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Optimize loops and implement caching improvements - #117

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saurabh1002 merged 2 commits into
mainfrom
optimimzations
Aug 14, 2026
Merged

Optimize loops and implement caching improvements#117
saurabh1002 merged 2 commits into
mainfrom
optimimzations

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This pull request refactors several core algorithms and data structures in the map closure and ground alignment modules to improve efficiency, clarity, and maintainability. The most significant changes include replacing certain STL algorithms with explicit for-loops for better readability and control, introducing new member variables for keypoint and match management, and adjusting mathematical operations for clarity and performance. Additionally, minor code cleanups and variable type improvements are present.

Algorithm and Loop Refactoring:

  • Replaced uses of std::transform, std::for_each, and std::transform_reduce with explicit for-loops in GroundAlign.cpp, making the code more readable and easier to debug, especially in functions like TransformPoints, SampleGroundPoints, and the density map generation logic. [1] [2] [3] [4]
  • In DensityMap.cpp, precomputed transformation matrix blocks and resolution inverses to avoid repeated calculations and improve performance in the discretization lambda.

Keypoint and Match Management:

  • Introduced orb_keypoints_ and self_matches_ as member variables in MapClosures, replacing local variables. This ensures consistent state management and reduces allocations across multiple methods. [1] [2] [3] [4] [5]
  • Updated all relevant methods to use these new member variables, clearing and reserving them as needed before use. [1] [2] [3] [4]

Mathematical and Type Improvements:

  • Improved covariance matrix and eigenvector computations by switching to explicit for-loops and clarifying type usage, such as using references instead of copies and more explicit vector/matrix types in Jacobian calculations. [1] [2] [3]
  • Minor improvements to variable naming and initialization, such as using const auto& for structured bindings and correcting matrix block usage in density map generation. [1] [2] [3] [4]

Data Structure and Utility Updates:

  • Added a new utility function VoxelCenter in VoxelMap.cpp for calculating voxel centers, improving code clarity.
  • Changed the calculation of map_resolution_ to map_resolution2_ (squared) for more accurate spatial resolution representation in the voxel map.

Minor Cleanups:

  • Removed unnecessary includes (e.g., <algorithm>) and made minor const-correctness improvements in function signatures. [1] [2] [3]

These changes collectively enhance code clarity, maintainability, and performance, especially in the core map closure and ground alignment routines.

Copilot AI lite review requested due to automatic review settings August 14, 2026 14:01

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@saurabh1002
saurabh1002 merged commit 1710f15 into main Aug 14, 2026
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2 participants