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| 1 | +// Licensed to the Apache Software Foundation (ASF) under one |
| 2 | +// or more contributor license agreements. See the NOTICE file |
| 3 | +// distributed with this work for additional information |
| 4 | +// regarding copyright ownership. The ASF licenses this file |
| 5 | +// to you under the Apache License, Version 2.0 (the |
| 6 | +// "License"); you may not use this file except in compliance |
| 7 | +// with the License. You may obtain a copy of the License at |
| 8 | +// |
| 9 | +// http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | +// |
| 11 | +// Unless required by applicable law or agreed to in writing, |
| 12 | +// software distributed under the License is distributed on an |
| 13 | +// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 14 | +// KIND, either express or implied. See the License for the |
| 15 | +// specific language governing permissions and limitations |
| 16 | +// under the License. |
| 17 | + |
| 18 | +use arrow_array::builder::{Date32Builder, Decimal128Builder, Int32Builder}; |
| 19 | +use arrow_array::{builder::StringBuilder, RecordBatch}; |
| 20 | +use arrow_buffer::Buffer; |
| 21 | +use arrow_ipc::convert::fb_to_schema; |
| 22 | +use arrow_ipc::reader::{read_footer_length, FileDecoder, FileReader, StreamReader}; |
| 23 | +use arrow_ipc::writer::{FileWriter, IpcWriteOptions, StreamWriter}; |
| 24 | +use arrow_ipc::{root_as_footer, Block, CompressionType}; |
| 25 | +use arrow_schema::{DataType, Field, Schema}; |
| 26 | +use criterion::{criterion_group, criterion_main, Criterion}; |
| 27 | +use std::io::Cursor; |
| 28 | +use std::sync::Arc; |
| 29 | +use tempfile::tempdir; |
| 30 | + |
| 31 | +fn criterion_benchmark(c: &mut Criterion) { |
| 32 | + let mut group = c.benchmark_group("arrow_ipc_reader"); |
| 33 | + |
| 34 | + group.bench_function("StreamReader/read_10", |b| { |
| 35 | + let batch = create_batch(8192, true); |
| 36 | + let mut buffer = Vec::with_capacity(2 * 1024 * 1024); |
| 37 | + let mut writer = StreamWriter::try_new(&mut buffer, batch.schema().as_ref()).unwrap(); |
| 38 | + for _ in 0..10 { |
| 39 | + writer.write(&batch).unwrap(); |
| 40 | + } |
| 41 | + writer.finish().unwrap(); |
| 42 | + |
| 43 | + b.iter(move || { |
| 44 | + let projection = None; |
| 45 | + let mut reader = StreamReader::try_new(buffer.as_slice(), projection).unwrap(); |
| 46 | + for _ in 0..10 { |
| 47 | + reader.next().unwrap().unwrap(); |
| 48 | + } |
| 49 | + assert!(reader.next().is_none()); |
| 50 | + }) |
| 51 | + }); |
| 52 | + |
| 53 | + group.bench_function("StreamReader/read_10/zstd", |b| { |
| 54 | + let batch = create_batch(8192, true); |
| 55 | + let mut buffer = Vec::with_capacity(2 * 1024 * 1024); |
| 56 | + let options = IpcWriteOptions::default() |
| 57 | + .try_with_compression(Some(CompressionType::ZSTD)) |
| 58 | + .unwrap(); |
| 59 | + let mut writer = |
| 60 | + StreamWriter::try_new_with_options(&mut buffer, batch.schema().as_ref(), options) |
| 61 | + .unwrap(); |
| 62 | + for _ in 0..10 { |
| 63 | + writer.write(&batch).unwrap(); |
| 64 | + } |
| 65 | + writer.finish().unwrap(); |
| 66 | + |
| 67 | + b.iter(move || { |
| 68 | + let projection = None; |
| 69 | + let mut reader = StreamReader::try_new(buffer.as_slice(), projection).unwrap(); |
| 70 | + for _ in 0..10 { |
| 71 | + reader.next().unwrap().unwrap(); |
| 72 | + } |
| 73 | + assert!(reader.next().is_none()); |
| 74 | + }) |
| 75 | + }); |
| 76 | + |
| 77 | + group.bench_function("FileReader/read_10", |b| { |
| 78 | + let batch = create_batch(8192, true); |
| 79 | + let mut buffer = Vec::with_capacity(2 * 1024 * 1024); |
| 80 | + let mut writer = FileWriter::try_new(&mut buffer, batch.schema().as_ref()).unwrap(); |
| 81 | + for _ in 0..10 { |
| 82 | + writer.write(&batch).unwrap(); |
| 83 | + } |
| 84 | + writer.finish().unwrap(); |
| 85 | + |
| 86 | + b.iter(move || { |
| 87 | + let projection = None; |
| 88 | + let cursor = Cursor::new(buffer.as_slice()); |
| 89 | + let mut reader = FileReader::try_new(cursor, projection).unwrap(); |
| 90 | + for _ in 0..10 { |
| 91 | + reader.next().unwrap().unwrap(); |
| 92 | + } |
| 93 | + assert!(reader.next().is_none()); |
| 94 | + }) |
| 95 | + }); |
| 96 | + |
| 97 | + group.bench_function("FileReader/read_10/mmap", |b| { |
| 98 | + let batch = create_batch(8192, true); |
| 99 | + // write to an actual file |
| 100 | + let dir = tempdir().unwrap(); |
| 101 | + let path = dir.path().join("test.arrow"); |
| 102 | + let file = std::fs::File::create(&path).unwrap(); |
| 103 | + let mut writer = FileWriter::try_new(file, batch.schema().as_ref()).unwrap(); |
| 104 | + for _ in 0..10 { |
| 105 | + writer.write(&batch).unwrap(); |
| 106 | + } |
| 107 | + writer.finish().unwrap(); |
| 108 | + |
| 109 | + b.iter(move || { |
| 110 | + let ipc_file = std::fs::File::open(&path).expect("failed to open file"); |
| 111 | + let mmap = unsafe { memmap2::Mmap::map(&ipc_file).expect("failed to mmap file") }; |
| 112 | + |
| 113 | + // Convert the mmap region to an Arrow `Buffer` to back the arrow arrays. |
| 114 | + let bytes = bytes::Bytes::from_owner(mmap); |
| 115 | + let buffer = Buffer::from(bytes); |
| 116 | + let decoder = IPCBufferDecoder::new(buffer); |
| 117 | + assert_eq!(decoder.num_batches(), 10); |
| 118 | + |
| 119 | + for i in 0..decoder.num_batches() { |
| 120 | + decoder.get_batch(i); |
| 121 | + } |
| 122 | + }) |
| 123 | + }); |
| 124 | +} |
| 125 | + |
| 126 | +// copied from the zero_copy_ipc example. |
| 127 | +// should we move this to an actual API? |
| 128 | +/// Wrapper around the example in the `FileDecoder` which handles the |
| 129 | +/// low level interaction with the Arrow IPC format. |
| 130 | +struct IPCBufferDecoder { |
| 131 | + /// Memory (or memory mapped) Buffer with the data |
| 132 | + buffer: Buffer, |
| 133 | + /// Decoder that reads Arrays that refers to the underlying buffers |
| 134 | + decoder: FileDecoder, |
| 135 | + /// Location of the batches within the buffer |
| 136 | + batches: Vec<Block>, |
| 137 | +} |
| 138 | + |
| 139 | +impl IPCBufferDecoder { |
| 140 | + fn new(buffer: Buffer) -> Self { |
| 141 | + let trailer_start = buffer.len() - 10; |
| 142 | + let footer_len = read_footer_length(buffer[trailer_start..].try_into().unwrap()).unwrap(); |
| 143 | + let footer = root_as_footer(&buffer[trailer_start - footer_len..trailer_start]).unwrap(); |
| 144 | + |
| 145 | + let schema = fb_to_schema(footer.schema().unwrap()); |
| 146 | + |
| 147 | + let mut decoder = FileDecoder::new(Arc::new(schema), footer.version()); |
| 148 | + |
| 149 | + // Read dictionaries |
| 150 | + for block in footer.dictionaries().iter().flatten() { |
| 151 | + let block_len = block.bodyLength() as usize + block.metaDataLength() as usize; |
| 152 | + let data = buffer.slice_with_length(block.offset() as _, block_len); |
| 153 | + decoder.read_dictionary(block, &data).unwrap(); |
| 154 | + } |
| 155 | + |
| 156 | + // convert to Vec from the flatbuffers Vector to avoid having a direct dependency on flatbuffers |
| 157 | + let batches = footer |
| 158 | + .recordBatches() |
| 159 | + .map(|b| b.iter().copied().collect()) |
| 160 | + .unwrap_or_default(); |
| 161 | + |
| 162 | + Self { |
| 163 | + buffer, |
| 164 | + decoder, |
| 165 | + batches, |
| 166 | + } |
| 167 | + } |
| 168 | + |
| 169 | + fn num_batches(&self) -> usize { |
| 170 | + self.batches.len() |
| 171 | + } |
| 172 | + |
| 173 | + fn get_batch(&self, i: usize) -> RecordBatch { |
| 174 | + let block = &self.batches[i]; |
| 175 | + let block_len = block.bodyLength() as usize + block.metaDataLength() as usize; |
| 176 | + let data = self |
| 177 | + .buffer |
| 178 | + .slice_with_length(block.offset() as _, block_len); |
| 179 | + self.decoder |
| 180 | + .read_record_batch(block, &data) |
| 181 | + .unwrap() |
| 182 | + .unwrap() |
| 183 | + } |
| 184 | +} |
| 185 | + |
| 186 | +fn create_batch(num_rows: usize, allow_nulls: bool) -> RecordBatch { |
| 187 | + let schema = Arc::new(Schema::new(vec![ |
| 188 | + Field::new("c0", DataType::Int32, true), |
| 189 | + Field::new("c1", DataType::Utf8, true), |
| 190 | + Field::new("c2", DataType::Date32, true), |
| 191 | + Field::new("c3", DataType::Decimal128(11, 2), true), |
| 192 | + ])); |
| 193 | + let mut a = Int32Builder::new(); |
| 194 | + let mut b = StringBuilder::new(); |
| 195 | + let mut c = Date32Builder::new(); |
| 196 | + let mut d = Decimal128Builder::new() |
| 197 | + .with_precision_and_scale(11, 2) |
| 198 | + .unwrap(); |
| 199 | + for i in 0..num_rows { |
| 200 | + a.append_value(i as i32); |
| 201 | + c.append_value(i as i32); |
| 202 | + d.append_value((i * 1000000) as i128); |
| 203 | + if allow_nulls && i % 10 == 0 { |
| 204 | + b.append_null(); |
| 205 | + } else { |
| 206 | + b.append_value(format!("this is string number {i}")); |
| 207 | + } |
| 208 | + } |
| 209 | + let a = a.finish(); |
| 210 | + let b = b.finish(); |
| 211 | + let c = c.finish(); |
| 212 | + let d = d.finish(); |
| 213 | + RecordBatch::try_new( |
| 214 | + schema.clone(), |
| 215 | + vec![Arc::new(a), Arc::new(b), Arc::new(c), Arc::new(d)], |
| 216 | + ) |
| 217 | + .unwrap() |
| 218 | +} |
| 219 | + |
| 220 | +fn config() -> Criterion { |
| 221 | + Criterion::default() |
| 222 | +} |
| 223 | + |
| 224 | +criterion_group! { |
| 225 | + name = benches; |
| 226 | + config = config(); |
| 227 | + targets = criterion_benchmark |
| 228 | +} |
| 229 | +criterion_main!(benches); |
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