[ET-VK] Minor tuning for conv2d pw op to improve performance.

The diff introduces minor tuning for the Conv2d pointwise (PW) operation in the Vulkan backend to improve performance.
Conv 2d pw now issues a 2D dispatch instead of 1D, where dispatch axis y is now sized based on output texture's batch size.

Differential Revision: [D75251145](https://our.internmc.facebook.com/intern/diff/D75251145/)

ghstack-source-id: 285961874
Pull Request resolved: #11113

Author: trivedivivek

backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl

@@ -49,12 +49,12 @@ void main() {
   const uint div_by_x = gl_GlobalInvocationID.x / out_limits_scaled.x;
   const ivec3 gpos = ivec3(
     gl_GlobalInvocationID.x % out_limits_scaled.x,
-    div_by_x % out_limits_scaled.y,
-    div_by_x / out_limits_scaled.y);
+    div_by_x,
+    gl_GlobalInvocationID.y);
 
   // If the top left position is out of bounds, then this invocation will have
   // no work to do.
-  if (gpos.z >= out_limits.z) {
+  if (gpos.y >= out_limits_scaled.y || gpos.z >= out_limits.z) {
     return;
   }
 

backends/vulkan/runtime/graph/ops/impl/Convolution.cpp

@@ -398,8 +398,10 @@ void add_conv2d_node(
   utils::uvec3 wg_size = create_conv2d_global_wg_size(
       graph, method, out, weight_data, stride_equals_dilation);
 
-  if (method == Conv2dMethod::Pointwise || method == Conv2dMethod::Depthwise) {
+  if (method == Conv2dMethod::Depthwise) {
     wg_size = {wg_size[0] * wg_size[1] * wg_size[2], 1, 1};
+  } else if (method == Conv2dMethod::Pointwise) {
+    wg_size = {wg_size[0] * wg_size[1], wg_size[2], 1};
   }
 
   vkapi::ParamsBindList param_buffers;