diff --git a/metal/paddle-mobile/paddle-mobile/Operators/Kernels/Kernels.metal b/metal/paddle-mobile/paddle-mobile/Operators/Kernels/Kernels.metal
index daedf92c6c67cab32acdd183d35bb6a1d629fb60..f56e54362a8dda18db9c1fb199c9eb6af10f9b92 100644
--- a/metal/paddle-mobile/paddle-mobile/Operators/Kernels/Kernels.metal
+++ b/metal/paddle-mobile/paddle-mobile/Operators/Kernels/Kernels.metal
@@ -95,3 +95,73 @@ kernel void texture2d_to_2d_array(texture2d<float, access::read> inTexture [[tex
     outTexture.write(input, gid.xy, 0);
 }
 
+kernel void pool(texture2d_array<half, access::read> inTexture [[texture(0)]],
+                 texture2d_array<half, access::write> outTexture [[texture(1)]],
+                 const device int * ksize [[buffer(0)]],
+                 const device int * stride [[buffer(1)]],
+                 const device int * padding [[buffer(2)]],
+                 const device int * poolType [[buffer(3)]],
+                 uint3 gid [[thread_position_in_grid]]) {
+    if (gid.x >= outTexture.get_width() ||
+        gid.y >= outTexture.get_height() ||
+        gid.z >= outTexture.get_array_size()) return;
+    int xmin = gid.x * stride[0] - padding[0];
+    int xmax = min(xmin + ksize[0], int(inTexture.get_width()));
+    xmin = max(xmin, 0);
+    int ymin = gid.y * stride[1] - padding[1];
+    int ymax = min(ymin + ksize[1], int(inTexture.get_width()));
+    ymin = max(ymin, 0);
+
+    half4 r = 0;
+    if (*poolType == 0) {
+        r = inTexture.read(uint2(xmin, ymin), gid.z);
+        for (int32_t x = xmin; x < xmax; x++) {
+            for (int y = ymin; y < ymax; y++) {
+                r = fmax(r, inTexture.read(uint2(x, y), gid.z));
+            }
+        }
+    } else if (*poolType == 1) {
+        for (int32_t x = xmin; x < xmax; x++) {
+            for (int y = ymin; y < ymax; y++) {
+                r += inTexture.read(uint2(x, y), gid.z);
+            }
+        }
+        r /= ksize[0] * ksize[1];
+    }
+    outTexture.write(r, gid.xy, gid.z);
+}
+
+
+kernel void reshape(texture2d_array<half, access::read> inTexture [[texture(0)]],
+                    texture2d<half, access::write> outTexture [[texture(1)]],
+                    uint3 gid [[thread_position_in_grid]]) {
+    if (gid.x >= outTexture.get_width() ||
+        gid.y >= outTexture.get_height()) return;
+    int zz = gid.y / 4;
+    int cc = gid.y % 4;
+    half4 r = inTexture.read(uint2(0, 0), zz);
+    r[0] = r[cc];
+    outTexture.write(r, gid.xy, gid.z);
+}
+
+kernel void softmax(texture2d<half, access::read> inTexture [[texture(1)]],
+                    texture2d<half, access::write> outTexture [[texture(2)]],
+                    uint3 gid [[thread_position_in_grid]]) {
+    if (gid.x >= outTexture.get_width() ||
+        gid.y >= outTexture.get_height()) return;
+//    int xsize = inTexture.get_width();
+    int ysize = inTexture.get_height();
+    half maxv = inTexture.read(uint2(0, 0), gid.z)[0];
+    for (int y = 0; y < ysize; y++) {
+        half r = inTexture.read(uint2(0, y), gid.z)[0];
+        maxv = max(maxv, r);
+    }
+    half sum = 0;
+    for (int y = 0; y < ysize; y++) {
+        half r = inTexture.read(uint2(0, y), gid.z)[0];
+        sum += exp(r - maxv);
+    }
+    half4 rr = inTexture.read(gid.xy, gid.z);
+    rr[0] = exp(rr[0] - maxv) / sum;
+    outTexture.write(rr, gid.xy, gid.z);
+}