A fast table for business data on the Mac, iPad and iPhone: frozen columns, column groups, a summary row with formulas, row grouping with subtotals, search and filters, live updates, and a selection that stays on the same records across reloads. The GPU draws it, and its API mirrors NSTableView, so apps migrate without reworking their patterns. One NGTableView class works in AppKit and in UIKit, with the same data source, delegate and features; on the iPad and iPhone it takes touches, the pointer, a hardware keyboard and VoiceOver as the iPad's own controls do.

Note

Free for noncommercial use (personal projects, study, research, schools, universities, charities). Using it in a business needs a commercial license, including internal tools: write to d.polikhranidi+ngtable@gmail.com. See Licensing.

Why NGTable

comparison.mp4

20,000 live trades sorted by amount, 45,000 changes a second, in each table in turn (a Release build on Apple silicon, 120 Hz screen). NGTable sorts the rows itself and moves only the changed ones; NSTableView, NSCollectionView and SwiftUI's Table leave sorting to the app, which sorts again after each change. The app is the NGTable Comparison scheme of NGTable.xcworkspace (see Demos and benches).

More scenarios, measured the same way. Main thread: the share of time it was busy (less is more room for your app). Frames: screen updates a second.

Scenario	NGTable	NSTableView	SwiftUI Table
Live trades sorted by amount: 20,000 rows, 45,000 changes a second	23–26% · 120 frames	86–87% · 30–31 frames	99% · 3 frames
Order book: 200,000 rows, 244,000 changes a second	51% · 120 frames	97% · 28 frames	doesn't load the rows
Trade feed: 1,000,000 rows, 300,000 changes a second	61% · 120 frames	97% · 15 frames	doesn't load the rows
Binance live tickers: 3,100 pairs	58% · 120 frames	100% · 4 frames	99% · 18 frames
Binance order books: 58,000 levels	17% · 118 frames	99% · 7 frames	100% · 0 frames
Sorting 1,000,000 rows by a text column	0.15–0.26 s, the screen keeps drawing	1.9 s, the app stops for it	—

NGTable also sorts, filters, sums and highlights changes while doing it. NSCollectionView, measured the same way, gets 34–57 frames with the main thread 72–75% busy on the live trades.

With tens of millions of rows the app gives the table a column source (NGColumnSource). On a MacBook Pro M1 Max, the huge-CSV viewer Rowbolt's 1 GB file of 11.9 million rows sorts by text in 0.52–0.54 s and by a number in 0.27 s, is searched in 0.09 s on the GPU (0.15–0.17 s on the CPU's cores) and scrolls at 120 frames a second. An iPhone 15 Pro Max sorts a 5 GB file of 59 million rows by name in 5.9–6.3 s and by amount in 4.8–5.6 s, and searches it in 2.9 s.

On the iPad, the bench in Demos/iPadBench shows the same live rows in NGTable, UITableView, UICollectionView and SwiftUI's Table and List, and scrolls each down and up as fast as a flick for eight seconds. In the simulator (a Release build, 100,000 rows, 1,000 changes a second):

Scrolling, values changing	NGTable	SwiftUI Table	SwiftUI List	UICollectionView	UITableView
Frames a second (the worst second)	60 (60)	53 (37)	52 (40)	38 (14)	25 (3)
Longest frame	18 ms	83 ms	83 ms	217 ms	496 ms

With a million rows and 10,000 changes a second NGTable still gets 60 frames (59 in the worst second). The simulator has the Mac's keyboard attached, and with a keyboard iPadOS's focus system slows UIKit's tables while they scroll; measure on your device too (the bench's launch arguments run the test by themselves).

Features

• Frozen columns at the leading and trailing edges, and column groups under a common header.
• Summary row: sums, averages, counts, minimums and maximums, value filters and formulas over other columns (e.g. ROI as a ratio of sums), for all rows, the selected rows or all except the selected ones. Large tables are summarized in the background.
• Row grouping by column values, several levels deep, under collapsible header rows with row counts and subtotals.
• Search and filters that hide rows without touching the data source.
• Row identity: the selection follows the same records when data is sorted or refreshed.
• Live data: targeted updates (reloadData(forRowIndexes:columnIndexes:), inserts, removes, moves, batched with beginUpdates()/endUpdates()) cost what changed, also with 200,000 rows; reorderRows(from:to:) re-sorts without reading the rows again.
• NSTableView's patterns: the same data source, delegate, sort descriptor and notification names, a diffable data source like NSTableViewDiffableDataSource, and an adapter for an existing NSTableViewDataSource.
• Context menus built by the app, with Finder's rules for which rows a click is for.
• Column customization: resize, move, hide and show columns, saved and restored.
• Values as text, numbers, currencies, percentages, dates, check marks, colored tags, icon marks, sparklines (lines, areas, bars, wins and losses), links, buttons, progress bars, ratings, and pictures and videos by URL (loaded, cached and played under the pointer by the table); text that wraps, rows as high as it.
• Native feel: overlay scrollers, elastic scrolling, Liquid Glass summary bar on macOS 26, dark mode, accent colors, keyboard navigation, type select, copying to spreadsheets, VoiceOver.
• On the iPad and iPhone: momentum scrolling, taps that select and act like clicks, editing in place, context menus on a long press, swipe actions, columns resized and moved by a finger, filters and choices in popovers, drag and drop, export to the share sheet, the pointer's hover, a hardware keyboard, VoiceOver's data table, and the summary row above the home indicator.
• Fast with a million rows and hundreds of thousands of changes a second: the GPU (Metal) draws the rows from a glyph atlas, with Core Text's typesetting; changing a value costs no rasterization, and frames are drawn only when something visible changed.
• Tens of millions of rows through a column source (NGColumnSource): the table's sort, search and totals read your data on all cores, off the main thread, and keep no values; a search of text the source gives in place runs on the GPU.

Your app owns the data. The table sorts the rows itself (sortsRows, in the background for large tables) or leaves sorting to your app like NSTableView, and your app performs the actions of its buttons and menus.

Note

Text sorts like Finder, without ICU. NGTable makes its own collation keys (NGTextKeys, the default) for every European language, Cyrillic, Greek, Hebrew, Arabic, Devanagari, kana, Han and Hangul, learned from Foundation's order for the user's language: a million texts sort in about 0.2 seconds on all cores, in the background, in exactly the order of localizedStandardCompare (the pairs whose keys might not tell are compared). The optional NGTableICU library adds ICU's keys (about 9 MB per architecture) for Thai (NGTable compares its texts), or texts where its keys leave many pairs to compare (Chinese readings):

import NGTableICU
NGTableView.defaultCollationKeyProvider = NGBundledICUCollation()

See "Sorting a million rows" in the documentation.

In SwiftUI on the Mac, NGDataTable works like Table (on the iPad it comes next; until then wrap NGTableView in a UIViewRepresentable):

NGDataTable(campaigns, selection: $selection) {
    NGDataColumn("Name", value: \.name)
    NGDataColumn("Spend", value: \.spend, format: .currency(code: "USD"), summary: .aggregate(.sum))
}

Requirements

• macOS 14 or later (Liquid Glass on macOS 26 and later)
• iOS and iPadOS 17 or later (the table view in UIKit, on the iPad and the iPhone)
• Swift 6.2 or later (Xcode 26 or later)

Installation

In Xcode, choose File > Add Package Dependencies, enter the repository's URL, and add the NGTable library to your app target. In a Package.swift:

dependencies: [
    .package(url: "https://github.com/ngtable/NGTable", from: "1.7.0"),
],
targets: [
    .target(name: "MyApp", dependencies: ["NGTable"]),
]

For ICU's collation keys (Thai, Chinese text with many words read otherwise, or ICU's own order), also add the optional NGTableICU library, .product(name: "NGTableICU", package: "NGTable") (about 9 MB per architecture, see the note above). Apps without it don't build its ICU.

Versions

NGTable follows semantic versioning, with one rule for enums: a minor version may add cases to the public enums that describe values, formats, filters and summaries (NGValueFormat, NGColumnFilter, NGCellValue, NGAggregate and the like), as 1.1 added the .dates, .top and .bottom filters. Keep a default in a switch over them, and updates won't stop your code from compiling. Only NGColumnItem, NGDataColumnItem, NGColumnPin and NGColumnVisibility.State keep their cases until the next major version.

Tip

In the binary NGTable.xcframework (XCFramework/build-xcframework.sh, built with library evolution) enums may get new cases: a switch over one needs @unknown default. Only NGColumnItem, NGDataColumnItem, NGColumnPin and NGColumnVisibility.State are @frozen and switch without it.

Quick start

import AppKit
import NGTable

struct Campaign {
    var id: String
    var name: String
    var spend: Double
}

@MainActor
final class CampaignTableData: NGTableViewDataSource {
    var campaigns: [Campaign] = []

    func numberOfRows(in tableView: NGTableView) -> Int {
        campaigns.count
    }

    func tableView(_ tableView: NGTableView, valueFor column: NGTableColumn, row: Int) -> NGCellValue {
        let campaign = campaigns[row]
        switch column.id {
        case "id": return .text(campaign.id)
        case "name": return .text(campaign.name)
        case "spend": return .number(campaign.spend)
        default: return .empty
        }
    }
}

final class CampaignsViewController: NSViewController {
    private let data = CampaignTableData()
    private let table = NGTableView(frame: .zero)

    override func loadView() {
        table.columns = [
            .column(NGTableColumn("name", title: "Campaign", width: 240, pin: .leading)),
            .column(NGTableColumn("spend", title: "Spend", width: 120, alignment: .automatic,
                                  format: .currency(code: "EUR"), summary: .aggregate(.sum))),
        ]
        table.rowIdentifierColumnID = "id"   // The selection follows the same campaigns.
        table.autosaveName = "Campaigns"     // The user's columns are remembered.
        table.dataSource = data
        view = table
    }

    func show(_ campaigns: [Campaign]) {
        data.campaigns = campaigns
        table.reloadData()                   // Always right after changing the data.
    }
}

On the iPad the same data source makes the table; put it in a UIViewController (view = table, or as a subview pinned to the edges: it keeps its summary row above the home indicator by itself). What the Mac does with the mouse the iPad does by touch:

On the Mac	On the iPad
Click, Command- and Shift-click	Tap (Command and Shift with a hardware keyboard)
Double click	Double tap (edits an editable cell)
Right-click menu: tableView(_:menuForRows:clickedRow:column:) returns an NSMenu	Long press: the same method returns a UIMenu
Trackpad swipe across a row	Finger swipe (where the table can't scroll further sideways)
Dragging a column's edge or title	The same, by a finger
Filter button, Option-Down Arrow	The header menu's Filter item, the filter button of a filtered column
pasteboardWriterForRow, validateDrop, acceptDrop	itemsForBeginning, dropSessionDidUpdate, performDrop (like UITableView's)
exportDocument(_:): a save panel	exportDocument(_:): the share sheet

Rules that matter

1. Call reloadData() immediately after changing the data, before selecting, scrolling or returning to the run loop. Until then the table still asks about the old rows.
2. Row indexes in the API (selection, clickedRow, data source and delegate calls) are data source indexes, also while a filter hides rows. They are only valid until the next reload: keep record ids, not indexes, in menus and asynchronous work.
3. Give rows an identity (rowIdentifierColumnID or tableView(_:identifierForRow:)), unique per record.
4. The table holds its data source and delegate weakly; capture self weakly in NGRowFilter.isIncluded.
5. Keep tableView(_:valueFor:row:) a cheap lookup, and return static color constants for row tints and markers.
6. Don't put the table in an NSScrollView or a UIScrollView: it scrolls by itself.

Documentation

The package has full DocC documentation: API reference for every public type and member, and articles (written for the Mac; on the iPad the API is the same, and the table above maps the interactions):

Article	Covers
Getting Started	Adding the package, columns, data source, showing and reloading
Integrating into an App	A complete CRM screen: model, data source, sorting, search, filters, menus, refresh, live updates, column sources for millions of rows, checklist
Migrating from NSTableView	The NSTableView → NGTableView mapping, the data source adapter, diffable data sources, what works differently
Defining Columns	Options, frozen columns, groups, icon columns, user customization, saving layouts
Editing Cells	Cell navigation, editing in place, check boxes and choices, Undo
Displaying Values	Value kinds, formats, tags, marks, sparklines, links, buttons, progress bars, ratings, pictures and videos, the pointer over cells
Summaries	Aggregates, value filters, formulas, scopes, group subtotals, large tables
Filtering and Search	Row filters, search matching, row indexes while filtering, empty states
Grouping Rows	Groups by column values, header rows with subtotals, collapsing, order of groups
Selection and Sorting	Selection API, row identity, sorting, re-sorting without reloading
Menus and Actions	Row context menus, actions, copying
Appearance	Sizes, row tints and markers, selection style, scrolling
Keyboard and Accessibility	Keyboard commands, type select, VoiceOver
Performance and Threading	GPU rendering, what the table reads and when, large data, tens of millions of rows, live updates, memory
Using NGTable in SwiftUI	NGDataTable: columns, selection, sorting, editing, menus (the Mac's)
Release Notes	What each version brought

To read it in Xcode, open the package (or your app that uses it) and choose Product > Build Documentation; it opens in the documentation window. Symbol documentation also shows in Quick Help (Option-click a symbol). The sources are in Sources/NGTable/NGTable.docc.

Demos and benches

Open NGTable.xcworkspace: the package (the libraries, their tests and NGTableDemo) and every app below, in one window. Choose a scheme and run it (Command-R); the benches' schemes run Release builds, as measuring needs.

Scheme	What it is
NGTableDemo	A small Mac app with ad campaign data: frozen and grouped columns, marks, a ROI formula, search, a filter, summary scopes, row tints, a context menu and 0 to 100,000 rows. Its source, Sources/NGTableDemo/NGTableDemo.swift, is a working example of most of the API.
NGTable Comparison	The same live trades in NGTable, NSTableView, NSCollectionView and SwiftUI's Table in turn (the animation above shows an earlier version, without NSCollectionView).
NGTable Mac Bench	The Mac's benches, a tab each: live data that changes by itself (updates, sorting, grouping), a real app's campaigns table with synthetic campaigns, a live feed over the network from an ngfeed server, and Binance's public market data; the feed and Binance can show NSTableView and SwiftUI's Table instead. Launch arguments open a tab and start it: -BenchAutostart YES, -FeedAutostart trading, -BinanceAutostart tickers.
NGTable Log Viewer	The Mac's own logs as they come, or the last hour of them (about a million entries): wrapped messages, search, column filters, grouping, export, and the frames a second it gets meanwhile.
NGTable iPad	The table on the iPad with live campaigns: editing, menus, swipe actions, filters, drag and drop, export to the share sheet, the frames a second.
NGTable iPad Bench	NGTable, UITableView, UICollectionView and SwiftUI's Table and List on the same live rows (up to a million, up to 10,000 changes a second), with a scroll test; measure on a device too. Launch arguments run it by themselves: -engine 0…4 -rows 0…2 -rate 0…3 -autoTest YES.

The apps are in Demos/NGTableDemos.xcodeproj (made with XcodeGen from Demos/project.yml). The comparison and the log viewer also run from the command line:

swift run -c release --package-path Comparison NGTableComparison
swift run -c release --package-path Demos/LogViewer NGTableLogViewer --last 60

Tests

Run the tests with the NGTable-Package scheme in Xcode (Command-U), or swift test in the package folder. The same scheme runs them on an iPad simulator (the view tests that need AppKit are the Mac's; NGTouchTests drives the iPad's taps, menus, keyboard, VoiceOver, swipes and drag and drop).

Package layout

Path	Contents
Sources/NGTable/NGTable.swift	Data source and delegate protocols
Sources/NGTable/Model	Columns, values, formats, summaries, filters, layouts (no AppKit or UIKit)
Sources/NGTable/Table	NGTableView for both platforms (the class in NGTableView.swift, its parts in NGTable*.swift extensions): layout, scrolling, selection, sorting, row grouping, updates, filters, export, editing, and what the interactions do (menus' items, keys, column moves, swipes, drops)
Sources/NGTable/AppKit	The Mac's views and its mouse, keyboard and menu events, scrollers, accessibility elements, the filter popover, printing
Sources/NGTable/UIKit	The iPad's views and its touches, pointer, keys, context menus, popovers, VoiceOver and drag and drop
Sources/NGTable/Metal	The GPU renderer (shaders, the glyph atlas, Core Text shaping) and the GPU search
Sources/NGTable/SwiftUI	NGDataTable and its columns (the Mac's)
Sources/NGTable/NGTable.docc	Documentation articles
NGTable.xcworkspace	The package and the demos project, in one window
Sources/NGTableDemo	The demo app
Sources/NGTableICU	The optional NGTableICU library (NGTableICU.md)
Vendor/CollationICU	The ICU it is built with, made by Scripts/vendor-icu.py
Tests/NGTableTests	Unit and view tests
Tests/NGTableICUTests	NGTableICU's tests
XCFramework	The binary frameworks' builds (ICU: NGTableICU's)
Comparison	The engine comparison (Docs/comparison.png and the README's video), a package of its own too
Demos	The apps' project (NGTableDemos.xcodeproj, XcodeGen's project.yml) and their sources: iPadTable, iPadBench, MacBench, LogViewer

License

NGTable is source-available, under two licenses: free for noncommercial use (personal projects, study, research, schools, universities, charities and other noncommercial organizations) under the PolyForm Noncommercial License 1.0.0, and a commercial license for use in a business, internal tools included. A commercial license covers a major version (all of 1.x), and apps shipped with it stay licensed. To buy one, write to d.polikhranidi+ngtable@gmail.com. See LICENSING.md; NGTableView.version tells which version you have.

Contributing

Bug reports, questions and ideas are welcome as issues; pull requests aren't taken for now. See CONTRIBUTING.md.