Benchmarks of querying access log data using various different libraries.
See https://github.com/tustvold/access-log-gen/ for how to generate some example data
Supported Libraries
As one of the DataFusion maintainers, I am necessarily more familiar with this project than the others. It is therefore possible that I have missed something when implementing the benchmarks for the other frameworks. Please feel free to file an issue if this is the case.
Benchmarks run on a GCP c2-standard-16, containing a 16-core, Cascade Lake Intel Xeon
Rust code compiled in release mode with RUSTFLAGS="-C target-cpu=native"
| DataFusion | Polars | DuckDB | |
|---|---|---|---|
| select * from logs | 0.700749459s | 0.460665795 | 3.70185782s |
| select * from logs where service = 'frontend' | 0.283448816s | 0.563334824s | 1.478420882s |
| select * from logs where service = 'frontend' and host = 'i-1ec3d9e2506434b2.ec2.internal' | 0.026470119s | 0.39868975s | 0.093473218s |
| select * from logs where service = 'frontend' and host = 'i-1ec3d9e2506434b2.ec2.internal' and time > '1970-01-01 00:00:00.008000'::timestamp | 0.0080433s | 0.394838356s | 0.017670706s |
| select request_duration_ns from logs | 0.010579846s | 0.010826365s | 0.034813344s |
| select request_duration_ns from logs where service = 'frontend' | 0.029740852s | 0.035965889s | 0.064686456s |
| select request_duration_ns from logs where service = 'frontend' and host = 'i-1ec3d9e2506434b2.ec2.internal' | 0.007339517s | 0.034294067s | 0.026720655s |
| select request_duration_ns from logs where service = 'frontend' and host = 'i-1ec3d9e2506434b2.ec2.internal' and time > '1970-01-01 00:00:00.008000'::timestamp | 0.006797571s | 0.053213211s | 0.027028755s |
| select client_addr from logs | 0.067138065s | 0.028622422s | 0.429092272s |
| select client_addr from logs where service = 'frontend' | 0.049909435s | 0.035862489s | 0.171640143s |
| select client_addr from logs where service = 'frontend' and host = 'i-1ec3d9e2506434b2.ec2.internal' | 0.008447111s | 0.041778316s | 0.050099823s |
| select client_addr from logs where service = 'frontend' and host = 'i-1ec3d9e2506434b2.ec2.internal' and time > '1970-01-01 00:00:00.008000'::timestamp | 0.006608244s | 0.052782936s | 0.026275229s |
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