diff --git a/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl b/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl
index 051d9d6983..59f9f3880f 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl
+++ b/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.glsl
@@ -12,7 +12,8 @@
 
 #define VEC4_T ${texel_type(DTYPE)}
 
-#define TILE_SIZE ${TILE_SIZE}
+#define TILE_SIZE_X ${TILE_SIZE_X}
+#define TILE_SIZE_Y ${TILE_SIZE_Y}
 
 #define op(X, A, B) ${OPERATOR}
 
@@ -43,7 +44,7 @@ layout(local_size_x_id = 0, local_size_y_id = 1, local_size_z_id = 2) in;
 
 // shared memory to hold calculated positions, this would reduce register usage thus improving performance.
 // 64 is the number of threads in the local wg
-$num_shared = 64 * TILE_SIZE * TILE_SIZE
+$num_shared = 64 * TILE_SIZE_X * TILE_SIZE_Y
 shared ivec2 pos_shared[${num_shared}];
 
 /*
@@ -52,8 +53,8 @@ shared ivec2 pos_shared[${num_shared}];
  * size is only 1x1, making it easier to re-use loaded texels from t_kernel.
  */
 void main() {
-  const ivec2 out_limits_scaled = (out_limits.xy + TILE_SIZE - 1) / TILE_SIZE;
-  const uint shared_mem_stride = gl_WorkGroupSize.x * gl_WorkGroupSize.y * gl_WorkGroupSize.z;
+  const ivec2 out_limits_scaled = (out_limits.xy + ivec2(TILE_SIZE_X - 1, TILE_SIZE_Y - 1)) / ivec2(TILE_SIZE_X, TILE_SIZE_Y);
+  const uint shared_mem_stride = 64;
 
   const uint div_by_x = gl_GlobalInvocationID.x / out_limits_scaled.x;
   const ivec3 gpos = ivec3(
@@ -67,11 +68,10 @@ void main() {
   // +--------+--------+
   // | pos[2] | pos[3] |
   // +--------+--------+
-  ivec2 pos[TILE_SIZE * TILE_SIZE];
-  for (int y = 0, i = 0; y < TILE_SIZE; ++y) {
-    for (int x = 0; x < TILE_SIZE; ++x) {
-      pos[i] = ivec2(
-          gpos.x * TILE_SIZE + x, gpos.y * TILE_SIZE + y);
+  ivec2 pos[TILE_SIZE_X * TILE_SIZE_Y];
+  for (int y = 0, i = 0; y < TILE_SIZE_Y; ++y) {
+    for (int x = 0; x < TILE_SIZE_X; ++x) {
+      pos[i] = ivec2(gpos.x * TILE_SIZE_X + x, gpos.y * TILE_SIZE_Y + y);
       pos_shared[(shared_mem_stride * i) + gl_LocalInvocationIndex] = pos[i];
       i++;
     }
@@ -86,14 +86,14 @@ void main() {
   // Compute the index of the input texture that needs to be loaded for each
   // output position. Note that negative indices can be produced indicating that
   // the top-left element is in a region added by padding.
-  ivec2 ipos[TILE_SIZE * TILE_SIZE];
-  for (int i = 0; i < TILE_SIZE * TILE_SIZE; ++i) {
+  ivec2 ipos[TILE_SIZE_X * TILE_SIZE_Y];
+  for (int i = 0; i < TILE_SIZE_X * TILE_SIZE_Y; ++i) {
     ipos[i] = pos[i] * stride - padding;
   }
 
-  vec4 sum[TILE_SIZE * TILE_SIZE];
+  vec4 sum[TILE_SIZE_X * TILE_SIZE_Y];
   sum[0] = texelFetch(t_bias, ivec2(gpos.z, 0), 0);
-  for (int i = 1; i < TILE_SIZE * TILE_SIZE; ++i) {
+  for (int i = 1; i < TILE_SIZE_X * TILE_SIZE_Y; ++i) {
     sum[i] = sum[0];
   }
 
@@ -109,7 +109,7 @@ void main() {
     const vec4 ktex_3 = texelFetchOffset(t_kernel, ivec2(z, gpos.z), 0, ivec2(3, 0));
 
 #pragma unroll
-    for (int i = 0; i < TILE_SIZE * TILE_SIZE; ++i) {
+    for (int i = 0; i < TILE_SIZE_X * TILE_SIZE_Y; ++i) {
       const vec4 in_tex = texelFetch(t_in, ivec3(ipos[i], z4), 0);
       // For 2x2 tile size algorithm works as follows.
       // To explain the calculations below, the contents of one in_tex and the
@@ -151,7 +151,7 @@ void main() {
     }
   }
 
-  for (int i = 0; i < TILE_SIZE * TILE_SIZE; ++i) {
+  for (int i = 0; i < TILE_SIZE_X * TILE_SIZE_Y; ++i) {
     const ivec2 pos = pos_shared[(shared_mem_stride * i) + gl_LocalInvocationIndex];
     if (all(lessThan(ivec3(pos, gpos.z), out_limits.xyz))) {
       imageStore(t_out, ivec3(pos, gpos.z), op(sum[i], out_min, out_max));
diff --git a/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.yaml b/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.yaml
index e77bc4f350..1f0e8fb71b 100644
--- a/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.yaml
+++ b/backends/vulkan/runtime/graph/ops/glsl/conv2d_pw.yaml
@@ -9,7 +9,8 @@ conv2d_pw:
     OPERATOR: X
     NDIM: 3
     DTYPE: float
-    TILE_SIZE: 2
+    TILE_SIZE_X: 2
+    TILE_SIZE_Y: 2
   generate_variant_forall:
     DTYPE:
       - VALUE: half