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title: "Exploring Code Generation with JsonSchema.Net.CodeGeneration" | ||
date: 2023-10-02 09:00:00 +1200 | ||
tags: [json-schema, codegen] | ||
toc: true | ||
pin: false | ||
--- | ||
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About a month ago, my first foray into the world of code generation was published with the extension library JsonSchema.Net.CodeGeneration. For this post, I'd like to dive into the process a little to show how it works. Hopefully, this will give better insight on how to use it as well. | ||
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This library currently serves as an exploration platform for the [JSON Scheam IDL Vocab](https://github.com/json-schema-org/vocab-idl/issues/47) work, which aims to create a new vocabulary designed to help support translating between code and schemas (both ways). | ||
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## Extracting type information | ||
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The first step in the code generation process is determining what the schema is trying to model. This library uses a complex set of mini-meta-schemas to identify supported patterns. | ||
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> A meta-schema is just a schema that validates another schema. | ||
{: .prompt-tip } | ||
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For example, [in most languages](https://github.com/json-schema-org/vocab-idl/issues/43), enumerations are basically just named constants. The ideal JSON Schema representation of this would be a schema with an `enum`. So .Net's `System.DayOfWeek` enum could be modelled like this: | ||
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```json | ||
{ | ||
"title": "DayOfWeek", | ||
"enum": [ "Sunday", "Monday", "Tuesday", "Wednesday", "Thursday", "Friday", "Saturday" ] | ||
} | ||
``` | ||
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To identify this schema as defining an enumeration, we'd need a meta-schema that looks like this: | ||
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```json | ||
{ | ||
"type": "object", | ||
"title": "MyEnum", | ||
"properties": { | ||
"enum": { | ||
"type": "array" | ||
} | ||
}, | ||
"required": [ "enum" ] | ||
} | ||
``` | ||
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However, in JSON Schema, an `enum` item can be _any_ JSON value, whereas most languages require strings. So, we also want to ensure that the values of that `enum` are strings. | ||
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```json | ||
{ | ||
"type": "object", | ||
"title": "MyEnum", | ||
"properties": { | ||
"enum": { | ||
"items": { "type": "string" } | ||
} | ||
}, | ||
"required": [ "enum" ] | ||
} | ||
``` | ||
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> We don't need to include `type` or `uniqueItems` because we know the data is a schema, and its meta-schema (e.g. Draft 2020-12) already has those constraints. We only need to define constraints _on top of_ what the schema's meta-schema defines. | ||
{: .prompt-info } | ||
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Now that we have the idea, we can expand this by defining mini-meta-schemas for all of the patterns we want to support. There are some that are pretty easy, only needing the `type` keyword: | ||
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- string | ||
- number | ||
- integer | ||
- boolean | ||
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And there are some that are a bit more complex: | ||
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- arrays | ||
- dictionaries | ||
- custom objects (inheritable and non-inheritable) | ||
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And we also want to be able to handle references. | ||
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The actual schemas that were used are listed in the [docs](https://docs.json-everything.net/schema/codegen/mini-meta-schemas/). As with any documentation, I hope to keep these up-to-date, but short of that, you can always look at the [source](https://github.com/gregsdennis/json-everything/blob/master/JsonSchema.CodeGeneration/Model/ModelGenerator.cs). | ||
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## Building type models | ||
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Now that we have the different kinds of schemas that we want to support, we need to represent them in a sort of type model from which we can generate code. | ||
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The idea behind the library was to be able to generate multiple code writers that could support just about any language, so .Net's type system (i.e. `System.Type`) isn't quite the right model. | ||
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The type model as it stands has the following: | ||
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- `TypeModel` - Serves as a base class for the others while also supporting our simple types. This basically just exposes a type name property. | ||
- `EnumModel` - Each value has a name and an integer value derived from the item's index. | ||
- `ArrayModel` - Exposes a property to track the item type. | ||
- `DictionaryModel` - Exposes properties to track key and item types. | ||
- `ObjectModel` - Handles both open and closed varieties. Each property has a name, a type, and whether it can read/write. | ||
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Whenever we encounter a subschema or a reference, that represents a new type for us to generate. | ||
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Lastly, in order to avoid duplication, we set up some equality for type models. | ||
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With this all of the types supported by this library can be modelled. As more patterns are identified, this modelling system can be expanded as needed. | ||
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## Writing code | ||
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The final step for code generation is the part everyone cares about: actually writing code. | ||
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The library defines `ICodeWriter` which exposes two methods: | ||
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- `TransformName()` - Takes a JSON string and transforms it into a language-compatible nme. | ||
- `Write()` - Renders a type model into a type declaration in the language. | ||
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There's really quite a bit of freedom in how this is implemented. The [built-in C# writer](https://github.com/gregsdennis/json-everything/blob/master/JsonSchema.CodeGeneration/Language/CSharpCodeWriter.cs) branches on the different model types and has private methods to handle each one. | ||
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One aspect to writing types that I hadn't thought about when I started writing the library was that there's a difference between writing the usage of a type and writing the declaration of a type. Before, when I thought about code generation, I typically thought it was about writing type declarations: you have a schema, and you generate a class for it. But what I found was that if the properties of an object also use any of the generated types, only the type name needs to be written. | ||
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For example, for the `DayOfWeek` enumeration we discussed before, the declaration is | ||
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```c# | ||
public enum DayOfWeek | ||
{ | ||
Sunday, | ||
Monday, | ||
Tuesday, | ||
Wednesday, | ||
Thursday, | ||
Friday, | ||
Saturday | ||
} | ||
``` | ||
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But if I have an array of them, I need to generate `DayOfWeek[]`, which only really needs the type name. So my writer needs to be smart enough to write the declaration once and write just the name any time it's used. | ||
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There are a couple of other little nuance behaviors that I added in, and I encourage you to read the [docs](https://docs.json-everything.net/schema/codegen/schema-codegen/) on the capabilities. | ||
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## Generating a conclusion | ||
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Overall, writing this was an enjoyable experience. I found a simple architecture that seems to work well and is also extensible. | ||
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My hope is that this library will help inform the IDL Vocab effort back in JSON Schema Land. It's useful having a place to test things. |