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121 lines
5.5 KiB
121 lines
5.5 KiB
// For licensing see accompanying LICENSE.md file.
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// Copyright (C) 2022 Apple Inc. All Rights Reserved.
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import Foundation
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import Accelerate
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import CoreML
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@available(iOS 16.0, macOS 13.0, *)
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extension CGImage {
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typealias PixelBufferPFx1 = vImage.PixelBuffer<vImage.PlanarF>
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typealias PixelBufferP8x3 = vImage.PixelBuffer<vImage.Planar8x3>
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typealias PixelBufferIFx3 = vImage.PixelBuffer<vImage.InterleavedFx3>
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typealias PixelBufferI8x3 = vImage.PixelBuffer<vImage.Interleaved8x3>
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public enum ShapedArrayError: String, Swift.Error {
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case wrongNumberOfChannels
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case incorrectFormatsConvertingToShapedArray
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case vImageConverterNotInitialized
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}
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public static func fromShapedArray(_ array: MLShapedArray<Float32>) throws -> CGImage {
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// array is [N,C,H,W], where C==3
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let channelCount = array.shape[1]
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guard channelCount == 3 else {
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throw ShapedArrayError.wrongNumberOfChannels
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}
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let height = array.shape[2]
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let width = array.shape[3]
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// Normalize each channel into a float between 0 and 1.0
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let floatChannels = (0..<channelCount).map { i in
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// Normalized channel output
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let cOut = PixelBufferPFx1(width: width, height:height)
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// Reference this channel in the array and normalize
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array[0][i].withUnsafeShapedBufferPointer { ptr, _, strides in
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let cIn = PixelBufferPFx1(data: .init(mutating: ptr.baseAddress!),
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width: width, height: height,
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byteCountPerRow: strides[0]*4)
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// Map [-1.0 1.0] -> [0.0 1.0]
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cIn.multiply(by: 0.5, preBias: 1.0, postBias: 0.0, destination: cOut)
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}
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return cOut
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}
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// Convert to interleaved and then to UInt8
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let floatImage = PixelBufferIFx3(planarBuffers: floatChannels)
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let uint8Image = PixelBufferI8x3(width: width, height: height)
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floatImage.convert(to:uint8Image) // maps [0.0 1.0] -> [0 255] and clips
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// Convert to uint8x3 to RGB CGImage (no alpha)
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let bitmapInfo = CGBitmapInfo(rawValue: CGImageAlphaInfo.none.rawValue)
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let cgImage = uint8Image.makeCGImage(cgImageFormat:
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.init(bitsPerComponent: 8,
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bitsPerPixel: 3*8,
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colorSpace: CGColorSpaceCreateDeviceRGB(),
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bitmapInfo: bitmapInfo)!)!
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return cgImage
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}
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public var plannerRGBShapedArray: MLShapedArray<Float32> {
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get throws {
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guard
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var sourceFormat = vImage_CGImageFormat(cgImage: self),
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var mediumFormat = vImage_CGImageFormat(
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bitsPerComponent: 8 * MemoryLayout<UInt8>.size,
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bitsPerPixel: 8 * MemoryLayout<UInt8>.size * 4,
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colorSpace: CGColorSpaceCreateDeviceRGB(),
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bitmapInfo: CGBitmapInfo(rawValue: CGImageAlphaInfo.first.rawValue)),
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let width = vImagePixelCount(exactly: self.width),
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let height = vImagePixelCount(exactly: self.height)
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else {
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throw ShapedArrayError.incorrectFormatsConvertingToShapedArray
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}
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var sourceImageBuffer = try vImage_Buffer(cgImage: self)
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var mediumDesination = try vImage_Buffer(width: Int(width), height: Int(height), bitsPerPixel: mediumFormat.bitsPerPixel)
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let converter = vImageConverter_CreateWithCGImageFormat(
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&sourceFormat,
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&mediumFormat,
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nil,
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vImage_Flags(kvImagePrintDiagnosticsToConsole),
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nil)
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guard let converter = converter?.takeRetainedValue() else {
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throw ShapedArrayError.vImageConverterNotInitialized
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}
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vImageConvert_AnyToAny(converter, &sourceImageBuffer, &mediumDesination, nil, vImage_Flags(kvImagePrintDiagnosticsToConsole))
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var destinationA = try vImage_Buffer(width: Int(width), height: Int(height), bitsPerPixel: 8 * UInt32(MemoryLayout<Float>.size))
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var destinationR = try vImage_Buffer(width: Int(width), height: Int(height), bitsPerPixel: 8 * UInt32(MemoryLayout<Float>.size))
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var destinationG = try vImage_Buffer(width: Int(width), height: Int(height), bitsPerPixel: 8 * UInt32(MemoryLayout<Float>.size))
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var destinationB = try vImage_Buffer(width: Int(width), height: Int(height), bitsPerPixel: 8 * UInt32(MemoryLayout<Float>.size))
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var minFloat: [Float] = [-1.0, -1.0, -1.0, -1.0]
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var maxFloat: [Float] = [1.0, 1.0, 1.0, 1.0]
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vImageConvert_ARGB8888toPlanarF(&mediumDesination, &destinationA, &destinationR, &destinationG, &destinationB, &maxFloat, &minFloat, .zero)
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let redData = Data(bytes: destinationR.data, count: Int(width) * Int(height) * MemoryLayout<Float>.size)
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let greenData = Data(bytes: destinationG.data, count: Int(width) * Int(height) * MemoryLayout<Float>.size)
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let blueData = Data(bytes: destinationB.data, count: Int(width) * Int(height) * MemoryLayout<Float>.size)
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let imageData = redData + greenData + blueData
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let shapedArray = MLShapedArray<Float32>(data: imageData, shape: [1, 3, 512, 512])
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return shapedArray
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}
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}
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}
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