Json Querying Performance Testing

This repo is used to test the performance of json querying npm packages. The dataset used is City Lots San Francisco in .json. The libraries tested are:

Package	NPM Downloads	Last commit
json-query
jsonpath-plus
jsonpath
JSONStream
oboe
map-filter-reduce

jsonpath-plus and jsonpath use the XPath for Json Specification. json-query has its own custom DSL. JSONStream, oboe, and map-filter-reduce are streaming libraries, though I've had varying success in making them anywhere near as performant.

How to run

npm install
npm run perf

Method Explaination

The performance test runs three queries on each of the libraries. All three queries are defined in src/index.js though the actual syntax varies slightly between them.

• shallow returns an object inside an array
• deep returns a string from the object inside the array
• conditional filters the results based on which lots have an 'UNKNOWN' street name, then returns an array of coordinates from inside the object

Results

Ran using Macbook Pro, 2.2 GHz Intel Core i7, 16 GB 2400 MHz DDR4

$ npm run perf

> [email protected] perf /Users/andrew/Code/scratchwork/perf-json-querying
> node --max-old-space-size=4096 src

smallCityLots 49998 items.
mediumCityLots 99998 items.
largeCityLots 206560 items.

smallCityLots:
- json-query:
  - shallow took 0.0176 seconds.
  - deep took 0.0502 seconds.
  - conditional took 0.0408 seconds.
- jsonpath-plus:
  - shallow took 0.4146 seconds.
  - deep took 0.4239 seconds.
  - conditional took 0.326 seconds.
- jsonpath:
  - shallow took 1.1165 seconds.
  - deep took 4.4373 seconds.
  - conditional took 0.1387 seconds.
- JSONStream:
  - shallow took 20.5 seconds.
  - deep took 23.5372 seconds.
- oboe:
  - shallow took 25.0891 seconds.
  - deep took 32.5883 seconds.
- map-filter-reduce:

mediumCityLots:
- json-query:
  - shallow took 0.0489 seconds.
  - deep took 0.0732 seconds.
  - conditional took 0.0488 seconds.
- jsonpath-plus:
  - shallow took 0.8285 seconds.
  - deep took 0.8567 seconds.
  - conditional took 0.6074 seconds.
- jsonpath:
  - shallow took 2.2047 seconds.
  - deep took 37.187 seconds.
  - conditional took 0.2852 seconds.
- JSONStream:
  - shallow took 199.4793 seconds.
  - deep took 5.0332 seconds.
- oboe:
  - shallow took 27.819 seconds.
  - deep took 77.9259 seconds.
- map-filter-reduce:

largeCityLots:
- json-query:
json-query shallow failed, RangeError: Maximum call stack size exceeded.
json-query deep failed, RangeError: Maximum call stack size exceeded.
json-query conditional failed, RangeError: Maximum call stack size exceeded.
- jsonpath-plus:
  - shallow took 2.3345 seconds.
  - deep took 2.472 seconds.
  - conditional took 3.1351 seconds.
- jsonpath:
  - shallow took 8.509 seconds.
  - deep took 252.9623 seconds.
  - conditional took 0.7586 seconds.
- JSONStream:
  - shallow took 54.8295 seconds.
  - deep took 146.2962 seconds.
- oboe:
  - shallow took 148.8824 seconds.
  - deep took 216.7555 seconds.
- map-filter-reduce:



summary:

smallCityLots
┌───────────────────┬───────────────────┬───────────────────┬───────────────────┐
│      (index)      │      shallow      │       deep        │    conditional    │
├───────────────────┼───────────────────┼───────────────────┼───────────────────┤
│    json-query     │      0.0176       │      0.0502       │      0.0408       │
│   jsonpath-plus   │      0.4146       │      0.4239       │       0.326       │
│     jsonpath      │      1.1165       │      4.4373       │      0.1387       │
│    JSONStream     │       20.5        │      23.5372      │  'not possible'   │
│       oboe        │      25.0891      │      32.5883      │  'not possible'   │
│ map-filter-reduce │ 'not implemented' │ 'not implemented' │ 'not implemented' │
└───────────────────┴───────────────────┴───────────────────┴───────────────────┘
mediumCityLots
┌───────────────────┬───────────────────┬───────────────────┬───────────────────┐
│      (index)      │      shallow      │       deep        │    conditional    │
├───────────────────┼───────────────────┼───────────────────┼───────────────────┤
│    json-query     │      0.0489       │      0.0732       │      0.0488       │
│   jsonpath-plus   │      0.8285       │      0.8567       │      0.6074       │
│     jsonpath      │      2.2047       │      37.187       │      0.2852       │
│    JSONStream     │     199.4793      │      5.0332       │  'not possible'   │
│       oboe        │      27.819       │      77.9259      │  'not possible'   │
│ map-filter-reduce │ 'not implemented' │ 'not implemented' │ 'not implemented' │
└───────────────────┴───────────────────┴───────────────────┴───────────────────┘
largeCityLots
┌───────────────────┬───────────────────┬───────────────────┬───────────────────┐
│      (index)      │      shallow      │       deep        │    conditional    │
├───────────────────┼───────────────────┼───────────────────┼───────────────────┤
│    json-query     │     'failed'      │     'failed'      │     'failed'      │
│   jsonpath-plus   │      2.3345       │       2.472       │      3.1351       │
│     jsonpath      │       8.509       │     252.9623      │      0.7586       │
│    JSONStream     │      54.8295      │     146.2962      │  'not possible'   │
│       oboe        │     148.8824      │     216.7555      │  'not possible'   │
│ map-filter-reduce │ 'not implemented' │ 'not implemented' │ 'not implemented' │
└───────────────────┴───────────────────┴───────────────────┴───────────────────┘