This is a Json to Avro object converter used by Airbyte. It is based on json-avro-converter from Allegro Tech. For basic usage, see the README in the original repo.
This library is available on JitPack. Check here for details.
- Add the JitPack repository to the root
build.gradle
:
allprojects {
repositories {
maven { url 'https://jitpack.io' }
}
}
- Add the dependency
dependencies {
implementation 'com.github.airbytehq:json-avro-converter:<version>'
}
To publish a new version, tag the desired commit with a new version label.
VERSION=1.0.0
git tag -a "${VERSION}" -m "Version ${VERSION}"
git push origin "${VERSION}"
The construction of JsonAvroConverter
and JsonGenericRecordReader
is now done with a builder.
JsonAvroConverter converter = JsonAvroConverter.builder()
.setUnknownFieldListener(listener)
.build();
According to Avro spec, Avro names must start with [A-Za-z_]
followed by [A-Za-z0-9_]
(see here for details), while Json object property names can be more flexible. A name transformer can be set on JsonAvroConverter
during the construction to convert a Json object property name to a legal Avro name.
Function<String, String> nameTransformer = String::toUpperCase;
JsonGenericRecordReader reader = JsonGenericRecordReader.builder()
.setNameTransformer(nameTransformer)
.build();
When a Json array field has no items
, the element of that array field may have any type. However, Avro requires that each array has a clear type specification. To solve this problem, the Json to Avro schema converter assigns string
as the type of the elements for any untyped arrays. Accordingly, this Json to Avro object converter follows the string
schema, and any non-null field value is forced to be a string.
For example, given the following Json schema:
{
"type": "object",
"properties": {
"identifier": {
"type": "array"
}
}
}
and Json object:
{
"identifier": ["151", 152, true, { "id": 153 }, null]
}
the corresponding Avro schema is:
{
"type": "record",
"fields": [
{
"name": "identifier",
"type": [
"null",
{
"type": "array",
"items": ["null", "string"]
}
],
"default": null
}
]
}
and the Avro object is:
{
"identifier": ["151", "152", "true", "{\"id\": 153}", null]
}
Note that every non-null element inside the identifier
array field is converted to string.
This enforcement only applies to an array whose items can only be nullable strings. For arrays with union item types, no string enforcing will be carried out.
A Json object can have additional properties of unknown types, which is not compatible with the Avro schema. To solve this problem during Json to Avro object conversion, we introduce a special field: _airbyte_additional_properties
typed as a nullable map
from string
to string
:
{
"name": "_airbyte_additional_properties",
"type": ["null", { "type": "map", "values": "string" }],
"default": null
}
The name of this field is customizable:
JsonAvroConverter converter = JsonAvroConverter.builder()
.setAvroAdditionalPropsFieldName("_additional_properties")
.build();
When this field exists in the Avro schema for a record, any unknown fields will be serialized as a string be stored under this field.
Given the following Avro schema:
{
"type": "record",
"name": "simple_schema",
"fields": [
{
"name": "username",
"type": ["null", "string"],
"default": null
},
{
"name": "_airbyte_additional_properties",
"type": ["null", { "type": "map", "values": "string" }],
"default": null
}
]
}
this Json object
{
"username": "Thomas",
"active": true,
"age": 21,
"auth": {
"auth_type": "ssl",
"api_key": "abcdefg/012345",
"admin": false,
"id": 1000
}
}
will be converted to the following Avro object:
{
"username": "Thomas",
"_airbyte_additional_properties": {
"active": "true",
"age": "21",
"auth": "{\"auth_type\":\"ssl\",\"api_key\":\"abcdefg/012345\",\"admin\":false,\"id\":1000}"
}
}
Note that all fields other than the username
is moved under __airbyte_additional_properties
as a string.
The input Json object may also have some fields with unknown types. For example, if the Json object already has an _airbyte_additional_properties
field, it will follow the same rule:
- If the Avro schema defines an
_airbyte_additional_properties
field, all subfields inside this field will be kept in the Avro object, but they will all become string. Other unknown fields will also be stored under this field. - If the Avro schema does not define such field, it will be completely ignored.
For example, with the same Avro schema, given this Json object:
{
"username": "Thomas",
"active": true,
"_airbyte_additional_properties": {
"age": 21,
"auth": {
"auth_type": "ssl",
"api_key": "abcdefg/012345",
"admin": false,
"id": 1000
}
}
}
will be converted to the following Avro object:
{
"username": "Thomas",
"_airbyte_additional_properties": {
"age": "21",
"active": "true",
"auth": "{\"auth_type\":\"ssl\",\"api_key\":\"abcdefg/012345\",\"admin\":false,\"id\":1000}"
}
}
Note the undefined active
field is moved into _airbyte_additional_properties
. age
and auth
that are originally in _airbyte_additional_properties
becomes strings.
The name of the additional properties field in the Json object is also customizable:
JsonAvroConverter converter = JsonAvroConverter.builder()
.setJsonAdditionalPropsFieldNames(Set.of("_additional_properties"))
.build();
By default, both _ab_additional_properties
and _airbyte_additional_properties
are the additional properties field names on the Json object.
A listener can be set to react to conversion failures at the field level. It will be called with metadata about the field and failure, and it may do any of the following:
- return a replacement value for the field
- call
pushPostProcessingAction
to register a function to apply to the record (eg, to add metadata about the failure) - (re)throw an exception if the failure is unrecoverable
Note that it may not edit the record itself. This is to avoid race conditions and other issues that might arise from modifying the record while it is being processed.
JsonAvroConverter converter = JsonAvroConverter.builder()
.setFieldConversionFailureListener(listener)
.build();
- The build is upgraded to use Java 14 and Gradle 7.2 to match the build environment of Airbyte.
- Maven staging and publishing is removed because they are incompatible with the new build environment.
The original json-avro-converter is published under Apache License 2.0.
Version | Description |
---|---|
1.0.2 | Support era and string numbers |
1.0.1 | Fix publication to JitPack. |
1.0.0 | Publish to JitPack. |