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// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright the Vortex contributors
use std::any::Any;
use std::sync::Arc;
use std::sync::atomic::{AtomicU64, Ordering};
use arrow_schema::SchemaRef;
use async_trait::async_trait;
use datafusion_common::{DataFusionError, Result as DFResult};
use datafusion_common_runtime::{JoinSet, SpawnedTask};
use datafusion_datasource::file_sink_config::{FileSink, FileSinkConfig};
use datafusion_datasource::sink::DataSink;
use datafusion_datasource::write::demux::DemuxedStreamReceiver;
use datafusion_datasource::write::get_writer_schema;
use datafusion_execution::{SendableRecordBatchStream, TaskContext};
use datafusion_physical_plan::metrics::MetricsSet;
use datafusion_physical_plan::{DisplayAs, DisplayFormatType};
use futures::StreamExt;
use object_store::ObjectStore;
use object_store::path::Path;
use tokio_stream::wrappers::ReceiverStream;
use vortex::ArrayRef;
use vortex::arrow::FromArrowArray;
use vortex::dtype::DType;
use vortex::dtype::arrow::FromArrowType;
use vortex::error::VortexResult;
use vortex::file::VortexWriteOptionsFactory;
use vortex::io::{ObjectStoreWriter, VortexWrite};
use vortex::stream::ArrayStreamAdapter;
pub struct VortexSink {
config: FileSinkConfig,
schema: SchemaRef,
write_options_factory: Arc<VortexWriteOptionsFactory>,
}
impl VortexSink {
pub fn new(
config: FileSinkConfig,
schema: SchemaRef,
write_options_factory: Arc<VortexWriteOptionsFactory>,
) -> Self {
Self {
config,
schema,
write_options_factory,
}
}
}
impl std::fmt::Debug for VortexSink {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
f.debug_struct("VortexSink").finish()
}
}
impl DisplayAs for VortexSink {
fn fmt_as(&self, t: DisplayFormatType, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
match t {
DisplayFormatType::Default
| DisplayFormatType::Verbose
| DisplayFormatType::TreeRender => {
write!(f, "VortexSink")
}
}
}
}
#[async_trait]
impl DataSink for VortexSink {
fn as_any(&self) -> &dyn Any {
self
}
fn metrics(&self) -> Option<MetricsSet> {
None
}
/// Returns the sink schema
fn schema(&self) -> &SchemaRef {
&self.schema
}
async fn write_all(
&self,
data: SendableRecordBatchStream,
context: &Arc<TaskContext>,
) -> DFResult<u64> {
FileSink::write_all(self, data, context).await
}
}
#[async_trait]
impl FileSink for VortexSink {
fn config(&self) -> &FileSinkConfig {
&self.config
}
async fn spawn_writer_tasks_and_join(
&self,
_context: &Arc<TaskContext>,
demux_task: SpawnedTask<DFResult<()>>,
mut file_stream_rx: DemuxedStreamReceiver,
object_store: Arc<dyn ObjectStore>,
) -> DFResult<u64> {
// This is a hack
let row_counter = Arc::new(AtomicU64::new(0));
let mut file_write_tasks: JoinSet<DFResult<Path>> = JoinSet::new();
// TODO(adamg):
// 1. We can probably be better at signaling how much memory we're consuming (potentially when reading too), see ParquetSink::spawn_writer_tasks_and_join.
while let Some((path, rx)) = file_stream_rx.recv().await {
let row_counter = row_counter.clone();
let object_store = object_store.clone();
let writer_schema = get_writer_schema(&self.config);
let write_options_factory = Arc::clone(&self.write_options_factory);
let dtype = DType::from_arrow(writer_schema);
// We need to spawn work because there's a dependency between the different files. If one file has too many batches buffered,
// the demux task might deadlock itself.
file_write_tasks.spawn(async move {
let stream = ReceiverStream::new(rx).map(move |rb| {
row_counter.fetch_add(rb.num_rows() as u64, Ordering::Relaxed);
VortexResult::Ok(ArrayRef::from_arrow(rb, false))
});
let stream_adapter = ArrayStreamAdapter::new(dtype, stream);
let mut sink = ObjectStoreWriter::new(object_store.clone(), &path)
.await
.map_err(|e| {
DataFusionError::Execution(format!(
"Failed to create ObjectStoreWriter: {e}"
))
})?;
let write_options = write_options_factory.build();
write_options
.write(&mut sink, stream_adapter)
.await
.map_err(|e| {
DataFusionError::Execution(format!("Failed to write Vortex file: {e}"))
})?;
sink.shutdown().await.map_err(|e| {
DataFusionError::Execution(format!("Failed to shutdown Vortex writer: {e}"))
})?;
Ok(path)
});
}
while let Some(result) = file_write_tasks.join_next().await {
match result {
Ok(path) => {
let path = path?;
tracing::info!(path = %path, "Successfully written file");
}
Err(e) => {
if e.is_panic() {
std::panic::resume_unwind(e.into_panic());
} else {
unreachable!();
}
}
}
}
demux_task
.join_unwind()
.await
.map_err(|e| DataFusionError::ExecutionJoin(Box::new(e)))??;
Ok(row_counter.load(Ordering::SeqCst))
}
}
#[cfg(test)]
mod tests {
use std::sync::Arc;
use arrow_schema::{DataType, Field, Schema};
use datafusion::arrow::array::{Int8Array, RecordBatch};
use datafusion::datasource::DefaultTableSource;
use datafusion::execution::SessionStateBuilder;
use datafusion::logical_expr::{Expr, LogicalPlan, LogicalPlanBuilder, Values};
use datafusion::prelude::SessionContext;
use datafusion_common::ScalarValue;
use datafusion_datasource::file_format::format_as_file_type;
use rstest::rstest;
use tempfile::TempDir;
use walkdir::WalkDir;
use crate::persistent::{VortexFormatFactory, register_vortex_format_factory};
#[tokio::test]
async fn test_insert_into() {
let dir = TempDir::new().unwrap();
let factory = VortexFormatFactory::new();
let mut session_state_builder = SessionStateBuilder::new().with_default_features();
register_vortex_format_factory(factory, &mut session_state_builder);
let session = SessionContext::new_with_state(session_state_builder.build());
session
.sql(&format!(
"CREATE EXTERNAL TABLE my_tbl \
(c1 VARCHAR NOT NULL, c2 INT NOT NULL) \
STORED AS vortex \
LOCATION '{}/';",
dir.path().to_str().unwrap()
))
.await
.unwrap();
let my_tbl = session.table("my_tbl").await.unwrap();
// It's valuable to have two insert code paths because they actually behave slightly differently
let values = Values {
schema: Arc::new(my_tbl.schema().clone()),
values: vec![vec![
Expr::Literal(ScalarValue::new_utf8view("hello"), None),
Expr::Literal(42_i32.into(), None),
]],
};
let tbl_provider = session.table_provider("my_tbl").await.unwrap();
let logical_plan = LogicalPlanBuilder::insert_into(
LogicalPlan::Values(values.clone()),
"my_tbl",
Arc::new(DefaultTableSource::new(tbl_provider)),
datafusion::logical_expr::dml::InsertOp::Append,
)
.unwrap()
.build()
.unwrap();
session
.execute_logical_plan(logical_plan)
.await
.unwrap()
.collect()
.await
.unwrap();
session
.sql("INSERT INTO my_tbl VALUES ('world', 24);")
.await
.unwrap()
.collect()
.await
.unwrap();
my_tbl.clone().show().await.unwrap();
assert_eq!(
session
.table("my_tbl")
.await
.unwrap()
.count()
.await
.unwrap(),
2
);
}
/// Reproduction by <https://github.com/vortex-data/vortex/issues/4315>.
#[rstest]
#[case(1000, 1)]
#[case(40_961, 4)]
#[case(1_000_000, 4)]
#[tokio::test]
async fn test_write_large_batch(
#[case] entries: usize,
#[case] expected_files: usize,
) -> anyhow::Result<()> {
use datafusion::arrow::array::Int64Array;
let dir = TempDir::new()?;
let factory = VortexFormatFactory::new();
let mut session_state_builder = SessionStateBuilder::new().with_default_features();
register_vortex_format_factory(factory, &mut session_state_builder);
let session = SessionContext::new_with_state(session_state_builder.build());
let data = session.read_batch(RecordBatch::try_new(
Arc::new(Schema::new(vec![Field::new("a", DataType::Int8, false)])),
vec![Arc::new(Int8Array::from(vec![0i8; entries]))],
)?)?;
let logical_plan = LogicalPlanBuilder::copy_to(
data.logical_plan().clone(),
dir.path().to_str().unwrap().to_string(),
format_as_file_type(Arc::new(VortexFormatFactory::new())),
Default::default(),
vec![],
)?
.build()?;
session
.execute_logical_plan(logical_plan)
.await?
.collect()
.await?;
// Validate the output by reading back the written files
session
.sql(&format!(
"CREATE EXTERNAL TABLE written_data \
(a TINYINT NOT NULL) \
STORED AS vortex \
LOCATION '{}/';",
dir.path().to_str().unwrap()
))
.await?;
let result = session
.sql("SELECT COUNT(*) as count FROM written_data")
.await?
.collect()
.await?;
assert_eq!(result.len(), 1);
let count_batch = &result[0];
assert_eq!(count_batch.num_rows(), 1);
let count_value = count_batch
.column(0)
.as_any()
.downcast_ref::<Int64Array>()
.unwrap()
.value(0);
assert_eq!(
count_value, entries as i64,
"Expected {} entries, but found {}",
entries, count_value
);
let all_data = session
.sql("SELECT a FROM written_data")
.await?
.collect()
.await?;
let mut total_rows = 0;
for batch in all_data {
let col = batch
.column(0)
.as_any()
.downcast_ref::<Int8Array>()
.unwrap();
for i in 0..batch.num_rows() {
assert_eq!(
col.value(i),
0i8,
"Expected value 0 at row {}, but found {}",
total_rows + i,
col.value(i)
);
}
total_rows += batch.num_rows();
}
assert_eq!(
total_rows, entries,
"Total rows read ({}) doesn't match expected entries ({})",
total_rows, entries
);
let read_dir = std::fs::read_dir(dir.path())?;
assert_eq!(
read_dir.count(),
expected_files,
"Expected {expected_files} files for {entries} values"
);
Ok(())
}
#[tokio::test]
async fn test_write_partitioned() -> anyhow::Result<()> {
let dir = TempDir::new()?;
let data_dir = dir.path().to_str().unwrap();
let factory: VortexFormatFactory = VortexFormatFactory::new();
let mut session_state_builder = SessionStateBuilder::new().with_default_features();
register_vortex_format_factory(factory, &mut session_state_builder);
let session = SessionContext::new_with_state(session_state_builder.build());
let _ = session
.sql(&format!(
"CREATE EXTERNAL TABLE my_tbl \
(c1 VARCHAR NOT NULL, c2 INT NOT NULL) \
STORED AS vortex \
LOCATION '{data_dir}' \
PARTITIONED BY (c1);"
))
.await?;
session
.sql("INSERT INTO my_tbl (c1, c2) VALUES ('world', 24), ('world', 25), ('hello', 42);")
.await?
.collect()
.await?;
let table = session.table("my_tbl").await?;
assert_eq!(table.count().await?, 3);
for dir in WalkDir::new(data_dir)
.into_iter()
.filter_entry(|e| e.path().is_dir())
{
let dir = dir?;
if let Ok(path) = dir.path().strip_prefix(data_dir)
&& !path.as_os_str().is_empty()
{
assert!(path.starts_with("c1=hello") || path.starts_with("c1=world"),);
}
}
Ok(())
}
}