QUYVN/BQP
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
dddf3fc594e28f8addee787afdc6ed707184890f
BQP/docs/CartographerSharp/CONVERSION_TASKS.md
QUYVN bccfb156d7 Initial commit
2026-07-13 09:25:40 +07:00

62 KiB
Raw Blame History

CartographerSharp Conversion Tasks - Tiến độ Chuyển đổi

📊 Tổng quan Tiến độ

Ngày bắt đầu: 2024
Trạng thái hiện tại: Phase 7 - Advanced Constraints ✅ HOÀN THÀNH Tiến độ tổng thể: Phase 1 ✅, Phase 2 ✅, Phase 3 ✅ (Mapping 2D), CeresSharp Integration ✅, Phase 4 ✅ 100%, Phase 5 ✅ 100% (Mapping 3D), Phase 6 ✅ 100%, Phase 7 ✅ 100%

Phân bổ theo Module

Module Trạng thái Tiến độ Ghi chú
Common ✅ Hoàn thành 100% Math, Time, Threading
Transform ✅ Hoàn thành 100% Rigid2/3, TransformOperations
Protocol Buffers ✅ Hoàn thành 100% Tất cả proto files cơ bản đã convert
Sensor ✅ Hoàn thành 100% Tất cả sensor data processing đã hoàn thành
Mapping ✅ Hoàn thành 100% Chi tiết:
✅ Common (IDs, ProbabilityValues, ValueConversionTables, Submap base, MapById, TrajectoryNode) - 100%
✅ 2D Core (CellLimits, MapLimits, XYIndex, Grid2D, ProbabilityGrid, Submap2D) - 100%
✅ Range Data Inserter 2D (RayToPixelMask, ProbabilityGridRangeDataInserter2D) - 100%
✅ Pose Graph (Interface, Base, 2D implementation với đầy đủ methods) - 100%
✅ Trajectory Builder (Interface, MotionFilter, RangeDataCollator, ActiveSubmaps2D) - 100%
✅ Scan Matching (Correlative, Real-time Correlative, Ceres với CeresSharp integration) - 100%
✅ Local Trajectory Builder 2D (PoseExtrapolator, scan matching integration, range data accumulation) - 100%
✅ Optimization & Constraints (OptimizationProblem2D với CeresSharp, SpaCostFunction2D, ConstraintBuilder2D) - 100%
✅ Map Builder (Interface và implementation với trajectory management) - 100%
✅ 3D Core (HybridGrid ✅, Submap3D ✅, RangeDataInserter3D ✅, ActiveSubmaps3D ✅) - 100%
✅ 3D Pose Graph (PoseGraph3D ✅, OptimizationProblem3D ✅, SpaCostFunction3D ✅) - 100%
✅ 3D Trajectory Builder (LocalTrajectoryBuilder3D ✅, ConstraintBuilder3D ✅, TrajectoryBuilder3DAdapter ✅) - 100%
✅ 3D Scan Matching (CeresScanMatcher3D ✅, RealTimeCorrelativeScanMatcher3D ✅, tất cả cost functions ✅) - 100%
Lưu ý: Mapping 3D đã hoàn thành 100% trong Phase 5. Tất cả components đã được implement đầy đủ.
IO ✅ Hoàn thành 100% Chi tiết:
✅ ProtoStreamWriter/Reader Interfaces - 100%
✅ ProtoStreamWriter/Reader Implementations - 100%
✅ MappingStateSerialization - 100%
✅ SerializationProto structs - 100%
✅ MapBuilder.SerializeState/SerializeStateToFile - 100%
✅ ProtoStreamDeserializer - 100%
✅ MapBuilder.LoadState/LoadStateFromFile - 100%
✅ Deserialization logic cho pose graph, submaps, nodes, trajectory data - 100%
Ground Truth ✅ Hoàn thành 100% RelationsProto, RelationsTextFile, AutogenerateGroundTruth, ComputeRelationsMetrics
Metrics ✅ Hoàn thành 100% Counter, Gauge, Histogram, FamilyFactory, Register
Advanced Constraints ✅ Hoàn thành 100% Landmark constraints (2D & 3D), Odometry constraints, Fixed frame pose constraints

🎯 Phase 1: Foundation ⭐ (Cao nhất)

✅ Common Utilities

1. Math Utilities (Common/Math/MathUtils.cs)

  • Clamp<T> - Generic clamp function
  • Power<T> - Generic power function
  • Pow2<T> - Square function
  • DegToRad - Degree to radian conversion
  • RadToDeg - Radian to degree conversion
  • NormalizeAngleDifference<T> - Angle normalization
  • Atan2 - Atan2 for Vector2
  • QuaternionProduct - Quaternion multiplication

Ghi chú:

  • Sử dụng System.Math thay vì Math để tránh conflict với namespace CartographerSharp.Common.Math
  • Sử dụng generic constraints để hỗ trợ nhiều kiểu số

2. Time Utilities (Common/Time/TimeUtils.cs)

  • Universal Time Scale constants
  • FromSeconds / ToSeconds - Time conversion
  • FromMilliseconds / ToMilliseconds - Time conversion
  • FromUniversal / ToUniversal - Universal time conversion
  • GetThreadCpuTimeSeconds - Linux clock_gettime P/Invoke

Ghi chú:

  • Sử dụng DllImport cho libc để gọi clock_gettime trên Linux
  • Constants: UtsEpochOffsetFromUnixEpochInSeconds, TicksPerSecond

3. Threading (Common/Threading/)

  • Task.cs - Task implementation với dependency management

    • Task states (New, Dispatched, DependenciesCompleted, Running, Completed)
    • Dependency tracking
    • Thread-safe state management
    • SetWorkItem, AddDependency, Execute

  • ThreadPool.cs - Thread pool implementation

    • ThreadPoolInterface - Abstract base class
    • ThreadPool - Concrete implementation
    • Worker threads management
    • Task queue với ConcurrentQueue
    • Linux nice system call P/Invoke

Ghi chú:

  • Sử dụng ConcurrentQueue<Task> cho thread-safe task queue
  • NotifyDependenciesCompleted được đổi từ protected sang internal để cho phép Task gọi
  • Sử dụng DllImport cho libc để gọi nice trên Linux

✅ Transform Operations

1. Rigid2D Transform (Transform/Rigid2.cs)

  • Rigid2d struct (double precision)

    • Identity transformation
    • Constructors (translation + rotation)
    • Static factory methods: FromRotation, FromTranslation
    • Properties: Translation, Rotation
    • NormalizedAngle() - Angle normalization
    • Inverse() - Inverse transformation
    • TransformPoint() - Point transformation
    • Operator overloads: * (composition, point transform)

  • Rigid2f struct (single precision)

    • Tương tự Rigid2d nhưng với float

Ghi chú:

  • Sử dụng System.Numerics.Vector2 cho translation
  • Rotation là angle (radians) cho 2D
  • Đổi tên static methods từ Translation()/Rotation() thành FromTranslation()/FromRotation() để tránh conflict với properties

2. Rigid3D Transform (Transform/Rigid3.cs)

  • Rigid3d struct (double precision)

    • Identity transformation
    • Constructors (translation + rotation)
    • Static factory methods: FromRotation, FromTranslation
    • Properties: Translation, Rotation
    • Inverse() - Inverse transformation
    • TransformPoint() - Point transformation
    • IsValid() - Validation check
    • Operator overloads: * (composition, point transform)

  • Rigid3f struct (single precision)

    • Tương tự Rigid3d nhưng với float

  • QuaternionUtils class

    • RollPitchYaw() - Convert Euler angles to quaternion

Ghi chú:

  • Sử dụng System.Numerics.Vector3 cho translation
  • Sử dụng System.Numerics.Quaternion cho rotation
  • Quaternion được normalize trong constructor

3. Transform Operations (Transform/TransformOperations.cs)

  • GetAngle - Get angle from quaternion
  • GetYaw - Get yaw from quaternion/Rigid3d
  • RotationQuaternionToAngleAxisVector - Quaternion to angle-axis
  • AngleAxisVectorToRotationQuaternion - Angle-axis to quaternion
  • Project2D - Project 3D transform to 2D
  • Embed3D - Embed 2D transform to 3D

⏳ Protocol Buffers

✅ Transform Proto (Proto/Transform/)

  • TransformProto.cs

    • Vector2d, Vector2f - 2D vectors
    • Vector3d, Vector3f - 3D vectors
    • Vector4f - 4D vector
    • Quaterniond, Quaternionf - Quaternions
    • Rigid2dProto, Rigid2fProto - 2D rigid transforms
    • Rigid3dProto, Rigid3fProto - 3D rigid transforms
    • Implicit operators cho conversion với System.Numerics types
    • System.Text.Json.Serialization attributes

  • TimestampedTransformProto.cs

    • TimestampedTransform struct
    • FromDateTime / ToDateTime helpers
    • Integration với TimeUtils

✅ Common Proto (Proto/Common/)

  • ceres_solver_options.proto → CeresSolverOptionsProto.cs
    • CeresSolverOptions struct với UseNonmonotonicSteps, MaxNumIterations, NumThreads

✅ Sensor Proto (Proto/Sensor/)

  • sensor.proto → SensorProto.cs
    • RangefinderPoint, TimedRangefinderPoint
    • CompressedPointCloud
    • TimedPointCloudData
    • RangeData
    • ImuData, OdometryData, FixedFramePoseData
    • LandmarkData với nested LandmarkObservation
  • adaptive_voxel_filter_options.proto → AdaptiveVoxelFilterOptionsProto.cs
    • AdaptiveVoxelFilterOptions struct

✅ Mapping Proto (Proto/Mapping/) - Core Files

  • motion_filter_options.proto → MotionFilterOptionsProto.cs
  • hybrid_grid.proto → HybridGridProto.cs
  • trajectory.proto → TrajectoryProto.cs
    • Trajectory với nested Node và Submap
  • pose_graph.proto → PoseGraphProto.cs
    • PoseGraph với SubmapId, NodeId, Constraint, LandmarkPose
  • submap.proto → SubmapProto.cs
    • Submap2D, Submap3D
  • trajectory_builder_options.proto → TrajectoryBuilderOptionsProto.cs
    • InitialTrajectoryPose, TrajectoryBuilderOptions
    • SensorId, TrajectoryBuilderOptionsWithSensorIds, AllTrajectoryBuilderOptions
  • Supporting proto files:
    • cell_limits_2d.proto → CellLimits2DProto.cs
    • map_limits.proto → MapLimitsProto.cs
    • probability_grid.proto → ProbabilityGridProto.cs
    • tsdf_2d.proto → TSDF2DProto.cs
    • grid_2d.proto → Grid2DProto.cs

Ghi chú: Một số proto files phức tạp hơn (như local_trajectory_builder_options_2d/3d) sẽ được implement trong các phase sau.

🐛 Vấn đề đã gặp và Giải pháp

1. Lỗi CS0102: Duplicate Definition

Vấn đề: Compiler báo lỗi duplicate definition cho Translation và Rotation properties trong Rigid2d, Rigid2f, Rigid3d, Rigid3f.

Nguyên nhân: Static methods Translation() và Rotation() trùng tên với properties Translation và Rotation, gây conflict trong compiler.

Giải pháp: Đổi tên static factory methods:

  • Translation() → FromTranslation()
  • Rotation() → FromRotation()

Files đã sửa:

  • Transform/Rigid2.cs
  • Transform/Rigid3.cs

2. Lỗi CS0234: Namespace Conflict với Math

Vấn đề: Compiler không tìm thấy Math.PI và Math.Atan2 trong MathUtils.cs.

Nguyên nhân: Namespace CartographerSharp.Common.Math conflict với System.Math.

Giải pháp: Sử dụng fully qualified name System.Math.PI và System.Math.Atan2.

Files đã sửa:

  • Common/Math/MathUtils.cs

3. Lỗi CS0122: Inaccessible Method

Vấn đề: Task.cs không thể gọi NotifyDependenciesCompleted vì method là protected.

Nguyên nhân: NotifyDependenciesCompleted được định nghĩa là protected abstract trong ThreadPoolInterface, nhưng Task cần gọi từ bên ngoài class hierarchy.

Giải pháp: Đổi access modifier từ protected sang internal:

  • ThreadPoolInterface.NotifyDependenciesCompleted → internal abstract
  • ThreadPool.NotifyDependenciesCompleted → internal override

Files đã sửa:

  • Common/Threading/ThreadPool.cs

4. Lỗi CS1061/CS1503: Nullable Struct Handling trong ProtoStreamDeserializer

Vấn đề: Compiler báo lỗi 'SerializedData' does not contain a definition for 'HasValue' và cannot convert from 'out SerializedData?' to 'out SerializedData' khi xử lý nullable structs.

Nguyên nhân: Khi sử dụng out var với generic method ReadProto<T>(out T? proto), compiler không tự động infer nullable struct type (SerializedData?) cho struct types.

Giải pháp: Sử dụng ReadNextSerializedData() method pattern thay vì gọi ReadProto trực tiếp trong constructor, vì ReadNextSerializedData có explicit out SerializedData? parameter type.

Files đã sửa:

  • IO/ProtoStreamDeserializer.cs

5. Lỗi CS0117: Naming Conflict giữa PoseGraph Class và Proto Struct

Vấn đề: Compiler không thể resolve PoseGraph.FromProto() vì có naming conflict giữa CartographerSharp.Mapping.PoseGraph (class) và CartographerSharp.Proto.Mapping.PoseGraph (struct).

Nguyên nhân: using CartographerSharp.Proto.Mapping; statement gây conflict khi reference PoseGraph trong cùng namespace.

Giải pháp: Sử dụng reflection để gọi static method FromProto từ CartographerSharp.Mapping.PoseGraph class để tránh naming conflict.

Files đã sửa:

  • Mapping/MapBuilder.cs

📁 Cấu trúc Files đã tạo

CartographerSharp/
├── Common/
│   ├── Math/
│   │   ├── MathUtils.cs ✅
│   │   ├── Array2i.cs ✅
│   │   └── Array3i.cs ✅ (Phase 5)
│   ├── Time/
│   │   └── TimeUtils.cs ✅
│   └── Threading/
│       ├── Task.cs ✅
│       └── ThreadPool.cs ✅
├── Transform/
│   ├── Rigid2.cs ✅
│   ├── Rigid3.cs ✅
│   └── TransformOperations.cs ✅
├── Mapping/
│   ├── 2D/
│   │   ├── ActiveSubmaps2D.cs ✅
│   │   ├── CellLimits.cs ✅
│   │   ├── Grid2D.cs ✅
│   │   ├── MapLimits.cs ✅
│   │   ├── ProbabilityGrid.cs ✅
│   │   ├── ProbabilityGridRangeDataInserter2D.cs ✅
│   │   ├── Submap2D.cs ✅
│   │   └── XYIndex.cs ✅
│   ├── 3D/ (Phase 5)
│   │   ├── ActiveSubmaps3D.cs ✅
│   │   ├── HybridGrid.cs ✅
│   │   ├── RangeDataInserter3D.cs ✅
│   │   └── Submap3D.cs ✅
│   ├── Internal/
│   │   ├── 2D/
│   │   │   ├── LocalTrajectoryBuilder2D.cs ✅
│   │   │   ├── PoseGraph2D.cs ✅
│   │   │   ├── RayToPixelMask.cs ✅
│   │   │   ├── ScanMatching/
│   │   │   │   ├── CeresScanMatcher2D.cs ✅
│   │   │   │   ├── CorrelativeScanMatcher2D.cs ✅
│   │   │   │   ├── OccupiedSpaceCostFunction2D.cs ✅
│   │   │   │   ├── ProbabilityGridAdapter.cs ✅
│   │   │   │   ├── RealTimeCorrelativeScanMatcher2D.cs ✅
│   │   │   │   ├── RotationDeltaCostFunctor2D.cs ✅
│   │   │   │   └── TranslationDeltaCostFunctor2D.cs ✅
│   │   │   └── TrajectoryBuilder2DAdapter.cs ✅
│   │   ├── Constraints/
│   │   │   └── ConstraintBuilder2D.cs ✅
│   │   ├── MotionFilter.cs ✅
│   │   ├── Optimization/
│   │   │   ├── OptimizationProblem2D.cs ✅
│   │   │   └── SpaCostFunction2D.cs ✅
│   │   └── RangeDataCollator.cs ✅
│   ├── Id.cs ✅
│   ├── MapBuilder.cs ✅
│   ├── MapBuilderInterface.cs ✅
│   ├── MapById.cs ✅
│   ├── PoseExtrapolator.cs ✅
│   ├── PoseExtrapolatorInterface.cs ✅
│   ├── PoseGraph.cs ✅
│   ├── PoseGraphInterface.cs ✅
│   ├── ProbabilityValues.cs ✅
│   ├── RangeDataInserterInterface.cs ✅
│   ├── Submap.cs ✅
│   ├── TrajectoryBuilderInterface.cs ✅
│   ├── TrajectoryNode.cs ✅
│   └── ValueConversionTables.cs ✅
├── IO/
│   ├── IProtoStreamReader.cs ✅
│   ├── IProtoStreamWriter.cs ✅
│   ├── MappingStateSerialization.cs ✅
│   ├── ProtoStreamDeserializer.cs ✅
│   ├── ProtoStreamReader.cs ✅
│   ├── ProtoStreamWriter.cs ✅
│   └── SerializationProto.cs ✅
└── Proto/
    ├── Common/
    │   └── CeresSolverOptionsProto.cs ✅
    ├── Mapping/
    │   ├── HybridGridProto.cs ✅
    │   ├── SubmapProto.cs ✅ (có Submap2D và Submap3D)
    │   └── ... (nhiều proto files khác)
    ├── Sensor/
    │   └── SensorProto.cs ✅
    └── Transform/
        ├── TransformProto.cs ✅
        └── TimestampedTransformProto.cs ✅

🎯 Các bước tiếp theo

✅ Phase 1 - Foundation (HOÀN THÀNH)

  1. Convert Common proto files (ceres_solver_options.proto)
  2. Convert Sensor proto files (sensor.proto, adaptive_voxel_filter_options.proto)
  3. Convert Mapping proto files (core proto files đã hoàn thành)

✅ Phase 2 - Sensor Data Processing (HOÀN THÀNH)

  1. Sensor data structures
    • RangefinderPoint, TimedRangefinderPoint
    • PointCloud, TimedPointCloud
    • RangeData
    • TimedPointCloudData
    • ImuData, OdometryData, FixedFramePoseData, LandmarkData
  2. Point cloud processing
    • PointCloudOperations.Transform (PointCloud, TimedPointCloud)
    • PointCloudOperations.Crop
    • RangeDataOperations.Transform, RangeDataOperations.Crop
  3. Voxel filter
    • VoxelFilter.Filter - Randomized voxel filtering với reservoir sampling
    • Support cho List<RangefinderPoint>, PointCloud, TimedPointCloud, RangeMeasurement
  4. Adaptive voxel filter
    • AdaptiveVoxelFilter.Filter - Binary search để tìm resolution phù hợp
    • Max range filtering
  5. Compressed point cloud
    • CompressedPointCloud class với block-based encoding
    • Decompress() method
    • ToProto() / constructor from proto

✅ Phase 3 - Mapping Core (HOÀN THÀNH)

  1. Mapping Common
    • Id.cs - NodeId, SubmapId structs với operators và IIdType interface
    • ProbabilityValues.cs - Probability/correspondence cost conversions
    • ValueConversionTables.cs - Lazy lookup table computation
    • Submap.cs - Abstract base class cho submaps
    • RangeDataInserterInterface.cs - Interface cho range data insertion
    • MapById.cs - Generic container cho ID-based data storage (tương đương C++ template)
    • TrajectoryNode.cs - TrajectoryNode và TrajectoryNodePose structs
    • TrajectoryNodeDataProto.cs - Proto cho trajectory node data
  2. Mapping 2D - Core Components
    • CellLimits.cs - Cell limits struct
    • MapLimits.cs - Map limits class với cell indexing
    • XYIndex.cs - XY index range iterator
    • Grid2D.cs - Base class cho 2D grids
    • ProbabilityGrid.cs - Probability grid implementation
    • Submap2D.cs - 2D Submap với grid management
  3. Mapping 2D - Range Data Inserter ✅
    • RayToPixelMask.cs - Ray casting utility với subpixel accuracy
    • ProbabilityGridRangeDataInserter2D.cs - Range data insertion vào probability grid
    • ProbabilityGridRangeDataInserterOptions2DProto.cs - Proto cho inserter options
  4. Mapping 2D - Pose Graph ✅
    • PoseGraphInterface.cs - Interface với Constraint, LandmarkNode, SubmapPose, SubmapData, TrajectoryData structs
    • PoseGraph.cs - Base class với InitialTrajectoryPose, PoseGraphTrimmer, Trimmable interface
    • PoseGraph2D.cs - Skeleton implementation cho 2D pose graph
    • PoseGraphOptionsProto.cs - Proto cho pose graph options
    • TrajectoryDataProto.cs - Proto cho trajectory data
    • SerializationProto.cs - Node proto struct
    • ConstraintOperations.cs - Conversion utilities cho constraints
  5. Mapping 2D - Trajectory Builder Infrastructure ✅
    • TrajectoryBuilderInterface.cs - Interface với InsertionResult, SensorId, LocalSlamResultCallback
    • MotionFilter.cs - Motion filtering để giảm số lượng poses
    • RangeDataCollator.cs - Synchronize TimedPointCloudData từ nhiều sensors
    • ActiveSubmaps2D.cs - Quản lý active submaps (2 submaps: old và new)
    • MotionFilterOptionsProto.cs - Proto cho motion filter options
    • SubmapsOptions2DProto.cs - Proto cho submaps options
    • GridOptions2DProto.cs - Proto cho grid options
    • RangeDataInserterOptionsProto.cs - Proto cho range data inserter options
  6. Mapping 2D - Scan Matching ✅
    • CorrelativeScanMatcher2D.cs - SearchParameters, Candidate2D, DiscreteScan2D, GenerateRotatedScans, DiscretizeScans
    • RealTimeCorrelativeScanMatcher2D.cs - Real-time correlative scan matching implementation
    • CeresScanMatcher2D.cs - Complete implementation với CeresSharp integration
    • RealTimeCorrelativeScanMatcherOptionsProto.cs - Proto cho scan matcher options
    • CeresScanMatcherOptions2DProto.cs - Proto cho Ceres scan matcher options
  7. Mapping 2D - Local Trajectory Builder ✅
    • LocalTrajectoryBuilder2D.cs - Local SLAM stack với pose extrapolator, scan matching, submap insertion
    • PoseExtrapolatorInterface.cs - Interface cho pose extrapolation
    • PoseExtrapolator.cs - Implementation với velocity estimation từ poses
    • LocalTrajectoryBuilderOptions2DProto.cs - Proto cho local trajectory builder options
    • PoseExtrapolatorOptionsProto.cs - Proto cho pose extrapolator options
  8. Mapping 2D - Optimization & Constraints ✅
    • OptimizationProblem2D.cs - Complete implementation với CeresSharp integration (Solve method, parameter blocks, constraints, frozen trajectories)
    • SpaCostFunction2D.cs - SPA cost function cho pose graph optimization với AutoDiffCostFunction
    • ConstraintBuilder2D.cs - Complete implementation với scan matching integration (MaybeAddConstraint, MaybeAddGlobalConstraint, RealTimeCorrelativeScanMatcher2D, CeresScanMatcher2D)
    • OptimizationProblemOptionsProto.cs - Proto cho optimization problem options
    • ConstraintBuilderOptionsProto.cs - Proto cho constraint builder options
  9. Mapping Common - Advanced ✅
    • PoseGraphInterface.cs - Complete interface với tất cả structs và methods (100%)
    • TrajectoryBuilderInterface.cs - Complete interface với InsertionResult, SensorId, LocalSlamResultCallback (100%)
    • MapBuilderInterface.cs - Interface cho complete SLAM stack wiring (100%)
    • MapBuilder.cs - Implementation với trajectory builder management, pose graph integration (100%)
    • MapBuilderOptionsProto.cs - Proto cho map builder options (100%)
    • SubmapQueryProto.cs - Proto cho submap query response (100%)
    • TrajectoryBuilder2DAdapter.cs - Adapter để LocalTrajectoryBuilder2D implement TrajectoryBuilderInterface (100%)

✅ Phase 4 - IO Operations (HOÀN THÀNH)

  1. IO Interfaces
    • ProtoStreamWriterInterface.cs - Interface cho proto stream writer
    • ProtoStreamReaderInterface.cs - Interface cho proto stream reader
  2. IO Implementations
    • ProtoStreamWriter.cs - File writer với GZip compression, magic number, little-endian size encoding
    • ProtoStreamReader.cs - File reader với GZip decompression, magic number validation
  3. Serialization Logic
    • MappingStateSerialization.cs - Serialization logic cho mapping state (header, pose graph, trajectory options, submaps, nodes, trajectory data)
    • SerializationProto.cs - SerializedData struct với SerializationHeader, Submap, Node, SerializedImuData, SerializedOdometryData, SerializedFixedFramePoseData, SerializedLandmarkData, SerializedTrajectoryData
  4. MapBuilder Integration
    • SerializeState() - Complete với IProtoStreamWriter integration
    • SerializeStateToFile() - Complete với file operations
    • LoadState() - Complete với deserialization logic, trajectory remapping, submaps, nodes, trajectory data
    • LoadStateFromFile() - Complete với file operations
  5. Deserialization Logic (HOÀN THÀNH)
    • ProtoStreamDeserializer.cs - Complete class với header reading, version validation, pose graph và trajectory options reading
    • Deserialize pose graph, submaps, nodes, trajectory data - Complete trong LoadState()
    • Handle format version migration - Complete với version validation (format version 1 và 2)
    • Trajectory ID remapping - Complete trong LoadState() với dictionary mapping old → new trajectory IDs
    • Support cho frozen state loading - Complete với proper constraint và node-to-submap relationship handling
    • Deserialization của IMU, odometry, fixed frame pose, và landmark data - Complete với proper trajectory remapping

✅ Phase 5 - Mapping 3D (HOÀN THÀNH)

  1. Common Utilities cho 3D
    • Array3i.cs - 3D integer array struct (equivalent to Eigen::Array3i) với operators và methods
    • FixedRatioSampler.cs - Utility class cho fixed-ratio sampling
  2. HybridGrid Implementation (100% complete)
    • HybridGridUtils - Utility functions cho indexing (ToFlatIndex, To3DIndex, IsDefaultValue)
    • FlatGrid<TValueType> - Flat grid với 8x8x8 voxels (kBits=3), iterator support
    • NestedGrid<TValueType> - Nested grid với wrapped FlatGrids (8x8x8 meta cells, each containing 8x8x8 FlatGrid)
    • DynamicGrid<TValueType> - Dynamic grid với grow functionality (supports negative indices, grows 2x per dimension, max bits=8)
    • HybridGridBase<TValueType> - Base class với resolution và cell indexing (GetCellIndex, GetCenterOfCell, GetOctant, GetEnumerator)
    • HybridGrid - Main class với probability values (ushort), SetProbability, GetProbability, ApplyLookupTable, FinishUpdate, ToProto, constructor from proto
    • IntensityHybridGrid - Hybrid grid cho intensity data với AverageIntensityData (AddIntensity, GetIntensity)
  3. Submap3D (100% complete)
    • Submap3D.cs - 3D submap với high/low resolution hybrid grids, intensity grid, rotational histogram
    • RangeDataInserter3D.cs - Range data insertion vào hybrid grids với hit/miss tables, ray casting, intensity insertion
    • ActiveSubmaps3D.cs - Active submaps management cho 3D với automatic finishing và memory management
  4. Pose Graph 3D (100% complete)
    • PoseGraph3D.cs - 3D pose graph implementation với đầy đủ methods
    • OptimizationProblem3D.cs - 3D optimization problem với CeresSharp integration
    • SpaCostFunction3D.cs - 3D SPA cost function cho pose graph optimization
  5. Trajectory Builder 3D (100% complete)
    • LocalTrajectoryBuilder3D.cs - Local SLAM stack cho 3D với pose extrapolator, scan matching, submap insertion
    • CeresScanMatcher3D.cs - 3D Ceres scan matcher với đầy đủ cost functions (OccupiedSpaceCostFunction3D, IntensityCostFunction3D, TranslationDeltaCostFunctor3D, RotationDeltaCostFunctor3D)
    • RealTimeCorrelativeScanMatcher3D.cs - 3D real-time correlative scan matcher với full branch-and-bound algorithm
    • ConstraintBuilder3D.cs - Constraint builder cho 3D
    • TrajectoryBuilder3DAdapter.cs - Adapter để LocalTrajectoryBuilder3D implement TrajectoryBuilderInterface
  6. Scan Matching 3D Components (100% complete)
    • InterpolatedGrid.cs - InterpolatedProbabilityGrid và InterpolatedIntensityGrid với tricubic interpolation
    • OccupiedSpaceCostFunction3D.cs - Cost function cho occupied space matching
    • IntensityCostFunction3D.cs - Cost function cho intensity matching
    • TranslationDeltaCostFunctor3D.cs - Cost functor cho translation delta
    • RotationDeltaCostFunctor3D.cs - Cost functor cho rotation delta
    • PrecomputationGrid3D.cs - Precomputation grid cho branch-and-bound (8-bit values)
    • PrecomputationGridStack3D.cs - Stack of precomputation grids với multiple depths
    • RotationalScanMatcher.cs - Rotational scan matcher với histogram matching
  7. MapBuilder Integration (100% complete)
    • Support cho 3D trajectory builders trong MapBuilder
    • 3D serialization/deserialization support (đã có sẵn thông qua PoseGraph interface)

✅ Phase 6 - Ground Truth & Metrics (HOÀN THÀNH 100%)

  1. Ground Truth tools ✅ HOÀN THÀNH
    • RelationsProto.cs - Proto structs cho Relation và GroundTruth
    • RelationsTextFile.cs - Reader cho relations text file format (Unix timestamps)
    • AutogenerateGroundTruth.cs - Generate ground truth từ pose graph với outlier filtering
    • ComputeRelationsMetrics.cs - Compute metrics (translational/rotational errors) từ pose graph và ground truth
  2. Metrics ✅ HOÀN THÀNH
    • Counter.cs - Counter metric với Null implementation
    • Gauge.cs - Gauge metric với Null implementation
    • Histogram.cs - Histogram metric với Null implementation và bucket boundaries utilities (FixedWidth, ScaledPowersOf)
    • FamilyFactory.cs - Factory cho creating metric families với labels support
    • Register.cs - Metrics registration system (skeleton, ready for component integration)

Tổng kết Phase 6:

  • ✅ Ground Truth Tools: 100% hoàn thành - Tất cả components đã được implement đầy đủ
  • ✅ Metrics System: 100% hoàn thành - Tất cả metric types và factory đã được implement
  • ✅ Build thành công với 0 errors, 0 warnings

✅ Phase 7 - Advanced Constraints (HOÀN THÀNH 100%)

Lưu ý: Các features này đã được implement đầy đủ cho cả 2D và 3D.

  • Landmark constraints (đã implement trong OptimizationProblem2D và OptimizationProblem3D)
  • Odometry constraints giữa consecutive nodes (đã implement trong optimization problems)
  • Fixed frame pose constraints (đã implement trong optimization problems)

Files đã tạo/cập nhật:

  • Mapping/Internal/Optimization/CostHelpers.cs - Helper functions cho interpolation và error computation
  • Mapping/Internal/Optimization/LandmarkCostFunction2D.cs - Landmark cost function cho 2D
  • Mapping/Internal/Optimization/LandmarkCostFunction3D.cs - Landmark cost function cho 3D
  • Mapping/Internal/Optimization/OptimizationProblem2D.cs - Đã thêm landmark, odometry, và fixed frame pose constraints
  • Mapping/Internal/Optimization/OptimizationProblem3D.cs - Đã thêm landmark, odometry, và fixed frame pose constraints
  • Mapping/Internal/Optimization/OptimizationProblem2D.cs - Đã cập nhật NodeSpec2D với Time, LocalPose2D, và GravityAlignment
  • Transform/TransformOperations.cs - Đã thêm Interpolate method cho Rigid3d
  • Proto/Mapping/OptimizationProblemOptionsProto.cs - Đã thêm các options cho weights và loss functions
  • Mapping/Internal/2D/PoseGraph2D.cs - Đã cập nhật để truyền đầy đủ thông tin node vào OptimizationProblem2D

Tổng số dòng code: ~1500+ lines

📝 Ghi chú Kỹ thuật

✅ Tối ưu Performance - Thay thế Tuple bằng Array2i Struct

  • Vấn đề: Ban đầu sử dụng (int x, int y) tuple để thay thế Eigen::Array2i
  • Giải pháp: Tạo struct Array2i tương đương Eigen::Array2i với:
    • Value type semantics (tối ưu memory allocation)
    • Operators (+, -, *, /, <, <=, >, >=, ==, !=)
    • Methods (ToVector2, FromVector2, Deconstruct)
    • Zero static property
  • Lợi ích:
    • Tối ưu performance hơn tuple (struct value type)
    • Rõ ràng về semantic (tương đương với Eigen)
    • Dễ dàng mở rộng với operators và methods
  • Files đã cập nhật:
    • Common/Math/Array2i.cs - Struct definition
    • Mapping/2D/MapLimits.cs - GetCellIndex, GetCellCenter, Contains
    • Mapping/2D/Grid2D.cs - GetCorrespondenceCost, IsKnown, ToFlatIndex, ComputeCroppedLimits
    • Mapping/2D/ProbabilityGrid.cs - SetProbability, ApplyLookupTable, GetProbability, UpdateKnownCellsBox
    • Mapping/2D/XYIndex.cs - XYIndexRangeIterator, XYIndexRange
    • Mapping/Internal/2D/RayToPixelMask.cs - Ray casting algorithm
    • Mapping/2D/ProbabilityGridRangeDataInserter2D.cs - Range data insertion

📝 Ghi chú Kỹ thuật (tiếp)

Dependencies đã sử dụng

  • ✅ Microsoft.Extensions.Logging (v10.0.0) - Logging framework
  • ✅ NLog.Extensions.Logging (v5.4.0) - NLog integration
  • ✅ SkiaSharp (v2.88.9) - Graphics/visualization
  • ✅ CeresSharp (ProjectReference) - Ceres Solver 2.2.0 P/Invoke wrapper cho optimization

P/Invoke đã implement

  • ✅ clock_gettime (Linux) - Thread CPU time
  • ✅ nice (Linux) - Thread priority adjustment

Design Decisions

  1. Generic Math Functions: Sử dụng generic constraints (IFloatingPoint<T>, IMultiplyOperators<T>) để hỗ trợ nhiều kiểu số
  2. Struct over Class: Sử dụng struct cho Rigid2d/f, Rigid3d/f để tối ưu performance
  3. Implicit Operators: Sử dụng implicit operators trong proto structs để seamless conversion với System.Numerics types
  4. Thread Safety: Sử dụng lock và ConcurrentQueue cho thread-safe operations

✅ Checklist Build

  • Project file (CartographerSharp.csproj) configured
  • Target framework: .NET 10
  • NuGet packages restored
  • Common utilities compile successfully
  • Transform operations compile successfully
  • Protocol Buffers (Transform) compile successfully
  • Protocol Buffers (Common) compile successfully
  • Protocol Buffers (Sensor) compile successfully
  • Protocol Buffers (Mapping) compile successfully
  • Mapping 3D Core (HybridGrid, Submap3D, RangeDataInserter3D, ActiveSubmaps3D) compile successfully
  • Pose Graph 3D (PoseGraph3D, OptimizationProblem3D, SpaCostFunction3D) compile successfully
  • Trajectory Builder 3D (LocalTrajectoryBuilder3D, CeresScanMatcher3D, RealTimeCorrelativeScanMatcher3D, ConstraintBuilder3D) compile successfully
  • Scan Matching 3D Components (Cost Functions, PrecomputationGrid3D, PrecomputationGridStack3D, RotationalScanMatcher) compile successfully
  • MapBuilder Integration 3D compile successfully
  • Build thành công với 0 errors, 0 warnings ✅

Cập nhật lần cuối: 2025-12-14
Trạng thái: ✅ Phase 7 - Advanced Constraints HOÀN THÀNH (100%)

✅ Chi tiết Phase 5 đã hoàn thành (100%):

1. Common Utilities cho 3D (100%)

  • ✅ Array3i.cs (Common/Math/Array3i.cs)
    • 3D integer array struct (equivalent to Eigen::Array3i)
    • Operators: +, -, *, /, <, <=, >, >=, ==, !=
    • Methods: ToVector3, FromVector3, Deconstruct
    • Zero static property

2. HybridGrid Implementation (100%)

  • ✅ HybridGrid.cs (Mapping/3D/HybridGrid.cs)
    • HybridGridUtils: Utility functions (ToFlatIndex, To3DIndex, IsDefaultValue)
    • FlatGrid: Flat grid 8x8x8 voxels (kBits=3), iterator support
    • NestedGrid: Nested grid với 512 meta cells, each containing 8x8x8 FlatGrid, lazy initialization
    • DynamicGrid: Dynamic grid với auto-grow (2x per dimension, max bits=8), negative indices support
    • HybridGridBase: Base class với resolution, GetCellIndex, GetCenterOfCell, GetOctant, GetEnumerator
    • HybridGrid: Main class với probability values (ushort), SetProbability, GetProbability, ApplyLookupTable, FinishUpdate, ToProto, constructor from proto
    • IntensityHybridGrid: Hybrid grid cho intensity data với AverageIntensityData struct (AddIntensity, GetIntensity)

3. Submap3D (100%)

  • ✅ Submap3D.cs (Mapping/3D/Submap3D.cs)

    • HighResolutionHybridGrid và LowResolutionHybridGrid
    • HighResolutionIntensityHybridGrid (optional, có thể forget để giảm memory)
    • RotationalScanMatcherHistogram (List)
    • InsertData method với range data transformation
    • Finish, ToProto, UpdateFromProto methods
    • FilterRangeDataByMaxRange helper method

  • ✅ RangeDataInserter3D.cs (Mapping/3D/RangeDataInserter3D.cs)

    • RangeDataInserterOptions3D struct
    • RangeDataInserter3D class với hit/miss lookup tables
    • Insert method cho HybridGrid và IntensityHybridGrid
    • InsertMissesIntoGrid - ray casting cho free space (equi-distant sampling)
    • InsertIntensitiesIntoGrid - intensity data insertion với threshold filtering

  • ✅ ActiveSubmaps3D.cs (Mapping/3D/ActiveSubmaps3D.cs)

    • SubmapsOptions3D struct
    • ActiveSubmaps3D class với 2 active submaps management
    • InsertData method - insert range data vào all active submaps
    • AddSubmap method - tạo submap mới với gravity alignment
    • Automatic submap finishing khi đạt 2 * num_range_data
    • Memory management - ForgetIntensityHybridGrid khi remove submap

✅ Đã hoàn thành trong Phase 5 (100%):

4. Pose Graph 3D (100%)

  • PoseGraph3D.cs - 3D pose graph implementation với đầy đủ methods
  • OptimizationProblem3D.cs - 3D optimization problem với CeresSharp integration
  • SpaCostFunction3D.cs - 3D SPA cost function cho pose graph optimization

5. Trajectory Builder 3D (100%)

  • LocalTrajectoryBuilder3D.cs - Local SLAM stack cho 3D với pose extrapolator, scan matching, submap insertion
  • CeresScanMatcher3D.cs - 3D Ceres scan matcher với đầy đủ cost functions (OccupiedSpaceCostFunction3D, IntensityCostFunction3D, TranslationDeltaCostFunctor3D, RotationDeltaCostFunctor3D)
  • RealTimeCorrelativeScanMatcher3D.cs - 3D real-time correlative scan matcher với full branch-and-bound algorithm
  • ConstraintBuilder3D.cs - Constraint builder cho 3D
  • TrajectoryBuilder3DAdapter.cs - Adapter để LocalTrajectoryBuilder3D implement TrajectoryBuilderInterface

6. MapBuilder Integration (100%)

  • Support cho 3D trajectory builders trong MapBuilder
  • 3D serialization/deserialization support (đã có sẵn thông qua PoseGraph interface)

7. Scan Matching 3D Components (100%)

Cost Functions cho 3D Scan Matching (100%)
  • InterpolatedGrid.cs - InterpolatedProbabilityGrid và InterpolatedIntensityGrid với tricubic interpolation
  • OccupiedSpaceCostFunction3D.cs - Cost function cho occupied space matching với InterpolatedProbabilityGrid
  • IntensityCostFunction3D.cs - Cost function cho intensity matching với InterpolatedIntensityGrid
  • TranslationDeltaCostFunctor3D.cs - Cost functor cho translation delta
  • RotationDeltaCostFunctor3D.cs - Cost functor cho rotation delta
  • CeresScanMatcher3D.cs - Đã cập nhật để sử dụng các cost functions mới
Fast Correlative Scan Matcher 3D (100%)
  • PrecomputationGrid3D.cs - Precomputation grid cho branch-and-bound (8-bit values thay vì 16-bit)
  • PrecomputationGridStack3D.cs - Stack of precomputation grids với multiple depths
  • RotationalScanMatcher.cs - Rotational scan matcher cho 3D với histogram matching
  • RealTimeCorrelativeScanMatcher3D.cs - Hoàn thiện với đầy đủ branch-and-bound algorithm:
    • SearchParameters struct
    • CreateLowResolutionMatcher function
    • DiscretizeScan method
    • GenerateDiscreteScans method
    • GenerateLowestResolutionCandidates method
    • ScoreCandidates method
    • ComputeLowestResolutionCandidates method
    • GetPoseFromCandidate method
    • BranchAndBound method (recursive implementation)
    • MatchWithSearchParameters method
    • Match và MatchFullSubmap methods với full implementation

📝 Files đã tạo trong Phase 5:

  • Common/Math/Array3i.cs ✅ (~173 lines)
  • Common/FixedRatioSampler.cs ✅ (~76 lines)
  • Mapping/3D/HybridGrid.cs ✅ (~832 lines) - Bao gồm: HybridGridUtils, FlatGrid, NestedGrid, DynamicGrid, HybridGridBase, HybridGrid, IntensityHybridGrid
  • Mapping/3D/Submap3D.cs ✅ (~256 lines)
  • Mapping/3D/RangeDataInserter3D.cs ✅ (~172 lines)
  • Mapping/3D/ActiveSubmaps3D.cs ✅ (~120 lines)
  • Mapping/Internal/3D/PoseGraph3D.cs ✅ (~753 lines)
  • Mapping/Internal/3D/Optimization/OptimizationProblem3D.cs ✅ (~350 lines)
  • Mapping/Internal/3D/Optimization/SpaCostFunction3D.cs ✅ (~180 lines)
  • Mapping/Internal/3D/LocalTrajectoryBuilder3D.cs ✅ (~357 lines)
  • Mapping/Internal/3D/ScanMatching/CeresScanMatcher3D.cs ✅ (~210 lines)
  • Mapping/Internal/3D/ScanMatching/RealTimeCorrelativeScanMatcher3D.cs ✅ (~650 lines) - Hoàn thiện với full branch-and-bound algorithm:
    • SearchParameters struct
    • CreateLowResolutionMatcher function
    • DiscretizeScan, GenerateDiscreteScans methods
    • GenerateLowestResolutionCandidates, ScoreCandidates methods
    • ComputeLowestResolutionCandidates, GetPoseFromCandidate methods
    • BranchAndBound recursive algorithm
    • MatchWithSearchParameters, Match, MatchFullSubmap methods
  • Mapping/Internal/3D/ScanMatching/InterpolatedGrid.cs ✅ (~250 lines) - InterpolatedProbabilityGrid và InterpolatedIntensityGrid với tricubic interpolation
  • Mapping/Internal/3D/ScanMatching/OccupiedSpaceCostFunction3D.cs ✅ (~140 lines) - Cost function cho occupied space matching
  • Mapping/Internal/3D/ScanMatching/IntensityCostFunction3D.cs ✅ (~150 lines) - Cost function cho intensity matching
  • Mapping/Internal/3D/ScanMatching/TranslationDeltaCostFunctor3D.cs ✅ (~80 lines) - Cost functor cho translation delta
  • Mapping/Internal/3D/ScanMatching/RotationDeltaCostFunctor3D.cs ✅ (~90 lines) - Cost functor cho rotation delta
  • Mapping/Internal/3D/ScanMatching/PrecomputationGrid3D.cs ✅ (~160 lines) - Precomputation grid với 8-bit values
  • Mapping/Internal/3D/ScanMatching/PrecomputationGridStack3D.cs ✅ (~80 lines) - Stack of precomputation grids với multiple depths
  • Mapping/Internal/3D/ScanMatching/RotationalScanMatcher.cs ✅ (~120 lines) - Rotational scan matcher với histogram matching
  • Mapping/Internal/Constraints/ConstraintBuilder3D.cs ✅ (~420 lines)
  • Mapping/Internal/3D/TrajectoryBuilder3DAdapter.cs ✅ (~66 lines)
  • Proto/Mapping/CeresScanMatcherOptions3DProto.cs ✅ (~95 lines)
  • Proto/Mapping/FastCorrelativeScanMatcherOptions3DProto.cs ✅ (~60 lines)
  • Proto/Mapping/LocalTrajectoryBuilderOptions3DProto.cs ✅ (~145 lines)
  • Common/FixedRatioSampler.cs ✅ (~76 lines)

Tổng số dòng code Phase 5: ~6,000+ lines (không tính comments và blank lines)

📝 Files đã tạo trong Phase 6:

  • Proto/GroundTruth/RelationsProto.cs ✅ (~50 lines) - Relation và GroundTruth proto structs
  • GroundTruth/RelationsTextFile.cs ✅ (~115 lines) - Reader cho relations text file format
  • GroundTruth/AutogenerateGroundTruth.cs ✅ (~210 lines) - Generate ground truth từ pose graph
  • GroundTruth/ComputeRelationsMetrics.cs ✅ (~250 lines) - Compute metrics từ pose graph và ground truth
  • Metrics/Counter.cs ✅ (~50 lines) - Counter metric với Null implementation
  • Metrics/Gauge.cs ✅ (~70 lines) - Gauge metric với Null implementation
  • Metrics/Histogram.cs ✅ (~90 lines) - Histogram metric với Null implementation và bucket boundaries
  • Metrics/FamilyFactory.cs ✅ (~80 lines) - Factory cho creating metric families với labels
  • Metrics/Register.cs ✅ (~30 lines) - Metrics registration system

Tổng số dòng code Phase 6: ~900+ lines (không tính comments và blank lines)

🔧 Technical Details Phase 5:

HybridGrid Architecture:

  • FlatGrid: Fixed-size 8x8x8 = 512 voxels, contiguous memory
  • NestedGrid: 8x8x8 = 512 meta cells, each containing 8x8x8 FlatGrid = 64x64x64 total voxels
  • DynamicGrid: Starts with 2x2x2 = 8 meta cells, grows to 4x4x4, 8x8x8, etc. (max bits=8)
  • Indexing: Z-major order (z, y, x) để tối ưu cache locality
  • Memory: Lazy initialization - chỉ tạo meta cells khi cần

Key Features:

  • Negative Indices Support: DynamicGrid sử dụng index shifting để support negative indices (symmetric around origin)
  • Update Markers: HybridGrid sử dụng update markers (bit 15) để track cells đã được update trong một batch
  • Intensity Support: IntensityHybridGrid lưu average intensity với Sum và Count
  • Memory Management: ActiveSubmaps3D tự động forget intensity grids khi remove submap để giảm memory usage

3D Scan Matching Architecture:

  • InterpolatedGrid: Tricubic interpolation cho probability và intensity grids (InterpolatedProbabilityGrid, InterpolatedIntensityGrid)
  • Cost Functions: OccupiedSpaceCostFunction3D, IntensityCostFunction3D, TranslationDeltaCostFunctor3D, RotationDeltaCostFunctor3D
  • PrecomputationGrid3D: 8-bit precomputation grid cho branch-and-bound algorithm (thay vì 16-bit để tiết kiệm memory)
  • PrecomputationGridStack3D: Stack of precomputation grids với multiple depths cho hierarchical search
  • RotationalScanMatcher: Histogram-based rotational matching với linear interpolation
  • RealTimeCorrelativeScanMatcher3D: Hoàn thiện với full branch-and-bound algorithm:
    • DiscretizeScan: Discretize point cloud ở các resolutions khác nhau cho hierarchical search
    • GenerateDiscreteScans: Generate discrete scans cho các rotation angles dựa trên rotational scan matcher scores
    • Branch-and-Bound: Recursive algorithm để tìm best candidate efficiently:
      • Generate candidates ở lowest resolution
      • Score candidates và sort theo score
      • Recursively refine candidates ở higher resolutions
      • Prune candidates với score thấp hơn best score hiện tại
      • Apply low resolution matcher filter ở depth 0
    • ScoreCandidates: Compute probability scores bằng cách sum precomputation grid values
    • GetPoseFromCandidate: Convert candidate offset và scan index thành final pose estimate

Tổng kết Phase 1: ✅ HOÀN THÀNH

  • ✅ Common Utilities: Math, Time, Threading (100%)
  • ✅ Transform Operations: Rigid2/3, TransformOperations (100%)
  • ✅ Protocol Buffers: Transform, Common, Sensor, Mapping core (100%)
  • ✅ Build thành công với 0 errors

Tổng kết Phase 2: ✅ HOÀN THÀNH

  • ✅ Sensor Data Structures: RangefinderPoint, PointCloud, RangeData, TimedPointCloudData (100%)
  • ✅ Sensor Data Types: ImuData, OdometryData, FixedFramePoseData, LandmarkData (100%)
  • ✅ Point Cloud Processing: Transform, Crop operations (100%)
  • ✅ Voxel Filter: Randomized voxel filtering với reservoir sampling (100%)
  • ✅ Adaptive Voxel Filter: Binary search để tìm resolution phù hợp (100%)
  • ✅ Compressed Point Cloud: Block-based encoding với decompression (100%)
  • ✅ Build thành công với 0 errors, 0 warnings

✅ CeresSharp Integration (HOÀN THÀNH)

  • ✅ Phase 1: Setup Dependencies - ProjectReference đến CeresSharp, build verification (100%)
  • ✅ Phase 2: Cost Functions - OccupiedSpaceCostFunction2D, TranslationDeltaCostFunctor2D, RotationDeltaCostFunctor2D, ProbabilityGridAdapter (100%)
  • ✅ Phase 3: CeresScanMatcher2D - Complete Match() method với Problem setup, cost functions integration, SolverOptions (100%)
  • ✅ Phase 4: OptimizationProblem2D - Complete Solve() method với SpaCostFunction2D, parameter blocks, constraints, frozen trajectories (100%)
  • ✅ Phase 5: Integration - Complete integration với PoseGraph2D.RunFinalOptimization(), data sync và pose updates (100%)
  • ⏸️ Optional: End-to-end tests và performance benchmarks (có thể làm sau)

Tổng kết Phase 3: ✅ HOÀN THÀNH (100%)

  • ✅ Mapping Common: NodeId, SubmapId, ProbabilityValues, ValueConversionTables, Submap base, RangeDataInserterInterface, MapById, TrajectoryNode (100%)
  • ✅ Mapping 2D Core: CellLimits, MapLimits, XYIndex, Grid2D, ProbabilityGrid, Submap2D (100%)
  • ✅ Range Data Inserter 2D: RayToPixelMask utility, ProbabilityGridRangeDataInserter2D với ray casting (100%)
  • ✅ Pose Graph Interface: Complete interface với tất cả structs và methods (100%)
  • ✅ Pose Graph Base: Base class với InitialTrajectoryPose, PoseGraphTrimmer, Trimmable interface (100%)
  • ✅ Pose Graph 2D: Complete implementation với trajectory management, constraint handling, trimming, serialization (100%)
  • ✅ Trajectory Builder Interface: Complete interface với InsertionResult, SensorId, LocalSlamResultCallback (100%)
  • ✅ Motion Filter: Filter poses dựa trên time, distance, và angle thresholds (100%)
  • ✅ Range Data Collator: Synchronize TimedPointCloudData từ nhiều sensors (100%)
  • ✅ Active Submaps 2D: Quản lý 2 active submaps (old và new) với automatic finishing và creation (100%)
  • ✅ Real-time Correlative Scan Matcher 2D: Complete implementation với exhaustive search và scoring (100%)
  • ✅ Correlative Scan Matcher 2D: SearchParameters, Candidate2D, DiscreteScan2D, scan generation utilities (100%)
  • ✅ Ceres Scan Matcher 2D: Complete implementation với CeresSharp integration (Problem setup, cost functions: OccupiedSpaceCostFunction2D, TranslationDeltaCostFunctor2D, RotationDeltaCostFunctor2D, ProbabilityGridAdapter, SolverOptions với DENSE_QR) (100%)
  • ✅ Local Trajectory Builder 2D: Complete implementation với range data accumulation, pose extrapolator, scan matching, submap insertion (100%)
  • ✅ Pose Extrapolator: Interface và implementation với velocity estimation từ poses và sensor data, angular velocity computation (100%)
  • ✅ Optimization Problem 2D: Complete implementation với CeresSharp integration (Solve method với Problem setup, parameter blocks, constraints, frozen trajectories, SpaCostFunction2D, HuberLoss cho loop closure, integration với PoseGraph2D.RunFinalOptimization) (100%)
  • ✅ Constraint Builder 2D: Complete implementation với scan matching integration (MaybeAddConstraint, MaybeAddGlobalConstraint, RealTimeCorrelativeScanMatcher2D cho initial estimate, CeresScanMatcher2D cho refinement, constraint transform computation) (100%)
  • ✅ Map Builder: Complete implementation với trajectory builder management, pose graph integration, serialization support (100%)
  • ✅ Pose Graph 2D Methods: Hoàn thiện DeleteTrajectory, GetAllSubmapPoses, ToProto, GetConnectedTrajectories, SetInitialTrajectoryPose, AddTrimmer (100%)
  • ✅ Build thành công với 0 errors, 0 warnings

Tổng kết Phase 4: ✅ HOÀN THÀNH (100%)

  • ✅ IO Interfaces: ProtoStreamWriterInterface, ProtoStreamReaderInterface (100%)
  • ✅ IO Implementations: ProtoStreamWriter, ProtoStreamReader với GZip compression/decompression, magic number validation (100%)
  • ✅ Serialization Logic: MappingStateSerialization với header, pose graph, trajectory options, submaps, nodes, trajectory data (100%)
  • ✅ SerializationProto: SerializedData struct với tất cả data types (SerializationHeader, Submap, Node, SerializedImuData, SerializedOdometryData, SerializedFixedFramePoseData, SerializedLandmarkData, SerializedTrajectoryData) (100%)
  • ✅ MapBuilder Serialization: SerializeState(), SerializeStateToFile() với IProtoStreamWriter integration (100%)
  • ✅ ProtoStreamDeserializer: Complete class với header reading, version validation, pose graph và trajectory options reading, ReadNextSerializedData() method (100%)
  • ✅ MapBuilder Deserialization: LoadState(), LoadStateFromFile() với complete deserialization logic (100%)
  • ✅ Trajectory Remapping: Dictionary mapping old → new trajectory IDs khi load state (100%)
  • ✅ Data Deserialization: Pose graph, submaps, nodes, trajectory data, IMU, odometry, fixed frame pose, landmark data (100%)
  • ✅ Format Version Support: Validation và support cho format version 1 và 2 (100%)
  • ✅ Frozen State Support: Proper handling cho frozen trajectories với constraint và node-to-submap relationships (100%)
  • ✅ Build thành công với 0 errors, 0 warnings

Tổng kết Phase 5: ✅ HOÀN THÀNH (100%)

  • ✅ Common Utilities 3D: Array3i struct với operators và methods (100%)
  • ✅ FixedRatioSampler: Utility class cho fixed-ratio sampling (100%)
  • ✅ HybridGrid Implementation: Complete implementation với FlatGrid, NestedGrid, DynamicGrid, HybridGridBase, HybridGrid, IntensityHybridGrid (100%)
    • ✅ HybridGridUtils: ToFlatIndex, To3DIndex, IsDefaultValue
    • ✅ FlatGrid: 8x8x8 voxels với iterator support
    • ✅ NestedGrid: 512 meta cells, each containing 8x8x8 FlatGrid
    • ✅ DynamicGrid: Auto-grow functionality, negative indices support, max bits=8
    • ✅ HybridGridBase: Resolution, GetCellIndex, GetCenterOfCell, GetOctant, GetEnumerator
    • ✅ HybridGrid: Probability values (ushort), SetProbability, GetProbability, ApplyLookupTable, FinishUpdate, ToProto
    • ✅ IntensityHybridGrid: AverageIntensityData, AddIntensity, GetIntensity
  • ✅ Submap3D: Complete implementation với high/low resolution grids, intensity grid, rotational histogram (100%)
    • ✅ Submap3D class: InsertData, Finish, ToProto, UpdateFromProto, FilterRangeDataByMaxRange
    • ✅ RangeDataInserter3D: Hit/miss tables, ray casting, intensity insertion
    • ✅ ActiveSubmaps3D: 2 active submaps management, automatic finishing, memory management
  • ✅ Pose Graph 3D: Hoàn thành (PoseGraph3D, OptimizationProblem3D, SpaCostFunction3D) (100%)
  • ✅ Optimization Problem 3D: Hoàn thành với CeresSharp integration (100%)
  • ✅ Scan Matching 3D Components: Hoàn thành (100%)
    • ✅ Cost Functions: InterpolatedGrid (InterpolatedProbabilityGrid, InterpolatedIntensityGrid với tricubic interpolation), OccupiedSpaceCostFunction3D, IntensityCostFunction3D, TranslationDeltaCostFunctor3D, RotationDeltaCostFunctor3D
    • ✅ CeresScanMatcher3D: Đã tích hợp đầy đủ cost functions
    • ✅ PrecomputationGrid3D: Precomputation grid với 8-bit values cho branch-and-bound algorithm
    • ✅ PrecomputationGridStack3D: Stack of precomputation grids với multiple depths cho hierarchical search
    • ✅ RotationalScanMatcher: Rotational scan matcher với histogram matching
    • ✅ RealTimeCorrelativeScanMatcher3D: Hoàn thiện với đầy đủ branch-and-bound algorithm:
      • ✅ DiscretizeScan: Discretize scan ở các resolutions khác nhau
      • ✅ GenerateDiscreteScans: Generate discrete scans cho các rotation angles
      • ✅ GenerateLowestResolutionCandidates: Generate candidates ở lowest resolution
      • ✅ ScoreCandidates: Score candidates ở một depth cụ thể
      • ✅ ComputeLowestResolutionCandidates: Compute và score candidates ở lowest resolution
      • ✅ GetPoseFromCandidate: Convert candidate thành pose
      • ✅ BranchAndBound: Recursive branch-and-bound algorithm
      • ✅ MatchWithSearchParameters: Main matching method với search parameters
      • ✅ Match và MatchFullSubmap: Public methods với full implementation
  • ✅ Trajectory Builder 3D: Hoàn thành (LocalTrajectoryBuilder3D, CeresScanMatcher3D với cost functions, RealTimeCorrelativeScanMatcher3D với full branch-and-bound algorithm, ConstraintBuilder3D, TrajectoryBuilder3DAdapter) (100%)
  • ✅ MapBuilder Integration 3D: Hoàn thành (support cho 3D trajectory builders) (100%)
  • ✅ Build thành công với 0 errors, 0 warnings

Tổng kết Phase 6: ✅ HOÀN THÀNH (100%)

  • ✅ Ground Truth Tools: Hoàn thành (100%)
    • ✅ RelationsProto: Proto structs cho Relation và GroundTruth
    • ✅ RelationsTextFile: Reader cho relations text file format (Unix timestamps)
    • ✅ AutogenerateGroundTruth: Generate ground truth từ pose graph với outlier filtering
    • ✅ ComputeRelationsMetrics: Compute metrics (translational/rotational errors) từ pose graph và ground truth
  • ✅ Metrics System: Hoàn thành (100%)
    • ✅ Counter: Counter metric với Null implementation
    • ✅ Gauge: Gauge metric với Null implementation
    • ✅ Histogram: Histogram metric với Null implementation, FixedWidth và ScaledPowersOf bucket boundaries
    • ✅ FamilyFactory: Factory cho creating metric families với labels support
    • ✅ Register: Metrics registration system (skeleton, ready for component integration)
  • ✅ Build thành công với 0 errors, 0 warnings

Tổng kết Phase 7: ✅ HOÀN THÀNH (100%)

  • ✅ Landmark Constraints (2D & 3D): Hoàn thành (100%)

    • ✅ LandmarkCostFunction2D: Cost function cho landmark constraints trong 2D optimization
      • Interpolate nodes 2D embedded in 3D space với gravity alignment
      • Compute error giữa observed landmark pose và interpolated tracking pose
      • Support cho weighted translation và rotation errors
    • ✅ LandmarkCostFunction3D: Cost function cho landmark constraints trong 3D optimization
      • Interpolate nodes 3D với SLERP cho rotation và linear cho translation
      • Compute 6D error (translation + rotation angle-axis)
      • Full integration với OptimizationProblem3D
    • ✅ Integration: Đã tích hợp vào OptimizationProblem2D.Solve() và OptimizationProblem3D.Solve()
      • Add landmark parameter blocks (quaternion + translation)
      • Set QuaternionManifold cho rotation parameters
      • Support frozen landmarks
      • Use HuberLoss cho robustness

  • ✅ Odometry Constraints: Hoàn thành (100%)

    • ✅ Helper Methods:
      • InterpolateOdometry(): Interpolate odometry data tại thời điểm cụ thể
      • CalculateOdometryBetweenNodes(): Tính relative odometry giữa 2 nodes với gravity alignment (2D) hoặc direct (3D)
    • ✅ 2D Implementation:
      • Add constraints giữa consecutive nodes dựa trên odometry data (nếu có)
      • Always add local SLAM pose constraints giữa consecutive nodes
      • Sử dụng SpaCostFunction2D với odometry/local SLAM weights
    • ✅ 3D Implementation:
      • Tương tự 2D nhưng sử dụng SpaCostFunction3D
      • Support cho 3D quaternion rotations

  • ✅ Fixed Frame Pose Constraints: Hoàn thành (100%)

    • ✅ Helper Methods:
      • InterpolateFixedFramePose(): Interpolate fixed frame pose data (như GPS) tại thời điểm cụ thể
    • ✅ 2D Implementation:
      • Add fixed frame pose parameter blocks (2D pose: x, y, theta)
      • Constraints giữa fixed frame origin và node poses
      • Support TolerantLoss nếu được cấu hình
      • Initialize từ TrajectoryData.FixedFrameOriginInMap hoặc từ node pose
    • ✅ 3D Implementation:
      • Add fixed frame pose parameter blocks (3D pose: quaternion + translation)
      • Set QuaternionManifold cho rotation
      • Full 3D constraint support

  • ✅ Helper Functions & Infrastructure: Hoàn thành (100%)

    • ✅ CostHelpers.cs:
      • SlerpQuaternions(): Spherical linear interpolation cho quaternions
      • InterpolateNodes2D(): Interpolate 2D nodes embedded in 3D với gravity alignment
      • InterpolateNodes3D(): Interpolate 3D nodes với SLERP và linear interpolation
      • ComputeUnscaledError3D(): Compute error giữa observed và computed relative poses
      • ScaleError3D(): Scale error với translation và rotation weights
    • ✅ TransformOperations.Interpolate():
      • Interpolate giữa 2 Rigid3d transforms tại different times
      • Linear interpolation cho translation
      • SLERP cho rotation
    • ✅ NodeSpec2D Updates:
      • Added Time field (Universal Time Scale ticks)
      • Added LocalPose2D field (local SLAM pose)
      • Added GravityAlignment field (Quaternion)
      • Updated constructor và all usages
    • ✅ OptimizationProblemOptions Updates:
      • Added HuberScale cho landmark constraints
      • Added OdometryTranslationWeight và OdometryRotationWeight
      • Added LocalSlamPoseTranslationWeight và LocalSlamPoseRotationWeight
      • Added FixedFramePoseTranslationWeight và FixedFramePoseRotationWeight
      • Added FixedFramePoseUseTolerantLoss, FixedFramePoseTolerantLossParamA/B
      • Added LogSolverSummary

  • ✅ Integration Updates: Hoàn thành (100%)

    • ✅ PoseGraph2D: Updated để truyền đầy đủ node data (Time, LocalPose2D, GravityAlignment) vào OptimizationProblem2D
    • ✅ OptimizationProblem2D.Solve():
      • Added landmark cost functions với proper parameter management
      • Added odometry constraints cho consecutive nodes
      • Added fixed frame pose constraints
      • Update landmark và fixed frame poses sau optimization
    • ✅ OptimizationProblem3D.Solve():
      • Added landmark cost functions với 3D parameter blocks
      • Added odometry constraints cho consecutive nodes
      • Added fixed frame pose constraints với 3D poses
      • Update landmark và fixed frame poses sau optimization

  • ✅ Files Created/Updated:

    • ✅ Mapping/Internal/Optimization/CostHelpers.cs (~150 lines) - NEW
    • ✅ Mapping/Internal/Optimization/LandmarkCostFunction2D.cs (~150 lines) - NEW
    • ✅ Mapping/Internal/Optimization/LandmarkCostFunction3D.cs (~150 lines) - NEW
    • ✅ Mapping/Internal/Optimization/OptimizationProblem2D.cs (~800 lines) - UPDATED
    • ✅ Mapping/Internal/Optimization/OptimizationProblem3D.cs (~950 lines) - UPDATED
    • ✅ Transform/TransformOperations.cs - UPDATED (added Interpolate method)
    • ✅ Proto/Mapping/OptimizationProblemOptionsProto.cs - UPDATED (added all options)
    • ✅ Mapping/Internal/2D/PoseGraph2D.cs - UPDATED (pass full node data)

  • ✅ Build Status: ✅ Build thành công với 0 errors, 0 warnings

  • ✅ Tổng số dòng code: ~1500+ lines (new + updated)

  • Lưu ý: Phase 6 đã hoàn thành 100% với tất cả các component:

    • ✅ Ground Truth: RelationsProto, RelationsTextFile, AutogenerateGroundTruth, ComputeRelationsMetrics
    • ✅ Metrics: Counter, Gauge, Histogram, FamilyFactory, Register (skeleton implementation, ready for integration với các components)

  • Lưu ý: Phase 5 đã hoàn thành 100% với tất cả các component:

    • ✅ 3D Core: HybridGrid, Submap3D, RangeDataInserter3D, ActiveSubmaps3D
    • ✅ Pose Graph 3D: PoseGraph3D, OptimizationProblem3D, SpaCostFunction3D
    • ✅ Trajectory Builder 3D: LocalTrajectoryBuilder3D, CeresScanMatcher3D (với đầy đủ cost functions), RealTimeCorrelativeScanMatcher3D (với full branch-and-bound algorithm), ConstraintBuilder3D, TrajectoryBuilder3DAdapter
    • ✅ MapBuilder Integration: Support cho 3D trajectory builders, serialization/deserialization
    • ✅ Cost Functions 3D: OccupiedSpaceCostFunction3D, IntensityCostFunction3D, TranslationDeltaCostFunctor3D, RotationDeltaCostFunctor3D, InterpolatedGrid
    • ✅ Fast Correlative Scan Matcher 3D: PrecomputationGrid3D, PrecomputationGridStack3D, RotationalScanMatcher, RealTimeCorrelativeScanMatcher3D với full branch-and-bound algorithm
    • ✅ Branch-and-Bound Algorithm: Hoàn chỉnh với tất cả methods (DiscretizeScan, GenerateDiscreteScans, BranchAndBound, ScoreCandidates, và supporting methods)
Reference in New Issue View Git Blame Copy Permalink