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349 changes: 349 additions & 0 deletions .github/workflows/benchmark.yml
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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.

# Catches performance regressions: runs TPC-H SF10 for a candidate commit
# (`head`) and for the commit it sits on (`base`), on one machine, and fails
# when `head` is slower than the limits allow. The sides are measured
# interleaved, a pass each per round, because measuring one after the other
# lets machine drift read as a code change.

name: Benchmarks

concurrency:
group: ${{ github.repository }}-${{ github.head_ref || github.sha }}-${{ github.workflow }}
cancel-in-progress: true

# Every push to `main`, so an unlabelled regression is still pinned to one
# merge. Opt-in on a PR, at half an hour of runner time: add the `performance`
# label, or start it from the Actions tab.
on:
push:
branches:
# A fork whose default branch is named differently has to add it here.
- main
paths-ignore:
- "docs/**"
- "**.md"
- ".github/ISSUE_TEMPLATE/**"
- ".github/pull_request_template.md"
pull_request:
types: [opened, synchronize, reopened, labeled]
workflow_dispatch:
inputs:
rounds:
description: 'Measurement rounds (a full pass of each side per round; keep it even)'
type: string
default: '6'
iterations:
description: 'Iterations per query within a round'
type: string
default: '1'
query_regression:
description: 'Fail if a single query is more than this much slower'
type: string
default: '1.20'
min_delta_ms:
description: 'Never fail a query that got less than this many ms slower'
type: string
default: '25'
total_regression:
description: 'Fail if the total time is more than this much slower'
type: string
default: '1.05'
scale_factor:
description: 'TPC-H scale factor'
type: choice
options:
- '10'
- '1'
default: '10'
profile:
description: 'Cargo profile to build both sides with'
type: choice
options:
- release-nonlto
- release
default: release-nonlto

permissions:
contents: read

env:
# `release-nonlto` is `release` without fat LTO, which roughly halves the
# build. Dispatch with `release` for cross-crate inlining effects, or for
# numbers comparable with locally posted `bench.sh` results.
CARGO_PROFILE: ${{ inputs.profile || 'release-nonlto' }}
SCALE_FACTOR: ${{ inputs.scale_factor || '10' }}
# Even, so each side leads the same number of rounds.
ROUNDS: ${{ inputs.rounds || '6' }}
ITERATIONS: ${{ inputs.iterations || '1' }}
QUERY_REGRESSION: ${{ inputs.query_regression || '1.20' }}
TOTAL_REGRESSION: ${{ inputs.total_regression || '1.05' }}
# A 1.20x swing on a 20ms query is 4ms, below what a shared runner resolves.
MIN_DELTA_MS: ${{ inputs.min_delta_ms || '25' }}
# `benchmark_runner` finds `sql_benchmarks` through the CARGO_MANIFEST_DIR
# baked in at compile time, so its tree has to sit at the same absolute path
# in the job that builds it and the job that runs it -- hence a fixed root.
BENCH_ROOT: /tmp/df-bench
# Same cargo network settings as .github/actions/setup-rust-runtime, without
# its RUSTFLAGS: benchmark binaries are built with the defaults.
CARGO_HTTP_MULTIPLEXING: "false"
CARGO_NET_RETRY: "10"
CARGO_HTTP_RETRY: "10"

jobs:
# Resolved once, so the three jobs below cannot disagree about what "base" is.
resolve:
name: resolve base commit
# Every event except `pull_request` runs unconditionally; a PR needs the label.
if: github.event_name != 'pull_request' || contains(github.event.pull_request.labels.*.name, 'performance')
runs-on: ${{ vars.USE_RUNS_ON == 'true' && format('runs-on={0},family=c8a+m8a,cpu=2,image=ubuntu24-full-x64,extras=s3-cache,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
timeout-minutes: 15
outputs:
base_sha: ${{ steps.base.outputs.sha }}
steps:
- uses: runs-on/action@46910bf61b41721b0579f237e186afb35477007a # v2.3.0
- uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
with:
# Depth 2 reaches the first parent, which is the base in both cases.
fetch-depth: 2
- name: Resolve base commit
id: base
env:
BASE_REF: ${{ github.event.pull_request.base.ref || github.event.repository.default_branch }}
run: |
set -euo pipefail
if [ "$GITHUB_EVENT_NAME" = "push" ]; then
# A merge that just landed: its first parent is the branch as it
# was before, whether the merge was squashed or not.
base_sha=$(git rev-parse "HEAD^1")
echo "push to $GITHUB_REF_NAME, comparing its tip against the parent"
elif [ "$(git rev-list --parents -n 1 HEAD | wc -w)" -ge 3 ]; then
# HEAD is the PR merged into the base branch, so its first parent
# is the commit this PR would land on.
base_sha=$(git rev-parse "HEAD^1")
else
# Manual run on a branch: compare it as-is against the base tip.
git fetch --no-tags --depth 1 origin "$BASE_REF"
base_sha=$(git rev-parse FETCH_HEAD)
echo "HEAD is not a merge commit, comparing it as-is against $BASE_REF"
fi
echo "sha=${base_sha}" >> "$GITHUB_OUTPUT"
echo "base: ${base_sha} $(git log -1 --format=%s "${base_sha}")"
echo "candidate: $(git rev-parse HEAD) $(git log -1 --format=%s HEAD)"

# One runner per side, so the two builds really do run at the same time.
build:
name: build ${{ matrix.side }} runner
needs: resolve
runs-on: ${{ vars.USE_RUNS_ON == 'true' && format('runs-on={0},family=c8a+m8a,cpu=32,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
timeout-minutes: 90
strategy:
# No point in building one side if the other one is broken.
fail-fast: true
matrix:
side: [base, head]
steps:
- uses: runs-on/action@46910bf61b41721b0579f237e186afb35477007a # v2.3.0
- uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
with:
fetch-depth: 2
- name: Free Disk Space (Ubuntu)
# A release build needs this on `ubuntu-latest`'s 14GB, but not on the
# RunsOn runner's `disk=large`, where it is two wasted minutes.
if: vars.USE_RUNS_ON != 'true'
uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
- name: Install Rust
run: |
if ! command -v rustup > /dev/null; then
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y --default-toolchain none
echo "$HOME/.cargo/bin" >> "$GITHUB_PATH"
export PATH="$HOME/.cargo/bin:$PATH"
fi
# installs the channel pinned by rust-toolchain.toml
rustup toolchain install
- name: Check out the ${{ matrix.side }} tree
env:
SIDE: ${{ matrix.side }}
BASE_SHA: ${{ needs.resolve.outputs.base_sha }}
run: |
if [ "$SIDE" = "base" ]; then
git worktree add --detach "$BENCH_ROOT/$SIDE" "$BASE_SHA"
else
git worktree add --detach "$BENCH_ROOT/$SIDE" HEAD
fi
- name: Cache the dependency build
# A cold build is fourteen minutes, mostly dependencies neither side
# changed. One shared key covers both sides; only pushes write it.
uses: Swatinem/rust-cache@6323deb102c322ba6fcbdcafc7e3dddab59af2b6 # v2.9.2
with:
workspaces: ${{ env.BENCH_ROOT }}/${{ matrix.side }}
shared-key: benchmark-${{ env.CARGO_PROFILE }}
save-if: ${{ github.event_name == 'push' }}
- name: Build benchmark_runner
env:
SIDE: ${{ matrix.side }}
run: |
cd "$BENCH_ROOT/$SIDE"
cargo build --profile "$CARGO_PROFILE" -p datafusion-benchmarks --bin benchmark_runner
cp "target/$CARGO_PROFILE/benchmark_runner" "$RUNNER_TEMP/benchmark_runner"
- name: Upload benchmark_runner
uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
with:
name: benchmark_runner-${{ matrix.side }}
path: ${{ runner.temp }}/benchmark_runner
retention-days: 1

# Both sides are measured here, interleaved, on this one machine.
benchmark:
name: TPC-H (head vs base)
needs: [resolve, build]
runs-on: ${{ vars.USE_RUNS_ON == 'true' && format('runs-on={0},family=c8a+m8a,cpu=16,image=ubuntu24-full-x64,extras=s3-cache,disk=large,tag=datafusion', github.run_id) || 'ubuntu-latest' }}
timeout-minutes: 90
steps:
- uses: runs-on/action@46910bf61b41721b0579f237e186afb35477007a # v2.3.0
- uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
with:
fetch-depth: 2
- name: Configure paths
run: |
echo "DATA_DIR=$RUNNER_TEMP/bench-data" >> "$GITHUB_ENV"
echo "RESULTS_DIR=$RUNNER_TEMP/results" >> "$GITHUB_ENV"
- name: Check out both trees
env:
BASE_SHA: ${{ needs.resolve.outputs.base_sha }}
run: |
# The same paths the build jobs used, so each binary finds the
# `sql_benchmarks` directory of the tree it was built from.
git worktree add --detach "$BENCH_ROOT/base" "$BASE_SHA"
git worktree add --detach "$BENCH_ROOT/head" HEAD
- name: Download base benchmark_runner
uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
with:
name: benchmark_runner-base
path: ${{ runner.temp }}/bin/base
- name: Download head benchmark_runner
uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
with:
name: benchmark_runner-head
path: ${{ runner.temp }}/bin/head
- name: Check both runners see their queries
run: |
# Artifacts do not carry the executable bit, and a binary whose tree
# is missing would discover no benchmark at all -- fail here.
for side in base head; do
binary="$RUNNER_TEMP/bin/$side/benchmark_runner"
chmod +x "$binary"
if ! "$binary" --list | grep -qE '^[[:space:]]+tpch[[:space:]]'; then
echo "::error::the $side runner does not see the tpch suite at $BENCH_ROOT/$side/benchmarks"
"$binary" --list
exit 1
fi
done
- name: Install uv
uses: astral-sh/setup-uv@c771a70e6277c0a99b617c7a806ffedaca235ff9 # v9.0.0
- name: Generate TPC-H data
# Same generator settings as `bench.sh data tpch`, inlined because that
# path also pulls the expected answers through `docker run -it`, which
# has no TTY here. From the PyPI wheel, so no Rust toolchain is needed;
# `parquet` is a subcommand because 3.0.0 deprecated `--format`.
run: |
mkdir -p "$DATA_DIR/tpch_sf$SCALE_FACTOR" "$RESULTS_DIR/base" "$RESULTS_DIR/head"
uv tool run --from 'tpchgen-cli==3.0.0' tpchgen-cli parquet \
--scale-factor "$SCALE_FACTOR" \
--compression 'ZSTD(1)' \
--parts=1 \
--output-dir "$DATA_DIR/tpch_sf$SCALE_FACTOR"
du -sh "$DATA_DIR/tpch_sf$SCALE_FACTOR"
df -h "$DATA_DIR"
- name: Describe the machine
# GitHub withholds `vars` from fork pull requests, so `USE_RUNS_ON`
# reads as empty and they fall back to a 4-vCPU `ubuntu-latest`. Pushes
# to `main` and manual dispatches do get the 16-vCPU runner.
run: |
echo "cpus: $(nproc)"
lscpu | grep -E '^(Model name|Socket|Core|Thread|CPU\(s\)):' || true
free -h
if [ "$(nproc)" -lt 8 ]; then
echo "::warning::running on $(nproc) CPUs, not the runner asked for; expect a high noise floor. Fork pull requests cannot reach the larger one -- the run on \`main\` after the merge is authoritative."
fi
# Each side runs from its own tree and reads the one generated dataset.
- name: Benchmark both sides, interleaved
run: |
set -euo pipefail
run_side() {
local side="$1" output="$2"
cd "$BENCH_ROOT/$side/benchmarks"
"$RUNNER_TEMP/bin/$side/benchmark_runner" tpch \
--scale-factor "$SCALE_FACTOR" \
--format parquet \
--iterations "$ITERATIONS" \
--path "$DATA_DIR" \
--output "$output"
}
# Pull the data into the page cache, which is all a warmup can carry
# between rounds -- each round is a fresh process.
echo "::group::warm the page cache"
find "$DATA_DIR" -type f -exec cat {} + > /dev/null
echo "::endgroup::"
for round in $(seq 1 "$ROUNDS"); do
# Alternate the leader, so each side pays the first-position cost
# the same number of times.
if [ $((round % 2)) -eq 1 ]; then order="base head"; else order="head base"; fi
for side in $order; do
echo "::group::round $round: $side"
# Zero-padded, because compare.py pairs the two sides' rounds in
# sorted filename order.
run_side "$side" "$(printf '%s/%s/round%02d.json' "$RESULTS_DIR" "$side" "$round")"
echo "::endgroup::"
done
done
- name: Compare
run: |
set -uo pipefail
status=0
uv run --no-project --with rich python3 benchmarks/compare.py \
"$RESULTS_DIR/base" \
"$RESULTS_DIR/head" \
--fail-threshold "$QUERY_REGRESSION" \
--fail-total-threshold "$TOTAL_REGRESSION" \
--fail-min-delta-ms "$MIN_DELTA_MS" \
> "$RESULTS_DIR/comparison.txt" 2>&1 || status=$?
cat "$RESULTS_DIR/comparison.txt"
{
echo "### TPC-H SF$SCALE_FACTOR: \`head\` (${{ github.event_name == 'push' && 'the merge that just landed' || 'this PR, merged into the base branch' }}) vs \`base\` (${{ needs.resolve.outputs.base_sha }})"
echo
echo "\`$ROUNDS\` rounds of \`$ITERATIONS\` iteration(s), the two sides interleaved and their order alternated per round."
echo "A query fails the gate when the median of its per-round ratios is above \`${QUERY_REGRESSION}x\`, the regression costs at least \`${MIN_DELTA_MS}ms\`, and it is larger than the spread the base side showed against itself."
echo "The total time fails above \`${TOTAL_REGRESSION}x\` under the same noise floor."
echo "Both sides built with the \`$CARGO_PROFILE\` profile on \`$(nproc)\` CPUs."
echo
echo '```'
cat "$RESULTS_DIR/comparison.txt"
echo '```'
} >> "$GITHUB_STEP_SUMMARY"
if [ "$status" -ne 0 ]; then
echo "::error::TPC-H SF$SCALE_FACTOR got slower than the configured limits allow, see the job summary"
fi
exit "$status"
- name: Upload benchmark results
if: always()
uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
with:
name: tpch-comparison
path: ${{ runner.temp }}/results
retention-days: 7
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