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feat(autoware_lidar_bevfusion): implementation of bevusion using tensorrt #10024

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feat: moved from personal repository https://github.com/knzo25/bevfus…

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feat(autoware_lidar_bevfusion): implementation of bevusion using tensorrt #10024

feat: moved from personal repository https://github.com/knzo25/bevfus…
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CodeScene Delta Analysis / CodeScene Cloud Delta Analysis (main) failed Jan 27, 2025 in 49s

CodeScene PR Check

Code Health Quality Gates: FAILED

Code Health of new files: 9.09

  • Declining Code Health: 21 findings(s) 🚩

View detailed results in CodeScene

Details

🚩 Declining Code Health (highest to lowest):

  • Complex Method get_indice_pairs_implicit_gemm_plugin_creator.cpp: GetIndicePairsImplicitGemmPluginCreator::createPlugin
  • Bumpy Road Ahead get_indice_pairs_implicit_gemm_plugin_creator.cpp: GetIndicePairsImplicitGemmPluginCreator::createPlugin
  • Large Method lidar_bevfusion_node.cpp: LidarBEVFusionNode::LidarBEVFusionNode
  • Deep, Nested Complexity detection_class_remapper.cpp: DetectionClassRemapper::mapClasses
  • Deep, Nested Complexity non_maximum_suppression.cpp: NonMaximumSuppression::generateIoUMatrix
  • Deep, Nested Complexity get_indice_pairs_implicit_gemm_plugin_creator.cpp: GetIndicePairsImplicitGemmPluginCreator::createPlugin
  • Large Method bevfusion_trt.cpp: BEVFusionTRT::initTrt
  • Large Method get_indice_pairs_implicit_gemm_plugin.cpp: GetIndicePairsImplicitGemmPlugin::enqueue
  • Complex Method precomputed_features.cpp: bev_pool_aux
  • Complex Method implicit_gemm_plugin_creator.cpp: ImplicitGemmPluginCreator::createPlugin
  • Complex Conditional lidar_bevfusion_node.cpp: LidarBEVFusionNode::cloudCallback
  • Complex Method bevfusion_trt.cpp: BEVFusionTRT::preProcess
  • Complex Method lidar_bevfusion_node.cpp: LidarBEVFusionNode::cloudCallback
  • Large Method precomputed_features.cpp: get_geometry
  • Excess Number of Function Arguments bevfusion_trt.cpp: BEVFusionTRT::detect
  • Complex Conditional detection_class_remapper.cpp: DetectionClassRemapper::mapClasses
  • Excess Number of Function Arguments precomputed_features.cpp: get_geometry
  • Complex Conditional lidar_bevfusion_node.cpp: LidarBEVFusionNode::cameraInfoCallback
  • Complex Method quick_cumsum_cuda_plugin.cpp: QuickCumsumCudaPlugin::supportsFormatCombination
  • Complex Method quick_cumsum_cuda_plugin_creator.cpp: QuickCumsumCudaPluginCreator::createPlugin
  • Bumpy Road Ahead non_maximum_suppression.cpp: NonMaximumSuppression::generateIoUMatrix

Annotations

Check warning on line 505 in perception/autoware_lidar_bevfusion/lib/bevfusion_trt.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

BEVFusionTRT::preProcess has a cyclomatic complexity of 9, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.

Check warning on line 292 in perception/autoware_lidar_bevfusion/lib/bevfusion_trt.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Large Method

BEVFusionTRT::initTrt has 110 lines, threshold = 70. Large functions with many lines of code are generally harder to understand and lower the code health. Avoid adding more lines to this function.

Check warning on line 326 in perception/autoware_lidar_bevfusion/lib/bevfusion_trt.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Excess Number of Function Arguments

BEVFusionTRT::detect has 6 arguments, threshold = 4. This function has too many arguments, indicating a lack of encapsulation. Avoid adding more arguments.

Check warning on line 64 in perception/autoware_lidar_bevfusion/lib/detection_class_remapper.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Conditional

DetectionClassRemapper::mapClasses has 1 complex conditionals with 2 branches, threshold = 2. A complex conditional is an expression inside a branch (e.g. if, for, while) which consists of multiple, logical operators such as AND/OR. The more logical operators in an expression, the more severe the code smell.

Check warning on line 72 in perception/autoware_lidar_bevfusion/lib/detection_class_remapper.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Deep, Nested Complexity

DetectionClassRemapper::mapClasses has a nested complexity depth of 4, threshold = 4. This function contains deeply nested logic such as if statements and/or loops. The deeper the nesting, the lower the code health.

Check warning on line 94 in perception/autoware_lidar_bevfusion/lib/postprocess/non_maximum_suppression.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Bumpy Road Ahead

NonMaximumSuppression::generateIoUMatrix has 2 blocks with nested conditional logic. Any nesting of 2 or deeper is considered. Threshold is one single, nested block per function. The Bumpy Road code smell is a function that contains multiple chunks of nested conditional logic. The deeper the nesting and the more bumps, the lower the code health.

Check warning on line 94 in perception/autoware_lidar_bevfusion/lib/postprocess/non_maximum_suppression.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Deep, Nested Complexity

NonMaximumSuppression::generateIoUMatrix has a nested complexity depth of 4, threshold = 4. This function contains deeply nested logic such as if statements and/or loops. The deeper the nesting, the lower the code health.

Check warning on line 303 in perception/autoware_lidar_bevfusion/lib/preprocess/precomputed_features.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

bev_pool_aux has a cyclomatic complexity of 13, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.

Check warning on line 186 in perception/autoware_lidar_bevfusion/lib/preprocess/precomputed_features.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Large Method

get_geometry has 72 lines, threshold = 70. Large functions with many lines of code are generally harder to understand and lower the code health. Avoid adding more lines to this function.

Check warning on line 186 in perception/autoware_lidar_bevfusion/lib/preprocess/precomputed_features.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Excess Number of Function Arguments

get_geometry has 6 arguments, threshold = 4. This function has too many arguments, indicating a lack of encapsulation. Avoid adding more arguments.

Check warning on line 285 in perception/autoware_lidar_bevfusion/src/lidar_bevfusion_node.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

LidarBEVFusionNode::cloudCallback has a cyclomatic complexity of 17, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.

Check warning on line 201 in perception/autoware_lidar_bevfusion/src/lidar_bevfusion_node.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Conditional

LidarBEVFusionNode::cloudCallback has 1 complex conditionals with 3 branches, threshold = 2. A complex conditional is an expression inside a branch (e.g. if, for, while) which consists of multiple, logical operators such as AND/OR. The more logical operators in an expression, the more severe the code smell.

Check warning on line 311 in perception/autoware_lidar_bevfusion/src/lidar_bevfusion_node.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Conditional

LidarBEVFusionNode::cameraInfoCallback has 1 complex conditionals with 2 branches, threshold = 2. A complex conditional is an expression inside a branch (e.g. if, for, while) which consists of multiple, logical operators such as AND/OR. The more logical operators in an expression, the more severe the code smell.

Check warning on line 195 in perception/autoware_lidar_bevfusion/src/lidar_bevfusion_node.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Large Method

LidarBEVFusionNode::LidarBEVFusionNode has 132 lines, threshold = 70. Large functions with many lines of code are generally harder to understand and lower the code health. Avoid adding more lines to this function.

Check warning on line 362 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/get_indice_pairs_implicit_gemm_plugin.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Large Method

GetIndicePairsImplicitGemmPlugin::enqueue has 88 lines, threshold = 70. Large functions with many lines of code are generally harder to understand and lower the code health. Avoid adding more lines to this function.

Check warning on line 321 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/get_indice_pairs_implicit_gemm_plugin_creator.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

GetIndicePairsImplicitGemmPluginCreator::createPlugin has a cyclomatic complexity of 42, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.

Check warning on line 321 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/get_indice_pairs_implicit_gemm_plugin_creator.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Bumpy Road Ahead

GetIndicePairsImplicitGemmPluginCreator::createPlugin has 13 blocks with nested conditional logic. Any nesting of 2 or deeper is considered. Threshold is one single, nested block per function. The Bumpy Road code smell is a function that contains multiple chunks of nested conditional logic. The deeper the nesting and the more bumps, the lower the code health.

Check warning on line 321 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/get_indice_pairs_implicit_gemm_plugin_creator.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Deep, Nested Complexity

GetIndicePairsImplicitGemmPluginCreator::createPlugin has a nested complexity depth of 4, threshold = 4. This function contains deeply nested logic such as if statements and/or loops. The deeper the nesting, the lower the code health.

Check warning on line 171 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/implicit_gemm_plugin_creator.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

ImplicitGemmPluginCreator::createPlugin has a cyclomatic complexity of 13, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.

Check warning on line 161 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/quick_cumsum_cuda_plugin.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

QuickCumsumCudaPlugin::supportsFormatCombination has a cyclomatic complexity of 11, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.

Check warning on line 140 in perception/autoware_lidar_bevfusion/src/tensorrt_plugins/quick_cumsum_cuda_plugin_creator.cpp

See this annotation in the file changed.

@codescene-delta-analysis codescene-delta-analysis / CodeScene Cloud Delta Analysis (main)

❌ New issue: Complex Method

QuickCumsumCudaPluginCreator::createPlugin has a cyclomatic complexity of 11, threshold = 9. This function has many conditional statements (e.g. if, for, while), leading to lower code health. Avoid adding more conditionals and code to it without refactoring.