by the config
         let files = file_list
             .map(|part_file| async {
@@ -1122,7 +1124,7 @@ impl ListingTable {
                 }
             })
             .boxed()
-            .buffered(ctx.config_options().execution.meta_fetch_concurrency);
+            .buffer_unordered(ctx.config_options().execution.meta_fetch_concurrency);
 
         let (files, statistics) = get_statistics_with_limit(
             files,
@@ -1202,7 +1204,9 @@ mod tests {
     use datafusion_physical_expr::PhysicalSortExpr;
     use datafusion_physical_plan::ExecutionPlanProperties;
 
+    use crate::test::object_store::{ensure_head_concurrency, make_test_store_and_state};
     use tempfile::TempDir;
+    use url::Url;
 
     #[tokio::test]
     async fn read_single_file() -> Result<()> {
@@ -1592,6 +1596,81 @@ mod tests {
         Ok(())
     }
 
+    #[tokio::test]
+    async fn test_assert_list_files_for_exact_paths() -> Result<()> {
+        // more expected partitions than files
+        assert_list_files_for_exact_paths(
+            &[
+                "bucket/key1/file0",
+                "bucket/key1/file1",
+                "bucket/key1/file2",
+                "bucket/key2/file3",
+                "bucket/key2/file4",
+            ],
+            12,
+            5,
+            Some(""),
+        )
+        .await?;
+
+        // more files than meta_fetch_concurrency (32)
+        let files: Vec<String> =
+            (0..64).map(|i| format!("bucket/key1/file{}", i)).collect();
+        // Collect references to each string
+        let file_refs: Vec<&str> = files.iter().map(|s| s.as_str()).collect();
+        assert_list_files_for_exact_paths(file_refs.as_slice(), 5, 5, Some("")).await?;
+
+        // as many expected partitions as files
+        assert_list_files_for_exact_paths(
+            &[
+                "bucket/key1/file0",
+                "bucket/key1/file1",
+                "bucket/key1/file2",
+                "bucket/key2/file3",
+                "bucket/key2/file4",
+            ],
+            5,
+            5,
+            Some(""),
+        )
+        .await?;
+
+        // more files as expected partitions
+        assert_list_files_for_exact_paths(
+            &[
+                "bucket/key1/file0",
+                "bucket/key1/file1",
+                "bucket/key1/file2",
+                "bucket/key2/file3",
+                "bucket/key2/file4",
+            ],
+            2,
+            2,
+            Some(""),
+        )
+        .await?;
+
+        // no files => no groups
+        assert_list_files_for_exact_paths(&[], 2, 0, Some("")).await?;
+
+        // files that don't match the default file ext
+        assert_list_files_for_exact_paths(
+            &[
+                "bucket/key1/file0.avro",
+                "bucket/key1/file1.csv",
+                "bucket/key1/file2.avro",
+                "bucket/key2/file3.csv",
+                "bucket/key2/file4.avro",
+                "bucket/key3/file5.csv",
+            ],
+            2,
+            2,
+            None,
+        )
+        .await?;
+        Ok(())
+    }
+
     async fn load_table(
         ctx: &SessionContext,
         name: &str,
@@ -1678,6 +1757,56 @@ mod tests {
         Ok(())
     }
 
+    /// Check that the files listed by the table match the specified `output_partitioning`
+    /// when the object store contains `files`, and validate that file metadata is fetched
+    /// concurrently
+    async fn assert_list_files_for_exact_paths(
+        files: &[&str],
+        target_partitions: usize,
+        output_partitioning: usize,
+        file_ext: Option<&str>,
+    ) -> Result<()> {
+        let ctx = SessionContext::new();
+        let (store, _) = make_test_store_and_state(
+            &files.iter().map(|f| (*f, 10)).collect::<Vec<_>>(),
+        );
+
+        let meta_fetch_concurrency = ctx
+            .state()
+            .config_options()
+            .execution
+            .meta_fetch_concurrency;
+        let expected_concurrency = files.len().min(meta_fetch_concurrency);
+        let head_blocking_store = ensure_head_concurrency(store, expected_concurrency);
+
+        let url = Url::parse("test://").unwrap();
+        ctx.register_object_store(&url, head_blocking_store.clone());
+
+        let format = AvroFormat {};
+
+        let opt = ListingOptions::new(Arc::new(format))
+            .with_file_extension_opt(file_ext)
+            .with_target_partitions(target_partitions);
+
+        let schema = Schema::new(vec![Field::new("a", DataType::Boolean, false)]);
+
+        let table_paths = files
+            .iter()
+            .map(|t| ListingTableUrl::parse(format!("test:///{}", t)).unwrap())
+            .collect();
+        let config = ListingTableConfig::new_with_multi_paths(table_paths)
+            .with_listing_options(opt)
+            .with_schema(Arc::new(schema));
+
+        let table = ListingTable::try_new(config)?;
+
+        let (file_list, _) = table.list_files_for_scan(&ctx.state(), &[], None).await?;
+
+        assert_eq!(file_list.len(), output_partitioning);
+
+        Ok(())
+    }
+
     #[tokio::test]
     async fn test_insert_into_append_new_json_files() -> Result<()> {
         let mut config_map: HashMap<String, String> = HashMap::new();
diff --git a/datafusion/core/src/test/object_store.rs b/datafusion/core/src/test/object_store.rs
@@ -20,12 +20,22 @@
 use crate::execution::context::SessionState;
 use crate::execution::session_state::SessionStateBuilder;
 use crate::prelude::SessionContext;
+use futures::stream::BoxStream;
 use futures::FutureExt;
-use object_store::{memory::InMemory, path::Path, ObjectMeta, ObjectStore};
+use object_store::{
+    memory::InMemory, path::Path, Error, GetOptions, GetResult, ListResult,
+    MultipartUpload, ObjectMeta, ObjectStore, PutMultipartOpts, PutOptions, PutPayload,
+    PutResult,
+};
+use std::fmt::{Debug, Display, Formatter};
 use std::sync::Arc;
+use tokio::{
+    sync::Barrier,
+    time::{timeout, Duration},
+};
 use url::Url;
 
-/// Returns a test object store with the provided `ctx`
+/// Registers a test object store with the provided `ctx`
 pub fn register_test_store(ctx: &SessionContext, files: &[(&str, u64)]) {
     let url = Url::parse("test://").unwrap();
     ctx.register_object_store(&url, make_test_store_and_state(files).0);
@@ -61,3 +71,121 @@ pub fn local_unpartitioned_file(path: impl AsRef<std::path::Path>) -> ObjectMeta
         version: None,
     }
 }
+
+/// Blocks the object_store `head` call until `concurrency` number of calls are pending.
+pub fn ensure_head_concurrency(
+    object_store: Arc<dyn ObjectStore>,
+    concurrency: usize,
+) -> Arc<dyn ObjectStore> {
+    Arc::new(BlockingObjectStore::new(object_store, concurrency))
+}
+
+/// An object store that “blocks” in its `head` call until an expected number of concurrent calls are reached.
+#[derive(Debug)]
+struct BlockingObjectStore {
+    inner: Arc<dyn ObjectStore>,
+    barrier: Arc<Barrier>,
+}
+
+impl BlockingObjectStore {
+    const NAME: &'static str = "BlockingObjectStore";
+    fn new(inner: Arc<dyn ObjectStore>, expected_concurrency: usize) -> Self {
+        Self {
+            inner,
+            barrier: Arc::new(Barrier::new(expected_concurrency)),
+        }
+    }
+}
+
+impl Display for BlockingObjectStore {
+    fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
+        Display::fmt(&self.inner, f)
+    }
+}
+
+/// All trait methods are forwarded to the inner object store, except for
+/// the `head` method which waits until the expected number of concurrent calls is reached.
+#[async_trait::async_trait]
+impl ObjectStore for BlockingObjectStore {
+    async fn put_opts(
+        &self,
+        location: &Path,
+        payload: PutPayload,
+        opts: PutOptions,
+    ) -> object_store::Result<PutResult> {
+        self.inner.put_opts(location, payload, opts).await
+    }
+    async fn put_multipart_opts(
+        &self,
+        location: &Path,
+        opts: PutMultipartOpts,
+    ) -> object_store::Result<Box<dyn MultipartUpload>> {
+        self.inner.put_multipart_opts(location, opts).await
+    }
+
+    async fn get_opts(
+        &self,
+        location: &Path,
+        options: GetOptions,
+    ) -> object_store::Result<GetResult> {
+        self.inner.get_opts(location, options).await
+    }
+
+    async fn head(&self, location: &Path) -> object_store::Result<ObjectMeta> {
+        println!(
+            "{} received head call for {location}",
+            BlockingObjectStore::NAME
+        );
+        // Wait until the expected number of concurrent calls is reached, but timeout after 1 second to avoid hanging failing tests.
+        let wait_result = timeout(Duration::from_secs(1), self.barrier.wait()).await;
+        match wait_result {
+            Ok(_) => println!(
+                "{} barrier reached for {location}",
+                BlockingObjectStore::NAME
+            ),
+            Err(_) => {
+                let error_message = format!(
+                    "{} barrier wait timed out for {location}",
+                    BlockingObjectStore::NAME
+                );
+                log::error!("{}", error_message);
+                return Err(Error::Generic {
+                    store: BlockingObjectStore::NAME,
+                    source: error_message.into(),
+                });
+            }
+        }
+        // Forward the call to the inner object store.
+        self.inner.head(location).await
+    }
+
+    async fn delete(&self, location: &Path) -> object_store::Result<()> {
+        self.inner.delete(location).await
+    }
+
+    fn list(
+        &self,
+        prefix: Option<&Path>,
+    ) -> BoxStream<'_, object_store::Result<ObjectMeta>> {
+        self.inner.list(prefix)
+    }
+
+    async fn list_with_delimiter(
+        &self,
+        prefix: Option<&Path>,
+    ) -> object_store::Result<ListResult> {
+        self.inner.list_with_delimiter(prefix).await
+    }
+
+    async fn copy(&self, from: &Path, to: &Path) -> object_store::Result<()> {
+        self.inner.copy(from, to).await
+    }
+
+    async fn copy_if_not_exists(
+        &self,
+        from: &Path,
+        to: &Path,
+    ) -> object_store::Result<()> {
+        self.inner.copy_if_not_exists(from, to).await
+    }
+}
