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Abstract JSON

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Abstract JSON is a small golang package provides a parser for JSON with support of JSONPath, in case when you are not sure in its structure.

Method Unmarshal will scan all the byte slice to create a root node of JSON structure, with all its behaviors.

Method Marshal will serialize current Node object to JSON structure.

Each Node has its own type and calculated value, which will be calculated on demand. Calculated value saves in atomic.Value, so it's thread safe.

Method JSONPath will returns slice of found elements in current JSON data, by JSONPath request.

Compare with other solutions

Check the cburgmer/json-path-comparison project.

Usage

Playground

package main

import (
	"fmt"
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`...`)

	root, _ := ajson.Unmarshal(json)
	nodes, _ := root.JSONPath("$..price")
	for _, node := range nodes {
		node.SetNumeric(node.MustNumeric() * 1.25)
		node.Parent().AppendObject("currency", ajson.StringNode("", "EUR"))
	}
	result, _ := ajson.Marshal(root)

	fmt.Printf("%s", result)
}

Console application

You can download ajson cli from the release page, or install from the source:

go get github.com/spyzhov/ajson/cmd/ajson@v0.7.2

Usage:

Usage: ajson "jsonpath" ["input"]
  Read JSON and evaluate it with JSONPath.
Argument:
  jsonpath   Valid JSONPath or evaluate string (Examples: "$..[?(@.price)]", "$..price", "avg($..price)")
  input      Path to the JSON file. Leave it blank to use STDIN.

Examples:

  ajson "avg($..registered.age)" "https://randomuser.me/api/?results=5000"
  ajson "$.results.*.name" "https://randomuser.me/api/?results=10"
  curl -s "https://randomuser.me/api/?results=10" | ajson "$..coordinates"
  ajson "$" example.json
  echo "3" | ajson "2 * pi * $"

JSONPath

Current package supports JSONPath selection described at http://goessner.net/articles/JsonPath/.

JSONPath expressions always refer to a JSON structure in the same way as XPath expression are used in combination with an XML document. Since a JSON structure is usually anonymous and doesn't necessarily have a "root member object" JSONPath assumes the abstract name $ assigned to the outer level object.

JSONPath expressions can use the dot–notation

$.store.book[0].title

or the bracket–notation

$['store']['book'][0]['title']

for input paths. Internal or output paths will always be converted to the more general bracket–notation.

JSONPath allows the wildcard symbol * for member names and array indices. It borrows the descendant operator .. from E4X and the array slice syntax proposal [start:end:step] from ECMASCRIPT 4.

Expressions of the underlying scripting language (<expr>) can be used as an alternative to explicit names or indices as in

$.store.book[(@.length-1)].title

using the symbol @ for the current object. Filter expressions are supported via the syntax ?(<boolean expr>) as in

$.store.book[?(@.price < 10)].title

Here is a complete overview and a side by side comparison of the JSONPath syntax elements with its XPath counterparts.

JSONPath Description
$ the root object/element
@ the current object/element
. or [] child operator
.. recursive descent. JSONPath borrows this syntax from E4X.
* wildcard. All objects/elements regardless their names.
[] subscript operator. XPath uses it to iterate over element collections and for predicates. In Javascript and JSON it is the native array operator.
[,] Union operator in XPath results in a combination of node sets. JSONPath allows alternate names or array indices as a set.
[start:end:step] array slice operator borrowed from ES4.
?() applies a filter (script) expression.
() script expression, using the underlying script engine.

Script engine

Predefined constant

Package has several predefined constants.

 e       math.E     float64
 pi      math.Pi    float64
 phi     math.Phi   float64
 
 sqrt2     math.Sqrt2   float64
 sqrte     math.SqrtE   float64
 sqrtpi    math.SqrtPi  float64
 sqrtphi   math.SqrtPhi float64
 
 ln2     math.Ln2    float64
 log2e   math.Log2E  float64
 ln10    math.Ln10   float64
 log10e  math.Log10E float64
      
 true    true       bool
 false   false      bool
 null    nil        interface{}

You are free to add new one with function AddConstant:

    AddConstant("c", NumericNode("speed of light in vacuum", 299_792_458))

Examples

Using `true` in path

Playground

package main

import (
	"fmt"
	
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`{"foo": [true, null, false, 1, "bar", true, 1e3], "bar": [true, "baz", false]}`)
	result, _ := ajson.JSONPath(json, `$..[?(@ == true)]`)
	fmt.Printf("Count of `true` values: %d", len(result))
}

Output:

Count of `true` values: 3
Using `null` in eval

Playground

package main

import (
	"fmt"
	
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`{"foo": [true, null, false, 1, "bar", true, 1e3], "bar": [true, "baz", false]}`)
	result, _ := ajson.JSONPath(json, `$..[?(@ == true)]`)
	fmt.Printf("Count of `true` values: %d", len(result))
}

Output:

Count of `true` values: 3

Supported operations

Package has several predefined operators.

Operator precedence

Precedence    Operator
    6	    	  **
    5             *  /  %  <<  >>  &  &^
    4             +  -  |  ^
    3             ==  !=  <  <=  >  >= =~
    2             &&
    1             ||

Arithmetic operators

**   power                  integers, floats
+    sum                    integers, floats, strings
-    difference             integers, floats
*    product                integers, floats
/    quotient               integers, floats
%    remainder              integers

&    bitwise AND            integers
|    bitwise OR             integers
^    bitwise XOR            integers
&^   bit clear (AND NOT)    integers

<<   left shift             integer << unsigned integer
>>   right shift            integer >> unsigned integer

==  equals                  any
!=  not equals              any
<   less                    any
<=  less or equals          any
>   larger                  any
>=  larger or equals        any
=~  equals regex string     strings

You are free to add new one with function AddOperation:

	AddOperation("<>", 3, false, func(left *ajson.Node, right *ajson.Node) (node *ajson.Node, err error) {
		result, err := left.Eq(right)
		if err != nil {
			return nil, err
		}
		return BoolNode("neq", !result), nil
	})

Examples

Using `regex` operator

Playground

package main

import (
	"fmt"
	
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`[{"name":"Foo","mail":"foo@example.com"},{"name":"bar","mail":"bar@example.org"}]`)
	result, err := ajson.JSONPath(json, `$.[?(@.mail =~ '.+@example\\.com')]`)
	if err != nil {
		panic(err)
	}
	fmt.Printf("JSON: %s", result[0].Source())
	// Output:
	// JSON: {"name":"Foo","mail":"foo@example.com"}
}

Output:

JSON: {"name":"Foo","mail":"foo@example.com"}

Supported functions

Package has several predefined functions.

abs          math.Abs          integers, floats
acos         math.Acos         integers, floats
acosh        math.Acosh        integers, floats
asin         math.Asin         integers, floats
asinh        math.Asinh        integers, floats
atan         math.Atan         integers, floats
atanh        math.Atanh        integers, floats
avg          Average           array of integers or floats
b64decode    b64 Decoding      string
b64encode    b64 Encoding      string 
b64encoden   b64 Encoding (no padding)   string
cbrt         math.Cbrt         integers, floats
ceil         math.Ceil         integers, floats
cos          math.Cos          integers, floats
cosh         math.Cosh         integers, floats
erf          math.Erf          integers, floats
erfc         math.Erfc         integers, floats
erfcinv      math.Erfcinv      integers, floats
erfinv       math.Erfinv       integers, floats
exp          math.Exp          integers, floats
exp2         math.Exp2         integers, floats
expm1        math.Expm1        integers, floats
factorial    N!                unsigned integer
floor        math.Floor        integers, floats
gamma        math.Gamma        integers, floats
j0           math.J0           integers, floats
j1           math.J1           integers, floats
length       len               array
log          math.Log          integers, floats
log10        math.Log10        integers, floats
log1p        math.Log1p        integers, floats
log2         math.Log2         integers, floats
logb         math.Logb         integers, floats
not          not               any
pow10        math.Pow10        integer
rand         N*rand.Float64    float
randint      rand.Intn         integer
round        math.Round        integers, floats
roundtoeven  math.RoundToEven  integers, floats
sin          math.Sin          integers, floats
sinh         math.Sinh         integers, floats
sum          Sum               array of integers or floats
sqrt         math.Sqrt         integers, floats
tan          math.Tan          integers, floats
tanh         math.Tanh         integers, floats
trunc        math.Trunc        integers, floats
y0           math.Y0           integers, floats
y1           math.Y1           integers, floats

You are free to add new one with function AddFunction:

	AddFunction("trim", func(node *ajson.Node) (result *Node, err error) {
		if node.IsString() {
			return StringNode("trim", strings.TrimSpace(node.MustString())), nil
		}
		return
	})

Examples

Using `avg` for array

Playground

package main

import (
	"fmt"
	
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`{"prices": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]}`)
	root, err := ajson.Unmarshal(json)
	if err != nil {
		panic(err)
	}
	result, err := ajson.Eval(root, `avg($.prices)`)
	if err != nil {
		panic(err)
	}
	fmt.Printf("Avg price: %0.1f", result.MustNumeric())
	// Output:
	// Avg price: 5.5
}

Output:

Avg price: 5.5

Examples

Calculating AVG(price) when object is heterogeneous.

{
  "store": {
    "book": [
      {
        "category": "reference",
        "author": "Nigel Rees",
        "title": "Sayings of the Century",
        "price": 8.95
      },
      {
        "category": "fiction",
        "author": "Evelyn Waugh",
        "title": "Sword of Honour",
        "price": 12.99
      },
      {
        "category": "fiction",
        "author": "Herman Melville",
        "title": "Moby Dick",
        "isbn": "0-553-21311-3",
        "price": 8.99
      },
      {
        "category": "fiction",
        "author": "J. R. R. Tolkien",
        "title": "The Lord of the Rings",
        "isbn": "0-395-19395-8",
        "price": 22.99
      }
    ],
    "bicycle": {
      "color": "red",
      "price": 19.95
    },
    "tools": null
  }
}

Unmarshal

Playground

package main

import (
	"fmt"
	"github.com/spyzhov/ajson"
)

func main() {
	data := []byte(`{"store": {"book": [
{"category": "reference", "author": "Nigel Rees", "title": "Sayings of the Century", "price": 8.95}, 
{"category": "fiction", "author": "Evelyn Waugh", "title": "Sword of Honour", "price": 12.99}, 
{"category": "fiction", "author": "Herman Melville", "title": "Moby Dick", "isbn": "0-553-21311-3", "price": 8.99}, 
{"category": "fiction", "author": "J. R. R. Tolkien", "title": "The Lord of the Rings", "isbn": "0-395-19395-8", "price": 22.99}], 
"bicycle": {"color": "red", "price": 19.95}, "tools": null}}`)

	root, err := ajson.Unmarshal(data)
	if err != nil {
		panic(err)
	}

	store := root.MustKey("store").MustObject()

	var prices float64
	size := 0
	for _, objects := range store {
		if objects.IsArray() && objects.Size() > 0 {
			size += objects.Size()
			for _, object := range objects.MustArray() {
				prices += object.MustKey("price").MustNumeric()
			}
		} else if objects.IsObject() && objects.HasKey("price") {
			size++
			prices += objects.MustKey("price").MustNumeric()
		}
	}

	if size > 0 {
		fmt.Println("AVG price:", prices/float64(size))
	} else {
		fmt.Println("AVG price:", 0)
	}
}

JSONPath:

Playground

package main

import (
	"fmt"
	"github.com/spyzhov/ajson"
)

func main() {
	data := []byte(`{"store": {"book": [
{"category": "reference", "author": "Nigel Rees", "title": "Sayings of the Century", "price": 8.95}, 
{"category": "fiction", "author": "Evelyn Waugh", "title": "Sword of Honour", "price": 12.99}, 
{"category": "fiction", "author": "Herman Melville", "title": "Moby Dick", "isbn": "0-553-21311-3", "price": 8.99}, 
{"category": "fiction", "author": "J. R. R. Tolkien", "title": "The Lord of the Rings", "isbn": "0-395-19395-8", "price": 22.99}], 
"bicycle": {"color": "red", "price": 19.95}, "tools": null}}`)

	nodes, err := ajson.JSONPath(data, "$..price")
	if err != nil {
		panic(err)
	}

	var prices float64
	size := len(nodes)
	for _, node := range nodes {
		prices += node.MustNumeric()
	}

	if size > 0 {
		fmt.Println("AVG price:", prices/float64(size))
	} else {
		fmt.Println("AVG price:", 0)
	}
}

Eval

Playground

package main

import (
	"fmt"
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`{"store": {"book": [
{"category": "reference", "author": "Nigel Rees", "title": "Sayings of the Century", "price": 8.95}, 
{"category": "fiction", "author": "Evelyn Waugh", "title": "Sword of Honour", "price": 12.99}, 
{"category": "fiction", "author": "Herman Melville", "title": "Moby Dick", "isbn": "0-553-21311-3", "price": 8.99}, 
{"category": "fiction", "author": "J. R. R. Tolkien", "title": "The Lord of the Rings", "isbn": "0-395-19395-8", "price": 22.99}], 
"bicycle": {"color": "red", "price": 19.95}, "tools": null}}`)
	root, err := ajson.Unmarshal(json)
	if err != nil {
		panic(err)
	}
	result, err := ajson.Eval(root, "avg($..price)")
	if err != nil {
		panic(err)
	}
	fmt.Println("AVG price:", result.MustNumeric())
}

Marshal

Playground

package main

import (
	"fmt"
	"github.com/spyzhov/ajson"
)

func main() {
	json := []byte(`{"store": {"book": [
{"category": "reference", "author": "Nigel Rees", "title": "Sayings of the Century", "price": 8.95}, 
{"category": "fiction", "author": "Evelyn Waugh", "title": "Sword of Honour", "price": 12.99}, 
{"category": "fiction", "author": "Herman Melville", "title": "Moby Dick", "isbn": "0-553-21311-3", "price": 8.99}, 
{"category": "fiction", "author": "J. R. R. Tolkien", "title": "The Lord of the Rings", "isbn": "0-395-19395-8", "price": 22.99}], 
"bicycle": {"color": "red", "price": 19.95}, "tools": null}}`)
	root := ajson.Must(ajson.Unmarshal(json))
	result := ajson.Must(ajson.Eval(root, "avg($..price)"))
	err := root.AppendObject("price(avg)", result)
	if err != nil {
		panic(err)
	}
	marshalled, err := ajson.Marshal(root)
	if err != nil {
		panic(err)
	}
	fmt.Printf("%s", marshalled)
}

Benchmarks

Current package is comparable with encoding/json package.

Test data:

{ "store": {
    "book": [ 
      { "category": "reference",
        "author": "Nigel Rees",
        "title": "Sayings of the Century",
        "price": 8.95
      },
      { "category": "fiction",
        "author": "Evelyn Waugh",
        "title": "Sword of Honour",
        "price": 12.99
      },
      { "category": "fiction",
        "author": "Herman Melville",
        "title": "Moby Dick",
        "isbn": "0-553-21311-3",
        "price": 8.99
      },
      { "category": "fiction",
        "author": "J. R. R. Tolkien",
        "title": "The Lord of the Rings",
        "isbn": "0-395-19395-8",
        "price": 22.99
      }
    ],
    "bicycle": {
      "color": "red",
      "price": 19.95
    }
  }
}

JSONPath: $.store..price

$ go test -bench=. -cpu=1 -benchmem
goos: linux
goarch: amd64
pkg: github.com/spyzhov/ajson
BenchmarkUnmarshal_AJSON          138032              8762 ns/op            5344 B/op         95 allocs/op
BenchmarkUnmarshal_JSON           117423             10502 ns/op             968 B/op         31 allocs/op
BenchmarkJSONPath_all_prices       80908             14394 ns/op            7128 B/op        153 allocs/op

License

MIT licensed. See the LICENSE file for details.

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Abstract JSON for Golang with JSONPath support

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