Jaromir Vanek fb9a167a55 Add 95% confidence intervals to db_bench output (#9882)
Summary:
Enhancing `db_bench` output with 95% statistical confidence intervals for better performance evaluation. The goal is to unambiguously separate random variance when running benchmark over multiple iterations.

Output enhanced with confidence intervals exposed in brackets:

```
$ ./db_bench --benchmarks=fillseq[-X10]

Running benchmark for 10 times
fillseq      :       4.961 micros/op 201578 ops/sec;   22.3 MB/s
fillseq      :       5.030 micros/op 198824 ops/sec;   22.0 MB/s
fillseq [AVG 2 runs] : 200201 (± 2698) ops/sec;   22.1 (± 0.3) MB/sec
fillseq      :       4.963 micros/op 201471 ops/sec;   22.3 MB/s
fillseq [AVG 3 runs] : 200624 (± 1765) ops/sec;   22.2 (± 0.2) MB/sec
fillseq      :       5.035 micros/op 198625 ops/sec;   22.0 MB/s
fillseq [AVG 4 runs] : 200124 (± 1586) ops/sec;   22.1 (± 0.2) MB/sec
fillseq      :       4.979 micros/op 200861 ops/sec;   22.2 MB/s
fillseq [AVG 5 runs] : 200272 (± 1262) ops/sec;   22.2 (± 0.1) MB/sec
fillseq      :       4.893 micros/op 204367 ops/sec;   22.6 MB/s
fillseq [AVG 6 runs] : 200954 (± 1688) ops/sec;   22.2 (± 0.2) MB/sec
fillseq      :       4.914 micros/op 203502 ops/sec;   22.5 MB/s
fillseq [AVG 7 runs] : 201318 (± 1595) ops/sec;   22.3 (± 0.2) MB/sec
fillseq      :       4.998 micros/op 200074 ops/sec;   22.1 MB/s
fillseq [AVG 8 runs] : 201163 (± 1415) ops/sec;   22.3 (± 0.2) MB/sec
fillseq      :       4.946 micros/op 202188 ops/sec;   22.4 MB/s
fillseq [AVG 9 runs] : 201277 (± 1267) ops/sec;   22.3 (± 0.1) MB/sec
fillseq      :       5.093 micros/op 196331 ops/sec;   21.7 MB/s
fillseq [AVG 10 runs] : 200782 (± 1491) ops/sec;   22.2 (± 0.2) MB/sec
fillseq [AVG    10 runs] : 200782 (± 1491) ops/sec;   22.2 (± 0.2) MB/sec
fillseq [MEDIAN 10 runs] : 201166 ops/sec;   22.3 MB/s
```

For more explicit interval representation, use `--confidence_interval_only` flag:

```
$ ./db_bench --benchmarks=fillseq[-X10] --confidence_interval_only

Running benchmark for 10 times
fillseq      :       4.935 micros/op 202648 ops/sec;   22.4 MB/s
fillseq      :       5.078 micros/op 196943 ops/sec;   21.8 MB/s
fillseq [CI95 2 runs] : (194205, 205385) ops/sec; (21.5, 22.7) MB/sec
fillseq      :       5.159 micros/op 193816 ops/sec;   21.4 MB/s
fillseq [CI95 3 runs] : (192735, 202869) ops/sec; (21.3, 22.4) MB/sec
fillseq      :       4.947 micros/op 202158 ops/sec;   22.4 MB/s
fillseq [CI95 4 runs] : (194721, 203061) ops/sec; (21.5, 22.5) MB/sec
fillseq      :       4.908 micros/op 203756 ops/sec;   22.5 MB/s
fillseq [CI95 5 runs] : (196113, 203615) ops/sec; (21.7, 22.5) MB/sec
fillseq      :       5.063 micros/op 197528 ops/sec;   21.9 MB/s
fillseq [CI95 6 runs] : (196319, 202631) ops/sec; (21.7, 22.4) MB/sec
fillseq      :       5.214 micros/op 191799 ops/sec;   21.2 MB/s
fillseq [CI95 7 runs] : (194953, 201803) ops/sec; (21.6, 22.3) MB/sec
fillseq      :       5.260 micros/op 190095 ops/sec;   21.0 MB/s
fillseq [CI95 8 runs] : (193749, 200937) ops/sec; (21.4, 22.2) MB/sec
fillseq      :       5.076 micros/op 196992 ops/sec;   21.8 MB/s
fillseq [CI95 9 runs] : (194134, 200474) ops/sec; (21.5, 22.2) MB/sec
fillseq      :       5.388 micros/op 185603 ops/sec;   20.5 MB/s
fillseq [CI95 10 runs] : (192487, 199781) ops/sec; (21.3, 22.1) MB/sec
fillseq [AVG    10 runs] : 196134 (± 3647) ops/sec;   21.7 (± 0.4) MB/sec
fillseq [MEDIAN 10 runs] : 196968 ops/sec;   21.8 MB/sec
```

Pull Request resolved: https://github.com/facebook/rocksdb/pull/9882

Reviewed By: pdillinger

Differential Revision: D35796148

Pulled By: vanekjar

fbshipit-source-id: 8313712d16728ff982b8aff28195ee56622385b8
2022-04-25 14:49:54 -07:00
2017-10-18 14:42:10 -07:00
2019-08-29 23:21:01 -07:00
2017-12-05 18:42:35 -08:00
2017-04-27 18:06:12 -07:00
2017-07-15 16:11:23 -07:00
2022-04-15 23:24:05 -07:00
2022-04-15 23:24:05 -07:00
2019-06-24 17:40:32 -07:00

RocksDB: A Persistent Key-Value Store for Flash and RAM Storage

CircleCI Status TravisCI Status Appveyor Build status PPC64le Build Status

RocksDB is developed and maintained by Facebook Database Engineering Team. It is built on earlier work on LevelDB by Sanjay Ghemawat (sanjay@google.com) and Jeff Dean (jeff@google.com)

This code is a library that forms the core building block for a fast key-value server, especially suited for storing data on flash drives. It has a Log-Structured-Merge-Database (LSM) design with flexible tradeoffs between Write-Amplification-Factor (WAF), Read-Amplification-Factor (RAF) and Space-Amplification-Factor (SAF). It has multi-threaded compactions, making it especially suitable for storing multiple terabytes of data in a single database.

Start with example usage here: https://github.com/facebook/rocksdb/tree/main/examples

See the github wiki for more explanation.

The public interface is in include/. Callers should not include or rely on the details of any other header files in this package. Those internal APIs may be changed without warning.

Questions and discussions are welcome on the RocksDB Developers Public Facebook group and email list on Google Groups.

License

RocksDB is dual-licensed under both the GPLv2 (found in the COPYING file in the root directory) and Apache 2.0 License (found in the LICENSE.Apache file in the root directory). You may select, at your option, one of the above-listed licenses.

Description
A library that provides an embeddable, persistent key-value store for fast storage.
Readme 271 MiB
Languages
C++ 82.1%
Java 10.3%
C 2.5%
Python 1.7%
Perl 1.1%
Other 2.1%