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Swift libraries that enable "Reactive Relational Programming"


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PLRelational is a data storage, processing, and presentation framework based on relational algebra. It is written in Swift and is available for macOS and iOS.


PLRelational is released under an MIT license. See the LICENSE file for the full license.

Quick Start

The repository contains Xcode projects under PLRelational and PLRelationalCombine, both of which will build out of the box. You can manually build the frameworks and add them to your project, or you can add the PLRelational project as a dependency.


The PLRelational project provides two primary frameworks:

  • PLRelational provides all of the core data storage and processing facilities. It includes relations backed by plists, SQLite, or stored in memory, operators on those relations, full text search facilities, asynchronous data updates and retrieval, and more.
  • PLRelationalCombine builds on the PLRelational and Combine frameworks with publishers that present relations as a stream of values and/or changes. It also includes array-optimized publishers, support for bidirectional bindings via the @TwoWay property wrapper, and more.

Note that this repository contains sources for two other legacy frameworks, PLRelationalBinding and PLBindableControls. These were originally developed (back in 2015-16) as experimental reactive/binding layers that provide the reactive glue to connect PLRelational with AppKit/UIKit. With the advent of the Combine and SwiftUI frameworks in 2019, those legacy frameworks are no longer worth maintaining and will be retired in the near future.


The PLRelationalExamples.xcodeproj under the Examples directory contains a Swift playground that serves as a thorough introduction to PLRelational.

Here are a few samples taken from that playground to get you started:

Building a model with relations

The first step in building an application with PLRelational is to define its model, which entails describing each Relation and populating them with some initial data.

import PLRelational

// Describe the relations
let employees = MakeRelation(["emp_id", "first_name", "last_name", "dept_id"])
let departments = MakeRelation(["dept_id", "title"])

// Add some departments
func addDepartment(_ id: Int64, _ title: String) {
        "dept_id": id,
        "title": title
addDepartment(1, "Executive")
addDepartment(2, "Safety")

// Print the content of the `departments` relation

// Add some employees
func addEmployee(_ id: Int64, _ first: String, _ last: String, _ deptID: Int64) {
        "emp_id": id,
        "first_name": first,
        "last_name": last,
        "dept_id": deptID
addEmployee(1, "Montgomery", "Burns", 1)
addEmployee(2, "Waylon", "Smithers", 1)
addEmployee(3, "Homer", "Simpson", 2)
addEmployee(4, "Lenny", "Leonard", 2)
addEmployee(5, "Carl", "Carlson", 2)

// Print the content of the `employees` relation

Playing with relations

Now that we've defined some relations, we can have fun with relational algebra. Use join to combine relations, select to narrow the focus on a subset of rows, and project to focus on a subset of attributes ("columns").

These are just a few of the relational algebra operators that are provided with PLRelational.

// Select an employee by `id` and project just his first name
let homer = employees
    .select(Attribute("emp_id") *== 3)

// Simulate a master/detail application by marking Homer
// as "selected"
let selectedEmployeeID = MakeRelation(["emp_id"])
selectedEmployeeID.add(["emp_id": 3])

// Create a complex relation by joining the three source
// relations; this will contain the selected person's name and
// department info
let selectedEmployee = selectedEmployeeID

Observing relation changes using Combine

The real power of PLRelational is in being able to make changes to your relations, and then observing and reacting to those changes.

PLRelational includes Combine extensions (i.e., custom publishers) that make it possible to subscribe to the contents of a Relation and transform those contents in various ways.

import PLRelationalCombine

// In the following chain, `oneString` will create a `Publisher`
// that emits the current selected employee's first name, along
// with any changes that are made to that value over time
var cancellable = selectedEmployee
    .sink {
	// Print the latest value to the console

// The current value ("Montgomery") should have been delivered to
// our `sink` (after the initial asynchronous query has finished)
// (sink will print "Montgomery")

// Make Lenny the selected employee, and see that the publisher
// emits the new "first name" value.  Note that we're using the
// `asyncUpdateInteger` convenience, which is a useful shorthand
// for updating a single-attribute relation.
// (sink will print "Lenny")

// One way to change his first name would be to modify the
// original (source) relation
employees.asyncUpdate(Attribute("emp_id") *== 4, newValues: ["first_name": "Len"])
// (sink will print "Len")

// However, it's also possible to modify the source relation
// by applying an update to a higher-level (view) relation.
// In this scenario, we've created a relation that
// focuses in on the selected employee's first name,
// and then apply the update directly to that relation.
// Note that the change is applied to the underlying
// source relation, but our publisher also sees the
// new value.
let selectedEmployeeFirstName = selectedEmployee.project("first_name")
// (sink will print "Lenford")

// We can confirm that the underlying source relation was updated

// Cancel the subscription when we're finished

Using PLRelational[Combine] + SwiftUI to build a UI

Here is an example of using SwiftUI to build a small form, with editable text fields for the person's first and last name, and a label that displays the employee's department.

Note the use of PLRelational's @TwoWay property wrapper. This is similar to Combine's @Published, except that it allows for plugging in different behaviors when the value is set via the property's setter.

The bind function works in conjunction with @TwoWay and lets you specify a "strategy" that takes care of reading values from the underlying relation, and writing values back to that relation. It also handles the special logic that prevents feedback loops that might otherwise occur when the underlying relation is updated.

import SwiftUI

class DetailViewModel: ObservableObject {
    @TwoWay var firstName: String = ""
    @TwoWay var lastName: String = ""
    @Published var department: String = ""
    private var cancellableBag = CancellableBag()
    init(model: Model) {
        // The selected employee's first name (read/write)
            .bind(to: \._firstName, on: self, strategy: oneString)
            .store(in: &cancellableBag)

        // The selected employee's last name (read/write)
            .bind(to: \._lastName, on: self, strategy: oneString)
            .store(in: &cancellableBag)

        // The selected employee's department title (read-only)
            .bind(to: \.department, on: self)
            .store(in: &cancellableBag)
    deinit {
    func commitFirstName() {
    func commitLastName() {

struct DetailView: View {
    @ObservedObject var model: DetailViewModel

    var body: some View {
        VStack(alignment: .leading) {
            TextField("First name", text: $model.firstName, onCommit: model.commitFirstName)
            TextField("Last name", text: $model.lastName, onCommit: model.commitLastName)
            Text("Department: \(model.department)")


The PLRelationalExamples Xcode project includes a number of example apps:

  • TodoApp-SwiftUI is a realistic to-do app built with PLRelational[Combine] and SwiftUI, that runs on both macOS and iOS.

Additionally, there are some AppKit-based apps for macOS (under Legacy/Examples) that were developed using the legacy PLRelationalBinding framework. These will be migrated to use PLRelationalCombine + SwiftUI in due time:

  • HelloWorldApp is a minimal example that demonstrates relations, binding, undo/redo, etc.
  • TodoApp is a good example of using PLRelational to build a real-world, working to-do app.
  • SearchApp demonstrates the use of RelationTextIndex for full text search.
  • BindableControlsApp is primarily a UI testing target for all the AppKit controls in PLBindableControls.
  • Visualizer contains the beginnings of a visual tool (very much a work in progress) for creating and debugging relations.


The PLRelational collection of frameworks draws inspiration from and stands on the shoulders of many other works, chief among them the earliest relational research from E.F. Codd, et al, Out of the Tar Pit by Ben Moseley and Peter Marks, Push-Pull Functional Reactive Programming by Conal Elliott, and the many incarnations of Rx such as ReactiveSwift. Thanks also to Landon Fuller for his continued advice and for planting the seeds that resulted in the earliest prototypes.

Further Reading

For more depth on these frameworks, check out the following blog posts:

Generated documentation is also available online for the PLRelational and PLRelationalBinding frameworks.



Swift libraries that enable "Reactive Relational Programming"







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