avrohugger
Schema-to-case-class code generation for working with Avro in Scala.
avrohugger-core
: Generate source code at runtime for evaluation at a later step.avrohugger-filesorter
: Sort schema files for proper compilation order.avrohugger-tools
: Generate source code at the command line with the avrohugger-tools jar.
Alternative Distributions:
- sbt:
sbt-avrohugger
- Generate source code at compile time with an sbt plugin. - Maven:
avrohugger-maven-plugin
- Generate source code at compile time with a maven plugin. - Mill:
mill-avro
- Generate source code at compile time with a Mill plugin. - Gradle:
gradle-avrohugger-plugin
- Generate source code at compile time with a gradle plugin. - mu-rpc:
mu-scala
- Generate rpc models, messages, clients, and servers.
Table of contents
- Supported Formats:
Standard
,SpecificRecord
- Supported Datatypes
- Logical Types Support
- Protocol Support
- Doc Support
- Usage
- Warnings
- Best Practices
- Testing
- Credits
Generates Scala case classes in various formats:
-
Standard
Vanilla case classes (for use with Apache Avro'sGenericRecord
API, etc.) -
SpecificRecord
Case classes that implementSpecificRecordBase
and therefore have mutablevar
fields (for use with the Avro Specific API - Scalding, Spark, Avro, etc.). -
Scavro
(@deprecated
since avrohugger v1.5.0) Case classes with immutable fields, intended to wrap Java generated Avro classes (for use with the Scavro runtime, Java classes provided separately (see Scavro Plugin or sbt-avro)).
Supports generating case classes with arbitrary fields of the following datatypes:
Avro | Standard |
SpecificRecord |
Notes |
---|---|---|---|
INT | Int | Int | See Logical Types: date |
LONG | Long | Long | See Logical Types: timestamp-millis |
FLOAT | Float | Float | |
DOUBLE | Double | Double | |
STRING | String | String | |
BOOLEAN | Boolean | Boolean | |
NULL | Null | Null | |
MAP | Map | Map | |
ENUM | scala.Enumeration Scala case object Java Enum EnumAsScalaString |
Java Enum EnumAsScalaString |
See Customizable Type Mapping |
BYTES | Array[Byte] BigDecimal |
Array[Byte] BigDecimal |
See Logical Types: decimal |
FIXED | case class case class + schema |
case class extending SpecificFixed |
See Logical Types: decimal |
ARRAY | Seq List Array Vector |
Seq List Array Vector |
See Customizable Type Mapping |
UNION | Option Either Shapeless Coproduct |
Option Either Shapeless Coproduct |
See Customizable Type Mapping |
RECORD | case class case class + schema |
case class extending SpecificRecordBase |
See Customizable Type Mapping |
PROTOCOL | No Type Scala ADT |
RPC trait Scala ADT |
See Customizable Type Mapping |
Date | java.time.LocalDate java.sql.Date |
java.time.LocalDate java.sql.Date |
See Customizable Type Mapping |
TimestampMillis | java.time.Instant java.sql.Timestamp |
java.time.Instant java.sql.Timestamp |
See Customizable Type Mapping |
UUID | java.util.UUID | java.util.UUID | See Customizable Type Mapping |
Decimal | BigDecimal | BigDecimal | See Customizable Type Mapping |
Logical Types Support:
NOTE: Currently logical types are only supported for Standard
and SpecificRecord
formats
date
: Annotates Avroint
schemas to generatejava.time.LocalDate
orjava.sql.Date
(See Customizable Type Mapping). Examples: avdl, avsc.decimal
: Annotates Avrobytes
andfixed
schemas to generateBigDecimal
. Examples: avdl, avsc.timestamp-millis
: Annotates Avrolong
schemas to genaratejava.time.Instant
orjava.sql.Timestamp
(See Customizable Type Mapping). Examples: avdl, avsc.uuid
: Annotates Avrostring
schemas and idls to generatejava.util.UUID
(See Customizable Type Mapping). Example: avsc.time-millis
: Annotates Avroint
schemas to genaratejava.time.LocalTime
orjava.sql.Time
Protocol Support:
-
the records defined in
.avdl
,.avpr
, and json protocol strings can be generated as ADTs if the protocols define more than one Scala definition (note: message definitions are ignored when this setting is used). See Customizable Type Mapping. -
For
SpecificRecord
, if the protocol contains messages then an RPC trait is generated (instead of generating and ADT, or ignoring the message definitions).
Doc Support:
-
.avdl
: Comments that begin with/**
are used as the documentation string for the type or field definition that follows the comment. -
.avsc
,.avpr
, and.avro
: Docs in Avro schemas are used to define a case class' ScalaDoc -
.scala
: ScalaDocs of case class definitions are used to define record and field docs
Note: Currently Treehugger appears to generate Javadoc style docs (thus compatible with ScalaDoc style).
Usage
- Library For Scala 2.12, and 2.13
- Parses Schemas and IDLs with Avro version 1.11
- Generates Code Compatible with Scala 2.12, 2.13
avrohugger-core
Get the dependency with:
"com.julianpeeters" %% "avrohugger-core" % "1.5.1"
Description:
Instantiate a Generator
with Standard
, Scavro
, or SpecificRecord
source
formats. Then use
tToFile(input: T, outputDir: String): Unit
or
tToStrings(input: T): List[String]
where T
can be File
, Schema
, or String
.
Example
import avrohugger.Generator
import avrohugger.format.SpecificRecord
import java.io.File
val schemaFile = new File("path/to/schema")
val generator = new Generator(SpecificRecord)
generator.fileToFile(schemaFile, "optional/path/to/output") // default output path = "target/generated-sources"
where an input File
can be .avro
, .avsc
, .avpr
, or .avdl
,
and where an input String
can be the string representation of an Avro schema,
protocol, IDL, or a set of case classes that you'd like to have implement
SpecificRecordBase
.
Customizable Type Mapping:
To reassign Scala types to Avro types, use the following (e.g. for customizing Specific
):
import avrohugger.format.SpecificRecord
import avrohugger.types.ScalaVector
val myScalaTypes = Some(SpecificRecord.defaultTypes.copy(array = ScalaVector))
val generator = new Generator(SpecificRecord, avroScalaCustomTypes = myScalaTypes)
record
can be assigned toScalaCaseClass
andScalaCaseClassWithSchema
(with schema in a companion object)array
can be assigned toScalaSeq
,ScalaArray
,ScalaList
, andScalaVector
enum
can be assigned toJavaEnum
,ScalaCaseObjectEnum
,EnumAsScalaString
, andScalaEnumeration
fixed
can be assigned to ,ScalaCaseClassWrapper
andScalaCaseClassWrapperWithSchema
(with schema in a companion object)union
can be assigned toOptionShapelessCoproduct
,OptionEitherShapelessCoproduct
, orOptionalShapelessCoproduct
int
,long
,float
,double
can be assigned toScalaInt
,ScalaLong
,ScalaFloat
,ScalaDouble
protocol
can be assigned toScalaADT
andNoTypeGenerated
decimal
can be assigned to e.g.ScalaBigDecimal(Some(BigDecimal.RoundingMode.HALF_EVEN))
andScalaBigDecimalWithPrecision(None)
(via Shapeless Tagged Types)
Customizable Namespace Mapping:
Namespaces can be reassigned by instantiating a Generator
with a custom
namespace map (please see warnings below):
val generator = new Generator(SpecificRecord, avroScalaCustomNamespace = Map("oldnamespace"->"newnamespace"))
Wildcarding the beginning of a namespace is permitted, place a single asterisk after the prefix that you want to map and any matching schema will have its namespace rewritten. Multiple conflicting wildcards are not permitted.
val generator = new Generator(SpecificRecord, avroScalaCustomNamespace = Map("example.*"->"example.newnamespace"))
avrohugger-filesorter
Get the dependency with:
"com.julianpeeters" %% "avrohugger-filesorter" % "1.5.1"
Description:
To ensure dependent schemas are compiled in the proper order (thus avoiding org.apache.avro.SchemaParseException: Undefined name: "com.example.MyRecord"
parser errors), sort avsc and avdl files with the sortSchemaFiles
method on AvscFileSorter
and AvdlFileSorter
respectively.
Example:
import avrohugger.filesorter.AvscFileSorter
import java.io.File
val sorted: List[File] = AvscFileSorter.sortSchemaFiles((srcDir ** "*.avsc")
avrohugger-tools
Download the avrohugger-tools jar for Scala 2.12, or Scala 2.13 (>30MB!) and use it like the avro-tools jar Usage: [-string] (schema|protocol|datafile) input... outputdir
:
generate
generates Scala case class definitions:
java -jar /path/to/avrohugger-tools_2.12-1.5.1-assembly.jar generate schema user.avsc .
generate-specific
generates definitions that extend Avro'sSpecificRecordBase
:
java -jar /path/to/avrohugger-tools_2.12-1.5.1-assembly.jar generate-specific schema user.avsc .
generate-scavro
(@deprecated
since avrohugger v1.5.0) generates definitions that extend Scavro'sAvroSerializable
:
java -jar /path/to/avrohugger-tools_2.12-1.5.1-assembly.jar generate-scavro schema user.avsc .
Warnings
-
If your framework is one that relies on reflection to get the Schema, it will fail since Scala fields are private. Therefore preempt it by passing in a Schema to DatumReaders and DatumWriters (e.g.
val sdw = SpecificDatumWriter[MyRecord](schema)
). -
For the
SpecificRecord
format, generated case class fields must be mutable (var
) in order to be compatible with the SpecificRecord API. Note: If your framework allowsGenericRecord
, avro4s provides a type class that converts to and from immutable case classes cleanly. -
SpecificRecord
requires thatenum
be represented asJavaEnum
Testing
To test for regressions, please run sbt:avrohugger> + test
.
To test that generated code can be de/serialized as expected, please run:
sbt:avrohugger> + publishLocal
- then clone sbt-avrohugger and update its avrohugger dependency to the locally published version
- finally run
sbt:sbt-avrohugger> scripted avrohugger/*
, or, e.g.,scripted avrohugger/GenericSerializationTests
Credits
Depends on Avro and Treehugger. avrohugger-tools
is based on avro-tools.
Contributors: