satwikmishra11 commented on PR #15624:
URL: https://github.com/apache/datafusion/pull/15624#issuecomment-2786251836
certainly, thank you for considering my pr @berkaysynnada
# Automated Performance Benchmarking Solution for Apache DataFusion
## Objective
Implement continuous performance monitoring using Conbench to:
- Catch performance regressions early
- Enable data-driven optimization decisions
- Provide historical trend analysis
---
## Solution Architecture
### 1. Automated Benchmark Execution (GitHub Actions)
`.github/workflows/benchmarks.yml`:
```yaml
name: Performance Benchmarks
on:
push:
branches: [main]
pull_request:
branches: [main]
schedule:
- cron: '0 12 * * *' # Daily runs
env:
CONBENCH_URL: https://datafusion-conbench.ursa.dev
CONBENCH_EMAIL: datafusion-...@apache.org
CONBENCH_PASSWORD: ${{ secrets.CONBENCH_PASSWORD }}
jobs:
benchmarks:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.10'
- name: Install dependencies
run: |
sudo apt-get install -y cmake
pip install -e conbench/
- name: Run benchmarks
run: |
cd conbench
conbench run --python-datafusion --capture=no
2. PR Integration
.github/workflows/benchmark-comment.yml:
yaml
Copy
name: Benchmark Results Comment
on:
workflow_run:
workflows: ["Performance Benchmarks"]
types:
- completed
jobs:
comment:
runs-on: ubuntu-latest
steps:
- uses: actions/github-script@v6
with:
script: |
// GitHub Script implementation
// Posts comparison link to PR
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
3. Dashboard Setup
conbench/docker-compose.yml:
yaml
Copy
version: '3'
services:
conbench:
image: conbench/conbench:latest
ports:
- "5000:5000"
environment:
- CONBENCH_DB_NAME=conbench
- CONBENCH_DB_USER=postgres
- CONBENCH_DB_PASSWORD=postgres
- CONBENCH_DB_HOST=postgres
depends_on:
- postgres
postgres:
image: postgres:13
environment:
- POSTGRES_USER=postgres
- POSTGRES_PASSWORD=postgres
- POSTGRES_DB=conbench
4. Benchmark Maintenance
Example benchmark (conbench/benchmarks/sort.py):
python
Copy
from conbench import Benchmark
class SortBenchmark(Benchmark):
name = "sort"
def run(self, **kwargs):
ctx = datafusion.SessionContext()
# Benchmark implementation
self.record(
{"time": duration},
{},
output=result
)
Implementation Checklist
Secrets Configuration
Add CONBENCH_PASSWORD in GitHub repository secrets
Ensure GITHUB_TOKEN has appropriate permissions
Infrastructure Requirements
Dedicated runner for consistent benchmarking
Conbench instance hosting (cloud/on-prem)
Alert Configuration
Set statistical significance threshold (p < 0.05)
Configure notification channels (Slack/Email)
Expected Outcomes
Automated Execution
PR-triggered benchmarks
Daily performance snapshots
Historical commit-associated data
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