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Benchmarks for Arrow IPC reader #7091
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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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use arrow_array::builder::{Date32Builder, Decimal128Builder, Int32Builder}; | ||
use arrow_array::{builder::StringBuilder, RecordBatch}; | ||
use arrow_buffer::Buffer; | ||
use arrow_ipc::convert::fb_to_schema; | ||
use arrow_ipc::reader::{read_footer_length, FileDecoder, FileReader, StreamReader}; | ||
use arrow_ipc::writer::{FileWriter, IpcWriteOptions, StreamWriter}; | ||
use arrow_ipc::{root_as_footer, Block, CompressionType}; | ||
use arrow_schema::{DataType, Field, Schema}; | ||
use criterion::{criterion_group, criterion_main, Criterion}; | ||
use std::io::Cursor; | ||
use std::sync::Arc; | ||
use tempfile::tempdir; | ||
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fn criterion_benchmark(c: &mut Criterion) { | ||
let mut group = c.benchmark_group("arrow_ipc_reader"); | ||
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group.bench_function("StreamReader/read_10", |b| { | ||
let batch = create_batch(8192, true); | ||
let mut buffer = Vec::with_capacity(2 * 1024 * 1024); | ||
let mut writer = StreamWriter::try_new(&mut buffer, batch.schema().as_ref()).unwrap(); | ||
for _ in 0..10 { | ||
writer.write(&batch).unwrap(); | ||
} | ||
writer.finish().unwrap(); | ||
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b.iter(move || { | ||
let projection = None; | ||
let mut reader = StreamReader::try_new(buffer.as_slice(), projection).unwrap(); | ||
for _ in 0..10 { | ||
reader.next().unwrap().unwrap(); | ||
} | ||
assert!(reader.next().is_none()); | ||
}) | ||
}); | ||
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group.bench_function("StreamReader/read_10/zstd", |b| { | ||
let batch = create_batch(8192, true); | ||
let mut buffer = Vec::with_capacity(2 * 1024 * 1024); | ||
let options = IpcWriteOptions::default() | ||
.try_with_compression(Some(CompressionType::ZSTD)) | ||
.unwrap(); | ||
let mut writer = | ||
StreamWriter::try_new_with_options(&mut buffer, batch.schema().as_ref(), options) | ||
.unwrap(); | ||
for _ in 0..10 { | ||
writer.write(&batch).unwrap(); | ||
} | ||
writer.finish().unwrap(); | ||
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b.iter(move || { | ||
let projection = None; | ||
let mut reader = StreamReader::try_new(buffer.as_slice(), projection).unwrap(); | ||
for _ in 0..10 { | ||
reader.next().unwrap().unwrap(); | ||
} | ||
assert!(reader.next().is_none()); | ||
}) | ||
}); | ||
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group.bench_function("FileReader/read_10", |b| { | ||
let batch = create_batch(8192, true); | ||
let mut buffer = Vec::with_capacity(2 * 1024 * 1024); | ||
let mut writer = FileWriter::try_new(&mut buffer, batch.schema().as_ref()).unwrap(); | ||
for _ in 0..10 { | ||
writer.write(&batch).unwrap(); | ||
} | ||
writer.finish().unwrap(); | ||
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b.iter(move || { | ||
let projection = None; | ||
let cursor = Cursor::new(buffer.as_slice()); | ||
let mut reader = FileReader::try_new(cursor, projection).unwrap(); | ||
for _ in 0..10 { | ||
reader.next().unwrap().unwrap(); | ||
} | ||
assert!(reader.next().is_none()); | ||
}) | ||
}); | ||
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group.bench_function("FileReader/read_10/mmap", |b| { | ||
let batch = create_batch(8192, true); | ||
// write to an actual file | ||
let dir = tempdir().unwrap(); | ||
let path = dir.path().join("test.arrow"); | ||
let file = std::fs::File::create(&path).unwrap(); | ||
let mut writer = FileWriter::try_new(file, batch.schema().as_ref()).unwrap(); | ||
for _ in 0..10 { | ||
writer.write(&batch).unwrap(); | ||
} | ||
writer.finish().unwrap(); | ||
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b.iter(move || { | ||
let ipc_file = std::fs::File::open(&path).expect("failed to open file"); | ||
let mmap = unsafe { memmap2::Mmap::map(&ipc_file).expect("failed to mmap file") }; | ||
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// Convert the mmap region to an Arrow `Buffer` to back the arrow arrays. | ||
let bytes = bytes::Bytes::from_owner(mmap); | ||
let buffer = Buffer::from(bytes); | ||
let decoder = IPCBufferDecoder::new(buffer); | ||
assert_eq!(decoder.num_batches(), 10); | ||
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for i in 0..decoder.num_batches() { | ||
decoder.get_batch(i); | ||
} | ||
}) | ||
}); | ||
} | ||
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// copied from the zero_copy_ipc example. | ||
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. I did want to benchmark using mmap as I think it is an important usecase Maybe we should contemplate making this 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. @tustvold I would be particularly interested in your feedback on this idea (I can file ticket / work with someone to make the code but don't want to do it if you know of some reason not to) 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. I see no issue with this, the motivation for the lower level API was to support use-cases where people want to have more control over the IO (as opposed to just punting it to mmap). Having a more ergonomic API for the simple case, seems harmless to me |
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// should we move this to an actual API? | ||
/// Wrapper around the example in the `FileDecoder` which handles the | ||
/// low level interaction with the Arrow IPC format. | ||
struct IPCBufferDecoder { | ||
/// Memory (or memory mapped) Buffer with the data | ||
buffer: Buffer, | ||
/// Decoder that reads Arrays that refers to the underlying buffers | ||
decoder: FileDecoder, | ||
/// Location of the batches within the buffer | ||
batches: Vec<Block>, | ||
} | ||
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impl IPCBufferDecoder { | ||
fn new(buffer: Buffer) -> Self { | ||
let trailer_start = buffer.len() - 10; | ||
let footer_len = read_footer_length(buffer[trailer_start..].try_into().unwrap()).unwrap(); | ||
let footer = root_as_footer(&buffer[trailer_start - footer_len..trailer_start]).unwrap(); | ||
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let schema = fb_to_schema(footer.schema().unwrap()); | ||
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let mut decoder = FileDecoder::new(Arc::new(schema), footer.version()); | ||
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// Read dictionaries | ||
for block in footer.dictionaries().iter().flatten() { | ||
let block_len = block.bodyLength() as usize + block.metaDataLength() as usize; | ||
let data = buffer.slice_with_length(block.offset() as _, block_len); | ||
decoder.read_dictionary(block, &data).unwrap(); | ||
} | ||
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// convert to Vec from the flatbuffers Vector to avoid having a direct dependency on flatbuffers | ||
let batches = footer | ||
.recordBatches() | ||
.map(|b| b.iter().copied().collect()) | ||
.unwrap_or_default(); | ||
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Self { | ||
buffer, | ||
decoder, | ||
batches, | ||
} | ||
} | ||
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fn num_batches(&self) -> usize { | ||
self.batches.len() | ||
} | ||
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fn get_batch(&self, i: usize) -> RecordBatch { | ||
let block = &self.batches[i]; | ||
let block_len = block.bodyLength() as usize + block.metaDataLength() as usize; | ||
let data = self | ||
.buffer | ||
.slice_with_length(block.offset() as _, block_len); | ||
self.decoder | ||
.read_record_batch(block, &data) | ||
.unwrap() | ||
.unwrap() | ||
} | ||
} | ||
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fn create_batch(num_rows: usize, allow_nulls: bool) -> RecordBatch { | ||
let schema = Arc::new(Schema::new(vec![ | ||
Field::new("c0", DataType::Int32, true), | ||
Field::new("c1", DataType::Utf8, true), | ||
Field::new("c2", DataType::Date32, true), | ||
Field::new("c3", DataType::Decimal128(11, 2), true), | ||
])); | ||
let mut a = Int32Builder::new(); | ||
let mut b = StringBuilder::new(); | ||
let mut c = Date32Builder::new(); | ||
let mut d = Decimal128Builder::new() | ||
.with_precision_and_scale(11, 2) | ||
.unwrap(); | ||
for i in 0..num_rows { | ||
a.append_value(i as i32); | ||
c.append_value(i as i32); | ||
d.append_value((i * 1000000) as i128); | ||
if allow_nulls && i % 10 == 0 { | ||
b.append_null(); | ||
} else { | ||
b.append_value(format!("this is string number {i}")); | ||
} | ||
} | ||
let a = a.finish(); | ||
let b = b.finish(); | ||
let c = c.finish(); | ||
let d = d.finish(); | ||
RecordBatch::try_new( | ||
schema.clone(), | ||
vec![Arc::new(a), Arc::new(b), Arc::new(c), Arc::new(d)], | ||
) | ||
.unwrap() | ||
} | ||
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fn config() -> Criterion { | ||
Criterion::default() | ||
} | ||
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criterion_group! { | ||
name = benches; | ||
config = config(); | ||
targets = criterion_benchmark | ||
} | ||
criterion_main!(benches); |
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The benchmark for mmap shows even more time spent in validating

flamegraph