Qwen3.8-Flash-Next's final version after a 14.5-hour optimization run (its commit 7d7fca3): cost-first sheet trials, largest-area-first demand order, and a cached-triangulation exact gate that brought a 219-part production job from timeout to ~106 s. 13/13 tests pass against OpenNest master. README cleaned for publishing: the model-facing template rules are replaced by a one-line independence statement, the production job is described generically instead of by its PEP job/file name (also in a JobSolver comment), results show both sheet pools as re-measured here (the 9-size claim in its report didn't reproduce: it grabs 96x240 and under-fills them), and the stale StockLadder-crash note is gone now that core leaves etch marks out of nesting. Also drops a stale Aurora plugin reference from Opus55's README and lists the engine in the repo README. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
5.9 KiB
OpenNest.Engine.Opus55
An independent whole-job INestingEngine: frontier-advance NFP packing with look-ahead
stock selection. It does not call, wrap, or select over any built-in engine
(StockLadderNestingEngine, FixedStrategyNestingEngine strategies, PlateNesterFactory,
NestingEngineRegistry), nor the removed OpenNest.Engine/Nfp bottom-left-fill/annealing code.
Every placement decision (which part, which rotation, where, on which sheet) comes from the logic below.
Algorithm
1. Geometry (PartCatalog, NoFitCache)
- Each part's outer perimeter is polygonized with a known chord tolerance (0.002 by default, coarsened for arc-heavy parts until the outline is ≤ ~64 vertices, capped at 0.1% of part size).
- Candidate rotations come from the part's
RotationPolicy: forAutomatic, the four right angles plus the two orientations that axis-align the minimum-area bounding rectangle (RotatingCalipers); for sweeps, up to 8 evenly spaced legal steps. Point-symmetric duplicates are dropped. - Each orientation gets a footprint: outline inflated (miter joins, so it contains the exact
round offset) by
(spacing + 0.022) / 2 + chordTolerance. Two parts respect the spacing when their footprints don't overlap. The 0.022 covers validators that polygonize arcs circumscribed at 0.01 per side, plus Clipper's 1e-4 grid. - No-fit polygons between footprints come from Clipper2 Minkowski sums: an O(n+m) edge merge for convex pairs, and for concave pairs the boundary sweep ∪ (A + p₀) ∪ (−B + a₀). The last two terms cover "B inside A" and "B swallows A". NFPs are cached per orientation pair.
2. Sheet filling (FrontierPacker)
- For every (part type, orientation) still in play, the packer keeps the exact free region of legal reference points: the inner-fit rectangle minus the NFPs of everything placed. Each placement subtracts one translated NFP from each region (in parallel, which stays deterministic). Regions only shrink, and an empty region is retired for the rest of the sheet.
- At every step all remaining types × orientations compete (there is no fixed placement sequence):
- Gap fill: if any part fits without pushing the packing front forward, place the largest such part at its lowest point.
- Advance: otherwise place the part with the least front advance per
area^β, i.e. the most material coverage for the sheet length it consumes.
- The front sweeps along X or Y, which leaves one full-width offcut strip for salvage credit.
3. Whole job (Opus55NestingEngine, SheetEconomics)
- Sheet by sheet, every available stock size is trial-filled. The trial with the lowest estimated whole-job cost (its net area, plus the remaining demand priced at the best efficiency any trial achieved) is committed. This lets a sheet that finishes the job beat a denser partial one.
- Net area = sheet area −
SalvageRate× the largest qualifying full-width/full-length edge offcut. This is the objective the benchmark scores. - Six strategy variants (front axis X/Y × β ∈ {1, 0.5, 1.5}) each run whole-job, and the cheapest plan wins (fewest unplaced, then cost, then sheets). A tail re-plan then re-decodes the parts on the last 1–3 sheets with each stock forced first, and keeps any strictly cheaper result.
- Deterministic: no clock or randomness affects decisions. Effort is capped by a count-based work budget (free-region subtractions), not wall time.
Layout
| File | Role |
|---|---|
Opus55NestingEngine.cs |
Solve(): demand filtering, variants, stock look-ahead, tail re-plan, result assembly |
FrontierPacker.cs |
One-sheet fill: free regions and the gap-fill/advance choice rule |
NoFitCache.cs |
Spacing footprints and cached NFPs (Clipper2 Minkowski) |
PartCatalog.cs |
Snapshot → perimeter polygon per allowed orientation |
SheetEconomics.cs |
Net-area objective with salvage credit |
tests/ |
xUnit suite. Layouts are judged by OpenNest.Benchmark.NestValidator |
Build / test
dotnet build OpenNest.Engine.Opus55/OpenNest.Engine.Opus55.csproj -c Release
dotnet test OpenNest.Engine.Opus55/tests/OpenNest.Engine.Opus55.Tests.csproj
This project is intentionally outside OpenNest.sln. It's discovered at runtime as a plugin.
Benchmark
dotnet build OpenNest.Benchmark/OpenNest.Benchmark.csproj -c Release
mkdir -p ../OpenNest/OpenNest.Benchmark/bin/Release/net8.0/Engines
cp OpenNest.Engine.Opus55/bin/Release/net8.0/OpenNest.Engine.Opus55.dll ../OpenNest/OpenNest.Benchmark/bin/Release/net8.0/Engines/
dotnet ../OpenNest/OpenNest.Benchmark/bin/Release/net8.0/OpenNest.Benchmark.dll <path-to-.nest-or-manifest-or-folder>
Or build and deploy in one step with ./Build-Engines.ps1 -Engines Opus55.
The engine reports as Opus55NestingEngine.
Known limitations
- No part-in-part: holes are treated as solid, so small parts never nest inside cutouts.
- Clearance padding: gaps are ~0.022 (plus up to the chord tolerance) wider than the required spacing, to stay valid under circumscribed-polygon validators. That's negligible in mm and about 0.02" in inches. The constants are absolute and assume job units near inch/mm scale.
- Rotation coverage:
Automaticparts try at most 8 orientations (fewer when a job has many distinct parts:48 / partCount, minimum 2). Free-angle rotations aren't explored beyond the MBR alignment. - Greedy core: there is no order/permutation search. The variants and tail re-plan are the only search, and density on small mixed jobs trails what an interlocking-pair filler can reach.
NestJobPart.Priorityis ignored, and progress reports onlyEvaluatingCandidateper trial andPlateCommittedat the end, with no finer-grained progress.- Parts whose geometry has no readable closed perimeter, or that fit no offered stock at any
allowed rotation, are reported unplaced (
NoPlacementFound) instead of failing the job.