From 2d77f9c9bb124441d98b411480a0f15c96be79e9 Mon Sep 17 00:00:00 2001
From: hust17yixuan <303660421@qq.com>
Date: Wed, 11 Dec 2024 10:22:05 +0800
Subject: [PATCH] fix lint

---
 .../csrc/pytorch/npu/roiaware_pool3d_npu.cpp  | 86 +++++++++++++++++++
 1 file changed, 86 insertions(+)
 create mode 100644 mmcv/ops/csrc/pytorch/npu/roiaware_pool3d_npu.cpp

diff --git a/mmcv/ops/csrc/pytorch/npu/roiaware_pool3d_npu.cpp b/mmcv/ops/csrc/pytorch/npu/roiaware_pool3d_npu.cpp
new file mode 100644
index 0000000000..697e459569
--- /dev/null
+++ b/mmcv/ops/csrc/pytorch/npu/roiaware_pool3d_npu.cpp
@@ -0,0 +1,86 @@
+#include "pytorch_npu_helper.hpp"
+using namespace NPU_NAME_SPACE;
+using namespace std;
+
+void roiaware_pool3d_forward_npu(int boxes_num, int pts_num, int channels,
+                                 int max_pts_each_voxel, int out_x, int out_y,
+                                 int out_z, const Tensor rois, const Tensor pts,
+                                 const Tensor pts_feature, Tensor argmax,
+                                 Tensor pts_idx_of_voxels,
+                                 Tensor pooled_features, int pool_method) {
+  at::Tensor rois_cast = rois;
+  at::Tensor pts_cast = pts;
+  at::Tensor pts_feature_cast = pts_feature;
+  at::Tensor pooled_features_cast = pooled_features;
+
+  auto dtype = rois.dtype();
+  if (dtype == at::kHalf) {
+    rois_cast = rois_cast.to(at::kFloat);
+    pts_cast = pts_cast.to(at::kFloat);
+    pts_feature_cast = pts_feature_cast.to(at::kFloat);
+    pooled_features_cast = pooled_features_cast.to(at::kFloat);
+  }
+
+  EXEC_NPU_CMD(aclnnRoiawarePool3d, rois_cast, pts_cast, pts_feature_cast,
+               pool_method, max_pts_each_voxel, out_x, out_y, out_z, argmax,
+               pts_idx_of_voxels, pooled_features_cast);
+
+  if (dtype == at::kHalf) {
+    pooled_features_cast = pooled_features_cast.to(at::kHalf);
+  }
+
+  pooled_features.copy_(pooled_features_cast);
+}
+
+void roiaware_pool3d_backward_npu(int boxes_num, int out_x, int out_y,
+                                  int out_z, int channels,
+                                  int max_pts_each_voxel,
+                                  const Tensor pts_idx_of_voxels,
+                                  const Tensor argmax, const Tensor grad_out,
+                                  Tensor grad_in, int pool_method)
+{
+  int32_t npoints = grad_in.size(0);
+
+  auto dtype = grad_out.dtype();
+  at::Tensor grad_out_cast = grad_out;
+  at::Tensor grad_in_cast = grad_in;
+
+  if (dtype == at::kHalf) {
+    grad_out_cast = grad_out.to(at::kFloat);
+    grad_in_cast = grad_in_cast.to(at::kFloat);
+  }
+
+  if (pool_method == 0) {
+    // maxpool3d
+    EXEC_NPU_CMD(aclnnRoiawareMaxpool3dGrad, argmax, grad_out_cast, boxes_num,
+        out_x, out_y, out_z, channels, npoints, grad_in_cast);
+  } else if (pool_method == 1) {
+    // avgpool3d
+    EXEC_NPU_CMD(aclnnRoiawareAvgpool3dGrad, pts_idx_of_voxels, grad_out_cast,
+                boxes_num, out_x, out_y, out_z, channels, npoints,
+                max_pts_each_voxel, grad_in_cast);
+  }
+
+  if (dtype == at::kHalf) {
+    grad_in_cast = grad_in_cast.to(at::kHalf);
+  }
+
+  grad_in.copy_(grad_in_cast);
+}
+
+void roiaware_pool3d_forward_impl(int boxes_num, int pts_num, int channels,
+                                  int max_pts_each_voxel, int out_x, int out_y,
+                                  int out_z, const Tensor rois,
+                                  const Tensor pts, const Tensor pts_feature,
+                                  Tensor argmax, Tensor pts_idx_of_voxels,
+                                  Tensor pooled_features, int pool_method);
+
+void roiaware_pool3d_backward_impl(int boxes_num, int out_x, int out_y,
+                                   int out_z, int channels,
+                                   int max_pts_each_voxel,
+                                   const Tensor pts_idx_of_voxels,
+                                   const Tensor argmax, const Tensor grad_out,
+                                   Tensor grad_in, int pool_method);
+
+REGISTER_NPU_IMPL(roiaware_pool3d_forward_impl, roiaware_pool3d_forward_npu);
+REGISTER_NPU_IMPL(roiaware_pool3d_backward_impl, roiaware_pool3d_backward_npu);