Skip to content
Closed
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension


Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
5 changes: 2 additions & 3 deletions .github/actions/setup-builder/action.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -32,9 +32,8 @@ runs:
- name: Install Build Dependencies
shell: bash
run: |
apt-get update
apt-get install -y protobuf-compiler
apt-get install -y clang
sudo apt-get update
sudo apt-get install -y protobuf-compiler clang

- name: Install JDK ${{inputs.jdk-version}}
uses: actions/setup-java@v4
Expand Down
153 changes: 153 additions & 0 deletions .github/workflows/k8s_benchmark.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,153 @@
# 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.

name: K8s Benchmark CI

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

on:
pull_request:
# paths:
Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Commenting this so that CI check get triggered.

# - "native/**/*.rs"
# - "spark/**/*.scala"
# - "spark/**/*.java"
workflow_dispatch:
inputs:
scale_factor:
description: 'TPC-H scale factor'
default: '1'
query:
description: 'TPC-H query'
default: 'q1'
type: choice
options: [q1, q6]
min_speedup:
description: 'Minimum speedup'
default: '1.1'

env:
RUST_VERSION: stable
K8S_VERSION: "1.32.0"
SPARK_VERSION: "3.5"
Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

we can expand it for different spark versions

SCALA_VERSION: "2.12"
TPCH_SCALE_FACTOR: ${{ github.event.inputs.scale_factor || '1' }}
TPCH_QUERY: ${{ github.event.inputs.query || 'q1' }}
MIN_SPEEDUP: ${{ github.event.inputs.min_speedup || '1.1' }}

jobs:
k8s-benchmark:
name: K8s Benchmark
runs-on: ubuntu-latest
timeout-minutes: 60

steps:
- name: Checkout
uses: actions/checkout@v6

- name: Free disk space
run: |
sudo rm -rf /usr/share/dotnet /usr/local/share/boost /opt/ghc
docker system prune -af || true

- name: Install K8s tools
run: |
curl -Lo ./kind "https://kind.sigs.k8s.io/dl/v0.26.0/kind-linux-amd64"
Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Using stable kind version to create k8s cluster

chmod +x ./kind && sudo mv ./kind /usr/local/bin/kind
curl -LO "https://dl.k8s.io/release/$(curl -L -s https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl"
chmod +x ./kubectl && sudo mv ./kubectl /usr/local/bin/kubectl
curl -sSfL https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 | bash

- name: Setup Rust
uses: ./.github/actions/setup-builder
with:
rust-version: ${{ env.RUST_VERSION }}
jdk-version: 17

- name: Cache Cargo
uses: actions/cache@v5
with:
path: |
~/.cargo/registry
~/.cargo/git
native/target
key: ${{ runner.os }}-cargo-bench-${{ hashFiles('native/**/Cargo.lock') }}

- name: Cache Maven
uses: actions/cache@v5
with:
path: ~/.m2/repository
key: ${{ runner.os }}-maven-bench-${{ hashFiles('**/pom.xml') }}

- name: Build Comet
run: make release PROFILES="-Pspark-${{ env.SPARK_VERSION }} -Pscala-${{ env.SCALA_VERSION }}"
timeout-minutes: 20

- name: Setup Kind cluster
run: ./hack/k8s-benchmark-setup.sh
timeout-minutes: 10

- name: Build benchmark image
run: |
COMET_JAR=$(find spark/target -name "comet-spark-spark${{ env.SPARK_VERSION }}_${{ env.SCALA_VERSION }}-*.jar" -not -name "*sources*" -not -name "*javadoc*" | head -1)
echo "Using Comet JAR: $COMET_JAR"
docker build -t comet-bench:local \
--build-arg COMET_JAR=$COMET_JAR \
-f benchmarks/Dockerfile.k8s .
kind load docker-image comet-bench:local --name comet-bench
timeout-minutes: 10

- name: Generate TPC-H data
run: ./benchmarks/scripts/generate-tpch-data.sh ${{ env.TPCH_SCALE_FACTOR }}
timeout-minutes: 10

- name: Run Spark baseline
id: spark_bench
run: ./benchmarks/scripts/run-k8s-benchmark.sh spark ${{ env.TPCH_QUERY }}
timeout-minutes: 15

- name: Run Comet benchmark
id: comet_bench
run: ./benchmarks/scripts/run-k8s-benchmark.sh comet ${{ env.TPCH_QUERY }}
timeout-minutes: 15

- name: Validate performance
run: |
python3 benchmarks/scripts/compare-results.py \
--spark /tmp/comet-bench-results/spark_${{ env.TPCH_QUERY }}_result.json \
--comet /tmp/comet-bench-results/comet_${{ env.TPCH_QUERY }}_result.json \
--min-speedup ${{ env.MIN_SPEEDUP }} \
--output /tmp/comet-bench-results/comparison.json \
--strict

- name: Upload results
uses: actions/upload-artifact@v4
if: always()
with:
name: benchmark-results
path: /tmp/comet-bench-results/

- name: Collect logs on failure
if: failure()
run: |
kubectl get pods -A || true
kubectl logs -n comet-bench comet-bench-driver --tail=100 2>/dev/null || true

- name: Cleanup
if: always()
run: kind delete cluster --name comet-bench || true
41 changes: 41 additions & 0 deletions benchmarks/Dockerfile.k8s
Original file line number Diff line number Diff line change
@@ -0,0 +1,41 @@
# 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.

FROM apache/spark:3.5.8

USER root

RUN apt-get update \
&& apt-get install -y python3 python3-pip git curl make gcc \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists/*

ARG COMET_JAR
COPY ${COMET_JAR} $SPARK_HOME/jars/
Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

building from source in dockerfile takes time.


RUN cd /opt \
&& git clone --depth 1 https://github.com/databricks/tpch-dbgen.git \
&& cd tpch-dbgen \
&& make

COPY benchmarks/scripts /opt/comet-bench/scripts
COPY benchmarks/conf /opt/comet-bench/conf

WORKDIR /opt/comet-bench

ENV COMET_JAR_PATH="$SPARK_HOME/jars"
ENV PYTHONUNBUFFERED=1

CMD ["python3", "--version"]
38 changes: 35 additions & 3 deletions benchmarks/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -17,10 +17,42 @@ specific language governing permissions and limitations
under the License.
-->

# Running Comet Benchmarks in Microk8s
# Comet Benchmarks

This guide explains how to run benchmarks derived from TPC-H and TPC-DS in Apache DataFusion Comet deployed in a
local Microk8s cluster.
## GitHub CI (Kind)

The CI runs TPC-H benchmarks on Kind cluster for PRs modifying `native/**/*.rs` or `spark/**/*.scala|java`.
Target: Comet >= 1.1x speedup over Spark.

## Local Development (Kind)

```bash
# Setup
./hack/k8s-benchmark-setup.sh

# Build
make release PROFILES="-Pspark-3.5 -Pscala-2.12"
docker build -t comet-bench:local -f benchmarks/Dockerfile.k8s .
kind load docker-image comet-bench:local --name comet-bench

# Generate data
./benchmarks/scripts/generate-tpch-data.sh 1

# Run benchmarks
./benchmarks/scripts/run-k8s-benchmark.sh spark q1
./benchmarks/scripts/run-k8s-benchmark.sh comet q1

# Compare
python3 benchmarks/scripts/compare-results.py \
--spark /tmp/comet-bench-results/spark_q1_result.json \
--comet /tmp/comet-bench-results/comet_q1_result.json \
--min-speedup 1.1

# Cleanup
./hack/k8s-benchmark-setup.sh --delete
```

## Microk8s Deployment

## Use Microk8s locally

Expand Down
31 changes: 31 additions & 0 deletions benchmarks/conf/k8s.conf
Original file line number Diff line number Diff line change
@@ -0,0 +1,31 @@
# 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.

spark.kubernetes.namespace=comet-bench
spark.kubernetes.container.image=comet-bench:local
spark.kubernetes.authenticate.driver.serviceAccountName=spark
spark.driver.memory=2g
spark.kubernetes.driver.pod.name=comet-bench-driver
spark.executor.instances=2
spark.executor.memory=2g
spark.executor.cores=2
spark.kubernetes.driver.volumes.hostPath.data.mount.path=/data
spark.kubernetes.driver.volumes.hostPath.data.options.path=/tmp/comet-bench-data
spark.kubernetes.executor.volumes.hostPath.data.mount.path=/data
spark.kubernetes.executor.volumes.hostPath.data.options.path=/tmp/comet-bench-data
spark.sql.adaptive.enabled=true
spark.dynamicAllocation.enabled=false
104 changes: 104 additions & 0 deletions benchmarks/scripts/compare-results.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,104 @@
#!/usr/bin/env python3
# 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.

import argparse
import json
import sys
from pathlib import Path


def load_result(filepath: str) -> dict:
with open(filepath, 'r') as f:
return json.load(f)


def calculate_speedup(spark_duration: float, comet_duration: float) -> float:
if comet_duration <= 0:
return float('inf')
return spark_duration / comet_duration


def print_comparison(spark_result: dict, comet_result: dict, speedup: float, min_speedup: float):
spark_duration = spark_result['duration_seconds']
comet_duration = comet_result['duration_seconds']

print("\n" + "=" * 50)
print("BENCHMARK COMPARISON")
print("=" * 50)
print(f"Query: {spark_result.get('query', 'unknown')}")
print(f"Spark: {spark_duration:.2f}s")
print(f"Comet: {comet_duration:.2f}s")
print(f"Speedup: {speedup:.2f}x")
print(f"Required: {min_speedup:.2f}x")
print("-" * 50)

if speedup >= min_speedup:
Copy link
Contributor Author

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

This will make sure that we are not degrading the performance - we can have bunch of queries, joins, read, write.

print(f"PASS: {speedup:.2f}x >= {min_speedup:.2f}x")
else:
print(f"FAIL: {speedup:.2f}x < {min_speedup:.2f}x")
print("=" * 50 + "\n")


def main():
parser = argparse.ArgumentParser(description="Compare benchmark results")
parser.add_argument("--spark", "-s", required=True, help="Spark result JSON")
parser.add_argument("--comet", "-c", required=True, help="Comet result JSON")
parser.add_argument("--min-speedup", type=float, default=1.1, help="Min speedup (default: 1.1)")
parser.add_argument("--output", "-o", help="Output summary JSON")
parser.add_argument("--strict", action="store_true", help="Exit with error if below threshold")

args = parser.parse_args()

if not Path(args.spark).exists():
print(f"Error: {args.spark} not found", file=sys.stderr)
return 1

if not Path(args.comet).exists():
print(f"Error: {args.comet} not found", file=sys.stderr)
return 1

spark_result = load_result(args.spark)
comet_result = load_result(args.comet)

speedup = calculate_speedup(
spark_result['duration_seconds'],
comet_result['duration_seconds']
)

passed = speedup >= args.min_speedup
print_comparison(spark_result, comet_result, speedup, args.min_speedup)

if args.output:
summary = {
"spark": spark_result,
"comet": comet_result,
"speedup": speedup,
"min_speedup": args.min_speedup,
"passed": passed
}
with open(args.output, 'w') as f:
json.dump(summary, f, indent=2)

if args.strict and not passed:
return 1

return 0


if __name__ == "__main__":
sys.exit(main())
Loading