// Copyright (c) 2014–2015 Mattt Thompson (http://mattt.me) // Copyright (c) 2015-2016 Remy Prechelt // // Permission is hereby granted, free of charge, to any person obtaining a copy // of this software and associated documentation files (the "Software"), to deal // in the Software without restriction, including without limitation the rights // to use, copy, modify, merge, publish, distribute, sublicense, and/or sell // copies of the Software, and to permit persons to whom the Software is // furnished to do so, subject to the following conditions: // // The above copyright notice and this permission notice shall be included in // all copies or substantial portions of the Software. // // THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR // IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, // FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE // AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER // LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, // OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN // THE SOFTWARE. import Accelerate // MARK: Convolution // Convolution of a signal [x], with a kernel [k]. The signal must be at least as long as the kernel. public func conv(_ x: [Float], _ k: [Float]) -> [Float] { precondition(x.count >= k.count, "Input vector [x] must have at least as many elements as the kernel, [k]") let resultSize = x.count + k.count - 1 var result = [Float](repeating: 0, count: resultSize) let kEnd = UnsafePointer(k).advanced(by: k.count - 1) let xPad = repeatElement(Float(0.0), count: k.count-1) let xPadded = xPad + x + xPad vDSP_conv(xPadded, 1, kEnd, -1, &result, 1, vDSP_Length(resultSize), vDSP_Length(k.count)) return result } // Convolution of a signal [x], with a kernel [k]. The signal must be at least as long as the kernel. public func conv(_ x: [Double], _ k: [Double]) -> [Double] { precondition(x.count >= k.count, "Input vector [x] must have at least as many elements as the kernel, [k]") let resultSize = x.count + k.count - 1 var result = [Double](repeating: 0, count: resultSize) let kEnd = UnsafePointer(k).advanced(by: k.count - 1) let xPad = repeatElement(Double(0.0), count: k.count-1) let xPadded = xPad + x + xPad vDSP_convD(xPadded, 1, kEnd, -1, &result, 1, vDSP_Length(resultSize), vDSP_Length(k.count)) return result } // MARK: Cross-Correlation // Cross-correlation of a signal [x], with another signal [y]. The signal [y] // is padded so that it is the same length as [x]. public func xcorr(_ x: [Float], _ y: [Float]) -> [Float] { precondition(x.count >= y.count, "Input vector [x] must have at least as many elements as [y]") var yPadded = y if x.count > y.count { let padding = repeatElement(Float(0.0), count: x.count - y.count) yPadded = y + padding } let resultSize = x.count + yPadded.count - 1 var result = [Float](repeating: 0, count: resultSize) let xPad = repeatElement(Float(0.0), count: yPadded.count-1) let xPadded = xPad + x + xPad vDSP_conv(xPadded, 1, yPadded, 1, &result, 1, vDSP_Length(resultSize), vDSP_Length(yPadded.count)) return result } // Cross-correlation of a signal [x], with another signal [y]. The signal [y] // is padded so that it is the same length as [x]. public func xcorr(_ x: [Double], _ y: [Double]) -> [Double] { precondition(x.count >= y.count, "Input vector [x] must have at least as many elements as [y]") var yPadded = y if x.count > y.count { let padding = repeatElement(Double(0.0), count: x.count - y.count) yPadded = y + padding } let resultSize = x.count + yPadded.count - 1 var result = [Double](repeating: 0, count: resultSize) let xPad = repeatElement(Double(0.0), count: yPadded.count-1) let xPadded = xPad + x + xPad vDSP_convD(xPadded, 1, yPadded, 1, &result, 1, vDSP_Length(resultSize), vDSP_Length(yPadded.count)) return result } // MARK: Auto-correlation // Auto-correlation of a signal [x] public func xcorr(_ x: [Float]) -> [Float] { let resultSize = 2*x.count - 1 var result = [Float](repeating: 0, count: resultSize) let xPad = repeatElement(Float(0.0), count: x.count-1) let xPadded = xPad + x + xPad vDSP_conv(xPadded, 1, x, 1, &result, 1, vDSP_Length(resultSize), vDSP_Length(x.count)) return result } // Auto-correlation of a signal [x] public func xcorr(_ x: [Double]) -> [Double] { let resultSize = 2*x.count - 1 var result = [Double](repeating: 0, count: resultSize) let xPad = repeatElement(Double(0.0), count: x.count-1) let xPadded = xPad + x + xPad vDSP_convD(xPadded, 1, x, 1, &result, 1, vDSP_Length(resultSize), vDSP_Length(x.count)) return result }