Merge pull request #1582 from yangyanzhan/develop

fix MPSCNN ConvAdd implementation.

metal/paddle-mobile/paddle-mobile/Src/Operators/Kernels/ConvAddKernel.swift

@@ -17,8 +17,6 @@ import MetalPerformanceShaders
 
 @available(iOS 10.0, *)
 var convDic: [String : MPSCNNConvolution] = [:]
-@available(iOS 10.0, *)
-var imageDic: [String : MPSImage] = [:]
 
 /// 获取唯一字符串
 ///
@@ -117,23 +115,22 @@ class ConvAddKernel<P: PrecisionProtocol>: Kernel, Computable {
             if #available(iOS 11.0, *) {
                 var desc: MPSCNNConvolutionDescriptor?
                 // 如果不是 depth wise, 并且输入输出 tensor channel 都大于 4
-                if !(param.filter.tensorDim[1] == 1 && param.filter.tensorDim[0] == param.input.tensorDim[1]) && param.input.tensorDim[1] > 4 && param.output.tensorDim[1] > 4 {
-                    desc = MPSCNNConvolutionDescriptor(kernelWidth: param.filter.tensorDim[3],
+                let isDepthWise = param.filter.tensorDim[1] == 1 && param.filter.tensorDim[0] == param.input.tensorDim[1]
+                if param.input.tensorDim[1] > 4 && param.output.tensorDim[1] > 4 {
+                    if isDepthWise {
+                        desc = MPSCNNDepthWiseConvolutionDescriptor(kernelWidth: param.filter.tensorDim[3],
                                                                     kernelHeight: param.filter.tensorDim[2],
                                                                     inputFeatureChannels: param.input.tensorDim[1],
                                                                     outputFeatureChannels: param.output.tensorDim[1],
                                                                     neuronFilter: nil)
-                    desc?.strideInPixelsX = Int(param.stride[0])
-                    desc?.strideInPixelsY = Int(param.stride[1])
-                } else if param.input.tensorDim[1] > 4 && param.output.tensorDim[1] > 4 {
-                    desc = MPSCNNDepthWiseConvolutionDescriptor(kernelWidth: param.filter.tensorDim[3],
+                    } else {
+                        desc = MPSCNNConvolutionDescriptor(kernelWidth: param.filter.tensorDim[3],
                                                            kernelHeight: param.filter.tensorDim[2],
                                                            inputFeatureChannels: param.input.tensorDim[1],
                                                            outputFeatureChannels: param.output.tensorDim[1],
                                                            neuronFilter: nil)
-
                     }
-                
+                }
                 desc?.strideInPixelsX = Int(param.stride[0])
                 desc?.strideInPixelsY = Int(param.stride[1])
                 if let inDesc = desc {
@@ -143,8 +140,6 @@ class ConvAddKernel<P: PrecisionProtocol>: Kernel, Computable {
                     conv.offset = MPSOffset.init(x: offsetX, y: offsetY, z: 0)
                     conv.edgeMode = .zero
                     convDic[key] = conv
-                    imageDic[identifyingKey + "_input"] = MPSImage.init(texture: param.input.metalTexture, featureChannels: param.input.tensorDim[1])
-                    imageDic[identifyingKey + "_output"] = MPSImage.init(texture: param.output.metalTexture, featureChannels: param.output.tensorDim[1])
                     super.init(device: device, inFunctionName: nil, initContext: initContext)
                     return
                 }
@@ -201,7 +196,9 @@ class ConvAddKernel<P: PrecisionProtocol>: Kernel, Computable {
     
     func compute(commandBuffer: MTLCommandBuffer, param: ConvAddParam<P>) throws {
         if #available(iOS 10.0, *) {
-            if let conv = convDic[identifyingKey], let inputImage = imageDic[identifyingKey + "_input"], let outputImage = imageDic[identifyingKey + "_output"] {
+            if let conv = convDic[identifyingKey] {
+                let inputImage = MPSImage.init(texture: param.input.metalTexture, featureChannels: param.input.tensorDim[1])
+                let outputImage = MPSImage.init(texture: param.output.metalTexture, featureChannels: param.output.tensorDim[1])
                 conv.encode(commandBuffer: commandBuffer, sourceImage: inputImage, destinationImage: outputImage)
                 return;
             }
@@ -222,8 +219,6 @@ class ConvAddKernel<P: PrecisionProtocol>: Kernel, Computable {
     deinit {
         if #available(iOS 10.0, *) {
             convDic.removeValue(forKey: identifyingKey)
-            imageDic.removeValue(forKey: identifyingKey + "_input")
-            imageDic.removeValue(forKey: identifyingKey + "_output")
         }
     }
 }