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feat(temporal-join): Temporal join executor (risingwavelabs#8412)
Co-authored-by: Dylan Chen <[email protected]> Co-authored-by: Dylan <[email protected]>
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// Copyright 2023 RisingWave Labs | ||
// | ||
// Licensed 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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use std::alloc::Global; | ||
use std::sync::Arc; | ||
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use either::Either; | ||
use futures::stream::{self, PollNext}; | ||
use futures::{StreamExt, TryStreamExt}; | ||
use futures_async_stream::try_stream; | ||
use local_stats_alloc::{SharedStatsAlloc, StatsAlloc}; | ||
use lru::DefaultHasher; | ||
use risingwave_common::array::{Op, StreamChunk}; | ||
use risingwave_common::catalog::Schema; | ||
use risingwave_common::row::{OwnedRow, Row, RowExt}; | ||
use risingwave_common::util::iter_util::ZipEqFast; | ||
use risingwave_hummock_sdk::{HummockEpoch, HummockReadEpoch}; | ||
use risingwave_storage::table::batch_table::storage_table::StorageTable; | ||
use risingwave_storage::StateStore; | ||
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use super::{Barrier, Executor, Message, MessageStream, StreamExecutorError, StreamExecutorResult}; | ||
use crate::cache::{new_with_hasher_in, ManagedLruCache}; | ||
use crate::common::StreamChunkBuilder; | ||
use crate::executor::monitor::StreamingMetrics; | ||
use crate::executor::{ActorContextRef, BoxedExecutor, JoinType, JoinTypePrimitive, PkIndices}; | ||
use crate::task::AtomicU64Ref; | ||
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pub struct TemporalJoinExecutor<S: StateStore, const T: JoinTypePrimitive> { | ||
// TODO: update metrics | ||
#[allow(dead_code)] | ||
ctx: ActorContextRef, | ||
left: BoxedExecutor, | ||
right: BoxedExecutor, | ||
right_table: TemporalSide<S>, | ||
left_join_keys: Vec<usize>, | ||
right_join_keys: Vec<usize>, | ||
null_safe: Vec<bool>, | ||
output_indices: Vec<usize>, | ||
pk_indices: PkIndices, | ||
schema: Schema, | ||
chunk_size: usize, | ||
identity: String, | ||
// TODO: update metrics | ||
#[allow(dead_code)] | ||
metrics: Arc<StreamingMetrics>, | ||
} | ||
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struct TemporalSide<S: StateStore> { | ||
source: StorageTable<S>, | ||
cache: ManagedLruCache<OwnedRow, Option<OwnedRow>, DefaultHasher, SharedStatsAlloc<Global>>, | ||
} | ||
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impl<S: StateStore> TemporalSide<S> { | ||
async fn lookup( | ||
&mut self, | ||
key: impl Row, | ||
epoch: HummockEpoch, | ||
) -> StreamExecutorResult<Option<OwnedRow>> { | ||
let key = key.into_owned_row(); | ||
Ok(match self.cache.get(&key) { | ||
Some(res) => res.clone(), | ||
None => { | ||
let res = self | ||
.source | ||
.get_row(key.clone(), HummockReadEpoch::NoWait(epoch)) | ||
.await?; | ||
self.cache.put(key, res.clone()); | ||
res | ||
} | ||
}) | ||
} | ||
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fn update(&mut self, payload: Vec<StreamChunk>, join_keys: &[usize], epoch: u64) { | ||
payload.iter().flat_map(|c| c.rows()).for_each(|(op, row)| { | ||
let key = row.project(join_keys).into_owned_row(); | ||
if let Some(value) = self.cache.get_mut(&key) { | ||
match op { | ||
Op::Insert | Op::UpdateInsert => *value = Some(row.into_owned_row()), | ||
Op::Delete | Op::UpdateDelete => *value = None, | ||
}; | ||
} | ||
}); | ||
self.cache.update_epoch(epoch); | ||
} | ||
} | ||
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enum InternalMessage { | ||
Chunk(StreamChunk), | ||
Barrier(Vec<StreamChunk>, Barrier), | ||
} | ||
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#[try_stream(ok = StreamChunk, error = StreamExecutorError)] | ||
pub async fn chunks_until_barrier(stream: impl MessageStream, expected_barrier: Barrier) { | ||
#[for_await] | ||
for item in stream { | ||
match item? { | ||
Message::Watermark(_) => { | ||
todo!("https://github.com/risingwavelabs/risingwave/issues/6042") | ||
} | ||
Message::Chunk(c) => yield c, | ||
Message::Barrier(b) if b.epoch != expected_barrier.epoch => { | ||
return Err(StreamExecutorError::align_barrier(expected_barrier, b)); | ||
} | ||
Message::Barrier(_) => return Ok(()), | ||
} | ||
} | ||
} | ||
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// Align the left and right inputs according to their barriers, | ||
// such that in the produced stream, an aligned interval starts with | ||
// any number of `InternalMessage::Chunk(left_chunk)` and followed by | ||
// `InternalMessage::Barrier(right_chunks, barrier)`. | ||
#[try_stream(ok = InternalMessage, error = StreamExecutorError)] | ||
async fn align_input(left: Box<dyn Executor>, right: Box<dyn Executor>) { | ||
let mut left = Box::pin(left.execute()); | ||
let mut right = Box::pin(right.execute()); | ||
// Keep producing intervals until stream exhaustion or errors. | ||
loop { | ||
let mut right_chunks = vec![]; | ||
// Produce an aligned interval. | ||
'inner: loop { | ||
let mut combined = stream::select_with_strategy( | ||
left.by_ref().map(Either::Left), | ||
right.by_ref().map(Either::Right), | ||
|_: &mut ()| PollNext::Left, | ||
); | ||
match combined.next().await { | ||
Some(Either::Left(Ok(Message::Chunk(c)))) => yield InternalMessage::Chunk(c), | ||
Some(Either::Right(Ok(Message::Chunk(c)))) => right_chunks.push(c), | ||
Some(Either::Left(Ok(Message::Barrier(b)))) => { | ||
let mut remain = chunks_until_barrier(right.by_ref(), b.clone()) | ||
.try_collect() | ||
.await?; | ||
right_chunks.append(&mut remain); | ||
yield InternalMessage::Barrier(right_chunks, b); | ||
break 'inner; | ||
} | ||
Some(Either::Right(Ok(Message::Barrier(b)))) => { | ||
#[for_await] | ||
for chunk in chunks_until_barrier(left.by_ref(), b.clone()) { | ||
yield InternalMessage::Chunk(chunk?); | ||
} | ||
yield InternalMessage::Barrier(right_chunks, b); | ||
break 'inner; | ||
} | ||
Some(Either::Left(Err(e)) | Either::Right(Err(e))) => return Err(e), | ||
Some( | ||
Either::Left(Ok(Message::Watermark(_))) | ||
| Either::Right(Ok(Message::Watermark(_))), | ||
) => todo!("https://github.com/risingwavelabs/risingwave/issues/6042"), | ||
None => return Ok(()), | ||
} | ||
} | ||
} | ||
} | ||
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impl<S: StateStore, const T: JoinTypePrimitive> TemporalJoinExecutor<S, T> { | ||
#[allow(dead_code)] | ||
#[allow(clippy::too_many_arguments)] | ||
pub fn new( | ||
ctx: ActorContextRef, | ||
left: BoxedExecutor, | ||
right: BoxedExecutor, | ||
table: StorageTable<S>, | ||
left_join_keys: Vec<usize>, | ||
right_join_keys: Vec<usize>, | ||
null_safe: Vec<bool>, | ||
pk_indices: PkIndices, | ||
output_indices: Vec<usize>, | ||
executor_id: u64, | ||
watermark_epoch: AtomicU64Ref, | ||
metrics: Arc<StreamingMetrics>, | ||
chunk_size: usize, | ||
) -> Self { | ||
let schema_fields = [left.schema().fields.clone(), right.schema().fields.clone()].concat(); | ||
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let schema: Schema = output_indices | ||
.iter() | ||
.map(|&idx| schema_fields[idx].clone()) | ||
.collect(); | ||
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let alloc = StatsAlloc::new(Global).shared(); | ||
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let cache = new_with_hasher_in(watermark_epoch, DefaultHasher::default(), alloc); | ||
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Self { | ||
ctx, | ||
left, | ||
right, | ||
right_table: TemporalSide { | ||
source: table, | ||
cache, | ||
}, | ||
left_join_keys, | ||
right_join_keys, | ||
null_safe, | ||
output_indices, | ||
schema, | ||
chunk_size, | ||
pk_indices, | ||
identity: format!("TemporalJoinExecutor {:X}", executor_id), | ||
metrics, | ||
} | ||
} | ||
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#[try_stream(ok = Message, error = StreamExecutorError)] | ||
async fn into_stream(mut self) { | ||
let (left_map, right_map) = StreamChunkBuilder::get_i2o_mapping( | ||
self.output_indices.iter().cloned(), | ||
self.left.schema().len(), | ||
self.right.schema().len(), | ||
); | ||
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let mut prev_epoch = None; | ||
#[for_await] | ||
for msg in align_input(self.left, self.right) { | ||
match msg? { | ||
InternalMessage::Chunk(chunk) => { | ||
let mut builder = StreamChunkBuilder::new( | ||
self.chunk_size, | ||
&self.schema.data_types(), | ||
left_map.clone(), | ||
right_map.clone(), | ||
); | ||
let epoch = prev_epoch.expect("Chunk data should come after some barrier."); | ||
for (op, row) in chunk.rows() { | ||
let key = row.project(&self.left_join_keys); | ||
if key | ||
.iter() | ||
.zip_eq_fast(self.null_safe.iter()) | ||
.any(|(datum, can_null)| datum.is_none() && !*can_null) | ||
{ | ||
continue; | ||
} | ||
if let Some(right_row) = self.right_table.lookup(key, epoch).await? { | ||
if let Some(chunk) = builder.append_row(op, row, &right_row) { | ||
yield Message::Chunk(chunk); | ||
} | ||
} else if T == JoinType::LeftOuter { | ||
if let Some(chunk) = builder.append_row_update(op, row) { | ||
yield Message::Chunk(chunk); | ||
} | ||
} | ||
} | ||
if let Some(chunk) = builder.take() { | ||
yield Message::Chunk(chunk); | ||
} | ||
} | ||
InternalMessage::Barrier(updates, barrier) => { | ||
prev_epoch = Some(barrier.epoch.curr); | ||
self.right_table | ||
.update(updates, &self.right_join_keys, barrier.epoch.curr); | ||
yield Message::Barrier(barrier) | ||
} | ||
} | ||
} | ||
} | ||
} | ||
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impl<S: StateStore, const T: JoinTypePrimitive> Executor for TemporalJoinExecutor<S, T> { | ||
fn execute(self: Box<Self>) -> super::BoxedMessageStream { | ||
self.into_stream().boxed() | ||
} | ||
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fn schema(&self) -> &Schema { | ||
&self.schema | ||
} | ||
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fn pk_indices(&self) -> super::PkIndicesRef<'_> { | ||
&self.pk_indices | ||
} | ||
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fn identity(&self) -> &str { | ||
self.identity.as_str() | ||
} | ||
} |