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Benchmarking logging libraries for Go

I compared a varity of logging libraries for Go, and performed 2 types of tests for 2 logging formats.

Types of test:

  • Positive tests: everything will be logged because the baseline log level is set to lower or equal the level I am logging with.
  • Negative tests: nothing will be logged because I set the baseline log level to ERROR but log wih INFO. This is important, because the faster it bails-out, and the less pressure the library puts on the GC, the better!

Formats:

  • Text: there are a few minor differences among loggers, but I tried to follow a Time Level Message format).
  • JSON: few loggers support this but it is still interesting.

Running the tests

On a terminal, just execute:

make

Results

I ran these tests on Mac OSX 10.11.4 using 1.6 GHz Intel Core i5 Macbook Air with 8 GB 1600 MHz DDR3 memory.

Overall, Go kit performed the best, though it has a quirky way of specifying levels.

I was surprised with log15 because it seemed not to take advantage of the 2 or 4 goroutines. I believe this is because it probably performs most of its operations inside some mutex-protected execution path right before flushing the log to the output stream.

When it comes to negative tests for JSON, all loggers made too many allocations for my taste. This is especially bad if you carpet bomb your program with debug-level log lines but want to disable it in production: it puts too much unecessary pressure on GC, leads to all sorts of problems including memory fragmentation. This is something I would like to see improved in future versions!

Take 2 (September 2017)

Two years later, same test ran with Go 1.9 on Mac OSX 10.12.6 using 2.7GHz Intel Core i7 Macbook Pro with 16 GB 2133 MHz LPDDR3 memory.

Overall, zerolog performed the best by a substantial margin with a constant 0 allocations for both text and JSON (output is always JSON) with positive and negative tests.

benchstat

TextPositive

test op time op alloc sz op alloc count
GokitTextPositive-4 442ns ± 4% 256B ± 0% 4.00 ± 0%
GologgingTextPositive-4 628ns ± 1% 920B ± 0% 17.0 ± 0%
Log15TextPositive-4 3.60µs ± 3% 1.12kB ± 0% 24.0 ± 0%
LogrusTextPositive-4 665ns ± 2% 320B ± 0% 15.0 ± 0%
SeelogTextPositive-4 2.18µs ± 1% 440B ± 0% 11.0 ± 0%
ZerologTextPositive-4 130ns ± 4% 0.00B 0.00

TextNegative

test op time op alloc sz op alloc count
GokitTextNegative-4 16.7ns ± 1% 32.0B ± 0% 1.00 ± 0%
GologgingTextNegative-4 61.4ns ± 1% 144B ± 0% 3.00 ± 0%
Log15TextNegative-4 142ns ± 3% 128B ± 0% 2.00 ± 0%
LogrusTextNegative-4 0.98ns ± 4% 0.00B 0.00
SeelogTextNegative-4 22.5ns ± 2% 48.0B ± 0% 2.00 ± 0%
ZerologTextNegative-4 4.34ns ± 0% 0.00B 0.00

JSONPositive

test op time op alloc sz op alloc count
GokitJSONPositive-4 1.42µs ± 4% 1.55kB ± 0% 24.0 ± 0%
Log15JSONPositive-4 6.56µs ± 1% 2.01kB ± 0% 30.0 ± 0%
LogrusJSONPositive-4 1.81µs ± 3% 2.45kB ± 0% 33.0 ± 0%
ZerologJSONPositive-4 195ns ± 3% 0.00B 0.00

JSONNegative

test op time op alloc sz op alloc count
GokitJSONNegative-4 27.3ns ± 2% 128B ± 0% 1.00 ± 0%
Log15JSONNegative-4 189ns ± 2% 320B ± 0% 3.00 ± 0%
LogrusJSONNegative-4 257ns ± 2% 752B ± 0% 5.00 ± 0%
ZerologJSONNegative-4 6.39ns ± 2% 0.00B 0.00

Raw data

TextPositive

test ops ns/op bytes/op allocs/op
BenchmarkGokitTextPositive-4 20000000 428 ns/op 256 B/op 4 allocs/op
BenchmarkGologgingTextPositive-4 10000000 621 ns/op 920 B/op 15 allocs/op
BenchmarkLog15TextPositive-4 2000000 3612 ns/op 1120 B/op 24 allocs/op
BenchmarkLogrusTextPositive-4 10000000 657 ns/op 320 B/op 10 allocs/op
BenchmarkSeelogTextPositive-4 3000000 2197 ns/op 440 B/op 11 allocs/op
BenchmarkZerologTextPositive-4 50000000 125 ns/op 0 B/op 0 allocs/op

TextNegative

test ops ns/op bytes/op allocs/op
BenchmarkGokitTextNegative-4 500000000 16.7 ns/op 32 B/op 1 allocs/op
BenchmarkGologgingTextNegative-4 100000000 60.8 ns/op 144 B/op 2 allocs/op
BenchmarkLog15TextNegative-4 50000000 146 ns/op 128 B/op 1 allocs/op
BenchmarkLogrusTextNegative-4 10000000000 1.02 ns/op 0 B/op 0 allocs/op
BenchmarkSeelogTextNegative-4 300000000 22.1 ns/op 48 B/op 2 allocs/op
BenchmarkZerologTextNegative-4 2000000000 4.34 ns/op 0 B/op 0 allocs/op

JSONPositive

test ops ns/op bytes/op allocs/op
BenchmarkGokitJSONPositive-4 5000000 1398 ns/op 1552 B/op 24 allocs/op
BenchmarkLog15JSONPositive-4 1000000 6599 ns/op 2008 B/op 30 allocs/op
BenchmarkLogrusJSONPositive-4 5000000 1761 ns/op 2450 B/op 33 allocs/op
BenchmarkZerologJSONPositive-4 30000000 195 ns/op 0 B/op 0 allocs/op

JSONNegative

test ops ns/op bytes/op allocs/op
BenchmarkGokitJSONNegative-4 300000000 27.0 ns/op 128 B/op 1 allocs/op
BenchmarkLog15JSONNegative-4 30000000 188 ns/op 320 B/op 3 allocs/op
BenchmarkLogrusJSONNegative-4 30000000 255 ns/op 752 B/op 5 allocs/op
BenchmarkZerologJSONNegative-4 1000000000 6.26 ns/op 0 B/op 0 allocs/op

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