matlab/roadrunner-rrhd-authoring
> Build RoadRunner HD Map entities in MATLAB — lanes, boundaries, markings, junctions, signs, signals, barriers, parking. Use when creating driving scenes from scratch, authoring road networks for simulation and testing automated driving systems, or assembling RRHD maps from Lanelet2 or other HD map sources.
npx skills add https://github.com/matlab/matlab-agentic-toolkit --skill roadrunner-rrhd-authoring
Build RoadRunner HD Map (.rrhd) entities directly using the roadrunnerHDMap API in MATLAB. Provides the generic building blocks for constructing RRHD from any source — synthetic scenes, converted map data, or custom formats.
roadrunner.hdmap.* class/property reference and construction patternsThis skill provides format-agnostic RRHD construction patterns that any converter skill invokes:
| Reusable Building Block | Reference | Used By |
|---|---|---|
| Alignment detection (Forward/Backward) | alignmentRules.md | Any converter with shared/opposing boundaries |
| Center line synthesis (resample + average) | synthesizeCenterLine.md | Any converter deriving lanes from boundary pairs |
| Junction polygon construction | junctionPolygon.md | Any converter inferring junctions from topology |
| Closed-loop splitting | splitClosedGeometry.md, orthogonalSplit.md | Any converter handling circular/oval roads |
| Left-gap topology filter | leftGapFilter.md | Any converter with node-matched topology |
| Endpoint snapping | snapEndpoints.md | Any converter with topology connections |
| Height conflict resolution | resolveHeights.md | Any converter with overlapping lanes |
| Boundary deduplication | deduplicateBoundaries.md | Any converter with shared/opposing boundaries from source |
| RRHD object API patterns | apiReference.md | Any code constructing roadrunner.hdmap.* objects |
| Enforcement gate (validation) | validateMap.md | Any converter before write() |
| Responsibility | Description |
|---|---|
| roadrunner.hdmap.* API | Class/property reference, constructor patterns, type rules |
| Geometry algorithms | Alignment, center line, resampling, orthogonal split, snapping |
| Junction polygon | Outer boundary tracing, boundary(), convhull techniques |
| Validation/enforcement | Spatial checks, alignment verification, geometry dimensions |
| Entity construction | Lanes, boundaries, markings, junctions, barriers, signs, signals, parking |
| Import options | roadrunnerHDMapImportOptions, build options, bridge detection |
| Responsibility | Description |
|---|---|
| Source parsing | XML/protobuf/JSON reading, node/way/relation extraction |
| Coordinate projection | lat/lon → ENU, map_projector_info.yaml, local_x/local_y |
| Topology extraction | Node matching, opposing-direction filter, left-gap filter |
| Junction detection | BFS clustering from tags, fallback fan-in/fan-out, lane additions |
| Semantic mapping | Source subtypes → RRHD LaneType, marking assets, sign codes |
| Discovery & completeness | Scan all elements, report unmapped, enforce nothing is dropped |
roadrunner-convert-lanelet2-to-rrhd (which invokes this skill)roadrunner-asset-mappingroadrunner-import-sceneevaluate_matlab_code. Write to a .m file, run with run_matlab_file, edit on error. Exception: if the user asks to "show the pattern" or says "do not execute", show code inline without writing files.rrMap = roadrunnerHDMap; must come first — loads the namespace before any roadrunner.hdmap.* usage.RelativeAssetPath and AlignedReference).ClassName.empty not [].write() — alignment, spatial, and geometry checks are mandatory.You MUST create a roadrunnerHDMap object before using any roadrunner.hdmap.* classes (lazy namespace loading):
rrMap = roadrunnerHDMap; % REQUIRED — loads the namespace
Create-then-assign pattern — never pass constructor args (except Name=Value for two classes):
ref = roadrunner.hdmap.Reference;
ref.ID = "myID"; % assign after creation
Name=Value constructors — ONLY RelativeAssetPath and AlignedReference accept Name=Value:
rap = roadrunner.hdmap.RelativeAssetPath(AssetPath="Assets/Markings/StopLine.rrlms");
ar = roadrunner.hdmap.AlignedReference(Reference=ref, Alignment="Forward");
% WRONG: positional args error with "A name is expected"
Empty typed arrays — never use [] for typed properties:
lane.Predecessors = roadrunner.hdmap.AlignedReference.empty; % CORRECT
lane.Predecessors = []; % WRONG: "Value must be of type AlignedReference"
See references/apiReference.md for the complete verified class/property table. Key gotchas:
| Common Mistake | Correct |
|---|---|
| LeftBoundary | LeftLaneBoundary |
| RightBoundary | RightLaneBoundary |
| Speed | Value (int32) |
| Unit = "KPH" | VelocityUnit = "Kph" |
| ParametricAttrib | ParametricAttribution |
| pa.Value = mr | pa.MarkingReference = mr |
| pa.StartFraction/EndFraction | pa.Span = [0 1] (double array) |
| JunctionPhase / Phase (direct) | Configurations (JunctionConfiguration array with nested .Phases) |
| roadrunnerHDMap("file.rrhd") | rrMap = roadrunnerHDMap; read(rrMap, "file.rrhd") |
| Nx2 geometry | Nx3 geometry (always include Z column) |
| cm.CurveMarkingTypeID | cm.MarkingTypeReference |
| b.BarrierTypeID | b.BarrierTypeReference |
| s.SignTypeID | s.SignTypeReference |
| s.BoundingBox | s.Geometry (takes GeoOrientedBoundingBox) |
| bb.Position | bb.Center (1x3 double) |
| bb.Orientation | bb.GeoOrientation ([h,p,r] double array) |
| pg.OuterRing | pg.ExteriorRing (Nx3 double) |
| bt.AssetPath | bt.ExtrusionPath (for BarrierType only) |
| roadrunner.hdmap.GeoOrientation | NOT a class — use [h,p,r] double array directly |
| Lane.Predecessors = [] | Lane.Predecessors = roadrunner.hdmap.AlignedReference.empty |
| lb.ParametricAttributes = [] | Cannot clear — skip assignment for no markings |
| RelativeAssetPath("path") | RelativeAssetPath(AssetPath="path") — Name=Value required |
| AlignedReference(ref, "Fwd") | AlignedReference(Reference=ref, Alignment="Forward") |
| Junction.Geometry = polygon | Junction.Geometry = multiPolygon (wrap in MultiPolygon) |
| MarkingReference.MarkingID = 5 | MarkingReference.MarkingID = ref (Reference object, NOT numeric) |
| SpeedLimit.Velocity | SpeedLimit.Value (int32) + .VelocityUnit = "Kph" |
Standard lane width: 3.7m (US highway). Compute boundary positions by offsetting perpendicular to the lane center line direction.
Adjacent lanes MUST share boundary geometry. The right boundary of lane N is the same object as the left boundary of lane N+1. For N lanes, create N+1 boundaries.
LB_0 (left edge)
───────────────────
│ Lane_1 │ left=LB_0(Fwd), right=LB_1(Fwd)
───────────────────
LB_1 (shared)
───────────────────
│ Lane_2 │ left=LB_1(Fwd), right=LB_2(Fwd)
───────────────────
LB_2 (right edge)
See references/alignmentRules.md for complete rules, diagrams, and green-surface debugging.
Alignment specifies how boundary geometry direction relates to lane geometry direction:
"Forward""Backward"Which algorithm to use:
Dp-based algorithm (for conversion — left/right already known):
lDir = leftPts(end,:) - leftPts(1,:);
rDir = rightPts(end,:) - rightPts(1,:);
dp = dot(lDir(1:2)/(norm(lDir(1:2))+1e-10), rDir(1:2)/(norm(rDir(1:2))+1e-10));
if dp >= -0.3
% Normal: both boundaries go same direction
leftAlign = "Forward"; rightAlign = "Forward";
else
% Opposing boundaries: use proximity to determine which is backward
d_ls_re = norm(leftPts(1,1:2) - rightPts(end,1:2));
d_ls_rs = norm(leftPts(1,1:2) - rightPts(1,1:2));
if d_ls_re < d_ls_rs
leftAlign = "Forward"; rightAlign = "Backward";
else
leftAlign = "Backward"; rightAlign = "Forward";
end
end
The -0.3 threshold (not 0) handles lanes with slight boundary curvature that produce small negative dot products but are NOT truly opposing.
Left/Right spatial verification (for synthetic scenes where left/right must be verified):
nSamples = min(5, size(centerGeom,1)-1);
sampleIdx = round(linspace(2, size(centerGeom,1)-1, nSamples));
leftOnLeft = 0;
for si = 1:numel(sampleIdx)
idx = sampleIdx(si);
localTan = centerGeom(min(idx+1,end),1:2) - centerGeom(max(idx-1,1),1:2);
localTan = localTan / norm(localTan);
localLeftN = [-localTan(2), localTan(1)];
distsL = vecnorm(leftBndGeom(:,1:2) - centerGeom(idx,1:2), 2, 2);
[~, closestL] = min(distsL);
toBndL = leftBndGeom(closestL,1:2) - centerGeom(idx,1:2);
if dot(toBndL, localLeftN) > 0, leftOnLeft = leftOnLeft + 1; end
end
assert(leftOnLeft >= numel(sampleIdx)/2, ...
'Left boundary is spatially on the RIGHT — swap boundaries or fix assignment');
Wrong alignment or swapped left/right causes green grass instead of road surface.
| Marking ID | Asset Path |
|---|---|
| SolidSingleWhite | Assets/Markings/SolidSingleWhite.rrlms |
| DashedSingleWhite | Assets/Markings/DashedSingleWhite.rrlms |
| SolidDoubleYellow | Assets/Markings/SolidDoubleYellow.rrlms |
| DashedSolidYellow | Assets/Markings/DashedSolidYellow.rrlms |
| SolidDashedYellow | Assets/Markings/SolidDashedYellow.rrlms |
laneWidth intervals)left=LB_(i-1), right=LB_i. Opposing-traffic lanes: swap left/right (driver's left is toward the road edge, not the center)SolidSingleWhite, divider: SolidDoubleYellow, separators: DashedSingleWhite)Additional steps for converted maps only (skip for synthetic scenes):
rrMap = roadrunnerHDMap;
w = 3.7;
% Lane Markings
lm1 = roadrunner.hdmap.LaneMarking; lm1.ID = "SolidWhite";
rap1 = roadrunner.hdmap.RelativeAssetPath; rap1.AssetPath = "Assets/Markings/SolidSingleWhite.rrlms";
lm1.AssetPath = rap1;
lm2 = roadrunner.hdmap.LaneMarking; lm2.ID = "DashedWhite";
rap2 = roadrunner.hdmap.RelativeAssetPath; rap2.AssetPath = "Assets/Markings/DashedSingleWhite.rrlms";
lm2.AssetPath = rap2;
% Boundaries (3 for 2 lanes)
lb = roadrunner.hdmap.LaneBoundary;
lb(2) = roadrunner.hdmap.LaneBoundary;
lb(3) = roadrunner.hdmap.LaneBoundary;
lb(1).ID = "LB_0"; lb(1).Geometry = [0 w 0; 100 w 0];
lb(2).ID = "LB_1"; lb(2).Geometry = [0 0 0; 100 0 0];
lb(3).ID = "LB_2"; lb(3).Geometry = [0 -w 0; 100 -w 0];
% Markings on boundaries
for i = [1 3] % solid on edges
pa = roadrunner.hdmap.ParametricAttribution; pa.Span = [0 1];
ref = roadrunner.hdmap.Reference; ref.ID = "SolidWhite";
mr = roadrunner.hdmap.MarkingReference; mr.MarkingID = ref; mr.FlipLaterally = false;
pa.MarkingReference = mr;
lb(i).ParametricAttributes = pa;
end
pa = roadrunner.hdmap.ParametricAttribution; pa.Span = [0 1];
ref = roadrunner.hdmap.Reference; ref.ID = "DashedWhite";
mr = roadrunner.hdmap.MarkingReference; mr.MarkingID = ref; mr.FlipLaterally = false;
pa.MarkingReference = mr;
lb(2).ParametricAttributes = pa;
% Lanes
ln = roadrunner.hdmap.Lane;
ln(2) = roadrunner.hdmap.Lane;
ln(1).ID = "Lane_1"; ln(1).Geometry = [0 w/2 0; 100 w/2 0];
ln(1).TravelDirection = "Forward"; ln(1).LaneType = "Driving";
ln(2).ID = "Lane_2"; ln(2).Geometry = [0 -w/2 0; 100 -w/2 0];
ln(2).TravelDirection = "Forward"; ln(2).LaneType = "Driving";
% Assign boundaries with alignment
bndIDs = ["LB_0","LB_1","LB_2"];
for i = 1:2
arL = roadrunner.hdmap.AlignedReference;
refL = roadrunner.hdmap.Reference; refL.ID = bndIDs(i);
arL.Reference = refL; arL.Alignment = "Forward";
ln(i).LeftLaneBoundary = arL;
arR = roadrunner.hdmap.AlignedReference;
refR = roadrunner.hdmap.Reference; refR.ID = bndIDs(i+1);
arR.Reference = refR; arR.Alignment = "Forward";
ln(i).RightLaneBoundary = arR;
end
% Assemble and write
rrMap.Lanes = ln;
rrMap.LaneBoundaries = lb;
rrMap.LaneMarkings = [lm1 lm2];
write(rrMap, "two_lane_road.rrhd");
write())Run this validation block before writing any multi-lane map. Do NOT skip. If any check FAILS, fix the issue (run the appropriate post-processing step) before proceeding to write().
%% --- ENFORCEMENT: Topology — no excessive connections (left-gap filter applied) ---
lanes = rrMap.Lanes;
nExcessiveJunc = 0;
for i = 1:numel(lanes)
nConn = numel(lanes(i).Predecessors) + numel(lanes(i).Successors);
if nConn > 4 % junction lanes should have at most ~4 (multi-lane merge/diverge)
nExcessiveJunc = nExcessiveJunc + 1;
end
end
if nExcessiveJunc > 0
warning('TOPOLOGY WARNING: %d lanes have >4 connections — run left-gap filter (references/leftGapFilter.md)', nExcessiveJunc);
end
fprintf('Topology check: %d lanes with >4 connections\n', nExcessiveJunc);
%% --- ENFORCEMENT: Alignment computed (not all Forward) ---
if numel(lanes) > 2
nFwd = 0; nBwd = 0;
for i = 1:numel(lanes)
if lanes(i).LeftLaneBoundary.Alignment == "Forward", nFwd = nFwd+1;
else, nBwd = nBwd+1; end
if lanes(i).RightLaneBoundary.Alignment == "Forward", nFwd = nFwd+1;
else, nBwd = nBwd+1; end
end
assert(nBwd > 0 || numel(lanes) <= 2, ...
'ALIGNMENT ERROR: All boundaries Forward for %d lanes — compute dot product per lane.', numel(lanes));
fprintf('Alignment: %d Forward, %d Backward — OK\n', nFwd, nBwd);
end
%% --- ENFORCEMENT: Left boundary spatially on left ---
bnds = rrMap.LaneBoundaries;
bndMap = containers.Map;
for i = 1:numel(bnds), bndMap(bnds(i).ID) = bnds(i).Geometry; end
nBadSide = 0;
for i = 1:numel(lanes)
lGeom = lanes(i).Geometry;
lDir = lGeom(end,1:2) - lGeom(1,1:2);
lDir = lDir / norm(lDir);
leftN = [-lDir(2), lDir(1)];
leftBndID = lanes(i).LeftLaneBoundary.Reference.ID;
if bndMap.isKey(leftBndID)
leftBndGeom = bndMap(leftBndID);
toBnd = mean(leftBndGeom(:,1:2)) - mean(lGeom(:,1:2));
if dot(toBnd, leftN) < 0, nBadSide = nBadSide + 1; end
end
end
assert(nBadSide == 0, ...
'SPATIAL ERROR: %d lanes have left boundary on wrong side — fix alignment algorithm.', nBadSide);
fprintf('Spatial left-side check: PASS\n');
%% --- ENFORCEMENT: Geometry is Nx3 ---
bnds = rrMap.LaneBoundaries;
for i = 1:numel(bnds)
assert(size(bnds(i).Geometry, 2) == 3, ...
'Boundary %s geometry must be Nx3 (got Nx%d)', bnds(i).ID, size(bnds(i).Geometry,2));
end
fprintf('Geometry dimensions: PASS\n');
%% --- ENFORCEMENT: GeoReference set ---
assert(any(rrMap.GeoReference ~= 0), 'GeoReference is [0,0] — set lat/lon origin');
fprintf('GeoReference: PASS\n');
%% --- ENFORCEMENT: No duplicate boundaries (deduplication applied) ---
bnds = rrMap.LaneBoundaries;
nDupBnd = 0;
for i = 1:numel(bnds)
for j = i+1:numel(bnds)
g1 = bnds(i).Geometry; g2 = bnds(j).Geometry;
if size(g1,1) ~= size(g2,1), continue; end
if max(vecnorm(g1 - flipud(g2), 2, 2)) < 0.001
nDupBnd = nDupBnd + 1; break;
end
end
if nDupBnd > 5, break; end % early exit for performance
end
if nDupBnd > 0
warning('DEDUP WARNING: Found reversed-duplicate boundaries — run deduplicateBoundaries (references/deduplicateBoundaries.md)');
end
fprintf('Boundary deduplication check: %d duplicates found\n', nDupBnd);
write())Removes false predecessor/successor connections caused by shared boundary endpoint nodes. For each lane with multiple successors (or predecessors), computes left boundary gap — if any connection has gap < 3m and others > 3m, removes the far ones. Without this, junction lanes get 2-4x too many connections. See references/leftGapFilter.md.
For connected lanes (pred/succ), snap successor start to predecessor end. See scripts/snapConnectedEndpoints.m and references/snapEndpoints.md.
Overlapping unconnected lanes at the same Z cause grass artifacts. Use graph coloring to assign Z-levels. See scripts/resolveHeightConflicts.m and references/resolveHeights.md.
When building from source formats that assign separate boundary objects to opposing lanes (Lanelet2, HERE, NDS, etc.), scan all boundary pairs for identical geometry (forward or reversed within 1mm tolerance). Merge duplicates and update lane references with flipped alignment. Without this step, shared boundaries render doubled markings. See references/deduplicateBoundaries.md.
For all entity classes (Signs, Signals, Barriers, Parking, CurveMarkings, StencilMarkings, StaticObjects, LaneGroups), see the class/property table in references/apiReference.md. Key references by task:
| Task | Reference |
|------|-----------|
| Junction polygon construction | references/junctionPolygon.md |
| Geometry algorithms (split, resample, center line) | references/orthogonalSplit.md, references/splitClosedGeometry.md, references/synthesizeCenterLine.md |
| Post-processing (dedup, filter, snap, heights) | references/deduplicateBoundaries.md, references/leftGapFilter.md, references/snapEndpoints.md, references/resolveHeights.md |
| Validation before write() | references/validateMap.md |
| Function | Purpose |
|----------|---------|
| roadrunnerHDMap | Create HD Map object (loads namespace) |
| read(rrMap, file) | Read existing .rrhd file |
| write(rrMap, file) | Write HD Map to .rrhd file |
| roadrunner.hdmap.Lane | Lane entity (Geometry, TravelDirection, LaneType) |
| roadrunner.hdmap.LaneBoundary | Boundary entity (Geometry, ParametricAttributes) |
| roadrunner.hdmap.LaneMarking | Marking definition (ID, AssetPath) |
| roadrunner.hdmap.Junction | Junction area (Geometry as MultiPolygon) |
| roadrunner.hdmap.AlignedReference | Reference with alignment (Name=Value constructor) |
| roadrunner.hdmap.RelativeAssetPath | Asset path wrapper (Name=Value constructor) |
| roadrunner.hdmap.ParametricAttribution | Marking placement (Span, MarkingReference) |
roadrunner.hdmap.* objectsRelativeAssetPath(AssetPath="...") and AlignedReference(Reference=ref, Alignment="...") — Name=Value onlyClassName.empty for empty typed arrays, never []----
Copyright 2026 The MathWorks, Inc.
Take matlab/roadrunner-rrhd-authoring from the repository into ~/.claude/skills for personal
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The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.