diff --git a/fbgemm_gpu/codegen/embedding_forward_quantized_split_nbit_kernel_template.cu b/fbgemm_gpu/codegen/embedding_forward_quantized_split_nbit_kernel_template.cu
index e3af7034d1..9e087ac37f 100644
--- a/fbgemm_gpu/codegen/embedding_forward_quantized_split_nbit_kernel_template.cu
+++ b/fbgemm_gpu/codegen/embedding_forward_quantized_split_nbit_kernel_template.cu
@@ -309,7 +309,7 @@ __global__ void {{ emb_weight_type.enum_name }}_split_embedding{{ "_nobag" if no
 {% for params in emb_weight_type.template_params %}
 
 {% if output_type == 'at::BFloat16' %}
-#if !(                                                  \
+#if defined(USE_ROCM) || !(                             \
     ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
      (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
 {% endif %}
diff --git a/fbgemm_gpu/include/fbgemm_gpu/fbgemm_cuda_utils.cuh b/fbgemm_gpu/include/fbgemm_gpu/fbgemm_cuda_utils.cuh
index 78b931236a..29a550abcb 100644
--- a/fbgemm_gpu/include/fbgemm_gpu/fbgemm_cuda_utils.cuh
+++ b/fbgemm_gpu/include/fbgemm_gpu/fbgemm_cuda_utils.cuh
@@ -1651,9 +1651,9 @@ struct __align__(4) __nv_bfloat162 {
 };
 #endif
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
 struct __align__(8) bfloat16_4 {
   __host__ __device__ bfloat16_4() {}
   __nv_bfloat162 vals[2];
@@ -1771,9 +1771,9 @@ static DEVICE_INLINE void quantize_float_store(
   *output = input;
 }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
 DEVICE_INLINE __nv_bfloat16 to_bfloat16(float v) {
   return __float2bfloat16(v);
 }
@@ -2347,9 +2347,9 @@ struct VecNT<1, PrimitiveType::FP> {
     *reinterpret_cast<__half*>(output_ptr) = val;
   }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
   DEVICE_INLINE void store(
       at::BFloat16* output_ptr,
       const int num_valid_outputs = 1) {
@@ -2440,9 +2440,9 @@ struct VecNT<2, PrimitiveType::FP> {
     }
   }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
   DEVICE_INLINE void store(
       at::BFloat16* output_ptr,
       const int num_valid_outputs = 2) {
@@ -2578,9 +2578,9 @@ struct VecNT<4, PrimitiveType::FP> {
     }
   }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
   DEVICE_INLINE void store(
       at::BFloat16* output_ptr,
       const int num_valid_outputs = 4) {
@@ -2733,9 +2733,9 @@ struct VecNT<4, PrimitiveType::INT> {
     }
   }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
   DEVICE_INLINE void store(
       at::BFloat16* output_ptr,
       const int num_valid_outputs = 4) {
@@ -2903,9 +2903,9 @@ struct VecNT<8, PrimitiveType::INT> {
     }
   }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
   DEVICE_INLINE void store(
       at::BFloat16* output_ptr,
       const int num_valid_outputs = 8) {
@@ -3090,9 +3090,9 @@ struct VecNT<16, PrimitiveType::INT> {
     }
   }
 
-#if !(                                                  \
-    ((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
-     (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
+#if defined(USE_ROCM) ||                                  \
+    !(((defined(CUDA_VERSION) && CUDA_VERSION < 11000) || \
+       (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ < 800))))
   DEVICE_INLINE void store(
       at::BFloat16* output_ptr,
       const int num_valid_outputs = 16) {