feat: capacity-based fill/pack split with best-fit pair placement

Change Nest() to decide fill vs pack based on total area coverage
instead of qty != 1. Items covering < 10% of the plate are packed,
so large parts get prime position and small low-qty parts fill gaps.

Qty=2 items are placed as interlocking best-fit pairs in remnant
spaces after the main pack phase, rather than as separate rectangles.

- Add ShouldFill() capacity-based heuristic
- Split pack phase: regular items pack first, then pairs
- Add PlaceBestFitPairs() for Phase 3 remnant pair placement

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

OpenNest.Engine/DefaultNestEngine.cs

@@ -1,7 +1,9 @@
 using OpenNest.Engine;
+using OpenNest.Engine.BestFit;
 using OpenNest.Engine.Fill;
 using OpenNest.Engine.Strategies;
 using OpenNest.Geometry;
+using OpenNest.Math;
 using OpenNest.RectanglePacking;
 using System;
 using System.Collections.Generic;
@@ -45,24 +47,50 @@ namespace OpenNest
             PhaseResults.Clear();
             AngleResults.Clear();
 
-            var context = new FillContext
+            // Fast path: for very small quantities, skip the full strategy pipeline.
+            if (item.Quantity > 0 && item.Quantity <= 2)
             {
-                Item = item,
+                var fast = TryFillSmallQuantity(item, workArea);
-                WorkArea = workArea,
+                if (fast != null && fast.Count >= item.Quantity)
-                Plate = Plate,
+                {
+                    Debug.WriteLine($"[Fill] Fast path: placed {fast.Count} parts for qty={item.Quantity}");
+                    WinnerPhase = NestPhase.Pairs;
+                    ReportProgress(progress, new ProgressReport
+                    {
+                        Phase = WinnerPhase,
                         PlateNumber = PlateNumber,
-                Token = token,
+                        Parts = fast,
-                Progress = progress,
+                        WorkArea = workArea,
-                Policy = BuildPolicy(),
+                        Description = $"Fast path: {fast.Count} parts",
-            };
+                        IsOverallBest = true,
+                    });
+                    return fast;
+                }
+            }
 
-            RunPipeline(context);
+            // For low quantities, shrink the work area in both dimensions to avoid
+            // running expensive strategies against the full plate.
+            var effectiveWorkArea = workArea;
+            if (item.Quantity > 0)
+            {
+                effectiveWorkArea = ShrinkWorkArea(item, workArea, Plate.PartSpacing);
 
-            // PhaseResults already synced during RunPipeline.
+                if (effectiveWorkArea != workArea)
-            AngleResults.AddRange(context.AngleResults);
+                    Debug.WriteLine($"[Fill] Low-qty shrink: {item.Quantity} requested, " +
-            WinnerPhase = context.WinnerPhase;
+                        $"from {workArea.Width:F1}x{workArea.Length:F1} " +
+                        $"to {effectiveWorkArea.Width:F1}x{effectiveWorkArea.Length:F1}");
+            }
 
-            var best = context.CurrentBest ?? new List<Part>();
+            var best = RunFillPipeline(item, effectiveWorkArea, progress, token);
+
+            // Fallback: if the reduced area didn't yield enough, retry with full area.
+            if (item.Quantity > 0 && best.Count < item.Quantity && effectiveWorkArea != workArea)
+            {
+                Debug.WriteLine($"[Fill] Low-qty fallback: got {best.Count}, need {item.Quantity}, retrying full area");
+                PhaseResults.Clear();
+                AngleResults.Clear();
+                best = RunFillPipeline(item, workArea, progress, token);
+            }
 
             if (item.Quantity > 0 && best.Count > item.Quantity)
                 best = ShrinkFiller.TrimToCount(best, item.Quantity, TrimAxis);
@@ -80,6 +108,127 @@ namespace OpenNest
             return best;
         }
 
+        /// <summary>
+        /// Fast path for qty 1-2: place a single part or a best-fit pair
+        /// without running the full strategy pipeline.
+        /// </summary>
+        private List<Part> TryFillSmallQuantity(NestItem item, Box workArea)
+        {
+            if (item.Quantity == 1)
+                return TryPlaceSingle(item.Drawing, workArea);
+
+            if (item.Quantity == 2)
+                return TryPlaceBestFitPair(item.Drawing, workArea);
+
+            return null;
+        }
+
+        private static List<Part> TryPlaceSingle(Drawing drawing, Box workArea)
+        {
+            var part = Part.CreateAtOrigin(drawing);
+            if (part.BoundingBox.Width > workArea.Width + Tolerance.Epsilon ||
+                part.BoundingBox.Length > workArea.Length + Tolerance.Epsilon)
+                return null;
+
+            part.Offset(workArea.Location - part.BoundingBox.Location);
+            return new List<Part> { part };
+        }
+
+        private List<Part> TryPlaceBestFitPair(Drawing drawing, Box workArea)
+        {
+            var bestFits = BestFitCache.GetOrCompute(
+                drawing, Plate.Size.Length, Plate.Size.Width, Plate.PartSpacing);
+
+            var best = bestFits.FirstOrDefault(r => r.Keep);
+            if (best == null)
+                return null;
+
+            var parts = best.BuildParts(drawing);
+
+            // BuildParts positions at origin — offset to work area.
+            var bbox = ((IEnumerable<IBoundable>)parts).GetBoundingBox();
+            var offset = workArea.Location - bbox.Location;
+            foreach (var p in parts)
+            {
+                p.Offset(offset);
+                p.UpdateBounds();
+            }
+
+            // Verify pair fits in work area.
+            bbox = ((IEnumerable<IBoundable>)parts).GetBoundingBox();
+            if (bbox.Width > workArea.Width + Tolerance.Epsilon ||
+                bbox.Length > workArea.Length + Tolerance.Epsilon)
+                return null;
+
+            return parts;
+        }
+
+        /// <summary>
+        /// Shrinks the work area in both dimensions proportionally when the
+        /// requested quantity is much less than the plate capacity.
+        /// </summary>
+        private static Box ShrinkWorkArea(NestItem item, Box workArea, double spacing)
+        {
+            var bbox = item.Drawing.Program.BoundingBox();
+            if (bbox.Width <= 0 || bbox.Length <= 0)
+                return workArea;
+
+            var bin = new Bin { Size = new Size(workArea.Width, workArea.Length) };
+            var packItem = new Item { Size = new Size(bbox.Width + spacing, bbox.Length + spacing) };
+            var packer = new FillBestFit(bin);
+            packer.Fill(packItem);
+            var fullCount = bin.Items.Count;
+
+            if (fullCount <= 0 || fullCount <= item.Quantity)
+                return workArea;
+
+            // Scale both dimensions by sqrt(ratio) so the area shrinks
+            // proportionally. 2x margin gives strategies room to optimize.
+            var ratio = (double)item.Quantity / fullCount;
+            var scale = System.Math.Sqrt(ratio) * 2.0;
+
+            var newWidth = workArea.Width * scale;
+            var newLength = workArea.Length * scale;
+
+            // Ensure at least one part fits.
+            var minWidth = bbox.Width + spacing * 2;
+            var minLength = bbox.Length + spacing * 2;
+            newWidth = System.Math.Max(newWidth, minWidth);
+            newLength = System.Math.Max(newLength, minLength);
+
+            // Clamp to original dimensions.
+            newWidth = System.Math.Min(newWidth, workArea.Width);
+            newLength = System.Math.Min(newLength, workArea.Length);
+
+            if (newWidth >= workArea.Width && newLength >= workArea.Length)
+                return workArea;
+
+            return new Box(workArea.X, workArea.Y, newWidth, newLength);
+        }
+
+        private List<Part> RunFillPipeline(NestItem item, Box workArea,
+            IProgress<NestProgress> progress, CancellationToken token)
+        {
+            var context = new FillContext
+            {
+                Item = item,
+                WorkArea = workArea,
+                Plate = Plate,
+                PlateNumber = PlateNumber,
+                Token = token,
+                Progress = progress,
+                Policy = BuildPolicy(),
+                MaxQuantity = item.Quantity,
+            };
+
+            RunPipeline(context);
+
+            AngleResults.AddRange(context.AngleResults);
+            WinnerPhase = context.WinnerPhase;
+
+            return context.CurrentBest ?? new List<Part>();
+        }
+
         public override List<Part> Fill(List<Part> groupParts, Box workArea,
             IProgress<NestProgress> progress, CancellationToken token)
         {

OpenNest.Engine/Fill/ShrinkFiller.cs

@@ -94,8 +94,8 @@ namespace OpenNest.Engine.Fill
         /// that fits roughly the target count. Scales the shrink axis proportionally
         /// from the full-area count down to the target, with margin.
         /// </summary>
-        private static Box EstimateStartBox(NestItem item, Box box,
+        internal static Box EstimateStartBox(NestItem item, Box box,
-            double spacing, ShrinkAxis axis, int targetCount)
+            double spacing, ShrinkAxis axis, int targetCount, double marginFactor = 1.3)
         {
             var bbox = item.Drawing.Program.BoundingBox();
             if (bbox.Width <= 0 || bbox.Length <= 0)
@@ -115,7 +115,7 @@ namespace OpenNest.Engine.Fill
 
             // Scale dimension proportionally: target/full * maxDim, with margin.
             var ratio = (double)targetCount / fullCount;
-            var estimate = maxDim * ratio * 1.3;
+            var estimate = maxDim * ratio * marginFactor;
             estimate = System.Math.Min(estimate, maxDim);
 
             if (estimate <= 0 || estimate >= maxDim)

OpenNest.Engine/NestEngineBase.cs

@@ -1,4 +1,5 @@
 using OpenNest.Engine;
+using OpenNest.Engine.BestFit;
 using OpenNest.Engine.Fill;
 using OpenNest.Engine.Strategies;
 using OpenNest.Geometry;
@@ -86,14 +87,16 @@ namespace OpenNest
             var workArea = Plate.WorkArea();
             var allParts = new List<Part>();
 
+            var plateArea = workArea.Width * workArea.Length;
+
             var fillItems = items
-                .Where(i => i.Quantity != 1)
+                .Where(i => ShouldFill(i, plateArea))
                 .OrderBy(i => i.Priority)
                 .ThenByDescending(i => i.Drawing.Area)
                 .ToList();
 
             var packItems = items
-                .Where(i => i.Quantity == 1)
+                .Where(i => !ShouldFill(i, plateArea))
                 .ToList();
 
             // Phase 1: Fill multi-quantity drawings using RemnantFiller.
@@ -129,19 +132,22 @@ namespace OpenNest
                 }
             }
 
-            // Phase 2: Pack single-quantity items into remaining space.
+            // Phase 2: Pack low-quantity items into remaining space.
+            // Separate qty=2 items — they'll be placed as best-fit pairs after packing.
             packItems = packItems.Where(i => i.Quantity > 0).ToList();
+            var pairItems = packItems.Where(i => i.Quantity == 2).ToList();
+            var regularPackItems = packItems.Where(i => i.Quantity != 2).ToList();
 
-            if (packItems.Count > 0 && workArea.Width > 0 && workArea.Length > 0
+            if (regularPackItems.Count > 0 && workArea.Width > 0 && workArea.Length > 0
                 && !token.IsCancellationRequested)
             {
-                var packParts = PackArea(workArea, packItems, progress, token);
+                var packParts = PackArea(workArea, regularPackItems, progress, token);
 
                 if (packParts.Count > 0)
                 {
                     allParts.AddRange(packParts);
 
-                    foreach (var item in packItems)
+                    foreach (var item in regularPackItems)
                     {
                         var placed = packParts.Count(p =>
                             p.BaseDrawing.Name == item.Drawing.Name);
@@ -150,6 +156,13 @@ namespace OpenNest
                 }
             }
 
+            // Phase 3: Place best-fit pairs for qty=2 items in remaining space.
+            if (pairItems.Count > 0 && !token.IsCancellationRequested)
+            {
+                var placed = PlaceBestFitPairs(pairItems, allParts, Plate.WorkArea());
+                allParts.AddRange(placed);
+            }
+
             // Compact placed parts toward the origin to close gaps.
             Compactor.Settle(allParts, Plate.WorkArea(), Plate.PartSpacing);
 
@@ -301,5 +314,90 @@ namespace OpenNest
             return false;
         }
 
+        /// <summary>
+        /// Places best-fit pairs for qty=2 items into remnant spaces around
+        /// already-placed parts. Returns all placed pair parts.
+        /// </summary>
+        private List<Part> PlaceBestFitPairs(List<NestItem> pairItems,
+            List<Part> existingParts, Box fullWorkArea)
+        {
+            var result = new List<Part>();
+            var obstacles = existingParts
+                .Select(p => p.BoundingBox.Offset(Plate.PartSpacing))
+                .ToList();
+            var finder = new RemnantFinder(fullWorkArea, obstacles);
+
+            foreach (var item in pairItems)
+            {
+                if (item.Quantity < 2) continue;
+
+                var bestFits = BestFitCache.GetOrCompute(
+                    item.Drawing, Plate.Size.Length, Plate.Size.Width, Plate.PartSpacing);
+                var bestFit = bestFits.FirstOrDefault(r => r.Keep);
+                if (bestFit == null) continue;
+
+                var parts = bestFit.BuildParts(item.Drawing);
+                var pairBbox = ((IEnumerable<IBoundable>)parts).GetBoundingBox();
+                var pairW = pairBbox.Width;
+                var pairL = pairBbox.Length;
+                var minDim = System.Math.Min(pairW, pairL);
+
+                var remnants = finder.FindRemnants(minDim);
+                Box target = null;
+
+                foreach (var r in remnants)
+                {
+                    if (pairW <= r.Width + Tolerance.Epsilon &&
+                        pairL <= r.Length + Tolerance.Epsilon)
+                    {
+                        target = r;
+                        break;
+                    }
+                }
+
+                if (target == null) continue;
+
+                var offset = target.Location - pairBbox.Location;
+                foreach (var p in parts)
+                {
+                    p.Offset(offset);
+                    p.UpdateBounds();
+                }
+
+                result.AddRange(parts);
+                item.Quantity = 0;
+
+                var envelope = ((IEnumerable<IBoundable>)parts).GetBoundingBox();
+                finder.AddObstacle(envelope.Offset(Plate.PartSpacing));
+
+                Debug.WriteLine($"[Nest] Placed best-fit pair for {item.Drawing.Name} " +
+                    $"at ({target.X:F1},{target.Y:F1}), size {pairW:F1}x{pairL:F1}");
+            }
+
+            return result;
+        }
+
+        /// <summary>
+        /// Determines whether a drawing should use grid-fill (true) or bin-pack (false).
+        /// Low-quantity items whose total area is a small fraction of the plate are
+        /// better off being packed alongside other parts rather than filling first.
+        /// </summary>
+        private bool ShouldFill(NestItem item, double plateArea)
+        {
+            if (item.Quantity <= 1)
+                return false;
+
+            var bbox = item.Drawing.Program.BoundingBox();
+            var partArea = (bbox.Width + Plate.PartSpacing) * (bbox.Length + Plate.PartSpacing);
+            if (partArea <= 0)
+                return false;
+
+            var totalArea = partArea * item.Quantity;
+
+            // If the total area of all copies is less than 10% of the plate,
+            // packing produces better results than grid-filling.
+            return totalArea >= plateArea * 0.1;
+        }
+
     }
 }

OpenNest.Engine/Strategies/FillContext.cs

@@ -16,6 +16,7 @@ namespace OpenNest.Engine.Strategies
         public CancellationToken Token { get; init; }
         public IProgress<NestProgress> Progress { get; init; }
         public FillPolicy Policy { get; init; }
+        public int MaxQuantity { get; init; }
         public PartType PartType { get; set; }
 
         public List<Part> CurrentBest { get; set; }

OpenNest/Controls/PlateView.cs

@@ -1279,6 +1279,7 @@ namespace OpenNest.Controls
 
                 if (parts.Count > 0 && (!cts.IsCancellationRequested || progressForm.Accepted))
                 {
+                    SetActiveParts(parts);
                     AcceptPreviewParts(parts);
 
                     if (Plate.CutOffs.Count > 0)

OpenNest/Forms/MainForm.cs

@@ -901,19 +901,8 @@ namespace OpenNest.Forms
                 return;
 
             nestingCts = new CancellationTokenSource();
-            var token = nestingCts.Token;
-
             var progressForm = new NestProgressForm(nestingCts, showPlateRow: true);
-
+            progressForm.PreviewPlate = CreatePreviewPlate(activeForm.PlateView.Plate);
-            var previewPlate = new Plate(activeForm.PlateView.Plate.Size)
-            {
-                Quadrant = activeForm.PlateView.Plate.Quadrant,
-                PartSpacing = activeForm.PlateView.Plate.PartSpacing,
-                Thickness = activeForm.PlateView.Plate.Thickness,
-                Material = activeForm.PlateView.Plate.Material,
-            };
-            previewPlate.EdgeSpacing = activeForm.PlateView.Plate.EdgeSpacing;
-            progressForm.PreviewPlate = previewPlate;
 
             var progress = new Progress<NestProgress>(p =>
             {
@@ -931,60 +920,7 @@ namespace OpenNest.Forms
 
             try
             {
-                var maxPlates = 100;
+                await RunAutoNestAsync(items, progressForm, progress, nestingCts.Token);
-
-                for (var plateCount = 0; plateCount < maxPlates; plateCount++)
-                {
-                    var remaining = items.Where(i => i.Quantity > 0).ToList();
-
-                    if (remaining.Count == 0)
-                        break;
-
-                    if (token.IsCancellationRequested)
-                        break;
-
-                    var plate = activeForm.PlateView.Plate.Parts.Count > 0
-                        ? activeForm.Nest.CreatePlate()
-                        : activeForm.PlateView.Plate;
-
-                    if (plate != activeForm.PlateView.Plate)
-                    {
-                        activeForm.LoadLastPlate();
-
-                        var newPreviewPlate = new Plate(plate.Size)
-                        {
-                            Quadrant = plate.Quadrant,
-                            PartSpacing = plate.PartSpacing,
-                            Thickness = plate.Thickness,
-                            Material = plate.Material,
-                        };
-                        newPreviewPlate.EdgeSpacing = plate.EdgeSpacing;
-                        progressForm.PreviewPlate = newPreviewPlate;
-                    }
-
-                    var anyPlaced = false;
-
-                    var engine = NestEngineRegistry.Create(plate);
-                    engine.PlateNumber = plateCount;
-
-                    var nestParts = await Task.Run(() =>
-                        engine.Nest(remaining, progress, token));
-
-                    activeForm.PlateView.ClearPreviewParts();
-
-                    if (nestParts.Count > 0 && (!token.IsCancellationRequested || progressForm.Accepted))
-                    {
-                        plate.Parts.AddRange(nestParts);
-                        activeForm.PlateView.Invalidate();
-                        anyPlaced = true;
-                    }
-
-                    if (!anyPlaced)
-                        break;
-                }
-
-                activeForm.Nest.UpdateDrawingQuantities();
-                progressForm.ShowCompleted();
             }
             catch (Exception ex)
             {
@@ -1002,6 +938,84 @@ namespace OpenNest.Forms
             }
         }
 
+        private async Task RunAutoNestAsync(
+            List<NestItem> items,
+            NestProgressForm progressForm,
+            IProgress<NestProgress> progress,
+            CancellationToken token)
+        {
+            const int maxPlates = 100;
+
+            for (var plateIndex = 0; plateIndex < maxPlates; plateIndex++)
+            {
+                var remaining = items.Where(i => i.Quantity > 0).ToList();
+
+                if (remaining.Count == 0 || token.IsCancellationRequested)
+                    break;
+
+                var plate = GetOrCreatePlate(progressForm);
+
+                var placed = await NestSinglePlateAsync(
+                    plate, plateIndex, remaining, progressForm, progress, token);
+
+                if (!placed)
+                    break;
+            }
+
+            activeForm.Nest.UpdateDrawingQuantities();
+            progressForm.ShowCompleted();
+        }
+
+        private Plate GetOrCreatePlate(NestProgressForm progressForm)
+        {
+            var currentPlate = activeForm.PlateView.Plate;
+
+            if (currentPlate.Parts.Count == 0)
+                return currentPlate;
+
+            var plate = activeForm.Nest.CreatePlate();
+            activeForm.LoadLastPlate();
+            progressForm.PreviewPlate = CreatePreviewPlate(plate);
+            return plate;
+        }
+
+        private async Task<bool> NestSinglePlateAsync(
+            Plate plate,
+            int plateIndex,
+            List<NestItem> items,
+            NestProgressForm progressForm,
+            IProgress<NestProgress> progress,
+            CancellationToken token)
+        {
+            var engine = NestEngineRegistry.Create(plate);
+            engine.PlateNumber = plateIndex;
+
+            var nestParts = await Task.Run(() =>
+                engine.Nest(items, progress, token));
+
+            activeForm.PlateView.ClearPreviewParts();
+
+            if (nestParts.Count == 0 || (token.IsCancellationRequested && !progressForm.Accepted))
+                return false;
+
+            plate.Parts.AddRange(nestParts);
+            activeForm.PlateView.Invalidate();
+            return true;
+        }
+
+        private static Plate CreatePreviewPlate(Plate source)
+        {
+            var plate = new Plate(source.Size)
+            {
+                Quadrant = source.Quadrant,
+                PartSpacing = source.PartSpacing,
+                Thickness = source.Thickness,
+                Material = source.Material,
+            };
+            plate.EdgeSpacing = source.EdgeSpacing;
+            return plate;
+        }
+
         private void SequenceAllPlates_Click(object sender, EventArgs e)
         {
             if (activeForm == null)