override shfl methods for torch.half

Author: rusty1s

csrc/cuda/segment_coo_cuda.cu

@@ -3,7 +3,6 @@
 #include <ATen/cuda/CUDAContext.h>
 #include <ATen/cuda/detail/IndexUtils.cuh>
 #include <ATen/cuda/detail/TensorInfo.cuh>
-#include <type_traits>
 
 #include "reducer.cuh"
 #include "utils.cuh"
@@ -26,10 +25,6 @@ segment_coo_kernel(const scalar_t *src_data,
   int lane_idx = row_idx & (32 - 1);
   int D = index_info.sizes[index_info.dims - 1];
 
-  using cuda_scalar_t =
-      typename std::conditional<std::is_same<scalar_t, at::Half>::value, __half,
-                                scalar_t>::type;
-
   if (row_idx < E) {
     int offset = at::cuda::detail::IndexToOffset<int64_t, int, -1>::get(
         row_idx, index_info);
@@ -41,7 +36,7 @@ segment_coo_kernel(const scalar_t *src_data,
 #pragma unroll
     for (int i = 1; i < 32; i *= 2) {
       // Parallel reduction inside a single warp.
-      tmp = __shfl_up_sync(FULL_MASK, (cuda_scalar_t)val, i);
+      tmp = __shfl_up_sync(FULL_MASK, val, i);
       next_idx = __shfl_up_sync(FULL_MASK, idx, i);
       if (lane_idx >= i && row_idx / D == (row_idx - i) / D) {
         assert(idx >= next_idx);

csrc/cuda/segment_csr_cuda.cu

@@ -26,10 +26,6 @@ segment_csr_kernel(const scalar_t *src_data,
   int row_idx = thread_idx / TB;
   int lane_idx = thread_idx & (TB - 1);
 
-  using cuda_scalar_t =
-      typename std::conditional<std::is_same<scalar_t, at::Half>::value, __half,
-                                scalar_t>::type;
-
   if (row_idx < N) {
     int offset = IndexPtrToOffset<int64_t>::get(row_idx, indptr_info);
     int64_t row_start = __ldg(indptr_info.data + offset);
@@ -52,8 +48,7 @@ segment_csr_kernel(const scalar_t *src_data,
       if (REDUCE == MIN || REDUCE == MAX)
         arg_tmp = __shfl_down_sync(FULL_MASK, arg, i);
       Reducer<scalar_t, REDUCE>::update(
-          &val, __shfl_down_sync(FULL_MASK, (cuda_scalar_t)val, i), &arg,
-          arg_tmp);
+          &val, __shfl_down_sync(FULL_MASK, val, i), &arg, arg_tmp);
     }
 
     if (lane_idx == 0) {

csrc/cuda/utils.cuh

@@ -5,3 +5,15 @@
 #define CHECK_CUDA(x)                                                          \
   AT_ASSERTM(x.device().is_cuda(), #x " must be CUDA tensor")
 #define CHECK_INPUT(x) AT_ASSERTM(x, "Input mismatch")
+
+__device__ __inline__ at::Half __shfl_up_sync(const unsigned mask,
+                                              const at::Half var,
+                                              const unsigned int delta) {
+  return __shfl_up_sync(mask, (__half)var, delta);
+}
+
+__device__ __inline__ at::Half __shfl_down_sync(const unsigned mask,
+                                                const at::Half var,
+                                                const unsigned int delta) {
+  return __shfl_down_sync(mask, (__half)var, delta);
+}