Recognizing tables within a document
At a glance
| Item | Summary |
|---|---|
| Purpose | Scan a document that contains a table and extract its content in a formatted way. |
| App architecture | A Swift sample with the source-visible chain DocumentReaderApp → ContentView → VisionModel → CaptureService → Vision APIs. |
| Main patterns | Protocol-oriented abstraction, Delegate or data-source callbacks, Service object, Binding-based state propagation, Publisher-backed observable state, Actor isolation |
| Project style | 12 scanned source file(s) across Swift, organized around ranked entry, type, and file boundaries. |
| Execution model | Source-visible boundaries: async declaration or closure, @MainActor, Task closure isolated to MainActor, Task, Sendable or @Sendable; none alone proves a background thread. |
| State/event model | Source-visible mechanisms: @Observable, @Published, SwiftUI state property wrapper. |
| Key frameworks/packages | SwiftUI, Vision, AVFoundation, AVKit, Combine; these are source dependencies, not architecture labels. |
Project structure
Source bundle/
├── DocumentReaderApp.swift
├── DataModel.swift
├── Camera/
│ ├── CameraPreview.swift
│ ├── CaptureService.swift
│ ├── PhotoCapture.swift
│ └── Camera.swift
├── Views/
│ ├── CameraView.swift
│ ├── ImageView.swift
│ ├── ContactView.swift
│ └── ContentView.swift
├── VisionModel.swift
└── BoundingBox.swift
Structure observations
- Architecturally prominent files are ranked from entry points and role-named declarations; resource-only paths are omitted.
- Primary languages: Swift.
- The verified tree contains 3 project/configuration file(s) and 26 source declaration(s).
Overall architecture
flowchart LR
N1["DocumentReaderApp"]
N2["ContentView"]
N3["VisionModel"]
N4["CaptureService"]
N5["Vision APIs"]
N1 --> N2
N2 --> N3
N3 --> N4
N4 --> N5
Reference code
DocumentReaderApp.swift:10 — architecture anchor
@main
struct DocumentReaderApp: App {
var body: some Scene {
WindowGroup {
ContentView()
}
}
}Interpretation
The arrows summarize the source-visible entry, role-named types or folders, and framework direction; when nodes come from structural folders, the sequence is a high-level interpretation rather than proof that every adjacent node calls the next. Ownership is claimed only where the next section cites a stored property or assignment. The diagram is intentionally limited to the dominant path into Vision.
Ownership and state
classDiagram
Contact *-- String : name
Contact *-- String : email
Contact *-- String : phoneNumber
TableCell o-- Content : content
Ownership evidence
DataModel.swift:13 — stored dependency or nearest verified ownership anchor
struct Contact {
let name: String
let email: String
let phoneNumber: String?
}| Owner | Object or state | Relationship | Mutation authority |
|---|---|---|---|
Contact |
String (name) |
owns value state | Initialized by the owner; the binding is immutable |
Contact |
String (email) |
owns value state | Initialized by the owner; the binding is immutable |
Contact |
String (phoneNumber) |
owns value state | Initialized by the owner; the binding is immutable |
TableCell |
Content (content) |
stores or receives | Initialized by the owner; the binding is immutable |
Composition arrows indicate a source-visible construction expression or locally owned value state; aggregation means the owner stores or receives a dependency without proving exclusive lifetime ownership.
Concurrency, scheduling, and thread safety
Evidence limit: actor isolation, async/await, or Task creation does not by itself prove background-thread execution; Sendable conformance alone does not prove thread-safe mutation.
| Concern | Source mechanism | Verified placement or handoff | Evidence |
|---|---|---|---|
| Suspension boundary | async declaration or closure |
The source declares or crosses an asynchronous boundary; it does not by itself establish background execution. | Camera/Camera.swift:39 |
| Main isolation | @MainActor |
The cited annotation marks its attached declaration or closure as main-actor isolated. | Camera/CameraPreview.swift:65 |
| Main isolation | Task closure isolated to MainActor |
The cited operation explicitly enters a main-actor-isolated region. | Camera/CameraPreview.swift:65 |
| Task creation | Task |
The source creates an unstructured task; surrounding context determines inherited actor isolation. | Camera/CameraPreview.swift:65 |
| Transfer contract | Sendable or @Sendable |
The source declares a sendability boundary; this alone does not synchronize mutable state. | Camera/CameraPreview.swift:78 |
@MainActor/MainActor.run, DispatchQueue.main, and RunLoop.main are reported as distinct isolation, queue, and event-loop mechanisms. A plain Task is kept separate from Task.detached; neither is labeled as a background thread.
Reference code
Camera/Camera.swift:39 — representative execution boundary
func start() async {
// ...
status = .unauthorized
// ...
}State propagation, frameworks, and dependencies
Evidence limit: an import proves a source-level compilation dependency at the cited line; it does not prove runtime use, architectural adoption, or whether a Swift package is a direct application dependency.
| Category | Mechanism or module | Verified role | Evidence |
|---|---|---|---|
| State propagation | @Observable |
Observation macro publishes source-visible changes. | Camera/Camera.swift:11 |
| State propagation | @Published |
A published property can emit owner-controlled changes. | Camera/PhotoCapture.swift:27 |
| State propagation | SwiftUI state property wrapper |
A SwiftUI property wrapper supplies or observes UI state. | Views/CameraView.swift:12 |
| Source import | SwiftUI |
The cited file imports this module; runtime use and architectural role are not inferred. | BoundingBox.swift:8 |
| Source import | Vision |
The cited file imports this module; runtime use and architectural role are not inferred. | BoundingBox.swift:9 |
| Source import | AVFoundation |
The cited file imports this module; runtime use and architectural role are not inferred. | Camera/CameraPreview.swift:9 |
| Source import | AVKit |
The cited file imports this module; runtime use and architectural role are not inferred. | Views/CameraView.swift:9 |
| Source import | Combine |
The cited file imports this module; runtime use and architectural role are not inferred. | Camera/CaptureService.swift:10 |
receive(on:) describes downstream delivery scheduling, while subscribe(on:) describes upstream subscription/request/cancel scheduling. An import Combine alone establishes neither behavior nor a Store, reducer, Redux, or other application architecture.
Class and protocol design
Camera/CameraPreview.swift:78 — representative type boundary
protocol PreviewSource: Sendable {
// Connects a preview destination to this source.
func connect(to target: PreviewTarget)
}| Type | Responsibility | Depends on or conforms to |
|---|---|---|
DocumentReaderApp |
Application entry and top-level composition | App |
PreviewView |
User-interface presentation and input forwarding | UIView, PreviewTarget |
CaptureService |
Framework-facing operations | Concrete collaborators/imported frameworks |
CameraView |
User-interface presentation and input forwarding | View |
ImageView |
User-interface presentation and input forwarding | View |
VisionModel |
Feature data or observable state | Concrete collaborators/imported frameworks |
PhotoCaptureDelegate |
Receives callback-driven events | NSObject, AVCapturePhotoCaptureDelegate |
ContactView |
User-interface presentation and input forwarding | View |
ContentView |
User-interface presentation and input forwarding | View |
PreviewSource |
Defines a capability or collaboration contract | Sendable |
The source explicitly defines local protocol relationships: PreviewView → PreviewTarget, DefaultPreviewSource → PreviewSource.
Access control
| Symbol | Access | Verified effect | Likely rationale |
|---|---|---|---|
status (Camera/Camera.swift:29) |
private(set) |
Read access follows the declaration; writes remain in the private scope. | Inference: allow observation while reserving invariant-changing writes for the owner. |
captureService (Camera/Camera.swift:35) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: keep state mutation or dependency lifetime inside the owning implementation. |
source (Camera/CameraPreview.swift:13) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: keep state mutation or dependency lifetime inside the owning implementation. |
session (Camera/CameraPreview.swift:92) |
private |
Use is restricted to the lexical declaration and same-file extensions allowed by Swift. | Inference: keep state mutation or dependency lifetime inside the owning implementation. |
Reference code
Camera/Camera.swift:29 — representative boundary
@Observable
final class Camera {
// ...
private(set) var status = CameraStatus.unknown
// ...
}Swift declarations without a modifier are internal; explicit private, fileprivate, private(set), public, or open entries above are interpreted by language semantics. Objective-C/C samples instead rely on header and implementation boundaries, which are not equivalent to Swift lexical privacy.
Logic ownership and placement
| Logic | Owning type or file | Placement rationale |
|---|---|---|
| Application entry and top-level composition | DocumentReaderApp |
The source’s App suffix makes this role explicit. |
| Receives callback-driven events | PhotoCaptureDelegate |
The source’s Delegate suffix makes this role explicit. |
| Feature data or observable state | VisionModel |
The source’s Model suffix makes this role explicit. |
| Framework-facing operations | CaptureService |
The source’s Service suffix makes this role explicit. |
| User-interface presentation and input forwarding | CameraView, ContactView, ContentView, ImageView |
The source’s View suffix makes this role explicit. |
Design patterns
| Pattern | Source evidence | Purpose or tradeoff |
|---|---|---|
| Protocol-oriented abstraction | Camera/CameraPreview.swift:34 |
A local protocol and concrete conformance create an explicit capability boundary. |
| Delegate or data-source callbacks | Camera/PhotoCapture.swift:70 |
Callback protocols invert event delivery back into the sample’s owner. |
| Service object | Camera/CaptureService.swift:20 |
A role-named service contains framework-facing operations. |
| Binding-based state propagation | Views/CameraView.swift:13 |
A binding exposes controlled read/write access while the upstream owner remains authoritative. |
| Publisher-backed observable state | Camera/PhotoCapture.swift:27 |
Published properties notify observers while mutation remains with the state object. |
| Actor isolation | Camera/CaptureService.swift:20 |
A declared actor creates an explicit isolation boundary; its executor is not described as a background thread. |
Naming conventions
- Types: App: DocumentReaderApp; Delegate: PhotoCaptureDelegate; Model: VisionModel; Service: CaptureService; View: CameraView, ContactView, ContentView, ImageView, PreviewView.
- Protocols:
PreviewSource,PreviewTarget. - Methods:
makeUIView,updateUIView,setSession,connect,start,setUpSession,addInput,addOutput. - Files:
DocumentReaderApp.swift,Camera/CameraPreview.swift,Camera/CaptureService.swift,Views/CameraView.swift,Views/ImageView.swift,VisionModel.swift.
Architecture takeaways
DocumentReaderAppis the main source-visible entry or composition anchor for this sample.- Framework work reaches SwiftUI, Vision, AVFoundation, AVKit through a deliberately small high-level chain; the detailed API graph remains inside the cited implementation files.
- Stored-property evidence identifies lifecycle collaboration; it does not by itself prove exclusive object ownership.
- Access-control conclusions separate verified language visibility from the likely design rationale.
- Local protocol relationships provide an explicit substitution boundary.
Source map
| Source file | Relevant symbols |
|---|---|
DocumentReaderApp.swift |
Cited implementation, DocumentReaderApp |
DataModel.swift |
Cited implementation, Contact, TableCell, Content |
Camera/CameraPreview.swift |
PreviewSource, Cited implementation, @MainActor, Task closure isolated to MainActor, Task, Sendable or @Sendable, AVFoundation, CameraPreview, PreviewView, PreviewTarget, DefaultPreviewSource |
Camera/Camera.swift |
Cited implementation, async declaration or closure, @Observable, Camera, CameraStatus |
Camera/PhotoCapture.swift |
Cited implementation, @Published, PhotoCaptureError, CaptureActivity, PhotoCapture, PhotoCaptureDelegate |
Camera/CaptureService.swift |
CaptureService, Combine, CameraError |
Views/CameraView.swift |
Cited implementation, SwiftUI state property wrapper, AVKit, CameraView, PhotoButtonStyle |
BoundingBox.swift |
SwiftUI, Vision, BoundingBox |
Views/ImageView.swift |
ImageView, RoundedButton |
VisionModel.swift |
VisionModel, AppError |
Views/ContactView.swift |
ContactView |
Views/ContentView.swift |
ContentView |