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PolyType
PolyType is a practical generic programming library for .NET. It facilitates the rapid development of feature-complete, high-performance libraries that interact with user-defined types. This includes serializers, structured loggers, mappers, validators, parsers, random generators, and equality comparers. Its built-in source generator ensures that any library built on top of PolyType gets Native AOT support for free.
The project is a port of the TypeShape library for F#, adapted to patterns and idioms available in C#. The name PolyType is a reference to polytypic programming, another term for generic programming.
See the project website for additional background and API documentation.
Quick Start
You can try the library by installing the PolyType
NuGet package:
$ dotnet add package PolyType
which includes the core types and source generator for generating type shapes:
using PolyType;
[GenerateShape]
public partial record Person(string name, int age);
Doing this will augment Person
with an implementation of the IShapeable<Person>
interface. This suffices to make Person
usable with any library that targets the PolyType core abstractions. You can try this out by installing the built-in example libraries:
$ dotnet add package PolyType.Examples
Here's how the same value can be serialized to three separate formats.
using PolyType.Examples.JsonSerializer;
using PolyType.Examples.CborSerializer;
using PolyType.Examples.XmlSerializer;
Person person = new("Pete", 70);
JsonSerializerTS.Serialize(person); // {"Name":"Pete","Age":70}
XmlSerializer.Serialize(person); // <value><Name>Pete</Name><Age>70</Age></value>
CborSerializer.EncodeToHex(person); // A2644E616D656450657465634167651846
Since the application uses a source generator to produce the shape for Person
, it is fully compatible with Native AOT. See the shape providers article for more details on how to use the library with your types.
Authoring PolyType Libraries
As a library author, PolyType makes it easy to write high-performance, feature-complete components by targeting its core abstractions. For example, a parser API using PolyType might look as follows:
public static class MyFancyParser
{
public static T? Parse<T>(string myFancyFormat) where T : IShapeable<T>;
}
The IShapeable<T>
constraint indicates that the parser only works with types augmented with PolyType metadata. This metadata can be provided using the PolyType source generator:
Person? person = MyFancyParser.Parse<Person>(format); // Compiles
[GenerateShape] // Generate an IShapeable<TPerson> implementation
partial record Person(string name, int age, List<Person> children);
For more information see:
- The core abstractions document for an overview of the core programming model.
- The shape providers document for an overview of the built-in shape providers and their APIs.
- The generated API documentation for the project.
- The
PolyType.Examples
project for advanced examples of libraries built on top of PolyType.
Case Study: Writing a JSON serializer
The repo includes a JSON serializer built on top of the Utf8JsonWriter
/Utf8JsonReader
primitives provided by System.Text.Json. At the time of writing, the full implementation is just under 1200 lines of code but exceeds STJ's built-in JsonSerializer
both in terms of supported types and performance.
Performance
Here's a benchmark comparing System.Text.Json
with the included PolyType implementation:
Serialization
Method | Mean | Ratio | Allocated | Alloc Ratio |
---|---|---|---|---|
Serialize_StjReflection | 491.9 ns | 1.00 | 312 B | 1.00 |
Serialize_StjSourceGen | 467.0 ns | 0.95 | 312 B | 1.00 |
Serialize_StjSourceGen_FastPath | 227.2 ns | 0.46 | - | 0.00 |
Serialize_PolyTypeReflection | 277.9 ns | 0.57 | - | 0.00 |
Serialize_PolyTypeSourceGen | 273.6 ns | 0.56 | - | 0.00 |
Deserialization
Method | Mean | Ratio | Allocated | Alloc Ratio |
---|---|---|---|---|
Deserialize_StjReflection | 1,593.0 ns | 1.00 | 1024 B | 1.00 |
Deserialize_StjSourceGen | 1,530.3 ns | 0.96 | 1000 B | 0.98 |
Deserialize_PolyTypeReflection | 773.1 ns | 0.49 | 440 B | 0.43 |
Deserialize_PolyTypeSourceGen | 746.7 ns | 0.47 | 440 B | 0.43 |
Even though both serializers target the same underlying reader and writer types, the PolyType implementation is ~75% faster for serialization and ~100% faster for deserialization, when compared with System.Text.Json's metadata serializer. As expected, fast-path serialization is still fastest since its implementation is fully inlined.
Known libraries based on PolyType
The following code bases are based upon PolyType and may be worth checking out.
- Nerdbank.MessagePack - a MessagePack library with performance to rival MessagePack-CSharp, and greater simplicity and additional features.
Project structure
The repo consists of the following projects:
- The core
PolyType
library containing:- The core abstractions defining the type model.
- The reflection provider implementation.
- The model classes used by the source generator.
- The
PolyType.SourceGenerator
project contains the built-in source generator implementation. - The
PolyType.Roslyn
library exposes a set of components for extracting data models from Roslyn type symbols. Used as the foundation for the built-in source generator. PolyType.Examples
containing library examples:- A serializer built on top of System.Text.Json,
- A serializer built on top of System.Xml,
- A serializer built on top of System.Formats.Cbor,
- A
ConfigurationBinder
like implementation, - A simple pretty-printer for .NET values,
- A generic random value generator based on
System.Random
, - A JSON schema generator for .NET types,
- An object cloning function,
- A structural
IEqualityComparer<T>
generator for POCOs and collections, - An object validator in the style of System.ComponentModel.DataAnnotations.
- A simple .NET object mapper.
- The
applications
folder contains sample Native AOT console applications.