Transforms

Script transforms operate on results and cursors to transform them in-flight. Transforms can be applied to Views, Policies and inline for Cursors and BulkOperations.

Though aggregation and projection is often much faster and less expensive that running a script transform, sometimes complex computation or data-interleaving is required that would be impractical to accomplish within a single script instance.

Transforms work by applying a script to an output cursor. Depending on the complexity and number of documents, a cursor transformation may be executed and re-queued multiple times before the cursor is finally exhausted.

When a running transform hits a timeout or ops threshold of 80%, it will stop iterating over the cursor, run the after finalizing method, store the memo object and re-queue for another run.

class Transform

To create a transform, simply define a class annotated with @transform. All methods are optional.

const { transform } = require('decorators-transform')

@transform
class Transformer {

  /**
   * Called if there is an error in the source operation. If the method
   * does not throw an error, Cortex throws the original error.
   *
   * @param err {Fault} thrown fault.
   */
  error(err) {
    throw err
  }

  /**
   * Called if the result is not a cursor (but a single result value).
   * The method must return a result if it's to be transformed. If the 
   * method does not return a value, Cortex outputs the original result value.
   *
   * @param result {*}
   * @returns {*}
   */
  result(result) {
    return result
  }

  /**
   * Cursor handler called only once and before all other processing.
   *
   * @param memo { Object } An empty object that can be modified and is saved 
   *        for the duration of the transformation.
   * @param cursor {Cursor} The output cursor.
   */
  beforeAll(memo, { cursor }) {
  }

  /**
   * Cursor handler called before each script run, and shares 
   * the current script context with each and after.
   *
   * @param memo { Object }
   * @param cursor {Cursor}
   */
  before(memo, { cursor }) {
  }

  /**
   * Cursor handler called with each cursor object. Returning undefined 
   * filters the object from the output stream.
   *
   * @param object { Object } the current output document
   * @param memo { Object }
   * @param cursor {Cursor}\
   * @returns {*} a value to be pushed to the output cursor.
   */
  each(object, memo, { cursor }) {
    return object
  }

  /**
   * Cursor handler called after before() and each() was called.
   *
   * @param memo { Object }
   * @param cursor {Cursor}
   * @param count { Number } The number of documents pushed by the script 
   *        runtime during the current execution.
   */
  after(memo, { cursor, count }) {
  }

  /**
   * Cursor handler called only once and after the cursor is exhausted.
   *
   * @param memo { Object }
   * @param cursor {Cursor}
   */
  afterAll(memo, { cursor }) {
  }

}

Types

Policy Transform

A policy transform can handle a result value as well as a cursor. The define one, set the policy action to "Transform" and the script value to a transform export.

script.arguments:

policy { Object }
- _id { ObjectID } The policy id
- name { String } The policy name
policyOptions { Object }
- triggered {String[]} The list of triggered conditions (methods, paths, etc.)

const { transform } = require('decorators-transform')

@transform
class PolicyTransform {

  error(err) {
    throw Fault.create('app.error.policyError', { faults: [err] })
  }

  result(result) {
    result.policyTriggers = script.arguments.policyOptions.triggered
    return result
  }

}

module.exports = PolicyTransform

View Transform

A view transform acts on the result form a view cursor. The define one, set the script value to a transform export.

script.arguments:

view { Object }
- _id { ObjectID } The view id
- name { String } The view name
viewOptions { Object } The original view cursor options (object, skipAcl, paths, pipeline, etc.)

const { transform } = require('decorators-transform')

@transform
class ViewTransform {
  beforeAll(memo, { cursor }) {

    const { arguments: { view, viewOptions } } = script,
          { paths, object } = viewOptions

    cursor.push({
      object: 'transform',
      view, 
      viewOptions      
    })    
  }
}

module.exports = ViewTransform

Inline Cursor Transform

A transform may be applied to any QueryCursor, AggregationCursor, or top-level BulkOperation.

script.arguments:

cursorOptions { Object } The original cursor options (object, skipAcl, paths, pipeline, etc.)

There are a few ways to define a transform for a cursor.

A series of implicitly usable transform methods:

const { c_datum: Datum } = org.objects

return Datum.find().transform(`
  beforeAll(memo, { cursor }) {
    Object.assign(memo, {
      object: 'resultTotals',
      sum: 0,
      deviceTypes: [],
      culled: 0
    })
  }
  each(object, memo) {
    if (object.c_inactive) {
      memo.culled += 1
      return // returning undefined filters the object from the output stream
    }
    memo.sum += object.c_amount || 0
    if (!memo.deviceTypes.includes(object.c_deviceType)) {
      memo.deviceTypes.push(object.c_deviceType)
    }
    return object // return the object to include it in the output stream.
  }
  afterAll(memo, { cursor }) {
    cursor.push(memo)
  }
`)

An implicit transform class:

const { c_datum: Datum } = org.objects

return Datum.find().transform(`
  class {
    constructor() {
        this.runtTimestamp = Date.now()
    }
    each(object) {
        object.runtTimestamp = this.runtTimestamp
        return object
    }
  }
`)

A reference to a Library Script that exports an annotated transform class:

const { c_datum: Datum } = org.objects

return Datum.find().transform('c_datum_transformer')

An inline export definition:

const { c_datum: Datum } = org.objects

return Datum.find().transform({
  script: `
    const { transform } = require('decorators-transform'),
          { Accounts } = org.objects
    @transform
    class Transformer {
      each(object, memo, { cursor, index }) {
        return object._id
      }
    }
    module.exports = Transformer
  `
})

Bulk Operations

Transformations can be applied to top-level bulk operations only.

const { accounts: Datum, accounts: Other, accounts: Device } = org.objects,
      _id = Device
        .readOne({owner: script.principal._id})
        .execute()._id // 1 device per account.

return org.objects.bulk()
  .add(
    Datum.find({ c_device: _id }).limit(10)
  )
  .add(
    Other.find({ c_device: _id }).limit(10).transform('c_some_transform')
  )
  .transform(`
    each(object) {
      return object.data // unwrap
    }
  `)

Examples

CSV View Transform

const { transform } = require('decorators-transform'),
      schemas = require('schemas'),
      res = require('response')

let Undefined

// @transform
class CSVTransform {

  constructor() {
    this.quote = '"'
    this.doubleQuote = '""'
  }

  beforeAll(memo) {

    const { arguments: { view, viewOptions } } = script,
          { paths, object } = viewOptions

    memo.fields = paths || schemas.read(object, 'properties').filter(v => !v.optional).map(v => v.name)

    res.setHeader('Content-Type', 'text/csv')
    res.write('#view: ' + JSON.stringify(view) + '\n')
    res.write('#viewOptions: ' + JSON.stringify(viewOptions) + '\n')
    res.write(memo.fields.join(','))
  }

  each(object, memo) {
    res.write(
      '\n' +
      memo.fields.reduce((row, field) => {
        row.push(this.toCSV(object[field]))
        return row
      }, []).join(',')
    )
  }

  toCSV(value) {
    if (value === null || value === Undefined) {
      return Undefined
    }
    const valueType = typeof value
    if (valueType !== 'boolean' && valueType !== 'number' && valueType !== 'string') {
      value = JSON.stringify(value)
      if (value === Undefined) {
        return Undefined
      }
      if (value[0] === this.quote) {
        value = value.replace(/^"(.+)"$/, '$1')
      }
    }
    if (typeof value === 'string') {
      if (value.includes(this.quote)) {
        value = value.replace(new RegExp(this.quote, 'g'), this.doubleQuote)
      }
      value = this.quote + value + this.quote
    }
    return value
  }

}

module.exports = CSVTransform

Inline CSV Transform

const { c_datum: Datum } = org.objects

return Datum.find().transform(`
  quote = '"'
  doubleQuote = '""'
  res = require('response)
  beforeAll(memo) {
    const schemas = require('schemas'),
          { arguments: { cursorOptions: { Object } } } = script
    memo.fields = schemas.read(object, 'properties').filter(v => !v.optional).map(v => v.name)
    this.res.setHeader('Content-Type', 'text/csv')
    this.res.write(memo.fields.join(','))
  }
  each(object, memo) {
    this.res.write(
      '\\n' +
      memo.fields.reduce((row, field) => {
        row.push(this.toCSV(object[field]))
        return row
      }, []).join(',')
    )
  }
  toCSV(value) {
    if (value === null || value === undefined) {
      return undefined
    }
    const valueType = typeof value
    if (valueType !== 'boolean' && valueType !== 'number' && valueType !== 'string') {
      value = JSON.stringify(value)
      if (value === undefined) {
        return undefined
      }
      if (value[0] === this.quote) {
        value = value.replace(/^"(.+)"$/, '$1')
      }
    }
    if (typeof value === 'string') {
      if (value.includes(this.quote)) {
        value = value.replace(new RegExp(this.quote, 'g'), this.doubleQuote)
      }
      value = this.quote + value + this.quote
    }
    return value
  }
`)

Account Policy

This example triggers the policy on any individual account read

// Triggers on GET /account(s)?/([a-fa-f0-9]{24})

const { transform } = require('decorators-transform'),
      { equalIds } = require('util.id')

let Undefined

@transform
class PolicyTransform {

  // throw generic opaque error
  error(err) {
    throw Fault.create('app.error.accountAccess')
  }

  // throw access error even if the caller has access to the account
  // this might be the result of privileged JWT.
  result(result) {
    if (!equalIds(script.principal._id, result._id)) {
      throw Fault.create('app.accessDenied.account')
    }
    // add the policy triggers to the result for fun and profit
    // in this case: ['methods', 'paths']
    result.policyTriggers = script.arguments.policyOptions.triggered
    return result
  }

}

module.exports = PolicyTransform

Last updated 3 years ago

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