DJSON is a JSON decoder for Go that is 2~ to 3~ times faster than
the standard encoding/json
and the existing solutions, when dealing with
arbitrary JSON payload. See benchmarks below.
It is a good approach for people who are using json.Unmarshal
together
with interface{}
, don't know what the schema is, and still want good
performance with minimal changes.
Motivation
While searching for a JSON parser solution for my projects, that is faster than the standard library, with zero reflection tests, allocates less memory and is still safe(I didn't want the "unsafe"
package in my production code, in order to reduce memory consumption).
I found that almost all implemtations are just wrappers around the standard library
and aren't fast enough for my needs.
I encountered two projects: ujson that is the UltraJSON implementation
and jsonparser, that is a pretty awesome project.
ujson seems to be faster than encoding/json
but still doesn't meet my requirements.
jsonparser seems to be really fast, and I even use it for some of my new projects.
However, its API is different, and I would need to change too much of my
code in order to work with it.
Also, for my processing work that involves ETL
, changing and setting new
fields on the JSON object, I need to transform the jsonparser
result to map[string]interface{}
and it seems that it loses its power.
Advantages and Stability
As you can see in the benchmark below, DJSON is faster and allocates less
memory than the other alternatives.
The current version is 1.0.0-alpha.1
, and I'm waiting to hear from you
if there are any issues or bug reports, to make it stable.
(comment: there is a test file named decode_test
that contains a test case that
compares the results to encoding/json
- feel free to add more values if you find they are important)
I'm also plaining to add the DecodeStream(io.ReaderCloser)
method(or NewDecoder(io.ReaderCloser)
), to support stream decoding
without breaking performance.
Benchmark
There are 3 benchmark types: small, medium and large payloads.
All the 3 are taken from the jsonparser
project, and they try to simulate a real-life usage.
Each result from the different benchmark types is shown in a metric table below.
The lower the metrics are, the better the result is.
Time/op is in nanoseconds, B/op is how many bytes were allocated
per op and allocs/op is the total number of memory allocations.
Benchmark results that are better than encoding/json
are marked in bold text.
The Benchmark tests run on AWS EC2 instance(c4.xlarge). see: screenshots
Compared libraries:
- https://golang.org/pkg/encoding/json
- https://github.com/Jeffail/gabs
- https://github.com/bitly/go-simplejson
- https://github.com/antonholmquist/jason
- https://github.com/mreiferson/go-ujson
- https://github.com/ugorji/go/codec
Small payload
Each library in the test gets a small payload to process that weighs 134 bytes.
You can see the payload here, and the test screenshot here.
Library | Time/op | B/op | allocs/op |
---|---|---|---|
encoding/json | 8646 | 1993 | 60 |
ugorji/go/codec | 9272 | 4513 | 41 |
antonholmquist/jason | 7336 | 3201 | 49 |
bitly/go-simplejson | 5253 | 2241 | 36 |
Jeffail/gabs | 4788 | 1409 | 33 |
mreiferson/go-ujson | 3897 | 1393 | 35 |
a8m/djson | 2534 | 1137 | 25 |
a8m/djson.AllocString | 2195 | 1169 | 13 |
Medium payload
Each library in the test gets a medium payload to process that weighs 1.7KB.
You can see the payload here, and the test screenshot here.
Library | Time/op | B/op | allocs/op |
---|---|---|---|
encoding/json | 42029 | 10652 | 218 |
ugorji/go/codec | 65007 | 15267 | 313 |
antonholmquist/jason | 45676 | 17476 | 224 |
bitly/go-simplejson | 45164 | 17156 | 219 |
Jeffail/gabs | 41045 | 10515 | 211 |
mreiferson/go-ujson | 33213 | 11506 | 267 |
a8m/djson | 22871 | 10100 | 195 |
a8m/djson.AllocString | 19296 | 10619 | 87 |
Large payload
Each library in the test gets a large payload to process that weighs 28KB.
You can see the payload here, and the test screenshot here.
Library | Time/op | B/op | allocs/op |
---|---|---|---|
encoding/json | 717882 | 212827 | 3247 |
ugorji/go/codec | 1052347 | 239130 | 4426 |
antonholmquist/jason | 751910 | 277931 | 3257 |
bitly/go-simplejson | 753663 | 277628 | 3252 |
Jeffail/gabs | 714304 | 212740 | 3241 |
mreiferson/go-ujson | 599868 | 235789 | 4057 |
a8m/djson | 437031 | 210997 | 2932 |
a8m/djson.AllocString | 372382 | 214053 | 1413 |
LICENSE
MIT