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refactor(lidar_centerpoint)!: fix namespace and directory structure (#8049)
* add prefix in lidar_centerpoint Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * add .gitignore Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * change include package name in image_projection_based fusion Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * fix Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * change in codeowner Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * delete package Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * style(pre-commit): autofix * style(pre-commit): autofix * solve conflict too Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * fix include file Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * fix typo in launch file Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * add prefix in README Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * fix bugs by conflict Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * style(pre-commit): autofix * change namespace from to Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> * style(pre-commit): autofix --------- Signed-off-by: MasatoSaeki <masato.saeki@tier4.jp> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Kenzo Lobos Tsunekawa <kenzo.lobos@tier4.jp>
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.github/CODEOWNERS

+1-1
Original file line numberDiff line numberDiff line change
@@ -129,7 +129,7 @@ perception/image_projection_based_fusion/** dai.nguyen@tier4.jp koji.minoda@tier
129129
perception/lidar_apollo_instance_segmentation/** yoshi.ri@tier4.jp yukihiro.saito@tier4.jp
130130
perception/lidar_apollo_segmentation_tvm/** ambroise.vincent@arm.com yoshi.ri@tier4.jp
131131
perception/lidar_apollo_segmentation_tvm_nodes/** ambroise.vincent@arm.com yoshi.ri@tier4.jp
132-
perception/lidar_centerpoint/** kenzo.lobos@tier4.jp koji.minoda@tier4.jp
132+
perception/autoware_lidar_centerpoint/** kenzo.lobos@tier4.jp koji.minoda@tier4.jp
133133
perception/occupancy_grid_map_outlier_filter/** abrahammonrroy@yahoo.com yoshi.ri@tier4.jp yukihiro.saito@tier4.jp
134134
perception/probabilistic_occupancy_grid_map/** mamoru.sobue@tier4.jp yoshi.ri@tier4.jp yukihiro.saito@tier4.jp
135135
perception/radar_tracks_msgs_converter/** satoshi.tanaka@tier4.jp shunsuke.miura@tier4.jp taekjin.lee@tier4.jp yoshi.ri@tier4.jp

launch/tier4_perception_launch/launch/object_recognition/detection/detector/lidar_dnn_detector.launch.xml

+2-2
Original file line numberDiff line numberDiff line change
@@ -37,10 +37,10 @@
3737
<!-- CenterPoint -->
3838
<group if="$(eval &quot;'$(var lidar_detection_model)'=='centerpoint'&quot;)">
3939
<push-ros-namespace namespace="centerpoint"/>
40-
<arg name="lidar_model_param_path" default="$(find-pkg-share lidar_centerpoint)/config"/>
40+
<arg name="lidar_model_param_path" default="$(find-pkg-share autoware_lidar_centerpoint)/config"/>
4141

4242
<group>
43-
<include file="$(find-pkg-share lidar_centerpoint)/launch/lidar_centerpoint.launch.xml">
43+
<include file="$(find-pkg-share autoware_lidar_centerpoint)/launch/lidar_centerpoint.launch.xml">
4444
<arg name="input/pointcloud" value="$(var input/pointcloud)"/>
4545
<arg name="output/objects" value="$(var output/objects)"/>
4646
<arg name="model_name" value="$(var centerpoint_model_name)"/>

perception/lidar_centerpoint/CMakeLists.txt perception/autoware_lidar_centerpoint/CMakeLists.txt

+17-17
Original file line numberDiff line numberDiff line change
@@ -1,10 +1,10 @@
11
cmake_minimum_required(VERSION 3.14)
2-
project(lidar_centerpoint)
2+
project(autoware_lidar_centerpoint)
33

44
find_package(autoware_cmake REQUIRED)
55
autoware_package()
66

7-
# TODO(lidar_centerpoint): Remove once upgrading to TensorRT 8.5 is complete
7+
# TODO(autoware_lidar_centerpoint): Remove once upgrading to TensorRT 8.5 is complete
88
add_compile_options(-Wno-deprecated-declarations)
99

1010
option(CUDA_VERBOSE "Verbose output of CUDA modules" OFF)
@@ -79,7 +79,7 @@ if(TRT_AVAIL AND CUDA_AVAIL AND CUDNN_AVAIL)
7979
)
8080

8181
### centerpoint ###
82-
ament_auto_add_library(centerpoint_lib SHARED
82+
ament_auto_add_library(${PROJECT_NAME}_lib SHARED
8383
lib/centerpoint_trt.cpp
8484
lib/detection_class_remapper.cpp
8585
lib/utils.cpp
@@ -91,48 +91,48 @@ if(TRT_AVAIL AND CUDA_AVAIL AND CUDNN_AVAIL)
9191
lib/preprocess/voxel_generator.cpp
9292
)
9393

94-
cuda_add_library(centerpoint_cuda_lib SHARED
94+
cuda_add_library(${PROJECT_NAME}_cuda_lib SHARED
9595
lib/postprocess/circle_nms_kernel.cu
9696
lib/postprocess/postprocess_kernel.cu
9797
lib/network/scatter_kernel.cu
9898
lib/preprocess/preprocess_kernel.cu
9999
)
100100

101-
target_link_libraries(centerpoint_lib
101+
target_link_libraries(${PROJECT_NAME}_lib
102102
${NVINFER}
103103
${NVONNXPARSER}
104104
${CUDA_LIBRARIES}
105105
${CUBLAS_LIBRARIES}
106106
${CUDA_curand_LIBRARY}
107107
${CUDNN_LIBRARY}
108-
centerpoint_cuda_lib
108+
${PROJECT_NAME}_cuda_lib
109109
)
110110

111-
target_include_directories(centerpoint_lib
111+
target_include_directories(${PROJECT_NAME}_lib
112112
PUBLIC
113113
$<BUILD_INTERFACE:${CMAKE_CURRENT_SOURCE_DIR}/include>
114114
$<INSTALL_INTERFACE:include>
115115
)
116116

117117
# To suppress unknown-pragmas error. The root-cause is CUB library in CUDA 11.6.
118118
# This issue was fixed by https://github.com/NVIDIA/cub/commit/7d608bf1dc14553e2fb219eabeed80b76621b6fe
119-
target_include_directories(centerpoint_lib
119+
target_include_directories(${PROJECT_NAME}_lib
120120
SYSTEM PUBLIC
121121
${CUDA_INCLUDE_DIRS}
122122
)
123123

124124
## node ##
125-
ament_auto_add_library(lidar_centerpoint_component SHARED
125+
ament_auto_add_library(${PROJECT_NAME}_component SHARED
126126
src/node.cpp
127127
)
128128

129-
target_link_libraries(lidar_centerpoint_component
130-
centerpoint_lib
129+
target_link_libraries(${PROJECT_NAME}_component
130+
${PROJECT_NAME}_lib
131131
)
132132

133-
rclcpp_components_register_node(lidar_centerpoint_component
134-
PLUGIN "centerpoint::LidarCenterPointNode"
135-
EXECUTABLE lidar_centerpoint_node
133+
rclcpp_components_register_node(${PROJECT_NAME}_component
134+
PLUGIN "autoware::lidar_centerpoint::LidarCenterPointNode"
135+
EXECUTABLE ${PROJECT_NAME}_node
136136
)
137137

138138
ament_export_dependencies(ament_cmake_python)
@@ -144,7 +144,7 @@ if(TRT_AVAIL AND CUDA_AVAIL AND CUDNN_AVAIL)
144144
)
145145

146146
install(
147-
TARGETS centerpoint_cuda_lib
147+
TARGETS ${PROJECT_NAME}_cuda_lib
148148
DESTINATION lib
149149
)
150150

@@ -176,7 +176,7 @@ if(TRT_AVAIL AND CUDA_AVAIL AND CUDNN_AVAIL)
176176
# )
177177
#
178178
# target_link_libraries(test_preprocess_kernel
179-
# centerpoint_cuda_lib
179+
# ${PROJECT_NAME}_cuda_lib
180180
# gtest
181181
# gtest_main
182182
# )
@@ -196,7 +196,7 @@ if(TRT_AVAIL AND CUDA_AVAIL AND CUDNN_AVAIL)
196196
# )
197197
#
198198
# target_link_libraries(test_postprocess_kernel
199-
# centerpoint_cuda_lib
199+
# ${PROJECT_NAME}_cuda_lib
200200
# gtest
201201
# gtest_main
202202
# )

perception/lidar_centerpoint/README.md perception/autoware_lidar_centerpoint/README.md

+7-7
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@@ -1,8 +1,8 @@
1-
# lidar_centerpoint
1+
# autoware_lidar_centerpoint
22

33
## Purpose
44

5-
lidar_centerpoint is a package for detecting dynamic 3D objects.
5+
autoware_lidar_centerpoint is a package for detecting dynamic 3D objects.
66

77
## Inner-workings / Algorithms
88

@@ -49,11 +49,11 @@ We trained the models using <https://github.com/open-mmlab/mmdetection3d>.
4949

5050
### The `build_only` option
5151

52-
The `lidar_centerpoint` node has `build_only` option to build the TensorRT engine file from the ONNX file.
52+
The `autoware_lidar_centerpoint` node has `build_only` option to build the TensorRT engine file from the ONNX file.
5353
Although it is preferred to move all the ROS parameters in `.param.yaml` file in Autoware Universe, the `build_only` option is not moved to the `.param.yaml` file for now, because it may be used as a flag to execute the build as a pre-task. You can execute with the following command:
5454

5555
```bash
56-
ros2 launch lidar_centerpoint lidar_centerpoint.launch.xml model_name:=centerpoint_tiny model_path:=/home/autoware/autoware_data/lidar_centerpoint model_param_path:=$(ros2 pkg prefix lidar_centerpoint --share)/config/centerpoint_tiny.param.yaml build_only:=true
56+
ros2 launch autoware_lidar_centerpoint lidar_centerpoint.launch.xml model_name:=centerpoint_tiny model_path:=/home/autoware/autoware_data/lidar_centerpoint model_param_path:=$(ros2 pkg prefix autoware_lidar_centerpoint --share)/config/centerpoint_tiny.param.yaml build_only:=true
5757
```
5858

5959
## Assumptions / Known limits
@@ -225,7 +225,7 @@ the base link location of the vehicle.
225225

226226
#### Convert CenterPoint PyTorch model to ONNX Format
227227

228-
The lidar_centerpoint implementation requires two ONNX models as input the voxel encoder and the backbone-neck-head of the CenterPoint model, other aspects of the network,
228+
The autoware_lidar_centerpoint implementation requires two ONNX models as input the voxel encoder and the backbone-neck-head of the CenterPoint model, other aspects of the network,
229229
such as preprocessing operations, are implemented externally. Under the fork of the mmdetection3d repository,
230230
we have included a script that converts the CenterPoint model to Autoware compatible ONNX format.
231231
You can find it in `mmdetection3d/projects/AutowareCenterPoint` file.
@@ -236,7 +236,7 @@ python projects/AutowareCenterPoint/centerpoint_onnx_converter.py --cfg projects
236236

237237
#### Create the config file for the custom model
238238

239-
Create a new config file named **centerpoint_custom.param.yaml** under the config file directory of the lidar_centerpoint node. Sets the parameters of the config file like
239+
Create a new config file named **centerpoint_custom.param.yaml** under the config file directory of the autoware_lidar_centerpoint node. Sets the parameters of the config file like
240240
point_cloud_range, point_feature_size, voxel_size, etc. according to the training config file.
241241

242242
```yaml
@@ -262,7 +262,7 @@ point_cloud_range, point_feature_size, voxel_size, etc. according to the trainin
262262
```bash
263263
cd /YOUR/AUTOWARE/PATH/Autoware
264264
source install/setup.bash
265-
ros2 launch lidar_centerpoint lidar_centerpoint.launch.xml model_name:=centerpoint_custom model_path:=/PATH/TO/ONNX/FILE/
265+
ros2 launch autoware_lidar_centerpoint lidar_centerpoint.launch.xml model_name:=centerpoint_custom model_path:=/PATH/TO/ONNX/FILE/
266266
```
267267

268268
### Changelog

perception/lidar_centerpoint/include/lidar_centerpoint/centerpoint_config.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/centerpoint_config.hpp

+5-5
Original file line numberDiff line numberDiff line change
@@ -12,13 +12,13 @@
1212
// See the License for the specific language governing permissions and
1313
// limitations under the License.
1414

15-
#ifndef LIDAR_CENTERPOINT__CENTERPOINT_CONFIG_HPP_
16-
#define LIDAR_CENTERPOINT__CENTERPOINT_CONFIG_HPP_
15+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__CENTERPOINT_CONFIG_HPP_
16+
#define AUTOWARE__LIDAR_CENTERPOINT__CENTERPOINT_CONFIG_HPP_
1717

1818
#include <cstddef>
1919
#include <vector>
2020

21-
namespace centerpoint
21+
namespace autoware::lidar_centerpoint
2222
{
2323
class CenterPointConfig
2424
{
@@ -132,6 +132,6 @@ class CenterPointConfig
132132
std::size_t down_grid_size_y_ = grid_size_y_ / downsample_factor_;
133133
};
134134

135-
} // namespace centerpoint
135+
} // namespace autoware::lidar_centerpoint
136136

137-
#endif // LIDAR_CENTERPOINT__CENTERPOINT_CONFIG_HPP_
137+
#endif // AUTOWARE__LIDAR_CENTERPOINT__CENTERPOINT_CONFIG_HPP_

perception/lidar_centerpoint/include/lidar_centerpoint/centerpoint_trt.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/centerpoint_trt.hpp

+9-9
Original file line numberDiff line numberDiff line change
@@ -12,13 +12,13 @@
1212
// See the License for the specific language governing permissions and
1313
// limitations under the License.
1414

15-
#ifndef LIDAR_CENTERPOINT__CENTERPOINT_TRT_HPP_
16-
#define LIDAR_CENTERPOINT__CENTERPOINT_TRT_HPP_
15+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__CENTERPOINT_TRT_HPP_
16+
#define AUTOWARE__LIDAR_CENTERPOINT__CENTERPOINT_TRT_HPP_
1717

18-
#include "lidar_centerpoint/cuda_utils.hpp"
19-
#include "lidar_centerpoint/network/network_trt.hpp"
20-
#include "lidar_centerpoint/postprocess/postprocess_kernel.hpp"
21-
#include "lidar_centerpoint/preprocess/voxel_generator.hpp"
18+
#include "autoware/lidar_centerpoint/cuda_utils.hpp"
19+
#include "autoware/lidar_centerpoint/network/network_trt.hpp"
20+
#include "autoware/lidar_centerpoint/postprocess/postprocess_kernel.hpp"
21+
#include "autoware/lidar_centerpoint/preprocess/voxel_generator.hpp"
2222
#include "pcl/point_cloud.h"
2323
#include "pcl/point_types.h"
2424

@@ -29,7 +29,7 @@
2929
#include <utility>
3030
#include <vector>
3131

32-
namespace centerpoint
32+
namespace autoware::lidar_centerpoint
3333
{
3434
class NetworkParam
3535
{
@@ -107,6 +107,6 @@ class CenterPointTRT
107107
cuda::unique_ptr<unsigned int[]> num_voxels_d_{nullptr};
108108
};
109109

110-
} // namespace centerpoint
110+
} // namespace autoware::lidar_centerpoint
111111

112-
#endif // LIDAR_CENTERPOINT__CENTERPOINT_TRT_HPP_
112+
#endif // AUTOWARE__LIDAR_CENTERPOINT__CENTERPOINT_TRT_HPP_

perception/lidar_centerpoint/include/lidar_centerpoint/cuda_utils.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/cuda_utils.hpp

+3-3
Original file line numberDiff line numberDiff line change
@@ -39,8 +39,8 @@
3939
* https://creativecommons.org/publicdomain/zero/1.0/deed.en
4040
*/
4141

42-
#ifndef LIDAR_CENTERPOINT__CUDA_UTILS_HPP_
43-
#define LIDAR_CENTERPOINT__CUDA_UTILS_HPP_
42+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__CUDA_UTILS_HPP_
43+
#define AUTOWARE__LIDAR_CENTERPOINT__CUDA_UTILS_HPP_
4444

4545
#include "cuda_runtime_api.h"
4646

@@ -117,4 +117,4 @@ inline T * get_next_ptr(size_t num_elem, void *& workspace, size_t & workspace_s
117117

118118
} // namespace cuda
119119

120-
#endif // LIDAR_CENTERPOINT__CUDA_UTILS_HPP_
120+
#endif // AUTOWARE__LIDAR_CENTERPOINT__CUDA_UTILS_HPP_

perception/lidar_centerpoint/include/lidar_centerpoint/detection_class_remapper.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/detection_class_remapper.hpp

+5-5
Original file line numberDiff line numberDiff line change
@@ -12,8 +12,8 @@
1212
// See the License for the specific language governing permissions and
1313
// limitations under the License.
1414

15-
#ifndef LIDAR_CENTERPOINT__DETECTION_CLASS_REMAPPER_HPP_
16-
#define LIDAR_CENTERPOINT__DETECTION_CLASS_REMAPPER_HPP_
15+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__DETECTION_CLASS_REMAPPER_HPP_
16+
#define AUTOWARE__LIDAR_CENTERPOINT__DETECTION_CLASS_REMAPPER_HPP_
1717

1818
#include <Eigen/Core>
1919

@@ -24,7 +24,7 @@
2424

2525
#include <vector>
2626

27-
namespace centerpoint
27+
namespace autoware::lidar_centerpoint
2828
{
2929

3030
class DetectionClassRemapper
@@ -42,6 +42,6 @@ class DetectionClassRemapper
4242
int num_labels_;
4343
};
4444

45-
} // namespace centerpoint
45+
} // namespace autoware::lidar_centerpoint
4646

47-
#endif // LIDAR_CENTERPOINT__DETECTION_CLASS_REMAPPER_HPP_
47+
#endif // AUTOWARE__LIDAR_CENTERPOINT__DETECTION_CLASS_REMAPPER_HPP_

perception/lidar_centerpoint/include/lidar_centerpoint/network/network_trt.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/network/network_trt.hpp

+7-7
Original file line numberDiff line numberDiff line change
@@ -12,15 +12,15 @@
1212
// See the License for the specific language governing permissions and
1313
// limitations under the License.
1414

15-
#ifndef LIDAR_CENTERPOINT__NETWORK__NETWORK_TRT_HPP_
16-
#define LIDAR_CENTERPOINT__NETWORK__NETWORK_TRT_HPP_
15+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__NETWORK__NETWORK_TRT_HPP_
16+
#define AUTOWARE__LIDAR_CENTERPOINT__NETWORK__NETWORK_TRT_HPP_
1717

18-
#include "lidar_centerpoint/centerpoint_config.hpp"
19-
#include "lidar_centerpoint/network/tensorrt_wrapper.hpp"
18+
#include "autoware/lidar_centerpoint/centerpoint_config.hpp"
19+
#include "autoware/lidar_centerpoint/network/tensorrt_wrapper.hpp"
2020

2121
#include <vector>
2222

23-
namespace centerpoint
23+
namespace autoware::lidar_centerpoint
2424
{
2525
class VoxelEncoderTRT : public TensorRTWrapper
2626
{
@@ -48,6 +48,6 @@ class HeadTRT : public TensorRTWrapper
4848
std::vector<std::size_t> out_channel_sizes_;
4949
};
5050

51-
} // namespace centerpoint
51+
} // namespace autoware::lidar_centerpoint
5252

53-
#endif // LIDAR_CENTERPOINT__NETWORK__NETWORK_TRT_HPP_
53+
#endif // AUTOWARE__LIDAR_CENTERPOINT__NETWORK__NETWORK_TRT_HPP_

perception/lidar_centerpoint/include/lidar_centerpoint/network/scatter_kernel.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/network/scatter_kernel.hpp

+5-5
Original file line numberDiff line numberDiff line change
@@ -12,20 +12,20 @@
1212
// See the License for the specific language governing permissions and
1313
// limitations under the License.
1414

15-
#ifndef LIDAR_CENTERPOINT__NETWORK__SCATTER_KERNEL_HPP_
16-
#define LIDAR_CENTERPOINT__NETWORK__SCATTER_KERNEL_HPP_
15+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__NETWORK__SCATTER_KERNEL_HPP_
16+
#define AUTOWARE__LIDAR_CENTERPOINT__NETWORK__SCATTER_KERNEL_HPP_
1717

1818
#include "cuda.h"
1919
#include "cuda_runtime_api.h"
2020

21-
namespace centerpoint
21+
namespace autoware::lidar_centerpoint
2222
{
2323
cudaError_t scatterFeatures_launch(
2424
const float * pillar_features, const int * coords, const unsigned int * num_pillars,
2525
const std::size_t max_voxel_size, const std::size_t encoder_out_feature_size,
2626
const std::size_t grid_size_x, const std::size_t grid_size_y, float * scattered_features,
2727
cudaStream_t stream);
2828

29-
} // namespace centerpoint
29+
} // namespace autoware::lidar_centerpoint
3030

31-
#endif // LIDAR_CENTERPOINT__NETWORK__SCATTER_KERNEL_HPP_
31+
#endif // AUTOWARE__LIDAR_CENTERPOINT__NETWORK__SCATTER_KERNEL_HPP_

perception/lidar_centerpoint/include/lidar_centerpoint/network/tensorrt_wrapper.hpp perception/autoware_lidar_centerpoint/include/autoware/lidar_centerpoint/network/tensorrt_wrapper.hpp

+6-6
Original file line numberDiff line numberDiff line change
@@ -12,18 +12,18 @@
1212
// See the License for the specific language governing permissions and
1313
// limitations under the License.
1414

15-
#ifndef LIDAR_CENTERPOINT__NETWORK__TENSORRT_WRAPPER_HPP_
16-
#define LIDAR_CENTERPOINT__NETWORK__TENSORRT_WRAPPER_HPP_
15+
#ifndef AUTOWARE__LIDAR_CENTERPOINT__NETWORK__TENSORRT_WRAPPER_HPP_
16+
#define AUTOWARE__LIDAR_CENTERPOINT__NETWORK__TENSORRT_WRAPPER_HPP_
1717

1818
#include "NvInfer.h"
19-
#include "lidar_centerpoint/centerpoint_config.hpp"
19+
#include "autoware/lidar_centerpoint/centerpoint_config.hpp"
2020
#include "tensorrt_common/tensorrt_common.hpp"
2121

2222
#include <iostream>
2323
#include <memory>
2424
#include <string>
2525

26-
namespace centerpoint
26+
namespace autoware::lidar_centerpoint
2727
{
2828

2929
class TensorRTWrapper
@@ -62,6 +62,6 @@ class TensorRTWrapper
6262
tensorrt_common::TrtUniquePtr<nvinfer1::ICudaEngine> engine_{nullptr};
6363
};
6464

65-
} // namespace centerpoint
65+
} // namespace autoware::lidar_centerpoint
6666

67-
#endif // LIDAR_CENTERPOINT__NETWORK__TENSORRT_WRAPPER_HPP_
67+
#endif // AUTOWARE__LIDAR_CENTERPOINT__NETWORK__TENSORRT_WRAPPER_HPP_

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