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| 1 | +//===----------------------------------------------------------------------===// |
| 2 | +// |
| 3 | +// This source file is part of the Swift.org open source project |
| 4 | +// |
| 5 | +// Copyright (c) 2014 - 2017 Apple Inc. and the Swift project authors |
| 6 | +// Licensed under Apache License v2.0 with Runtime Library Exception |
| 7 | +// |
| 8 | +// See https://swift.org/LICENSE.txt for license information |
| 9 | +// See https://swift.org/CONTRIBUTORS.txt for the list of Swift project authors |
| 10 | +// |
| 11 | +//===----------------------------------------------------------------------===// |
| 12 | + |
| 13 | +@_exported import Accelerate |
| 14 | + |
| 15 | +// MARK: Quadrature |
| 16 | + |
| 17 | +@available(iOS 13.0, macOS 10.15, tvOS 13.0, watchOS 6.0, *) |
| 18 | +/// A class that approximates the definite integral of a function over a finite interval. |
| 19 | +/// |
| 20 | +/// The following code is an example of using a `Quadrature` instance to calculate the |
| 21 | +/// area under a curve defined by `y = sqrt(radius * radius - pow(x - radius, 2))`: |
| 22 | +/// |
| 23 | +/// |
| 24 | +/// let quadrature = Quadrature(integrator: .qags(maxIntervals: 10), |
| 25 | +/// absoluteTolerance: 1.0e-8, |
| 26 | +/// relativeTolerance: 1.0e-2) |
| 27 | +/// |
| 28 | +/// let result = quadrature.integrate(over: 0.0 ... 25.0) { x in |
| 29 | +/// let radius: Double = 12.5 |
| 30 | +/// return sqrt(radius * radius - pow(x - radius, 2)) |
| 31 | +/// } |
| 32 | +/// |
| 33 | +/// switch result { |
| 34 | +/// case .success(let integralResult, let estimatedAbsoluteError): |
| 35 | +/// print("quadrature success:", integralResult, |
| 36 | +/// estimatedAbsoluteError) |
| 37 | +/// case .failure(let error): |
| 38 | +/// print("quadrature error:", error.errorDescription) |
| 39 | +/// } |
| 40 | +/// |
| 41 | +public class Quadrature { |
| 42 | + |
| 43 | + private var integrateOptions = quadrature_integrate_options() |
| 44 | + private var integrand: ((Double) -> Double)! |
| 45 | + |
| 46 | + |
| 47 | + /// Initializes and returns a quadrature instance. |
| 48 | + /// |
| 49 | + /// - Parameter integrator: An enumeration specifying the integration algorithm and relevant properties. |
| 50 | + /// - Parameter absoluteTolerance: Requested absolute tolerance on the result. |
| 51 | + /// - Parameter relativeTolerance: Requested relative tolerance on the result. |
| 52 | + public init(integrator: Integrator, |
| 53 | + absoluteTolerance: Double = 1.0e-8, |
| 54 | + relativeTolerance: Double = 1.0e-2){ |
| 55 | + |
| 56 | + self.integrator = integrator |
| 57 | + integrateOptions.abs_tolerance = absoluteTolerance |
| 58 | + integrateOptions.rel_tolerance = relativeTolerance |
| 59 | + } |
| 60 | + |
| 61 | + /// The quadrature instance's integration algorithm and relevant properties. |
| 62 | + public var integrator: Integrator { |
| 63 | + set { |
| 64 | + switch newValue { |
| 65 | + case .qng: |
| 66 | + integrateOptions.integrator = QUADRATURE_INTEGRATE_QNG |
| 67 | + case .qag(let pointsPerInterval, let maxIntervals): |
| 68 | + integrateOptions.integrator = QUADRATURE_INTEGRATE_QAG |
| 69 | + integrateOptions.qag_points_per_interval = pointsPerInterval.rawValue |
| 70 | + integrateOptions.max_intervals = maxIntervals |
| 71 | + case .qags(let maxIntervals): |
| 72 | + integrateOptions.integrator = QUADRATURE_INTEGRATE_QAGS |
| 73 | + integrateOptions.max_intervals = maxIntervals |
| 74 | + } |
| 75 | + } |
| 76 | + get { |
| 77 | + let integrator: Integrator! |
| 78 | + |
| 79 | + switch integrateOptions.integrator { |
| 80 | + case QUADRATURE_INTEGRATE_QNG: |
| 81 | + integrator = .qng |
| 82 | + case QUADRATURE_INTEGRATE_QAG: |
| 83 | + integrator = .qag(pointsPerInterval: QAGPointsPerInterval(rawValue: integrateOptions.qag_points_per_interval)!, |
| 84 | + maxIntervals: integrateOptions.max_intervals) |
| 85 | + case QUADRATURE_INTEGRATE_QAGS: |
| 86 | + integrator = .qags(maxIntervals: integrateOptions.max_intervals) |
| 87 | + default: |
| 88 | + integrator = nil |
| 89 | + } |
| 90 | + |
| 91 | + return integrator |
| 92 | + } |
| 93 | + } |
| 94 | + |
| 95 | + /// The quadrature instance's requested absolute tolerance on the result. |
| 96 | + public var absoluteTolerance: Double { |
| 97 | + set { |
| 98 | + integrateOptions.abs_tolerance = newValue |
| 99 | + } |
| 100 | + get { |
| 101 | + return integrateOptions.abs_tolerance |
| 102 | + } |
| 103 | + } |
| 104 | + |
| 105 | + /// The quadrature instance's requested relative tolerance on the result. |
| 106 | + public var relativeTolerance: Double { |
| 107 | + set { |
| 108 | + integrateOptions.rel_tolerance = newValue |
| 109 | + } |
| 110 | + get { |
| 111 | + return integrateOptions.rel_tolerance |
| 112 | + } |
| 113 | + } |
| 114 | + |
| 115 | + /// The maximum number of subintervals in the subdivision used by QAG and QAGS integrators. |
| 116 | + public var maxIntervals: Int { |
| 117 | + set { |
| 118 | + integrateOptions.max_intervals = newValue |
| 119 | + } |
| 120 | + get { |
| 121 | + return integrateOptions.max_intervals |
| 122 | + } |
| 123 | + } |
| 124 | + |
| 125 | + /// Number of points per subinterval. Used by the QAG integrator only; other integrators ignore this value. |
| 126 | + public var qagPointsPerInterval: QAGPointsPerInterval { |
| 127 | + set { |
| 128 | + integrateOptions.qag_points_per_interval = newValue.rawValue |
| 129 | + } |
| 130 | + get { |
| 131 | + return QAGPointsPerInterval(rawValue: integrateOptions.qag_points_per_interval) ?? .default |
| 132 | + } |
| 133 | + } |
| 134 | + |
| 135 | + /// Performs the integration over the supplied function. |
| 136 | + /// |
| 137 | + /// - Parameter interval: The lower and upper bounds of the integration interval. |
| 138 | + /// - Parameter integrand: The function to integrate. The input value is `x` that's within the interval over which the integrand is being integrated, and the output value is the corresponding value `y = integrand(x)` at those points. |
| 139 | + public func integrate(over interval: ClosedRange<Double>, |
| 140 | + integrand: @escaping (Double) -> Double) -> Result { |
| 141 | + |
| 142 | + self.integrand = integrand |
| 143 | + |
| 144 | + let byteCount = MemoryLayout<Quadrature>.size |
| 145 | + let integrandPointer = UnsafeMutableRawPointer.allocate(byteCount: byteCount, |
| 146 | + alignment: 1) |
| 147 | + integrandPointer.storeBytes(of: self, |
| 148 | + as: Quadrature.self) |
| 149 | + |
| 150 | + var callback = quadrature_integrate_function( |
| 151 | + fun: { (arg: UnsafeMutableRawPointer?, |
| 152 | + n: Int, |
| 153 | + x: UnsafePointer<Double>, |
| 154 | + y: UnsafeMutablePointer<Double> |
| 155 | + ) in |
| 156 | + |
| 157 | + guard let quadrature = arg?.load(as: Quadrature.self) else { |
| 158 | + return |
| 159 | + } |
| 160 | + |
| 161 | + (0 ..< n).forEach { i in |
| 162 | + y[i] = quadrature.integrand(x[i]) |
| 163 | + } |
| 164 | + }, |
| 165 | + fun_arg: integrandPointer) |
| 166 | + |
| 167 | + var status = QUADRATURE_SUCCESS |
| 168 | + var estimatedAbsoluteError: Double = 0 |
| 169 | + var result: Double = 0 |
| 170 | + |
| 171 | + withUnsafePointer(to: integrateOptions) { options in |
| 172 | + result = quadrature_integrate(&callback, |
| 173 | + interval.lowerBound, |
| 174 | + interval.upperBound, |
| 175 | + options, |
| 176 | + &status, |
| 177 | + &estimatedAbsoluteError, |
| 178 | + 0, |
| 179 | + nil) |
| 180 | + } |
| 181 | + |
| 182 | + if status == QUADRATURE_SUCCESS { |
| 183 | + return .success(integralResult: result, |
| 184 | + estimatedAbsoluteError: estimatedAbsoluteError) |
| 185 | + } else { |
| 186 | + return .failure(error: Error(quadratureStatus: status)) |
| 187 | + } |
| 188 | + } |
| 189 | + |
| 190 | + public enum Integrator { |
| 191 | + /// Simple non-adaptive automatic integrator using Gauss-Kronrod-Patterson quadrature coefficients. |
| 192 | + /// Evaluates 21, or 43, or 87 points in the interval until the requested accuracy is reached. |
| 193 | + case qng |
| 194 | + |
| 195 | + /// Simple globally adaptive integrator. |
| 196 | + /// Allows selection of the number of Gauss-Kronrod points used in each subinterval, and the max number of subintervals. |
| 197 | + case qag(pointsPerInterval: QAGPointsPerInterval, maxIntervals: Int) |
| 198 | + |
| 199 | + /// Global adaptive quadrature based on 21-point or 15-point (if at least one bound is infinite) Gauss–Kronrod quadrature within each subinterval, with acceleration by Peter Wynn's epsilon algorithm. |
| 200 | + /// If at least one of the interval bounds is infinite, this is equivalent to the QUADPACK QAGI routine. Otherwise, this is equivalent to the QUADPACK QAGS routine. |
| 201 | + case qags(maxIntervals: Int) |
| 202 | + } |
| 203 | + |
| 204 | + public enum QAGPointsPerInterval: Int { |
| 205 | + case `default` = 0 |
| 206 | + case fifteen = 15 |
| 207 | + case twentyOne = 21 |
| 208 | + case thirtyOne = 31 |
| 209 | + case fortyOne = 41 |
| 210 | + case fiftyOne = 51 |
| 211 | + case sixtyOne = 61 |
| 212 | + } |
| 213 | + |
| 214 | + public enum Result { |
| 215 | + case success (integralResult: Double, estimatedAbsoluteError: Double) |
| 216 | + case failure (error: Error) |
| 217 | + } |
| 218 | + |
| 219 | + public enum Error: Swift.Error { |
| 220 | + case generic |
| 221 | + case invalidArgument |
| 222 | + case `internal` |
| 223 | + case integrateMaxEval |
| 224 | + case badIntegrandBehaviour |
| 225 | + |
| 226 | + init(quadratureStatus: quadrature_status) { |
| 227 | + switch quadratureStatus { |
| 228 | + case QUADRATURE_ERROR: |
| 229 | + self = .generic |
| 230 | + case QUADRATURE_INVALID_ARG_ERROR: |
| 231 | + self = .invalidArgument |
| 232 | + case QUADRATURE_INTERNAL_ERROR: |
| 233 | + self = .internal |
| 234 | + case QUADRATURE_INTEGRATE_MAX_EVAL_ERROR: |
| 235 | + self = .integrateMaxEval |
| 236 | + case QUADRATURE_INTEGRATE_BAD_BEHAVIOUR_ERROR: |
| 237 | + self = .badIntegrandBehaviour |
| 238 | + default: |
| 239 | + self = .internal |
| 240 | + } |
| 241 | + } |
| 242 | + |
| 243 | + var errorDescription: String { |
| 244 | + switch self { |
| 245 | + case .generic: |
| 246 | + return "Generic error" |
| 247 | + case .invalidArgument: |
| 248 | + return "Invalid Argument" |
| 249 | + case .internal: |
| 250 | + return "This is a bug in the Quadrature code, please file a bug report." |
| 251 | + case .integrateMaxEval: |
| 252 | + return "The requested accuracy limit could not be reached with the allowed number of evals/subdivisions." |
| 253 | + case .badIntegrandBehaviour: |
| 254 | + return "Extremely bad integrand behaviour, or excessive roundoff error occurs at some points of the integration interval." |
| 255 | + } |
| 256 | + } |
| 257 | + } |
| 258 | +} |
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