[NFC] polish colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu and...

[NFC] polish colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu and cross_entropy.cu code style (#634)

colossalai/kernel/cuda_native/csrc/kernels/cross_entropy.cu

@@ -16,7 +16,7 @@ __global__ void ls_cross_entropy_fw_kernel(
   const int left_idx = block_start + threadIdx.x;
   const int right_idx = (blockIdx.x + 1) * vocab_size;
   float max_input[1] = {REDUCE_FLOAT_INF_NEG};
-  float sum_logits[2] = {0.f, 0.f};  // logit and logit exp
+  float sum_logits[2] = {0.f, 0.f}; // logit and logit exp
   int target_tid = targets[blockIdx.x];
 
   if (target_tid == padding_idx) {

colossalai/kernel/cuda_native/csrc/kernels/dropout_kernels.cu

@@ -165,7 +165,8 @@ __global__ void ls_dropout_kernel(const int total_count, const float ratio,
   const float scale = 1.f / (1.f - ratio);
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 4 >= total_count) return;
+  if (i * 4 >= total_count)
+    return;
 
   curandStatePhilox4_32_10_t state;
   curand_init(seed, i, 0, &state);
@@ -201,7 +202,8 @@ __global__ void ls_dropout_kernel(const int total_count, const float ratio,
 
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 8 >= total_count) return;
+  if (i * 8 >= total_count)
+    return;
 
   curandStatePhilox4_32_10_t state;
   curand_init(seed, i, 0, &state);
@@ -259,7 +261,8 @@ __global__ void ls_dropout_bwd_kernel(const int total_count, const float ratio,
   const float scale = 1.f / (1.f - ratio);
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 4 >= total_count) return;
+  if (i * 4 >= total_count)
+    return;
 
   uint8_t m[4];
 
@@ -286,7 +289,8 @@ __global__ void ls_dropout_bwd_kernel(const int total_count, const float ratio,
 
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 8 >= total_count) return;
+  if (i * 8 >= total_count)
+    return;
 
   float4 *out4 = reinterpret_cast<float4 *>(out);
   const float4 *vals_float4 = reinterpret_cast<const float4 *>(in);
@@ -376,7 +380,8 @@ __global__ void ls_dropout_res_bias_kernel(
   const float scale = 1.f / (1.f - ratio);
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 4 >= total_count) return;
+  if (i * 4 >= total_count)
+    return;
 
   curandStatePhilox4_32_10_t state;
   curand_init(seed, i, 0, &state);
@@ -419,7 +424,8 @@ __global__ void ls_dropout_res_bias_kernel(
 
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 8 >= total_count) return;
+  if (i * 8 >= total_count)
+    return;
 
   curandStatePhilox4_32_10_t state;
   curand_init(seed, i, 0, &state);
@@ -559,9 +565,11 @@ __global__ void ls_dropout_bias_bwd_kernel(
   }
   __syncthreads();
 
-  for (int i = 1; i < 32; i <<= 1) sum += g.shfl_down(sum, i);
+  for (int i = 1; i < 32; i <<= 1)
+    sum += g.shfl_down(sum, i);
 
-  if (y == 0) tile[0][x] = sum;
+  if (y == 0)
+    tile[0][x] = sum;
   __syncthreads();
 
   if (threadIdx.x < 8) {
@@ -613,9 +621,11 @@ __global__ void ls_dropout_bias_bwd_kernel(
   }
   __syncthreads();
 
-  for (int i = 1; i < WARP_SIZE; i <<= 1) sum += g.shfl_down(sum, i);
+  for (int i = 1; i < WARP_SIZE; i <<= 1)
+    sum += g.shfl_down(sum, i);
 
-  if (y == 0) tile[0][x] = sum;
+  if (y == 0)
+    tile[0][x] = sum;
   __syncthreads();
 
   if (threadIdx.x < 8) {
@@ -679,7 +689,8 @@ __global__ void ls_dropout_act_bias_kernel(
   const float scale = 1.f / (1.f - ratio);
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 4 >= total_count) return;
+  if (i * 4 >= total_count)
+    return;
 
   curandStatePhilox4_32_10_t state;
   curand_init(seed, i, 0, &state);
@@ -724,7 +735,8 @@ __global__ void ls_dropout_act_bias_kernel(
 
   int i = blockIdx.x * blockDim.x + threadIdx.x;
 
-  if (i * 8 >= total_count) return;
+  if (i * 8 >= total_count)
+    return;
 
   curandStatePhilox4_32_10_t state;
   curand_init(seed, i, 0, &state);
@@ -885,9 +897,11 @@ __global__ void ls_dropout_act_bias_bwd_kernel(
   float sum = tile[threadIdx.y][threadIdx.x];
   __syncthreads();
 
-  for (int i = 1; i < WARP_SIZE; i <<= 1) sum += g.shfl_down(sum, i);
+  for (int i = 1; i < WARP_SIZE; i <<= 1)
+    sum += g.shfl_down(sum, i);
 
-  if (threadIdx.x == 0) tile[0][threadIdx.y] = sum;
+  if (threadIdx.x == 0)
+    tile[0][threadIdx.y] = sum;
   __syncthreads();
 
   if (threadIdx.y == 0) {