/jsawk

Like awk, but for JSON.

Primary LanguageShell

Quick Start

If you use Jsawk and want to help maintain it, please let me know and I'll add you to the repo.

Updated underscore.js to v1.8.2.

Jsawk is like awk, but for JSON. You work with an array of JSON objects read from stdin, filter them using JavaScript to produce a results array that is printed to stdout. You can use this as a filter to manipulate data from a REST JSON web service, for example, in a shell script. Also, you can suppress JSON output and use the built-in printing functions to translate your JSON input to other formats and send that to stdout, to be piped to other processes. You can load JavaScript libraries on the command line to increase your processing power, and other things.

Setup

This is a great blog post on setup and basic use of jsawk and resty, thanks to @johnattebury.

You need to have the js interpreter installed. Your best bet is to navigate to the mozilla site download and build the source based on the maintained documentation there.

Ready? Go.

Install

First, get the jsawk script:

  curl -L http://github.com/micha/jsawk/raw/master/jsawk > jsawk

Then make it executable and put it somewhere in your path:

  chmod 755 jsawk && mv jsawk ~/bin/

Use

Now you can do some stuff with JSON data. Here's an example using data from a REST service that serves JSON (we use resty to do the HTTP requests):

  resty http://example.com:8080/data*.json
  GET /people/47 | jsawk 'this.favoriteColor = "blue"' | PUT /people/47

This would do a GET request on the resource /data/people/47.json, which would result in a JSON object. Then jsawk takes the JSON via stdin and for each JSON object it runs the little snippet of JavaScript, setting the favoriteColor property to "blue", in this case. The modified JSON is then output via stdout to resty again, which does the PUT request to update the resource.

Usage

  jsawk [OPTIONS] [SCRIPT]

  OPTIONS
  -------

  -b <script> | -a <script>
      Run the specified snippet of JavaScript before (-b) or after (-a)
      processing JSON input. The `this` object is set to the whole JSON
      array or object. This is used to preprocess (-b) or postprocess
      (-a) the JSON array before or after the main script is applied.
      This option can be specified multiple times to define multiple
      before/after scripts, which will be applied in the order they
      appeared on the command line.

  -f <file>
      Load and run the specified JavaScript file prior to processing
      JSON. This option can be specified multiple times to load multiple
      JavaScript libraries.

  -h
      Print short help page and exit.

  -i <file>
      Read input JSON from `file` instead of stdin.

  -j <jsbin>
      Specify path to spidermonkey js binary.

  -n
      Suppress printing of JSON result set.

  -q <query>
      Filter JSON through the specified JSONQuery query. If multiple
      '-q' options are specified then each query will be performed in
      turn, in the order in which they appeared on the command line.

  -s <string>
      Use `string` for input JSON instead of stdin.

  -v <name=value>
      Set global variable `name` to `value` in the script environment.

  SCRIPT
  ------

  This is a snippet of JavaScript that will be run on each element
  of the input array, if input is a JSON array, or on the object if
  it's an object. For each iteration, the `this` object is set to the
  current element.

Using A Specific JS Binary

The path to the js binary can be specified in two different ways:

  • the -j command line option (see above)
  • the JS environment variable

Additionally, jsawk will source the following files at startup if they exist:

  • /etc/jsawkrc
  • ~/.jsawkrc

These files can be used to export the JS environment variable.

Jsawk Scripting

Jsawk is intended to serve the purpose that is served by awk in the shell environment, but instead of working with words and lines of text, it works with JavaScript objects and arrays of objects.

In awk, a text file is split into an array of "records", each of which being an array of "fields". The awk script that is specified on the command line is run once for each record in the array, with the $1, $2, etc. variables set to the various fields in the record. The awk script can set variables, perform calculations, do various text-munging things, and print output. This printing capablity makes awk into a filter, taking text input, transforming it record by record, printing out the resulting modified records at the end.

Jsawk is similar, but in jsawk records are elements of the JSON input array (if the input was a single object then there is a single record consisting of that object). The jsawk script is run once for each record object, with the this object set to the current record. So here the properties of the record object are equivalent to the $1, $2, etc. in awk. The jsawk script can then modify the record, perform calculations, do things. However, instead of printing the modified record, the modified record is returned. At then end, if the -n option was not specified, the resulting array is printed as JSON to stdout.

Jsawk JavaScript Environment

Jsawk uses the Spidermonkey JavaScript interpreter, so you have access to all of the Spidermonkey functions and whatnot. Additionally, the following functions and properties are available from within a jsawk script:

  PROPERTIES
  ----------

    window
        The global object.

    IS
        The input set.

    RS
        The result set.

    _   The underscore.js object.

    $_
        The current record index (corresponding to the index of the
        element in the IS array).

    $$
        The current record object (global variable corresponding to the
        `this` object in the script scope).

  METHODS
  -------

    forEach(array, string)
        Compiles 'string' into a function and iterates over the 'array',
        running the function once for each element. The function has
        access to the special variables 'index' and 'item' which are,
        respectively, the array index and the array element. The 'this'
        object is set to the array element each time the function runs.

        params: Array array (array to iterate over)
                String string (the function source)
        return: void

    get()
        Get the next record from the input set. This will prevent jsawk
        from iterating over that record.

        params: void
        return: Object|Array|Number|String (the next input record)

    put(record)
        Push 'record' onto the input set so that jsawk will iterate over
        it next.

        params: Object|Array|Number|String record (the record to push)
        return: void

    json(thing)
        Serialize 'thing' to JSON string.

        params: Object|Array|Number|String thing (what to serialize)
        return: String (the resulting JSON string)

    uniq(array)
        Return array of distinct elements.

        params: Array array (the input array)
        return: Array (the resulting array of distinct elements)

    Q(query, thing)
        Runs the JSONQuery 'query' on the JSON input 'thing'.

        params: String query (the JSONQuery)
                Array|Object thing (the JSON input)
        return: Array|Object (result of running the query)

    err(thing)
        Print arguments (JSON encoded, if necessary) to stderr.

        params: Object|Array|Number|String thing (what to encode)
        return: void

    out(thing)
        Print arguments (JSON encoded, if necessary) to stdout.

        params: Object|Array|Number|String thing (what to encode)
        return: void

Errors and Output

Errors in parsing scripts, JSON queries, or JSON input, and errors executing scripts will all result in the appropriate error message on stderr, and immediate exit with a non-zero exit status. Normal output is written to stdout, unless the -n option is specified. In that case only output from the out() or err() functions and error messages will appear.

Exit Status

On successful completion jsawk returns an exit status of 0. If an error ocurred and execution was aborted, a non-zero exit status will be returned.

Exit Status

  • 0 Successful completion.
  • 1 Command line parsing error.
  • 2 JSON parsing error.
  • 3 Script error.
  • 4 JSONQuery parsing error.
  • 5 JSON stringify error.

JSONQuery

Jsawk supports JSONQuery with the -q option. You can do almost anything with JSONQuery that you can do with jsawk scripts, to include selecting records, drilling down into records, mapping input sets to output sets as a sort of filter, modifying the JSON, sorting, whathaveyou. JSONQuery is to JSONPath is to JSON, as XQuery is to XPath is to XML. Here are some JSONQuery resources to get started with this powerful tool:

Examples

For the following examples, suppose there is a file /tmp/t, with the following contents:

  [
    {
      "first"   : "trevor",
      "last"    : "wellington",
      "from"    : "england",
      "age"     : 52,
      "sports"  : [ "rugby", "badmitton", "snooker" ]
    },
    {
      "first"   : "yoni",
      "last"    : "halevi",
      "from"    : "israel",
      "age"     : 26,
      "sports"  : [ "soccer", "windsurfing" ]
    },
    {
      "first"   : "cory",
      "last"    : "parker",
      "from"    : "united states",
      "age"     : 31,
      "sports"  : [ "windsurfing", "baseball", "extreeeeme kayaking" ]
    }
  ]

This is going to be the input JSON text we will use in the examples.

JSON-to-JSON Transformations

These examples transform the input JSON, modifying it and returning the modified JSON as output on stdout to be piped elsewhere. Transformations of this type are generally done with a script that follows one of these simple patterns:

  1. Modify the this object in place (no return statement necessary).
  2. Create a replacement object for each record, and return it at the end of each iteration.

These patterns leave the records in JSON format, and they are automatically printed to stdout without the use of the out() function.

The Identity Mapping

This is the identity transformation: it doesn't really do anything other than pass the input straight through.

  cat /tmp/t | jsawk

You should get the input back out, unmolested.

Increment Everyone's Age

Looks like it's everyone's birthday today. We'll take the JSON input and increment each object's age property, sending the resulting JSON output to stdout.

  cat /tmp/t | jsawk 'this.age++'

Notice that there is no need to write return this in the script. That is assumed---the runtime does it for you automatically if you don't explicitly call return yourself.

Flatten The "Sports" Array Of Each Element

Here we modify the input by replacing the sports property of each object in the input array (the sports property is itself an array of strings) with a single string containing all of the person's sports, separated by commas.

  cat /tmp/t | jsawk 'this.sports = this.sports.join(",")'

Notice how altering the this object in place alters the result array accordingly.

Extract Only The "Age" Property Of Each Element

Normally we would modify the input set in place, by manipulating the this object, which would be returned by default after each iteration. However, sometimes we want only a single field from the input set.

  cat /tmp/t | jsawk 'return this.age'

Putting a return statement in the script expression causes the default return of this to be short-circuited, replacing this element with the return value in the output set.

JSON Grep: Select Certain Elements From Input

Sometimes you want to use awk to select certain records from the input set, leaving the rest unchanged. This is like the grep pattern of operation. In this example we will extract all the records corresponding to people who are over 30 years old.

  cat /tmp/t | jsawk 'if (this.age <= 30) return null'

This demonstrates how you can remove records from the results array by returning a null value from your script.

Aggregate Functions

Before and after scripts can be used to manipulate the JSON working set as a whole, somewhat similar to the way aggregate functions like SUM() or COUNT() work in SQL. These types of operations fall under a few basic patterns.

  1. Use a before script (-b option) to do things to the JSON input before transformations are done by the main script.
  2. Use an after script (-a option) to do things to the JSON result set after all transformations are completed by the main script.

Count How Many Elements Are In The Input Array

Here we use an after script to modify the result set, like this:

  cat /tmp/t | jsawk -a 'return this.length'

Notice how the entire results array is replaced by the single number and printed to stdout.

Get a Sorted, Unique List of All Sports

This is an example of a JSON-to-JSON transformation that uses an after script to manipulate the result set. It should produce an array of all sports played by the people in the input set, sorted lexically, and with all duplicate elements removed.

  cat /tmp/t \
    | jsawk 'RS=RS.concat(this.sports); return null' -a 'return uniq(RS).sort()'

Note the use of return null to prevent jsawk from adding the this object to the result set automatically. Instead we manipulated the result set explicitly, enabling each iteration to add more that one element to it---the entire sports array. Also, notice the use of an after script to sort the result set and remove duplicates.

JSON-to-Text Transformations

In the following examples we will be manipulating the JSON input to produce text output instead of JSON, for cases where you will be extracting information from a JSON data source and piping it to non JSON-accepting processes elsewhere.

It is frequently useful to supress the regular JSON output when doing JSON-to-Text transformations like these, with the -n option.

Get A List Of All Sports

This one generates a list of all the sports that are played by the people in our little JSON list, one per line, without duplicate entries, sorted alphabetically.

  cat /tmp/t \
    | jsawk -a 'return this.join("\n")' 'return this.sports.join("\n")' \
    | sort -u

Notice the use of JSONQuery to drill down into the JSON objects, an "after" script to collate the results, and everything piped to the Unix sort tool to remove duplicate entries and do the lexical ordering. This is starting to show the power of the awk-like behavior now.

Return a Boolean Value

Sometimes you want to just check for a certain condition in a shell script. Suppose you want to know if there are any people over the age of 50 in the JSON input array, like this:

  jsawk -n 'if (this.age > 50) quit(1)' < /tmp/t || echo "We have people over 50 here---naptime in effect."

We suppress normal result set output with -n and use the quit() function to return a value in the exit status. The default exit status is, of course, zero for success.

JSON Pretty-Printing

Resty includes the pp script that will pretty-print JSON for you. You just need to install the JSON perl module from CPAN. Use it like this:

  GET /blogs.json | jsawk -q '..author' | pp