From f8fec7f1f3f47c69111ab3ad6f3fd1e7f43b276c Mon Sep 17 00:00:00 2001 From: Andy Grove Date: Thu, 16 May 2024 17:56:50 -0600 Subject: [PATCH] chore: Add cargo bench for shuffle writer (#438) * Add cargo bench for shuffle writer * add profiling guide * add sample output --- core/Cargo.toml | 4 + core/benches/shuffle_writer.rs | 81 +++++++++++++++ core/src/execution/datafusion/mod.rs | 2 +- docs/source/_static/images/flamegraph.png | Bin 0 -> 524863 bytes .../profiling_native_code.md | 94 ++++++++++++++++++ docs/source/index.rst | 1 + 6 files changed, 181 insertions(+), 1 deletion(-) create mode 100644 core/benches/shuffle_writer.rs create mode 100644 docs/source/_static/images/flamegraph.png create mode 100644 docs/source/contributor-guide/profiling_native_code.md diff --git a/core/Cargo.toml b/core/Cargo.toml index ac565680a..5e3e0ee74 100644 --- a/core/Cargo.toml +++ b/core/Cargo.toml @@ -125,3 +125,7 @@ harness = false [[bench]] name = "cast_numeric" harness = false + +[[bench]] +name = "shuffle_writer" +harness = false diff --git a/core/benches/shuffle_writer.rs b/core/benches/shuffle_writer.rs new file mode 100644 index 000000000..4bebd045d --- /dev/null +++ b/core/benches/shuffle_writer.rs @@ -0,0 +1,81 @@ +// 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. + +use arrow_array::{builder::StringBuilder, RecordBatch}; +use arrow_schema::{DataType, Field, Schema}; +use comet::execution::datafusion::shuffle_writer::ShuffleWriterExec; +use criterion::{criterion_group, criterion_main, Criterion}; +use datafusion::{ + physical_plan::{common::collect, memory::MemoryExec, ExecutionPlan}, + prelude::SessionContext, +}; +use datafusion_physical_expr::{expressions::Column, Partitioning}; +use std::sync::Arc; +use tokio::runtime::Runtime; + +fn criterion_benchmark(c: &mut Criterion) { + let batch = create_batch(); + let mut batches = Vec::new(); + for _ in 0..10 { + batches.push(batch.clone()); + } + let partitions = &[batches]; + let exec = ShuffleWriterExec::try_new( + Arc::new(MemoryExec::try_new(partitions, batch.schema(), None).unwrap()), + Partitioning::Hash(vec![Arc::new(Column::new("a", 0))], 16), + "/tmp/data.out".to_string(), + "/tmp/index.out".to_string(), + ) + .unwrap(); + + let mut group = c.benchmark_group("shuffle_writer"); + group.bench_function("shuffle_writer", |b| { + let ctx = SessionContext::new(); + b.iter(|| { + let task_ctx = ctx.task_ctx(); + let stream = exec.execute(0, task_ctx).unwrap(); + let rt = Runtime::new().unwrap(); + criterion::black_box(rt.block_on(collect(stream)).unwrap()); + }); + }); +} + +fn create_batch() -> RecordBatch { + let schema = Arc::new(Schema::new(vec![Field::new("a", DataType::Utf8, true)])); + let mut b = StringBuilder::new(); + for i in 0..8192 { + if i % 10 == 0 { + b.append_null(); + } else { + b.append_value(format!("{i}")); + } + } + let array = b.finish(); + let batch = RecordBatch::try_new(schema.clone(), vec![Arc::new(array)]).unwrap(); + batch +} + +fn config() -> Criterion { + Criterion::default() +} + +criterion_group! { + name = benches; + config = config(); + targets = criterion_benchmark +} +criterion_main!(benches); diff --git a/core/src/execution/datafusion/mod.rs b/core/src/execution/datafusion/mod.rs index 76f0b1c76..2c6b2bf10 100644 --- a/core/src/execution/datafusion/mod.rs +++ b/core/src/execution/datafusion/mod.rs @@ -20,6 +20,6 @@ pub mod expressions; mod operators; pub mod planner; -pub(crate) mod shuffle_writer; +pub mod shuffle_writer; mod spark_hash; mod util; diff --git a/docs/source/_static/images/flamegraph.png b/docs/source/_static/images/flamegraph.png new file mode 100644 index 0000000000000000000000000000000000000000..320a6cf183cbbfd67b7c43f5d2ae6645c7640970 GIT binary patch literal 524863 zcmZU42UrtL*EYRMZz5o*0wPVMNQ;2dk={g#1?e3DX`%Pt6(LmVpdh_OdJ_;us?rhZ z9YRR5-=fd+zVG$_nJdX;cV~8I=FB5D?+lL$z7dguwZhnC5z32A5y7(E&8cPi7!Fy6WqL*^wpz?oMaOUQE5B}i%d zr}wOh0KIxIO>oC?6OusMnc516uoUO2t$PzK zjhL(~J^SrqKnUWCbEkT5I<6meb^#a~yz(by!r^0G;?51rj@~DI-o75wqlcp-9`)0w z%;3%_8%afMG9FDvqQ?+70n62KkE6;Mm6JQ7rLde7Lft@j 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z^$W>XvCFz;Zc2!@Xxch@sV1H{YpovYET9>-FUkZo!|pQAb=+jQa7?i&=5>e(GRvxc zk7px^XVrO~@^n|G4$(5IG-PhZYIr%8rPKV^c6zBD5GG5lE~=LUbwuaEOvoime6ap? zZN8EabE&k&iC3AJ(Y{F2fCBO1c>c>3o=NtxueIAf+u(0m6Y#_vnC8$dAMfU}cZi86 z8iQyo{m-kiO|>GU=YJsjH2UfR2yBkE)4l`*LpZat4BOje_XZ9nPVhvrrm-%AhsU-w z9=H#wX;Dk|6k7l6qFVUV3@#5#uXfcb8r&He-bKv;l*Q$N-n2g!wl9%8mmIXHR|yYz zS!?AECfC9?Gyhf|=Xsr~6`_GuH{EX3^3Nj(K3ddNN;Q_g@|Iw`_O8$`B+?XaIdnCA z7x4>!+?dTyd6_}m7VRlqRp9x^acADKhpNa)Q;O>Z&&8`vfin={ln#hItb>rI-GoBf1~W|m47M-CAKy&I$eqhg+1}cfJT7;JRHl|rJGWJ$=PG@W&iYj&V(b&i62Bb8sa^FoZDlaRzHVlwSG{}nkkl5(Qi zBQ0w1jB2b?+65Vd^;<~#qxBmU8}Cy=RP5kla8T6BXg}pPkuD>?fps;dgzT0wS+X0 z^Maod^Q`O5sIx2V85+Tj+yu^4i9UH%ME}7XvK9%s<6UYgI>1$-5zPuIlz<_a^jGkP zB-D-)nROJ1C0W!3&l}z*o0QHK#!_s4|+xSIVJ?3+U^UVORB`W_dqA!BB*qOLl5RY)qEYE0W0 z*?UxDegUQ+L<@?e-O-%}qZ)5CV1|e(I*_~i9t&@YTAdR1zUA?DmE2$-_Ly5-PN(fG zTQ~=C)?1|;r5>{TZR6ityDftltq7bijl>2UjY!dLp7{qb_eL}g;ucWrm!riH zS~Lufo%f6`dimyf#B8D~;_NXXk~jf#PrTUctqxY+0P#^LF~|O7LCMV34|?;6b5ABW z6M>xpr}7KG|2sqmQgc@POGCes5dK(4+mv0_(U>j;BV6UA*{GAUo08y={ADbM6{a@g?E-C_6Qdzh;1uXOBu4lkLHF15^B9^jU)Mp zZT|Ijk=G^sj;sSW|D q6;pWSQ3PCzz~xXPG`vG@qcSd8Ed_4# + +# Profiling Native Code + +We use `cargo bench` to run benchmarks to measure the performance of individual operators and expressions +and [cargo-flamegraph](https://github.com/flamegraph-rs/flamegraph) for profiling. + +## Running micro benchmarks with cargo bench + +When implementing a new operator or expression, it is good practice to add a new microbenchmark under `core/benches`. + +It is often easiest to copy an existing benchmark and modify it for the new operator or expression. It is also +necessary to add a new section to the `Cargo.toml` file, such as: + +```toml +[[bench]] +name = "shuffle_writer" +harness = false +``` + +These benchmarks are useful when for comparing performance between releases or between feature branches and the +main branch to help prevent regressions in performance when adding new features or fixing bugs. + +Individual benchmarks can be run by name with the following command. + +```shell +cargo bench shuffle_writer +``` + +Here is some sample output from running this command. + +``` + Running benches/shuffle_writer.rs (target/release/deps/shuffle_writer-e37b59e37879cce7) +Gnuplot not found, using plotters backend +shuffle_writer/shuffle_writer + time: [2.0880 ms 2.0989 ms 2.1118 ms] +Found 9 outliers among 100 measurements (9.00%) + 3 (3.00%) high mild + 6 (6.00%) high severe +``` + +## Profiling with cargo-flamegraph + +Install cargo-flamegraph: + +```shell +cargo install flamegraph +``` + +Follow the instructions in [cargo-flamegraph](https://github.com/flamegraph-rs/flamegraph) for your platform for +running flamegraph. + +Here is a sample command for running `cargo-flamegraph` on MacOS. + +```shell +cargo flamegraph --root --bench shuffle_writer +``` + +This will produce output similar to the following. + +``` +dtrace: system integrity protection is on, some features will not be available + +dtrace: description 'profile-997 ' matched 1 probe +Gnuplot not found, using plotters backend +Testing shuffle_writer/shuffle_writer +Success + +dtrace: pid 66402 has exited +writing flamegraph to "flamegraph.svg" +``` + +The generated flamegraph can now be opened in a browser that supports svg format. + +Here is the flamegraph for this example: + +![flamegraph](../_static/images/flamegraph.png) diff --git a/docs/source/index.rst b/docs/source/index.rst index 0db282ea8..9066ce756 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -57,6 +57,7 @@ as a native runtime to achieve improvement in terms of query efficiency and quer Comet Plugin Overview Development Guide Debugging Guide + Profiling Native Code Github and Issue Tracker .. _toc.asf-links: