diff --git a/metal/paddle-mobile/paddle-mobile/Src/Framework/Texture.swift b/metal/paddle-mobile/paddle-mobile/Src/Framework/Texture.swift
index c99b545f396ad2dd721c5e01a217517223fbbe12..63250fa085c07848848c60256a78f105df9d2ea6 100644
--- a/metal/paddle-mobile/paddle-mobile/Src/Framework/Texture.swift
+++ b/metal/paddle-mobile/paddle-mobile/Src/Framework/Texture.swift
@@ -71,6 +71,7 @@ extension InputTexture {
 public class Texture: Tensorial {
     public var dim: Dim
     public var tensorDim: Dim
+    public var useMPS = false
     
     /// tensor dim pad to four
     public var padToFourDim: Dim
@@ -135,14 +136,22 @@ public class Texture: Tensorial {
         }
         
         if computePrecision == .Float16 {
-            if tensorDim[1] == 1 {
-                tmpTextureDes.pixelFormat = .r16Float
+            if useMPS {
+                if tensorDim[1] == 1 {
+                    tmpTextureDes.pixelFormat = .r16Float
+                } else {
+                    tmpTextureDes.pixelFormat = .rgba16Float
+                }
             } else {
                 tmpTextureDes.pixelFormat = .rgba16Float
             }
         } else if computePrecision == .Float32 {
-            if tensorDim[1] == 1 {
-                tmpTextureDes.pixelFormat = .r32Float
+            if useMPS {
+                if tensorDim[1] == 1 {
+                    tmpTextureDes.pixelFormat = .r32Float
+                } else {
+                    tmpTextureDes.pixelFormat = .rgba32Float
+                }
             } else {
                 tmpTextureDes.pixelFormat = .rgba32Float
             }
diff --git a/metal/paddle-mobile/paddle-mobile/Src/Operators/Kernels/ConvAddKernel.swift b/metal/paddle-mobile/paddle-mobile/Src/Operators/Kernels/ConvAddKernel.swift
index e4fa5b1d67ad0ffc88bfe934cc24d3cb9f14e869..0e893d35e6475d967f3de883b2236b687bacd776 100644
--- a/metal/paddle-mobile/paddle-mobile/Src/Operators/Kernels/ConvAddKernel.swift
+++ b/metal/paddle-mobile/paddle-mobile/Src/Operators/Kernels/ConvAddKernel.swift
@@ -112,8 +112,14 @@ class ConvAddKernel<P: PrecisionProtocol>: Kernel, Computable {
         var shouldUseMPS = false
         let functionName = type(of: self).kernelFunctionName(param: param, useAggressiveOptimization: initContext.useAggresiveOptimization)
         if #available(iOS 11.0, *), (initContext.useMPS || initContext.useAggresiveOptimization) {
-            if (param.input.tensorDim[1] == 1 || param.input.tensorDim[1] > 4) && (param.output.tensorDim[1] == 1 || param.output.tensorDim[1] > 4) {
-                shouldUseMPS = true
+            if initContext.useAggresiveOptimization {
+                if (param.input.tensorDim[1] == 1 || param.input.tensorDim[1] > 4) && (param.output.tensorDim[1] == 1 || param.output.tensorDim[1] > 4) {
+                    shouldUseMPS = true
+                }
+            } else {
+                if param.input.tensorDim[1] > 4 && param.output.tensorDim[1] > 4 {
+                    shouldUseMPS = true
+                }
             }
         }
         if type(of: self).isWinoGrad(functionName: functionName) {
@@ -166,6 +172,8 @@ class ConvAddKernel<P: PrecisionProtocol>: Kernel, Computable {
         
         let isDepthWise = param.filter.tensorDim[1] == 1 && param.filter.tensorDim[0] == param.input.tensorDim[1]
         if #available(iOS 11.0, *) {
+            param.input.useMPS = true
+            param.output.useMPS = true
             let desc: MPSCNNConvolutionDescriptor = isDepthWise ?
                 MPSCNNDepthWiseConvolutionDescriptor(kernelWidth: param.filter.tensorDim[3],
                                                      kernelHeight: param.filter.tensorDim[2],