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interim commit: add local approx percentile
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// Copyright 2024 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::collections::HashMap; | ||
use risingwave_common::array::Op; | ||
use risingwave_common::util::chunk_coalesce::DataChunkBuilder; | ||
use risingwave_pb::expr::InputRef; | ||
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use crate::executor::prelude::*; | ||
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pub struct LocalApproxPercentile { | ||
_ctx: ActorContextRef, | ||
pub input: Executor, | ||
pub base: f64, | ||
pub percentile_col: InputRef, | ||
pub schema: Schema, | ||
} | ||
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impl LocalApproxPercentile { | ||
pub fn new( | ||
_ctx: ActorContextRef, | ||
input: Executor, | ||
base: f64, | ||
percentile_col: InputRef, | ||
schema: Schema, | ||
) -> Self { | ||
Self { | ||
_ctx, | ||
input, | ||
base, | ||
percentile_col, | ||
schema, | ||
} | ||
} | ||
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#[try_stream(ok = Message, error = StreamExecutorError)] | ||
async fn execute_inner(mut self) { | ||
let index = self.percentile_col.index as usize; | ||
#[for_await] | ||
for message in self.input.execute() { | ||
match message { | ||
Message::Chunk(chunk) => { | ||
yield calculate_count_per_bucket(percentile_index, chunk); | ||
} | ||
_ => yield message, | ||
} | ||
} | ||
} | ||
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// TODO(kwannoel): Perhaps we can batch and only flush the count per bucket downstream | ||
// once some threshold is reached / once per epoch. | ||
// FIXME(kwannoel): handle negative values. | ||
fn calculate_count_per_bucket(base: f64, percentile_index: usize, chunk: StreamChunk) -> Message { | ||
let chunk = chunk.project(&[percentile_index]); | ||
let mut counts = HashMap::new(); | ||
for (op, row) in chunk.rows() { | ||
let value = row.datum_at(0).unwrap(); | ||
let value: f64 = value.as_f64(); | ||
let bucket = value.log(base).floor() as i32; | ||
let count = counts.entry(bucket).or_insert(0); | ||
match op { | ||
Op::Insert | Op::UpdateInsert => *count += 1, | ||
Op::Delete | Op::UpdateDelete => *count -= 1, | ||
} | ||
} | ||
// NOTE(kwannoel): The op here is simply ignored. | ||
// The downstream global_approx_percentile will always just update its bucket counts. | ||
let op = vec![Op::Insert; counts.len()]; | ||
let mut bucket_col: Datum = Vec::with_capacity(counts.len()); | ||
let mut count_col: Datum = Vec::with_capacity(counts.len()); | ||
for (bucket, count) in counts { | ||
bucket_col.push(Some(ScalarImpl::Int32(bucket))); | ||
count_col.push(Some(ScalarImpl::Int32(count))); | ||
} | ||
StreamChunk::from_columns(vec![bucket_col, count_col], op) | ||
} | ||
} | ||
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impl Execute for LocalApproxPercentile { | ||
fn execute(self: Box<Self>) -> BoxedMessageStream { | ||
self.execute_inner().boxed() | ||
} | ||
} |
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// Copyright 2024 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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pub mod local; |
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