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  • Language
    Swift
  • License
    MIT License
  • Created about 10 years ago
  • Updated over 1 year ago

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Repository Details

A Swift library that uses the Accelerate framework to provide high-performance functions for matrix math, digital signal processing, and image manipulation.

Surge

Build Status License CocoaPods platforms CocoaPods compatible Carthage compatible Swift Package Manager compatible

Surge is a Swift library that uses the Accelerate framework to provide high-performance functions for matrix math, digital signal processing, and image manipulation.

Accelerate exposes SIMD instructions available in modern CPUs to significantly improve performance of certain calculations. Because of its relative obscurity and inconvenient APIs, Accelerate is not commonly used by developers, which is a shame, since many applications could benefit from these performance optimizations.

Surge aims to bring Accelerate to the mainstream, making it as easy (and nearly as fast, in most cases) to perform computation over a set of numbers as for a single member.

Though, keep in mind: Accelerate is not a silver bullet. Under certain conditions, such as performing simple calculations over a small data set, Accelerate can be out-performed by conventional algorithms. Always benchmark to determine the performance characteristics of each potential approach.


Curious about the name Surge? (And Jounce?) Back in the mid 90's, Apple, IBM, and Motorola teamed up to create AltiVec (a.k.a the Velocity Engine), which provided a SIMD instruction set for the PowerPC architecture. When Apple made the switch to Intel CPUs, AltiVec was ported to the x86 architecture and rechristened Accelerate. The derivative of Accelerate (and second derivative of Velocity) is known as either jerk, jolt, surge, or lurch; if you take the derivative of surge, you get the jounce --- hence the name of this library and its parent organization.


Installation

The infrastructure and best practices for distributing Swift libraries are currently in flux during this beta period of Swift & Xcode. In the meantime, you can add Surge as a git submodule, drag the Surge.xcodeproj file into your Xcode project, and add Surge.framework as a dependency for your target.

Surge uses Swift 5. This means that your code has to be written in Swift 5 due to current binary compatibility limitations.

License

Surge is available under the MIT license. See the LICENSE file for more info.

Swift Package Manager

To use Swift Package Manager add Surge to your Package.swift file:

let package = Package(
    name: "myproject",
    dependencies: [
        .package(url: "https://github.com/Jounce/Surge.git", .upToNextMajor(from: "2.3.2")),
    ],
    targets: [
        .target(
            name: "myproject",
            dependencies: ["Surge"]),
    ]
)

Then run swift build.

CocoaPods

To use CocoaPods add Surge to your Podfile:

source 'https://github.com/CocoaPods/Specs.git'
platform :ios, '10.0'
use_frameworks!

target '<Your Target Name>' do
    pod 'Surge', '~> 2.3.2'
end

Then run pod install.

Carthage

To use Carthage add Surge to your Cartfile:

github "Jounce/Surge" ~> 2.3.2

Then run carthage update and use the framework in Carthage/Build/<platform>.


Usage

Computing Sum of [Double]

import Surge

let n = [1.0, 2.0, 3.0, 4.0, 5.0]
let sum = Surge.sum(n) // 15.0

Computing Product of Two [Double]s

import Surge

let a = [1.0, 3.0, 5.0, 7.0]
let b = [2.0, 4.0, 6.0, 8.0]

let product = Surge.elmul(a, b) // [2.0, 12.0, 30.0, 56.0]

Inventory

General Arithmetic Operations

Addition functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) add .+ (infix) .+= (infix)
(Array, Scalar) add + (infix) += (infix)
(Matrix, Matrix) add + (infix) += (infix)
(Matrix, Scalar) n/a n/a n/a
(Vector, Vector) add + (infix) += (infix)
(Vector, Scalar) add + (infix) += (infix)
Subtraction functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) sub .- (infix) .-= (infix)
(Array, Scalar) sub - (infix) -= (infix)
(Matrix, Matrix) sub - (infix) -= (infix)
(Matrix, Scalar) n/a n/a n/a
(Vector, Vector) sub - (infix) -= (infix)
(Vector, Scalar) sub - (infix) -= (infix)
Multiplication functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) mul .* (infix) .*= (infix)
(Array, Scalar) mul * (infix) *= (infix)
(Matrix, Matrix) mul * (infix) n/a
(Matrix, Vector) mul * (infix) n/a
(Matrix, Scalar) mul * (infix) n/a
(Vector, Matrix) mul * (infix) n/a
(Vector, Scalar) mul * (infix) *= (infix)
(Scalar, Array) mul * (infix) n/a
(Scalar, Matrix) mul * (infix) n/a
(Scalar, Vector) mul * (infix) n/a
Element-wise multiplication functions & operators
Arguments Function Operator In-Place Operator
(Matrix, Matrix) elmul n/a n/a
(Vector, Vector) elmul .* (infix) .*= (infix)
Division functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) div ./ (infix) ./= (infix)
(Array, Scalar) div / (infix) /= (infix)
(Matrix, Matrix) div / (infix) n/a
(Matrix, Scalar) n/a / (infix) n/a
(Vector, Scalar) div / (infix) /= (infix)
Element-wise multiplication functions & operators
Arguments Function Operator In-Place Operator
(Vector, Vector) eldiv ./ (infix) ./= (infix)
Modulo functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) mod .% (infix) n/a
(Array, Scalar) mod % (infix) n/a
Remainder functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) remainder n/a n/a
(Array, Scalar) remainder n/a n/a
Square root functions & operators
Arguments Function Operator In-Place Operator
(Array) sqrt n/a n/a
Sum functions & operators
Arguments Function Operator In-Place Operator
(Array) sum n/a n/a
(Matrix) sum n/a n/a
Dot product functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) dot โ€ข (infix) n/a
(Vector, Vector) dot โ€ข (infix) n/a
Distance functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) dist n/a n/a
(Vector, Vector) dist n/a n/a
Squared distance functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) distSq n/a n/a
(Vector, Vector) distSq n/a n/a
Power functions & operators
Arguments Function Operator In-Place Operator
(Array, Array) pow .** (infix) .**= (infix)
(Array, Scalar) pow ** (infix) **= (infix)
(Matrix, Scalar) pow n/a n/a
(Vector, Vector) pow n/a n/a

(Serial exponentiation: a ** b ** c == a ** (b ** c))

Exponential functions & operators
Arguments Function Operator In-Place Operator
(Array) exp n/a n/a
(Matrix) exp n/a n/a
(Vector) exp n/a n/a

Trigonometric Operations

Trigonometric functions & operators
Arguments Function Operation
(Array) sin Sine
(Array) cos Cosine
(Array) tan Tangent
(Array) sincos Sine & Cosine
Arguments Function Operation
(Array) asin Arc Sine
(Array) acos Arc Cosine
(Array) atan Arc Tangent
Arguments Function Operation
(Array) sinh Hyperbolic Sine
(Array) cosh Hyperbolic Cosine
(Array) tanh Hyperbolic Tangent
Arguments Function Operation
(Array) asinh Inverse Hyperbolic Sine
(Array) acosh Inverse Hyperbolic Cosine
(Array) atanh Inverse Hyperbolic Tangent
Arguments Function Operation
(Array) rad2deg Radians to Degrees
(Array) deg2rad Degrees to Radians
Exponential functions & operators
Arguments Function Operation
(Array) exp Base-e Exponential Function
(Array) exp2 Base-2 Exponential Function
Exponential functions & operators
Arguments Function Operation
(Array) log Base-e Logarithm
(Array) log2 Base-2 Logarithm
(Array) log10 Base-10 Logarithm
(Array) logb Base-b Logarithm

Statistical Operations

Statistical functions & operators
Arguments Function Operation
(Array) sum Summation
(Array) asum Absolute Summation
Arguments Function Operation
(Array) min Minimum
(Array) max Maximum
Arguments Function Operation
(Array) mean Mean
(Array) meamg Mean of Magnitudes
(Array) measq Mean of Squares
(Array) variance Variance
(Array) std Standard Deviation

Auxiliary Functions

Auxiliary functions & operators
Arguments Function Operation
(Array) ceil Ceiling
(Array) floor Flooring
(Array) round Rounding
(Array) trunc Integer truncation
Arguments Function In-Place Function Operator In-Place Operator
(Array) abs n/a n/a n/a
Arguments Function In-Place Function Operator In-Place Operator
(Array) copysign n/a n/a n/a
Arguments Function In-Place Function Operator In-Place Operator
(Array) rec n/a n/a n/a

Matrix-specific Operations

Matrix-specific functions & operators
Arguments Function In-Place Function Operator In-Place Operator
(Matrix) inv n/a n/a n/a
Arguments Function In-Place Function Operator In-Place Operator
(Matrix) transpose n/a โ€ฒ (postfix) n/a
Arguments Function In-Place Function Operator In-Place Operator
(Matrix) det n/a n/a n/a
Arguments Function In-Place Function Operator In-Place Operator
(Matrix) eigenDecompose n/a n/a n/a

DSP-specific Operations

Fast fourier transform functions & operators
Arguments Function In-Place Function Operator In-Place Operator
(Array) fft n/a n/a n/a
Arguments Function In-Place Function Operator In-Place Operator
(Array, Array) conv n/a n/a n/a
Arguments Function In-Place Function Operator In-Place Operator
(Array, Array) xcorr n/a n/a n/a
(Array) xcorr n/a n/a n/a