Add more comments for infer TBE kernel for vendor optimizations (#948)

Summary:
Pull Request resolved: #948

As title: just adding more comments in infer TBE kernel

Reviewed By: jspark1105

Differential Revision: D34430782

fbshipit-source-id: 1601f9c6232eff4bea9f4f517cb888656e6d30a3

Author: jianyuh

fbgemm_gpu/codegen/embedding_forward_quantized_split_template.cu

@@ -322,6 +322,9 @@ __global__ void {{ type_map[bit_width].enum_name }}_split_embedding{{ "_nobag" i
           continue;
         }
         const uint32_t* row = reinterpret_cast<const uint32_t*>(&buffers[warp_idx][i][input_row_idx][0]);
+        // scale and bias are at the beginning of each row.
+        // rationale: have scale/shift at start since these get loaded first
+        // and then broadcasted around so it might speed up the first cache miss.
         {% if bit_width in [8, 4, 2] %}
         half2 shift_scale = reinterpret_cast<const half2*>(row)[0];
         {% endif %}
@@ -347,6 +350,10 @@ __global__ void {{ type_map[bit_width].enum_name }}_split_embedding{{ "_nobag" i
         if (std::is_same<output_t, float>::value || std::is_same<output_t, at::Half>::value) {
           #pragma unroll MaxNum128BRows
           for (uint32_t j = 0; j < MaxNum128BRows; ++j) {
+            // Read the uint8/4/2 values: note that first 4 Bytes will be ditched later:
+            // We shift back by 4/8/16 elements to remove the first 4 Bytes (which is garbage due to
+            // the scale/shift handling).
+            // Reason: to avoid divergence the first thread in the warp computes garbage.
             int32_t output_d = kWarpSize * j * kOutputsPerThread + threadIdx.x * kOutputsPerThread - D_padding;
             scalar_t v = reinterpret_cast<const scalar_t*>(row)[kWarpSize * j + threadIdx.x];
             if (output_d >= 0 && output_d < D) {