You are viewing an old version of this page. View the current version.

Compare with Current View Page History

« Previous Version 6 Next »

Status

Current state: Under Discussion

Discussion thread: here

JIRA: here

Please keep the discussion on the mailing list rather than commenting on the wiki (wiki discussions get unwieldy fast).

Motivation

Single Message Transforms (SMT), KIP-66, have greatly improved Connector's usability by enabling processing input/output data without the need for additional streaming applications. 

Though, these benefits have been limited by SMTs limited to fields available on the root structure:

This KIP is aimed to include support for nested structures on the existing SMTs  where this makes sense and to include the abstractions to reuse this in future SMTs.

Public Interfaces

From the existing list of SMTs, there are the following to be impacted by this change:

New configuration flags

NameTypeDefaultImportanceDocumentation
transforms.field.style STRING plain HIGH

Permitted values: plain , nested. Defines how to traverse a record structure to apply a transformation. If set to "root", then the transformations will only apply to the elements located at the root of the message. If set to "nested", then nested elements (accessed by "field.separator") will be affected by the transformations as well.

transforms.field.separator STRING . LOW 

Permitted values: ., /. When defining the path to a field, this separator determines this path is divided into parent and child elements. If set to ".", then a path "parent.complex.element" will access the parent "root" struct, then the "complex" struct, to apply the transformation to the "element". If the default value collides with the element names used in the record, then it can be changed to one of the other 3 alternative values.

SMTs affected

Extending the support for field configuration for dotted separation:

  • Cast: extend spec to support nested notation.
  • ExtractField: extend the field to support nested notation.
  • HeaderFrom: extend the fields list to support nested notation.
  • MaskField: extend the fields list to support nested notation.
  • ReplaceField: extend the include and exclude lists to support nested notation.
  • TimestampConverter: extend the field to support nested notation.
  • ValueToKey: extend the fields list to support nested notation.
  • InsertField: Extend field configs to support nested notation.

Will require additional configurations:

  • HoistField: add a hoisted config to point to a specific path to hoist.  

    NameTypeDefaultImportanceDocumentation
    hoisted STRING <empty>MEDIUM Path to the element to be hoisted. If empty, the root struct is hoisted.
    • For example:

         hoisted = nested.val
         field = line
      
         value (before):
         {
           "nested": {
             "val": 42,
             "other val": 96
           }
         }
      
         value (after):
         {
           "nested": {
             "line": {
               "val": 42,
             },
           "other val": 96
           }
         } 

These SMT do not require nested structure support:

  • DropHeaders: Drop one or multiple headers.
  • Filter: Drops the whole message based on a predicate.
  • InsertHeader: Insert a specific message to the header.
  • RegexRouter: Acts on the topic name.
  • SetSchemaMetadata: Acts on root schema.
  • TimestampRouter: Acts on timestamp.
  • Flatten: Acts on the whole key or message. 

Proposed Changes

Nested notation

Using dots tends to be the most intuitive way to access the nested record structures, e.g. jq tooling already uses it https://stedolan.github.io/jq/manual/#Basicfilters and will cover most of the scenarios.

Dots are already allowed as part of element names on JSON (i.e. Schemaless) records (e.g. {'nested.key': {'val':42}}). Instead of escaping them with backslashes, which in JSON configurations will lead to unfriendly configurations, it's proposed to offer a configuration to switch to another separator.

If users recognize that their field names include dots or other separators, they could define another one to simplify their configuration.

Compatibility, Deprecation, and Migration Plan

Existing SMT configurations will not be affected by these changes as the default field.style  is plain, which represents the current behavior.

Rejected Alternatives

Keep ExtractField as it is and use it multiple times until reaching nested fields

This KIP proposes to simplify this configuration by replacing multiple invocations with only one nested one.

Use dots as the only separator and escape with backslashes when collides

Trying to keep only one separator, one of the alternatives is to use dots to separate; if it collides with the existing field names use backslashes "\" to represent dots that are part of the name e.g.  "this.field" (which would refer to the nested field "field" under the top-level "this" field), and "this\.field" (which would refer to the field named "this.field").

However, backslashes are also used by JSON. This could lead unfriendly configurations like "this\\\\.is\\\\.not\\\\.very\\\\.readable"

Use repeated separator to escape

Using double dots to escape separators is another alternative to try sticking to using only dots as a field separator.

Comparing:

With double dotsWith separator
{
  "transforms.field.style": "nested",
  "transforms": "cast",
  "transforms.cast.type": "..."
  "transforms.cast.spec": "address..personal.country:string"
}
{
  "transforms.field.style": "nested",
  "transforms.field.separator": "/", 
  "transforms": "cast",
  "transforms.cast.type": "..."
  "transforms.cast.spec": "address.personal/country:string",
}

Even though changing the separator represents yet another property to configure, it will be used in a minority of cases, and it could be easier to understand compared to escaping by repeating dots.

It also represents an approach that is similar to the "delimiter" in Flatten SMT, which could make it more familiar for Connect users.

Potential KIPs

Future KIPs could extend this support for:

  • Recursive notation: name a field and apply it to all fields across the schema matching that name, as proposed by Unable to render Jira issues macro, execution error.
  • Access to arrays: Adding notation for arrays (e.g. []) to represent access to arrays and applying SMTs to fields within an array.
  • No labels