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我正在使用 Metal Performance Shader 设置神经网络，在编写权重初始化类时遇到问题：类型“MyWeights”不符合协议“NSCopying”。是什么导致了错误，以及如何解决这个问题？

PS。我试图通过添加 copy() 函数来修复它，但是我不知道要返回什么或它意味着什么。

import Foundation
import MetalPerformanceShaders

class MyWeights: NSObject, MPSCNNConvolutionDataSource {
//Error: Type 'MyWeights' does not conform to protocol 'NSCopying'

/*
func copy(with zone: NSZone? = nil) -> Any {
    return self
}
*/

let name: String
let kernelWidth: Int
let kernelHeight: Int
let inputFeatureChannels: Int
let outputFeatureChannels: Int

var data: Data?

init(name: String, kernelWidth: Int, kernelHeight: Int,
     inputFeatureChannels: Int, outputFeatureChannels: Int,
     useLeaky: Bool = true) {
    self.name = name
    self.kernelWidth = kernelWidth
    self.kernelHeight = kernelHeight
    self.inputFeatureChannels = inputFeatureChannels
    self.outputFeatureChannels = outputFeatureChannels
}

func dataType() -> MPSDataType {
    return .float32
}

func descriptor() -> MPSCNNConvolutionDescriptor {
    let desc = MPSCNNConvolutionDescriptor(kernelWidth: kernelWidth,
                                           kernelHeight: kernelHeight,
                                           inputFeatureChannels: inputFeatureChannels,
                                           outputFeatureChannels: outputFeatureChannels)
    return desc
}

func weights() -> UnsafeMutableRawPointer {
    return UnsafeMutableRawPointer(mutating: (data! as NSData).bytes)
}

func biasTerms() -> UnsafeMutablePointer<Float>? {
    return nil
}

func load() -> Bool {
    if let url = Bundle.main.url(forResource: name, withExtension: "dat") {
        do {
            data = try Data(contentsOf: url)
            return true
        } catch {
            print("Error: could not load \(url): \(error)")
        }
    }
    return false
}

func purge() {
    data = nil
}

func label() -> String? {
    return name
}

}
4

3 回答 3

1

它准确地告诉你该怎么做。

您需要声明您的类符合NSCopying协议，然后您需要实现该协议中唯一的功能，copy(with:) 

class MyWeights: NSObject, MPSCNNConvolutionDataSource, NSCopying {

    func copy(with zone: NSZone? = nil) -> Any {
        return MyWeights(
          name: self.name,
          kernelWidth: self.kernelWidth,
          kernelHeight: self.kernelHeight,
          inputFeatureChannels: self.inputFeatureChannels,
          outputFeatureChannels: self.outputFeatureChannels,
          useLeaky: self.useLeaky)
    }
    //The rest of your class
}
于 2018-09-14T02:37:42.117 回答
0

你必须实现整个 NSCopying 协议

class MyWeights: NSObject, MPSCNNConvolutionDataSource, NSCopying {

    init(/* ... */) {
    // your init...

        super.init() // NSObject init
    }

    // add this method
    func copy(with zone: NSZone? = nil) -> Any {
        return super.copy() // NSObject copy
    }
    //The rest of your class
}
于 2019-02-15T06:45:47.613 回答
0

卷积数据源协议多年来发生了变化，最近添加了 NSCopying 协议，以便 MPSCNNConvolution 本身可以符合 NSCopying。某些示例代码可能没有向前推进。MPS 应该检查可用的选择器，以便这不是二进制兼容性问题，但向前看，您的协议采用者应该符合 NSCopying 以便框架可以像宣传的那样运行。上面的答案说明了如何。

于 2020-06-25T14:53:10.217 回答