From 2498b1ba0c1933d58da136b34ad8faccd87076c8 Mon Sep 17 00:00:00 2001 From: huochenghai Date: Tue, 5 Mar 2024 12:01:46 +0800 Subject: [PATCH 1/6] add Razor.Templating.Core (#1169) * add extract constrains * refactor buffer schedule * add Razor.Templating.Core * reorder SwapBinaryArgs * Apply code-format changes * Update NuGet.Config --------- Co-authored-by: zhengqihang <597323109@qq.com> Co-authored-by: xhuohai Co-authored-by: sunnycase --- NuGet.Config | 2 - .../Nncase.Modules.StackVM/packages.lock.json | 9 +- src/Nncase.Cli/Program.cs | 2 +- src/Nncase.Cli/packages.lock.json | 9 +- src/Nncase.CodeGen/Nncase.CodeGen.csproj | 1 + src/Nncase.CodeGen/packages.lock.json | 6 + src/Nncase.Compiler/Compiler.cs | 2 +- src/Nncase.Compiler/packages.lock.json | 9 +- src/Nncase.Core/TIR/TIRUtilities.cs | 17 ++ src/Nncase.Core/Utilities/ShapeExprUtility.cs | 1 - .../CostModel/EGraphCostPrinter.cs | 47 +++- src/Nncase.EGraph/Passes/EGraphExtensions.cs | 50 +++++ .../Passes/EGraphExtractExtensions.cs | 95 --------- .../SatExtractor.cs => EGraphExtractor.cs} | 17 +- .../Passes/EGraphExtractors/Extractor.cs | 200 ------------------ src/Nncase.EGraph/Passes/RewriteProvider.cs | 2 +- .../BufferSchedule/BufferScheduleTypes.cs | 46 ++-- .../BufferSchedule/BufferScheduler.cs | 118 +++++------ .../BufferSchedule/LifeTimeCollector.cs | 73 ++++--- src/Nncase.Passes/DDrBufferSchdeulePass.cs | 3 +- src/Nncase.Passes/EGraphExtractPass.cs | 2 +- src/Nncase.Studio/packages.lock.json | 9 +- src/Nncase.Targets/packages.lock.json | 9 +- .../packages.lock.json | 9 +- .../CostModel/UnitTestEGraphCostModel.cs | 4 +- src/Nncase.Tests/packages.lock.json | 9 +- 26 files changed, 297 insertions(+), 454 deletions(-) create mode 100644 src/Nncase.EGraph/Passes/EGraphExtensions.cs delete mode 100644 src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs rename src/Nncase.EGraph/Passes/{EGraphExtractors/SatExtractor.cs => EGraphExtractor.cs} (94%) delete mode 100644 src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs diff --git a/NuGet.Config b/NuGet.Config index 5e7849eab..fd11e2a06 100644 --- a/NuGet.Config +++ b/NuGet.Config @@ -2,13 +2,11 @@ - - diff --git a/modules/Nncase.Modules.StackVM/packages.lock.json b/modules/Nncase.Modules.StackVM/packages.lock.json index 4830d0bbf..8820c0523 100644 --- a/modules/Nncase.Modules.StackVM/packages.lock.json +++ b/modules/Nncase.Modules.StackVM/packages.lock.json @@ -121,7 +121,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.core": { @@ -266,6 +267,12 @@ "libortki": "0.0.2" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Cli/Program.cs b/src/Nncase.Cli/Program.cs index 0ef25c056..4938227c7 100644 --- a/src/Nncase.Cli/Program.cs +++ b/src/Nncase.Cli/Program.cs @@ -179,7 +179,7 @@ private static void ConfigureHost(IHostBuilder hostBuilder) private static void ConfigureAppConfiguration(HostBuilderContext context, IConfigurationBuilder builder) { var baseDirectory = Path.GetDirectoryName(typeof(Program).Assembly.Location); - builder.SetBasePath(baseDirectory) + builder.SetBasePath(baseDirectory!) .AddJsonFile("config.json", true, false); } } diff --git a/src/Nncase.Cli/packages.lock.json b/src/Nncase.Cli/packages.lock.json index 56eaafb11..69a847ef0 100644 --- a/src/Nncase.Cli/packages.lock.json +++ b/src/Nncase.Cli/packages.lock.json @@ -664,7 +664,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.compiler": { @@ -932,6 +933,12 @@ "libortki": "0.0.2" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.CodeGen/Nncase.CodeGen.csproj b/src/Nncase.CodeGen/Nncase.CodeGen.csproj index a4e6d0ecd..a22aa4760 100644 --- a/src/Nncase.CodeGen/Nncase.CodeGen.csproj +++ b/src/Nncase.CodeGen/Nncase.CodeGen.csproj @@ -8,6 +8,7 @@ + diff --git a/src/Nncase.CodeGen/packages.lock.json b/src/Nncase.CodeGen/packages.lock.json index fd39ebd2f..b42e1ecfa 100644 --- a/src/Nncase.CodeGen/packages.lock.json +++ b/src/Nncase.CodeGen/packages.lock.json @@ -8,6 +8,12 @@ "resolved": "1.2.12", "contentHash": "D4mn5Cab4ztPLJ0V8uMErDrO/Y61098nwrvyIOLZymVAYOQcwP1vomVWKbTagf1aPU3cX5Q7adZtQEQwOy6XEg==" }, + "Razor.Templating.Core": { + "type": "Direct", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "StyleCop.Analyzers": { "type": "Direct", "requested": "[1.2.0-beta.435, )", diff --git a/src/Nncase.Compiler/Compiler.cs b/src/Nncase.Compiler/Compiler.cs index 3d83a6b0b..c21b7247d 100644 --- a/src/Nncase.Compiler/Compiler.cs +++ b/src/Nncase.Compiler/Compiler.cs @@ -100,7 +100,6 @@ public void TargetIndependentPass(IPassManager passManager) p.Add(); p.Add(); p.Add(); - p.Add(); p.Add(); p.Add(); p.Add(); @@ -141,6 +140,7 @@ public void TargetIndependentPass(IPassManager passManager) p.Add(); p.Add(); p.Add(); + p.Add(); p.Add(); }); diff --git a/src/Nncase.Compiler/packages.lock.json b/src/Nncase.Compiler/packages.lock.json index f22a60614..214f5c927 100644 --- a/src/Nncase.Compiler/packages.lock.json +++ b/src/Nncase.Compiler/packages.lock.json @@ -661,7 +661,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.core": { @@ -880,6 +881,12 @@ "libortki": "0.0.2" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Core/TIR/TIRUtilities.cs b/src/Nncase.Core/TIR/TIRUtilities.cs index 6a1142e71..6dcad9ad1 100644 --- a/src/Nncase.Core/TIR/TIRUtilities.cs +++ b/src/Nncase.Core/TIR/TIRUtilities.cs @@ -71,4 +71,21 @@ public static class TIRUtilities IR.F.Math.Max(0, t.First.Start), IR.F.Math.Min(t.Second.FixedValue, t.First.Stop), t.First.Step)).ToArray(); + + public static bool TryGetFixedRegions(TIR.BufferRegion region, out (int Start, int Stop, int Step)[] slice) + { + slice = new (int Start, int Stop, int Step)[region.Region.Length]; + for (int i = 0; i < region.Region.Length; i++) + { + var rg = region.Region[i]; + if (rg is not Range { Start: IR.TensorConst start, Stop: IR.TensorConst stop, Step: IR.TensorConst step }) + { + return false; + } + + slice[i] = (start.Value.ToScalar(), stop.Value.ToScalar(), step.Value.ToScalar()); + } + + return true; + } } diff --git a/src/Nncase.Core/Utilities/ShapeExprUtility.cs b/src/Nncase.Core/Utilities/ShapeExprUtility.cs index c1da04dca..9c73513cf 100644 --- a/src/Nncase.Core/Utilities/ShapeExprUtility.cs +++ b/src/Nncase.Core/Utilities/ShapeExprUtility.cs @@ -1,7 +1,6 @@ // Copyright (c) Canaan Inc. All rights reserved. // Licensed under the Apache license. See LICENSE file in the project root for full license information. -using GiGraph.Dot.Output.Writers.Edges; using Nncase.Diagnostics; using Nncase.IR; using Nncase.IR.Tensors; diff --git a/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs b/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs index c8f3bd5c3..ac2d1c1ca 100644 --- a/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs +++ b/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs @@ -32,6 +32,25 @@ internal static DotGraph DumpEgraphAsDot(IEGraph eGraph, CostModel.EGraphCostMod return printer.SaveToStream(file); } + /// + /// find the minCostEnode in eclass. + /// + /// the marker first. + /// + /// + internal static ENode MinByWithMarker(EClass eClass, CostModel.EGraphCostModel costModel) + { + return eClass.Nodes.OrderBy(e => e.Expr, ENodeTypeComparer.Instance).MinBy(x => x.Expr is Marker ? CostModel.Cost.Zero : costModel[x])!; + } + + /// + /// find the minCostEnode in eclass skip marker. + /// + internal static ENode MinByWithOutMarker(EClass eClass, CostModel.EGraphCostModel costModel) + { + return eClass.Nodes.Where(e => e.Expr is not Marker).MinBy(x => costModel[x])!; + } + private DotGraph AttachEGraphCost(CostModel.EGraphCostModel costModel, EClass entry) { // 1. display each enode costs. @@ -72,12 +91,12 @@ void Dfs(EClass curclass) continue; } - var minCostEnode = parent.MinByWithMarker(costModel); + var minCostEnode = MinByWithMarker(parent, costModel); // when this marker ecalss has been visited, skip it. if (markerEclassMemo.Contains(parent)) { - minCostEnode = parent.MinByWithOutMarker(costModel); + minCostEnode = MinByWithOutMarker(parent, costModel); } var (minCostDotnode, table) = NodesMap[minCostEnode]; @@ -93,7 +112,7 @@ void Dfs(EClass curclass) if (minCostEnode.Expr is Marker && child == parent) { markerEclassMemo.Add(child); - var otherminCostENode = child.MinByWithOutMarker(costModel); + var otherminCostENode = MinByWithOutMarker(child, costModel); var (childDotNode, _) = NodesMap[otherminCostENode]; _dotGraph.Edges.Add(childDotNode, minCostDotnode, edge => { @@ -103,7 +122,7 @@ void Dfs(EClass curclass) } else { - var childEnode = child.Find().MinByWithMarker(costModel); + var childEnode = MinByWithMarker(child.Find(), costModel); var (childDotNode, _) = NodesMap[childEnode]; _dotGraph.Edges.Add(childDotNode, minCostDotnode, edge => { @@ -126,3 +145,23 @@ void Dfs(EClass curclass) return _dotGraph; } } + +internal sealed class ENodeTypeComparer : IComparer +{ + public static readonly ENodeTypeComparer Instance = new(); + + public int Compare(Expr? x, Expr? y) => (x, y) switch + { + (null, null) => 0, + (Expr, null) => 1, + (null, Expr) => -1, + (Expr, Expr) => GetPriority(x).CompareTo(GetPriority(y)), + }; + + private int GetPriority(Expr x) => x switch + { + Marker => 0, + Const => 1, + _ => 2, + }; +} diff --git a/src/Nncase.EGraph/Passes/EGraphExtensions.cs b/src/Nncase.EGraph/Passes/EGraphExtensions.cs new file mode 100644 index 000000000..5a349cec4 --- /dev/null +++ b/src/Nncase.EGraph/Passes/EGraphExtensions.cs @@ -0,0 +1,50 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using System; +using System.Collections.Generic; +using System.IO; +using System.Linq; +using System.Text; +using Google.OrTools.Sat; +using Nncase.CostModel; +using Nncase.Diagnostics; +using Nncase.IR; +using Nncase.PatternMatch; +using static Nncase.PatternMatch.F.Math; +using static Nncase.PatternMatch.Utility; + +namespace Nncase.Passes; + +/// +/// EGraph extract extensions. +/// +public static class EGraphExtensions +{ + /// + /// Extract egraph. + /// + /// egraph. + /// Root eclass. + /// base func cost evaluator. + /// the cp model constrains. + public static Expr Extract(this IEGraph eGraph, EClass root, Evaluator.IBaseFuncCostEvaluator? basefunc_cost_evaluator, EGraphExtractConstrains[] constrains) + { + // 1. set enode expr with more accuracy type. + foreach (var eclass in eGraph.Classes) + { + foreach (var nodes in eclass.Nodes) + { + if (eclass.CheckedType.CompareTo(nodes.Expr.CheckedType) > 0) + { + nodes.Expr.CheckedType = eclass.CheckedType; + } + } + } + + // 2. start the cost evaluator + var costModel = new CostModel.EGraphCostEvaluator(root.Find(), basefunc_cost_evaluator, false).Evaluate(); + + return new EGraphExtractor(costModel).Extract(root.Find(), eGraph, constrains); + } +} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs b/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs deleted file mode 100644 index 7c0cfbdc2..000000000 --- a/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs +++ /dev/null @@ -1,95 +0,0 @@ -// Copyright (c) Canaan Inc. All rights reserved. -// Licensed under the Apache license. See LICENSE file in the project root for full license information. - -using System; -using System.Collections.Generic; -using System.IO; -using System.Linq; -using System.Text; -using Nncase.CostModel; -using Nncase.Diagnostics; -using Nncase.IR; -using Nncase.PatternMatch; -using static Nncase.PatternMatch.F.Math; -using static Nncase.PatternMatch.Utility; - -namespace Nncase.Passes; - -/// -/// EGraph extract extensions. -/// -public static class EGraphExtractExtensions -{ - /// - /// Extract egraph. - /// - /// eGraph. - /// Root eclass. - /// base func cost evaluator. - /// the picks. - /// Extracted root expression. - public static Expr Extract(this IEGraph eGraph, EClass root, Evaluator.IBaseFuncCostEvaluator? basefunc_cost_evaluator, out IReadOnlyDictionary picks) - { - // 1. set enode expr with more accuracy type. - foreach (var eclass in eGraph.Classes) - { - foreach (var nodes in eclass.Nodes) - { - if (eclass.CheckedType.CompareTo(nodes.Expr.CheckedType) > 0) - { - nodes.Expr.CheckedType = eclass.CheckedType; - } - } - } - - // 2. start the cost evaluator - var costModel = new EGraphCostEvaluator(root.Find(), basefunc_cost_evaluator, false).Evaluate(); - - // if (DumpScope.Current.IsEnabled(DumpFlags.EGraphCost)) - // { - // using var fs = DumpScope.Current.OpenFile(Path.Combine("Costs", $"V{eGraph.Version}.dot")); - // EGraphPrinter.DumpEgraphAsDot(eGraph, costModel, root.Find(), fs); - // } - // return new EGraphExtractor(costModel).Extract(root.Find(), eGraph); - return new EGraphExtractors.SatExtractor(costModel).Extract(root.Find(), eGraph, out picks); - } - - /// - /// find the minCostEnode in eclass. - /// - /// the marker first. - /// - /// - internal static ENode MinByWithMarker(this EClass eClass, CostModel.EGraphCostModel costModel) - { - return eClass.Nodes.OrderBy(e => e.Expr, ENodeTypeComparer.Instance).MinBy(x => x.Expr is Marker ? Cost.Zero : costModel[x])!; - } - - /// - /// find the minCostEnode in eclass skip marker. - /// - internal static ENode MinByWithOutMarker(this EClass eClass, CostModel.EGraphCostModel costModel) - { - return eClass.Nodes.Where(e => e.Expr is not Marker).MinBy(x => costModel[x])!; - } - - internal sealed class ENodeTypeComparer : IComparer - { - public static readonly ENodeTypeComparer Instance = new(); - - public int Compare(Expr? x, Expr? y) => (x, y) switch - { - (null, null) => 0, - (Expr, null) => 1, - (null, Expr) => -1, - (Expr, Expr) => GetPriority(x).CompareTo(GetPriority(y)), - }; - - private int GetPriority(Expr x) => x switch - { - Marker => 0, - Const => 1, - _ => 2, - }; - } -} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs b/src/Nncase.EGraph/Passes/EGraphExtractor.cs similarity index 94% rename from src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs rename to src/Nncase.EGraph/Passes/EGraphExtractor.cs index fab2fc05e..c7eba4570 100644 --- a/src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs +++ b/src/Nncase.EGraph/Passes/EGraphExtractor.cs @@ -11,18 +11,20 @@ using Nncase.Diagnostics; using Nncase.IR; -namespace Nncase.Passes.EGraphExtractors; +namespace Nncase.Passes; -internal class SatExtractor : IExtractor +public delegate void EGraphExtractConstrains(CpModel model, IReadOnlyDictionary vars); + +internal class EGraphExtractor { private readonly EGraphCostModel _costModel; - public SatExtractor(EGraphCostModel costModel) + public EGraphExtractor(EGraphCostModel costModel) { _costModel = costModel; } - public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks) + public Expr Extract(EClass root, IEGraph eGraph, EGraphExtractConstrains[] constrains) { var cpmodel = new CpModel(); @@ -68,6 +70,11 @@ public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary vars[n]), eGraph.Nodes.Select(n => checked((long)_costModel[n].Score)))); @@ -121,7 +128,7 @@ public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary e, e => solver.BooleanValue(vars[e])); + var picks = eGraph.Nodes.ToDictionary(e => e, e => solver.BooleanValue(vars[e])); using (var dumpStream = enableDump ? DumpScope.Current.OpenFile("Costs/Pick.dot") : Stream.Null) { EGraphPrinter.DumpEgraphAsDot(eGraph, _costModel, picks, root.Find(), dumpStream); diff --git a/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs b/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs deleted file mode 100644 index fcf2abd72..000000000 --- a/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs +++ /dev/null @@ -1,200 +0,0 @@ -// Copyright (c) Canaan Inc. All rights reserved. -// Licensed under the Apache license. See LICENSE file in the project root for full license information. - -using System; -using System.Collections.Generic; -using System.IO; -using System.Linq; -using System.Text; -using Nncase.CostModel; -using Nncase.Diagnostics; -using Nncase.IR; -using Nncase.PatternMatch; -using static Nncase.PatternMatch.F.Math; -using static Nncase.PatternMatch.Utility; - -namespace Nncase.Passes.EGraphExtractors; - -internal interface IExtractor -{ - Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks); -} - -internal class Extractor : IExtractor -{ - private readonly EGraphCostModel _costModel; - private readonly Dictionary _eclassMemo = new(); - private readonly Dictionary _markerEclassMemo = new(); - private readonly Dictionary _picks = new(); - private StreamWriter? _dumpWriter; - - public Extractor(EGraphCostModel costModel) - { - _costModel = costModel; - } - - public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks) - { - _dumpWriter = DumpScope.Current.IsEnabled(DumpFlags.EGraphCost) - ? new StreamWriter(DumpScope.Current.OpenFile($"{nameof(Extractor)}_Class_{root.Id}.txt")) - : null; - try - { - Visit(root); - } - finally - { - _dumpWriter?.Dispose(); - } - - foreach (var enode in eGraph.Nodes) - { - if (!_picks.ContainsKey(enode)) - { - _picks[enode] = false; - } - } - - picks = _picks; - return _eclassMemo[root]; - } - - private void Visit(EClass eclass) - { - var stack = new Stack<(EClass, ENode)>(); - stack.Push((eclass, eclass.MinByWithMarker(_costModel))); - var markerEclassSet = new HashSet(); - while (stack.Any()) - { - (eclass, var minCostEnode) = stack.Peek(); - if (_eclassMemo.ContainsKey(eclass)) - { - stack.Pop(); - continue; - } - - Expr? expr = null; - switch (minCostEnode.Expr) - { - case Var or TensorConst or TupleConst or Op or Fusion or None: - expr = minCostEnode.Expr; - break; - case Function or Call or IR.Tuple or Marker or IR.If: - var childrenExprs = new List(); - foreach (var child in minCostEnode.Children) - { - if (!_eclassMemo.TryGetValue(child, out var childExpr)) - { - if (minCostEnode.Expr is Marker && child == eclass) - { - if (!_markerEclassMemo.TryGetValue(eclass, out var markerInputExpr)) - { - markerEclassSet.Add(eclass); - stack.Push((eclass, eclass.MinByWithOutMarker(_costModel))); - } - else - { - childrenExprs.Add(markerInputExpr); - } - } - else - { - stack.Push((child, child.MinByWithMarker(_costModel))); - } - } - else - { - childrenExprs.Add(childExpr); - } - } - - if (childrenExprs.Count != minCostEnode.Children.Count) - { - break; - } - - expr = minCostEnode.Expr switch - { - Function function => Visit(minCostEnode, function, new(childrenExprs)), - Call call => Visit(minCostEnode, call, new(childrenExprs)), - IR.Tuple tuple => Visit(minCostEnode, tuple, new(childrenExprs)), - Marker marker => Visit(minCostEnode, marker, new(childrenExprs)), - IR.If @if => Visit(minCostEnode, @if, new(childrenExprs)), - _ => throw new ArgumentException("Unsupported expression type."), - }; - - break; - default: - throw new ArgumentException("Unsupported expression type."); - } - - if (expr is null) - { - continue; - } - - if (markerEclassSet.Contains(eclass) && minCostEnode.Expr is not Marker) - { - _markerEclassMemo.Add(eclass, expr); - } - else - { - _eclassMemo.Add(eclass, expr); - } - - _picks[minCostEnode] = true; - stack.Pop(); - } - } - - private Marker Visit(ENode enode, Marker marker, IRArray children) - { - var target = children[0]; - var attr = children[1]; - return marker.With(target: target, attribute: attr); - } - - private Function Visit(ENode enode, Function func, IRArray children) - { - if (children.Count == 0) - { - return func; - } - - var body = children[0]; - return func.With(body: body); - } - - private IR.Tuple Visit(ENode enode, IR.Tuple tuple, IRArray children) - { - return tuple.With(fields: children.ToArray()); - } - - private IR.If Visit(ENode enode, IR.If @if, IRArray children) - { - return @if.With(condition: children[^3], then: children[^2], @else: children[^1], paramList: children[..^3].ToArray()); - } - - private Call Visit(ENode enode, Call call, IRArray children) - { - var target = children[0]; - var arguments = children.Skip(1); - - // for mix quant debug. - if (call.EnodeQuantConfigWithCosine != null && _dumpWriter != null) - { - _dumpWriter.WriteLine(call + " " + call.CheckedType); - for (int i = 0; i < call.EnodeQuantConfigWithCosine.Count; i++) - { - for (int j = 0; j < call.EnodeQuantConfigWithCosine[i].Item1.Count; j++) - { - _dumpWriter.Write(call.EnodeQuantConfigWithCosine[i].Item1[j] + " "); - } - - _dumpWriter.WriteLine(call.EnodeQuantConfigWithCosine[i].Item3); - } - } - - return call.With(target: target, arguments: arguments.ToArray(), call.Metadata); - } -} diff --git a/src/Nncase.EGraph/Passes/RewriteProvider.cs b/src/Nncase.EGraph/Passes/RewriteProvider.cs index 07d3416ed..ad64c2207 100644 --- a/src/Nncase.EGraph/Passes/RewriteProvider.cs +++ b/src/Nncase.EGraph/Passes/RewriteProvider.cs @@ -36,7 +36,7 @@ public Expr ERewrite(Expr expr, IEnumerable rules, RunPassContext var graph = new EGraph(expr); ERewrite(graph, rules, options); - var post = graph.Extract(graph.Root!, null, out _); + var post = graph.Extract(graph.Root!, null, Array.Empty()); return post; } diff --git a/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs b/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs index 13e8ab86f..3b76f1673 100644 --- a/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs +++ b/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs @@ -3,54 +3,34 @@ namespace Nncase.Passes.BufferSchedule; -internal sealed class TimeInterval +public sealed class Interval { - public TimeInterval(int start, int end) - { - Brith = start; - Death = end; - } - - public int Brith { get; set; } - - public int Death { get; set; } - - public int Size => Death - Brith; - - public override string ToString() - { - return $"TimeInterval({Brith}, {Death})"; - } -} - -internal sealed class MemSpan -{ - public MemSpan(int start, int end) + public Interval(int start, int end) { Start = start; - End = end; + Stop = end; } public int Start { get; set; } - public int End { get; set; } + public int Stop { get; set; } - public int Size => End - Start; + public int Size => Stop - Start; public override string ToString() { - return $"MemSpan({Start}, {End})"; + return $"Interval({Start}, {Stop})"; } } -internal class ScheduleBuffer +public class ScheduleBuffer { - public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan span, int[] shape, int[] strides, bool inplace) + public ScheduleBuffer(string name, int number, Interval timeInterval, Interval memInterval, int[] shape, int[] strides, bool inplace) { Name = name; Number = number; - Interval = interval; - Span = span; + TimeInterval = timeInterval; + MemInterval = memInterval; Shape = shape; Strides = strides; Inplace = inplace; @@ -60,9 +40,9 @@ public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan sp public int Number { get; } - public TimeInterval Interval { get; } + public Interval TimeInterval { get; } - public MemSpan Span { get; } + public Interval MemInterval { get; } public int[] Shape { get; } @@ -72,6 +52,6 @@ public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan sp public override string ToString() { - return $"ScheduledBuffer('{Name}', {Number}, {Interval}, {Span}, ConstraintsMode.No, [{string.Join(",", Shape)}], [{string.Join(",", Strides)}], {Inplace})"; + return $"ScheduledBuffer('{Name}', {Number}, {TimeInterval}, {MemInterval}, ConstraintsMode.No, [{string.Join(",", Shape)}], [{string.Join(",", Strides)}], {Inplace})"; } } diff --git a/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs b/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs index 25f7d6f5b..8d02aff4e 100644 --- a/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs +++ b/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs @@ -13,12 +13,42 @@ namespace Nncase.Passes.BufferSchedule; -internal sealed class BufferScheduler +public class BufferScheduler { - public IReadOnlyDictionary CollectLifeTime(Function func) + public virtual void ExternalConstrains(CpModel model, IReadOnlyDictionary bufferMap, IReadOnlyDictionary boxs) { - var c = new LifeTimeCollector(); - return c.Collect(func); + foreach (var (expr, item) in bufferMap) + { + if (expr is Call { Target: IR.Tensors.Concat } concatCall && concatCall.Arguments[0] is IR.Tuple tuple) + { + // the concat inputs must contiguous + int offset = 0; + for (int i = 0; i < tuple.Fields.Length; i++) + { + model.Add((boxs[concatCall].Y.StartExpr() + offset) == boxs[tuple.Fields[i]].Y.StartExpr()); + offset += bufferMap[tuple.Fields[i]].MemInterval.Size; + } + } + else if (expr is Call { Target: IR.Tensors.Split } splitCall) + { + // the split must equal with input. + model.Add(boxs[splitCall].Y.StartExpr() == boxs[splitCall.Arguments[0]].Y.StartExpr()); + + // the split outputs must contiguous + var users = splitCall.GetUsers(); + int offset = 0; + foreach (var user in users.OrderBy(e => ((Call)e).Arguments[1].Evaluate().AsTensor().ToScalar())) + { + model.Add((boxs[splitCall].Y.StartExpr() + offset) == boxs[user].Y.StartExpr()); + offset += bufferMap[user].MemInterval.Size; + } + } + else if (expr is Call { Target: IR.Tensors.Reshape } reshapCall) + { + // the reshape must equal with it's input. + model.Add(boxs[reshapCall].Y.StartExpr() == boxs[reshapCall.Arguments[0]].Y.StartExpr()); + } + } } public void Schedule(IReadOnlyDictionary bufferMap) @@ -30,21 +60,21 @@ public void Schedule(IReadOnlyDictionary bufferMap) var yStarts = new List(); foreach (var (expr, item) in bufferMap) { - var xInterval = model.NewIntervalVar(model.NewConstant(item.Interval.Brith), model.NewConstant(item.Interval.Size), model.NewConstant(item.Interval.Death), item.Name + $"{item.Number}_x"); + var xInterval = model.NewIntervalVar(model.NewConstant(item.TimeInterval.Start), model.NewConstant(item.TimeInterval.Size), model.NewConstant(item.TimeInterval.Stop), item.Name + $"{item.Number}_x"); - var upbound = 2147483648 - item.Span.End; + var upbound = 2147483648 - item.MemInterval.Stop; if (upbound <= 0) { throw new System.NotSupportedException(); } var memStartVar = model.NewIntVar(0, upbound, $"{item.Name}_{item.Number}_y_start"); - var yInterval = model.NewFixedSizeIntervalVar(memStartVar, item.Span.End, $"{item.Name}_{item.Number}_y"); + var yInterval = model.NewFixedSizeIntervalVar(memStartVar, item.MemInterval.Stop, $"{item.Name}_{item.Number}_y"); noOverlap.AddRectangle(xInterval, yInterval); yStarts.Add(memStartVar); boxs.Add(expr, (xInterval, yInterval)); - for (int time = item.Interval.Brith; time < item.Interval.Death; time++) + for (int time = item.TimeInterval.Start; time < item.TimeInterval.Stop; time++) { if (!timeMap.TryGetValue(time, out var timelist)) { @@ -56,38 +86,7 @@ public void Schedule(IReadOnlyDictionary bufferMap) } } - foreach (var (expr, item) in bufferMap) - { - if (expr is Call { Target: IR.Tensors.Concat } concatCall && concatCall.Arguments[0] is IR.Tuple tuple) - { - // the concat inputs must contiguous - int offset = 0; - for (int i = 0; i < tuple.Fields.Length; i++) - { - model.Add((boxs[concatCall].Y.StartExpr() + offset) == boxs[tuple.Fields[i]].Y.StartExpr()); - offset += bufferMap[tuple.Fields[i]].Span.Size; - } - } - else if (expr is Call { Target: IR.Tensors.Split } splitCall) - { - // the split must equal with input. - model.Add(boxs[splitCall].Y.StartExpr() == boxs[splitCall.Arguments[0]].Y.StartExpr()); - - // the split outputs must contiguous - var users = splitCall.GetUsers(); - int offset = 0; - foreach (var user in users.OrderBy(e => ((Call)e).Arguments[1].Evaluate().AsTensor().ToScalar())) - { - model.Add((boxs[splitCall].Y.StartExpr() + offset) == boxs[user].Y.StartExpr()); - offset += bufferMap[user].Span.Size; - } - } - else if (expr is Call { Target: IR.Tensors.Reshape } reshapCall) - { - // the reshape must equal with it's input. - model.Add(boxs[reshapCall].Y.StartExpr() == boxs[reshapCall.Arguments[0]].Y.StartExpr()); - } - } + ExternalConstrains(model, bufferMap, boxs); model.Minimize(LinearExpr.Sum(yStarts)); @@ -99,10 +98,10 @@ public void Schedule(IReadOnlyDictionary bufferMap) throw new System.NotSupportedException(); } - foreach (var (k, v) in bufferMap) + foreach (var (k, _) in bufferMap) { - bufferMap[k].Span.Start = checked((int)solver.Value(boxs[k].Y.StartExpr())); - bufferMap[k].Span.End = checked((int)solver.Value(boxs[k].Y.EndExpr())); + bufferMap[k].MemInterval.Start = checked((int)solver.Value(boxs[k].Y.StartExpr())); + bufferMap[k].MemInterval.Stop = checked((int)solver.Value(boxs[k].Y.EndExpr())); } } @@ -119,18 +118,11 @@ from enum import Enum from typing import List @dataclass -class TimeInterval(): +class Interval(): start: int end: int def __str__(self) -> str: - return f'(start: {self.start}, end {self.end})' - -@dataclass -class MemSpan(): - depth_start: int - depth_end: int - def __str__(self) -> str: - return f'(start: {self.depth_start}, size {self.depth_end - self.depth_start})' + return f'(start: {self.start}, end {self.end}, size {self.end - self.start})' class ConstraintsMode(Enum): No = 0 @@ -140,8 +132,8 @@ class ConstraintsMode(Enum): class ScheduledBuffer(): name: str number: int - interval: TimeInterval - location: MemSpan + time_interval: Interval + mem_interval: Interval constraints: ConstraintsMode shape: List[int] stride: List[int] @@ -166,8 +158,8 @@ class ScheduledBuffer(): 'height': [], 'alpha': [], 'color': [], - 'location': [], - 'interval': [], + 'mem_interval': [], + 'time_interval': [], 'shape': [], 'stride': [], } @@ -177,10 +169,10 @@ class ScheduledBuffer(): color_dict = {} for buffer in buffers: source['name'].append(buffer.name) - width = buffer.interval.end - buffer.interval.start - x = buffer.interval.start + (width / 2) - height = buffer.location.depth_end - buffer.location.depth_start - y = buffer.location.depth_start + (height / 2) + width = buffer.time_interval.end - buffer.time_interval.start + x = buffer.time_interval.start + (width / 2) + height = buffer.mem_interval.end - buffer.mem_interval.start + y = buffer.mem_interval.start + (height / 2) y_range_max = max(y_range_max, y) x_range_max = max(x_range_max, buffer.interval.end) source['x'].append(x) @@ -193,13 +185,13 @@ class ScheduledBuffer(): color_dict[buffer.name] = color source['color'].append(color) source['alpha'].append(0.2 if buffer.inplace else 1.0) - source['interval'].append(str(buffer.interval)) - source['location'].append(str(buffer.location)) + source['time_interval'].append(str(buffer.time_interval)) + source['mem_interval'].append(str(buffer.mem_interval)) source['shape'].append(','.join([str(s) for s in buffer.shape])) source['stride'].append(','.join([str(s) for s in buffer.stride])) source = ColumnDataSource(source) -hover = HoverTool(tooltips=[('name', '@name'), ('interval', '@interval'), ('location', '@location'), +hover = HoverTool(tooltips=[('name', '@name'), ('time_interval', '@time_interval'), ('mem_interval', '@mem_interval'), ('shape', '@shape'), ('stride', '@stride')]) p = figure(tools=[hover, WheelPanTool(), SaveTool(), WheelZoomTool(), ResetTool()], width=1280, height=720, diff --git a/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs b/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs index 1edcc263d..938317762 100644 --- a/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs +++ b/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs @@ -10,16 +10,16 @@ namespace Nncase.Passes.BufferSchedule; -internal sealed class LifeTimeCollector : ExprVisitor +public class LifeTimeCollector : ExprVisitor { public int TimeStamp { get; private set; } - public Dictionary LifenessMap { get; } = new(ReferenceEqualityComparer.Instance); + public Dictionary LifenessMap { get; } = new(ReferenceEqualityComparer.Instance); - public IReadOnlyDictionary Collect(Function entry) + public IReadOnlyDictionary Collect(Expr expr) { - Visit(entry.Body); - Update(entry.Body); // avoid final call time interval size == 1. + Visit(expr); + Update(expr); // avoid final call time interval size == 1. Alias(); var d = new Dictionary(ReferenceEqualityComparer.Instance); @@ -32,8 +32,7 @@ public IReadOnlyDictionary Collect(Function entry) Var va => va.Name, _ => k.GetType().Name, }; - var size = GetSize(k.CheckedType, out var shape, out var stride); - + var size = ComputeBufferSize(k.CheckedType, out var shape, out var stride); d.Add(k, new(name, count++, v, new(0, size), shape, stride, false)); } @@ -62,6 +61,29 @@ protected override Unit VisitLeafCall(Call expr) return Unit.Default; } + protected virtual int ComputeBufferSize(IRType type, out int[] shape, out int[] stride) + { + shape = Array.Empty(); + stride = Array.Empty(); + var size = 0; + if (type is TensorType tensorType) + { + shape = tensorType.Shape.ToValueArray(); + stride = TensorUtilities.GetStrides(shape); + size = TensorUtilities.GetSize(shape, stride, tensorType.DType.SizeInBytes); + } + else if (type is TupleType tupleType) + { + size = 0; + foreach (var item in tupleType) + { + size += ComputeBufferSize(item, out _, out _); + } + } + + return size; + } + private void Update(Expr expr) { if (expr is Const or None) @@ -85,7 +107,7 @@ private void Update(Expr expr) } else { - interval.Death = TimeStamp + 1; + interval.Stop = TimeStamp + 1; } LifenessMap[expr] = interval; @@ -123,12 +145,12 @@ private void Alias() } while (changed); } - private bool AliasTime(Call call, TimeInterval interval) + private bool AliasTime(Call call, Interval interval) { - var brith = call.GetArguments().Select(arg => LifenessMap[arg].Death).Concat(new[] { interval.Brith }).Max(); - var death = call.GetUsers().Select(usr => LifenessMap[usr].Brith).Concat(new[] { interval.Death }).Min(); + var brith = call.GetArguments().Select(arg => LifenessMap[arg].Stop).Concat(new[] { interval.Start }).Max(); + var death = call.GetUsers().Select(usr => LifenessMap[usr].Start).Concat(new[] { interval.Stop }).Min(); - if (brith == interval.Brith && death == interval.Death) + if (brith == interval.Start && death == interval.Stop) { return false; } @@ -138,31 +160,8 @@ private bool AliasTime(Call call, TimeInterval interval) throw new InvalidOperationException(); } - interval.Brith = brith; - interval.Death = death; + interval.Start = brith; + interval.Stop = death; return true; } - - private int GetSize(IRType type, out int[] shape, out int[] stride) - { - shape = Array.Empty(); - stride = Array.Empty(); - var size = 0; - if (type is TensorType tensorType) - { - shape = tensorType.Shape.ToValueArray(); - stride = TensorUtilities.GetStrides(shape); - size = TensorUtilities.GetSize(shape, stride, tensorType.DType.SizeInBytes); - } - else if (type is TupleType tupleType) - { - size = 0; - foreach (var item in tupleType) - { - size += GetSize(item, out _, out _); - } - } - - return size; - } } diff --git a/src/Nncase.Passes/DDrBufferSchdeulePass.cs b/src/Nncase.Passes/DDrBufferSchdeulePass.cs index 15a650568..2103b7b04 100644 --- a/src/Nncase.Passes/DDrBufferSchdeulePass.cs +++ b/src/Nncase.Passes/DDrBufferSchdeulePass.cs @@ -46,7 +46,8 @@ protected override async Task RunCoreAsync(IRModule module, RunPassCon if (module.Entry is Function { ModuleKind: Callable.StackVMModuleKind, Body: Expr body } func && IsFixedType(body.CheckedType)) { var sch = new BufferSchedule.BufferScheduler(); - var buffers = sch.CollectLifeTime(func); + var c = new BufferSchedule.LifeTimeCollector(); + var buffers = c.Collect(func.Body); sch.Schedule(buffers); using (var fs = Diagnostics.DumpScope.Current.OpenFile("draw_buffers.py")) { diff --git a/src/Nncase.Passes/EGraphExtractPass.cs b/src/Nncase.Passes/EGraphExtractPass.cs index 2c2baa12b..ba028ea76 100644 --- a/src/Nncase.Passes/EGraphExtractPass.cs +++ b/src/Nncase.Passes/EGraphExtractPass.cs @@ -24,7 +24,7 @@ public EGraphExtractPass(IBaseFuncCostEvaluator? costEvaluator = null) protected override Task RunCoreAsync(IEGraph input, RunPassContext context) { - var post = (BaseFunction)input.Extract(input.Root!, _costEvaluator, out _); + var post = (BaseFunction)input.Extract(input.Root!, _costEvaluator, Array.Empty()); IRHelpers.DCE(post); return Task.FromResult(post); } diff --git a/src/Nncase.Studio/packages.lock.json b/src/Nncase.Studio/packages.lock.json index ee5a22e37..51b9c3532 100644 --- a/src/Nncase.Studio/packages.lock.json +++ b/src/Nncase.Studio/packages.lock.json @@ -916,7 +916,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.compiler": { @@ -1199,6 +1200,12 @@ "libortki": "0.0.2" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Targets/packages.lock.json b/src/Nncase.Targets/packages.lock.json index a434ae425..0205fb8c8 100644 --- a/src/Nncase.Targets/packages.lock.json +++ b/src/Nncase.Targets/packages.lock.json @@ -65,7 +65,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.core": { @@ -153,6 +154,12 @@ "System.Runtime.CompilerServices.Unsafe": "5.0.0" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "System.CommandLine": { "type": "CentralTransitive", "requested": "[2.0.0-beta4.22272.1, )", diff --git a/src/Nncase.Tests.TestFixture/packages.lock.json b/src/Nncase.Tests.TestFixture/packages.lock.json index b70a73730..21c8808ff 100644 --- a/src/Nncase.Tests.TestFixture/packages.lock.json +++ b/src/Nncase.Tests.TestFixture/packages.lock.json @@ -718,7 +718,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.compiler": { @@ -1001,6 +1002,12 @@ "libortki": "0.0.2" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs b/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs index c14174bde..2fe2ba6d3 100644 --- a/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs +++ b/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs @@ -47,10 +47,10 @@ public void TestEGraphExtractMinBy() }, }; - Assert.IsType(list.OrderBy(e => e, EGraphExtractExtensions.ENodeTypeComparer.Instance).First()); + Assert.IsType(list.OrderBy(e => e, ENodeTypeComparer.Instance).First()); Assert.True(cost[b] < cost[c]); - Assert.IsType(list.OrderBy(e => e, EGraphExtractExtensions.ENodeTypeComparer.Instance).MinBy(e => cost[e])); + Assert.IsType(list.OrderBy(e => e, ENodeTypeComparer.Instance).MinBy(e => cost[e])); } } diff --git a/src/Nncase.Tests/packages.lock.json b/src/Nncase.Tests/packages.lock.json index beff5e02b..3aa4e64e9 100644 --- a/src/Nncase.Tests/packages.lock.json +++ b/src/Nncase.Tests/packages.lock.json @@ -839,7 +839,8 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )" + "Nncase.IO": "[1.0.0, )", + "Razor.Templating.Core": "[1.9.0, )" } }, "nncase.compiler": { @@ -1094,6 +1095,12 @@ "libortki": "0.0.2" } }, + "Razor.Templating.Core": { + "type": "CentralTransitive", + "requested": "[1.9.0, )", + "resolved": "1.9.0", + "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" + }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", From bb47ea5803871a3d9e46d6b1d4889bd4acbbc7da Mon Sep 17 00:00:00 2001 From: sunnycase Date: Fri, 8 Mar 2024 14:40:03 +0800 Subject: [PATCH 2/6] Revert "add Razor.Templating.Core (#1169)" (#1173) This reverts commit 2498b1ba0c1933d58da136b34ad8faccd87076c8. --- NuGet.Config | 2 + .../Nncase.Modules.StackVM/packages.lock.json | 9 +- src/Nncase.Cli/Program.cs | 2 +- src/Nncase.Cli/packages.lock.json | 9 +- src/Nncase.CodeGen/Nncase.CodeGen.csproj | 1 - src/Nncase.CodeGen/packages.lock.json | 6 - src/Nncase.Compiler/Compiler.cs | 2 +- src/Nncase.Compiler/packages.lock.json | 9 +- src/Nncase.Core/TIR/TIRUtilities.cs | 17 -- src/Nncase.Core/Utilities/ShapeExprUtility.cs | 1 + .../CostModel/EGraphCostPrinter.cs | 47 +--- src/Nncase.EGraph/Passes/EGraphExtensions.cs | 50 ----- .../Passes/EGraphExtractExtensions.cs | 95 +++++++++ .../Passes/EGraphExtractors/Extractor.cs | 200 ++++++++++++++++++ .../SatExtractor.cs} | 17 +- src/Nncase.EGraph/Passes/RewriteProvider.cs | 2 +- .../BufferSchedule/BufferScheduleTypes.cs | 46 ++-- .../BufferSchedule/BufferScheduler.cs | 118 ++++++----- .../BufferSchedule/LifeTimeCollector.cs | 73 +++---- src/Nncase.Passes/DDrBufferSchdeulePass.cs | 3 +- src/Nncase.Passes/EGraphExtractPass.cs | 2 +- src/Nncase.Studio/packages.lock.json | 9 +- src/Nncase.Targets/packages.lock.json | 9 +- .../packages.lock.json | 9 +- .../CostModel/UnitTestEGraphCostModel.cs | 4 +- src/Nncase.Tests/packages.lock.json | 9 +- 26 files changed, 454 insertions(+), 297 deletions(-) delete mode 100644 src/Nncase.EGraph/Passes/EGraphExtensions.cs create mode 100644 src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs create mode 100644 src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs rename src/Nncase.EGraph/Passes/{EGraphExtractor.cs => EGraphExtractors/SatExtractor.cs} (94%) diff --git a/NuGet.Config b/NuGet.Config index fd11e2a06..5e7849eab 100644 --- a/NuGet.Config +++ b/NuGet.Config @@ -2,11 +2,13 @@ + + diff --git a/modules/Nncase.Modules.StackVM/packages.lock.json b/modules/Nncase.Modules.StackVM/packages.lock.json index 8820c0523..4830d0bbf 100644 --- a/modules/Nncase.Modules.StackVM/packages.lock.json +++ b/modules/Nncase.Modules.StackVM/packages.lock.json @@ -121,8 +121,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.core": { @@ -267,12 +266,6 @@ "libortki": "0.0.2" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Cli/Program.cs b/src/Nncase.Cli/Program.cs index 4938227c7..0ef25c056 100644 --- a/src/Nncase.Cli/Program.cs +++ b/src/Nncase.Cli/Program.cs @@ -179,7 +179,7 @@ private static void ConfigureHost(IHostBuilder hostBuilder) private static void ConfigureAppConfiguration(HostBuilderContext context, IConfigurationBuilder builder) { var baseDirectory = Path.GetDirectoryName(typeof(Program).Assembly.Location); - builder.SetBasePath(baseDirectory!) + builder.SetBasePath(baseDirectory) .AddJsonFile("config.json", true, false); } } diff --git a/src/Nncase.Cli/packages.lock.json b/src/Nncase.Cli/packages.lock.json index 69a847ef0..56eaafb11 100644 --- a/src/Nncase.Cli/packages.lock.json +++ b/src/Nncase.Cli/packages.lock.json @@ -664,8 +664,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.compiler": { @@ -933,12 +932,6 @@ "libortki": "0.0.2" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.CodeGen/Nncase.CodeGen.csproj b/src/Nncase.CodeGen/Nncase.CodeGen.csproj index a22aa4760..a4e6d0ecd 100644 --- a/src/Nncase.CodeGen/Nncase.CodeGen.csproj +++ b/src/Nncase.CodeGen/Nncase.CodeGen.csproj @@ -8,7 +8,6 @@ - diff --git a/src/Nncase.CodeGen/packages.lock.json b/src/Nncase.CodeGen/packages.lock.json index b42e1ecfa..fd39ebd2f 100644 --- a/src/Nncase.CodeGen/packages.lock.json +++ b/src/Nncase.CodeGen/packages.lock.json @@ -8,12 +8,6 @@ "resolved": "1.2.12", "contentHash": "D4mn5Cab4ztPLJ0V8uMErDrO/Y61098nwrvyIOLZymVAYOQcwP1vomVWKbTagf1aPU3cX5Q7adZtQEQwOy6XEg==" }, - "Razor.Templating.Core": { - "type": "Direct", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "StyleCop.Analyzers": { "type": "Direct", "requested": "[1.2.0-beta.435, )", diff --git a/src/Nncase.Compiler/Compiler.cs b/src/Nncase.Compiler/Compiler.cs index c21b7247d..3d83a6b0b 100644 --- a/src/Nncase.Compiler/Compiler.cs +++ b/src/Nncase.Compiler/Compiler.cs @@ -100,6 +100,7 @@ public void TargetIndependentPass(IPassManager passManager) p.Add(); p.Add(); p.Add(); + p.Add(); p.Add(); p.Add(); p.Add(); @@ -140,7 +141,6 @@ public void TargetIndependentPass(IPassManager passManager) p.Add(); p.Add(); p.Add(); - p.Add(); p.Add(); }); diff --git a/src/Nncase.Compiler/packages.lock.json b/src/Nncase.Compiler/packages.lock.json index 214f5c927..f22a60614 100644 --- a/src/Nncase.Compiler/packages.lock.json +++ b/src/Nncase.Compiler/packages.lock.json @@ -661,8 +661,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.core": { @@ -881,12 +880,6 @@ "libortki": "0.0.2" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Core/TIR/TIRUtilities.cs b/src/Nncase.Core/TIR/TIRUtilities.cs index 6dcad9ad1..6a1142e71 100644 --- a/src/Nncase.Core/TIR/TIRUtilities.cs +++ b/src/Nncase.Core/TIR/TIRUtilities.cs @@ -71,21 +71,4 @@ public static class TIRUtilities IR.F.Math.Max(0, t.First.Start), IR.F.Math.Min(t.Second.FixedValue, t.First.Stop), t.First.Step)).ToArray(); - - public static bool TryGetFixedRegions(TIR.BufferRegion region, out (int Start, int Stop, int Step)[] slice) - { - slice = new (int Start, int Stop, int Step)[region.Region.Length]; - for (int i = 0; i < region.Region.Length; i++) - { - var rg = region.Region[i]; - if (rg is not Range { Start: IR.TensorConst start, Stop: IR.TensorConst stop, Step: IR.TensorConst step }) - { - return false; - } - - slice[i] = (start.Value.ToScalar(), stop.Value.ToScalar(), step.Value.ToScalar()); - } - - return true; - } } diff --git a/src/Nncase.Core/Utilities/ShapeExprUtility.cs b/src/Nncase.Core/Utilities/ShapeExprUtility.cs index 9c73513cf..c1da04dca 100644 --- a/src/Nncase.Core/Utilities/ShapeExprUtility.cs +++ b/src/Nncase.Core/Utilities/ShapeExprUtility.cs @@ -1,6 +1,7 @@ // Copyright (c) Canaan Inc. All rights reserved. // Licensed under the Apache license. See LICENSE file in the project root for full license information. +using GiGraph.Dot.Output.Writers.Edges; using Nncase.Diagnostics; using Nncase.IR; using Nncase.IR.Tensors; diff --git a/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs b/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs index ac2d1c1ca..c8f3bd5c3 100644 --- a/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs +++ b/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs @@ -32,25 +32,6 @@ internal static DotGraph DumpEgraphAsDot(IEGraph eGraph, CostModel.EGraphCostMod return printer.SaveToStream(file); } - /// - /// find the minCostEnode in eclass. - /// - /// the marker first. - /// - /// - internal static ENode MinByWithMarker(EClass eClass, CostModel.EGraphCostModel costModel) - { - return eClass.Nodes.OrderBy(e => e.Expr, ENodeTypeComparer.Instance).MinBy(x => x.Expr is Marker ? CostModel.Cost.Zero : costModel[x])!; - } - - /// - /// find the minCostEnode in eclass skip marker. - /// - internal static ENode MinByWithOutMarker(EClass eClass, CostModel.EGraphCostModel costModel) - { - return eClass.Nodes.Where(e => e.Expr is not Marker).MinBy(x => costModel[x])!; - } - private DotGraph AttachEGraphCost(CostModel.EGraphCostModel costModel, EClass entry) { // 1. display each enode costs. @@ -91,12 +72,12 @@ void Dfs(EClass curclass) continue; } - var minCostEnode = MinByWithMarker(parent, costModel); + var minCostEnode = parent.MinByWithMarker(costModel); // when this marker ecalss has been visited, skip it. if (markerEclassMemo.Contains(parent)) { - minCostEnode = MinByWithOutMarker(parent, costModel); + minCostEnode = parent.MinByWithOutMarker(costModel); } var (minCostDotnode, table) = NodesMap[minCostEnode]; @@ -112,7 +93,7 @@ void Dfs(EClass curclass) if (minCostEnode.Expr is Marker && child == parent) { markerEclassMemo.Add(child); - var otherminCostENode = MinByWithOutMarker(child, costModel); + var otherminCostENode = child.MinByWithOutMarker(costModel); var (childDotNode, _) = NodesMap[otherminCostENode]; _dotGraph.Edges.Add(childDotNode, minCostDotnode, edge => { @@ -122,7 +103,7 @@ void Dfs(EClass curclass) } else { - var childEnode = MinByWithMarker(child.Find(), costModel); + var childEnode = child.Find().MinByWithMarker(costModel); var (childDotNode, _) = NodesMap[childEnode]; _dotGraph.Edges.Add(childDotNode, minCostDotnode, edge => { @@ -145,23 +126,3 @@ void Dfs(EClass curclass) return _dotGraph; } } - -internal sealed class ENodeTypeComparer : IComparer -{ - public static readonly ENodeTypeComparer Instance = new(); - - public int Compare(Expr? x, Expr? y) => (x, y) switch - { - (null, null) => 0, - (Expr, null) => 1, - (null, Expr) => -1, - (Expr, Expr) => GetPriority(x).CompareTo(GetPriority(y)), - }; - - private int GetPriority(Expr x) => x switch - { - Marker => 0, - Const => 1, - _ => 2, - }; -} diff --git a/src/Nncase.EGraph/Passes/EGraphExtensions.cs b/src/Nncase.EGraph/Passes/EGraphExtensions.cs deleted file mode 100644 index 5a349cec4..000000000 --- a/src/Nncase.EGraph/Passes/EGraphExtensions.cs +++ /dev/null @@ -1,50 +0,0 @@ -// Copyright (c) Canaan Inc. All rights reserved. -// Licensed under the Apache license. See LICENSE file in the project root for full license information. - -using System; -using System.Collections.Generic; -using System.IO; -using System.Linq; -using System.Text; -using Google.OrTools.Sat; -using Nncase.CostModel; -using Nncase.Diagnostics; -using Nncase.IR; -using Nncase.PatternMatch; -using static Nncase.PatternMatch.F.Math; -using static Nncase.PatternMatch.Utility; - -namespace Nncase.Passes; - -/// -/// EGraph extract extensions. -/// -public static class EGraphExtensions -{ - /// - /// Extract egraph. - /// - /// egraph. - /// Root eclass. - /// base func cost evaluator. - /// the cp model constrains. - public static Expr Extract(this IEGraph eGraph, EClass root, Evaluator.IBaseFuncCostEvaluator? basefunc_cost_evaluator, EGraphExtractConstrains[] constrains) - { - // 1. set enode expr with more accuracy type. - foreach (var eclass in eGraph.Classes) - { - foreach (var nodes in eclass.Nodes) - { - if (eclass.CheckedType.CompareTo(nodes.Expr.CheckedType) > 0) - { - nodes.Expr.CheckedType = eclass.CheckedType; - } - } - } - - // 2. start the cost evaluator - var costModel = new CostModel.EGraphCostEvaluator(root.Find(), basefunc_cost_evaluator, false).Evaluate(); - - return new EGraphExtractor(costModel).Extract(root.Find(), eGraph, constrains); - } -} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs b/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs new file mode 100644 index 000000000..7c0cfbdc2 --- /dev/null +++ b/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs @@ -0,0 +1,95 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using System; +using System.Collections.Generic; +using System.IO; +using System.Linq; +using System.Text; +using Nncase.CostModel; +using Nncase.Diagnostics; +using Nncase.IR; +using Nncase.PatternMatch; +using static Nncase.PatternMatch.F.Math; +using static Nncase.PatternMatch.Utility; + +namespace Nncase.Passes; + +/// +/// EGraph extract extensions. +/// +public static class EGraphExtractExtensions +{ + /// + /// Extract egraph. + /// + /// eGraph. + /// Root eclass. + /// base func cost evaluator. + /// the picks. + /// Extracted root expression. + public static Expr Extract(this IEGraph eGraph, EClass root, Evaluator.IBaseFuncCostEvaluator? basefunc_cost_evaluator, out IReadOnlyDictionary picks) + { + // 1. set enode expr with more accuracy type. + foreach (var eclass in eGraph.Classes) + { + foreach (var nodes in eclass.Nodes) + { + if (eclass.CheckedType.CompareTo(nodes.Expr.CheckedType) > 0) + { + nodes.Expr.CheckedType = eclass.CheckedType; + } + } + } + + // 2. start the cost evaluator + var costModel = new EGraphCostEvaluator(root.Find(), basefunc_cost_evaluator, false).Evaluate(); + + // if (DumpScope.Current.IsEnabled(DumpFlags.EGraphCost)) + // { + // using var fs = DumpScope.Current.OpenFile(Path.Combine("Costs", $"V{eGraph.Version}.dot")); + // EGraphPrinter.DumpEgraphAsDot(eGraph, costModel, root.Find(), fs); + // } + // return new EGraphExtractor(costModel).Extract(root.Find(), eGraph); + return new EGraphExtractors.SatExtractor(costModel).Extract(root.Find(), eGraph, out picks); + } + + /// + /// find the minCostEnode in eclass. + /// + /// the marker first. + /// + /// + internal static ENode MinByWithMarker(this EClass eClass, CostModel.EGraphCostModel costModel) + { + return eClass.Nodes.OrderBy(e => e.Expr, ENodeTypeComparer.Instance).MinBy(x => x.Expr is Marker ? Cost.Zero : costModel[x])!; + } + + /// + /// find the minCostEnode in eclass skip marker. + /// + internal static ENode MinByWithOutMarker(this EClass eClass, CostModel.EGraphCostModel costModel) + { + return eClass.Nodes.Where(e => e.Expr is not Marker).MinBy(x => costModel[x])!; + } + + internal sealed class ENodeTypeComparer : IComparer + { + public static readonly ENodeTypeComparer Instance = new(); + + public int Compare(Expr? x, Expr? y) => (x, y) switch + { + (null, null) => 0, + (Expr, null) => 1, + (null, Expr) => -1, + (Expr, Expr) => GetPriority(x).CompareTo(GetPriority(y)), + }; + + private int GetPriority(Expr x) => x switch + { + Marker => 0, + Const => 1, + _ => 2, + }; + } +} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs b/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs new file mode 100644 index 000000000..fcf2abd72 --- /dev/null +++ b/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs @@ -0,0 +1,200 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using System; +using System.Collections.Generic; +using System.IO; +using System.Linq; +using System.Text; +using Nncase.CostModel; +using Nncase.Diagnostics; +using Nncase.IR; +using Nncase.PatternMatch; +using static Nncase.PatternMatch.F.Math; +using static Nncase.PatternMatch.Utility; + +namespace Nncase.Passes.EGraphExtractors; + +internal interface IExtractor +{ + Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks); +} + +internal class Extractor : IExtractor +{ + private readonly EGraphCostModel _costModel; + private readonly Dictionary _eclassMemo = new(); + private readonly Dictionary _markerEclassMemo = new(); + private readonly Dictionary _picks = new(); + private StreamWriter? _dumpWriter; + + public Extractor(EGraphCostModel costModel) + { + _costModel = costModel; + } + + public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks) + { + _dumpWriter = DumpScope.Current.IsEnabled(DumpFlags.EGraphCost) + ? new StreamWriter(DumpScope.Current.OpenFile($"{nameof(Extractor)}_Class_{root.Id}.txt")) + : null; + try + { + Visit(root); + } + finally + { + _dumpWriter?.Dispose(); + } + + foreach (var enode in eGraph.Nodes) + { + if (!_picks.ContainsKey(enode)) + { + _picks[enode] = false; + } + } + + picks = _picks; + return _eclassMemo[root]; + } + + private void Visit(EClass eclass) + { + var stack = new Stack<(EClass, ENode)>(); + stack.Push((eclass, eclass.MinByWithMarker(_costModel))); + var markerEclassSet = new HashSet(); + while (stack.Any()) + { + (eclass, var minCostEnode) = stack.Peek(); + if (_eclassMemo.ContainsKey(eclass)) + { + stack.Pop(); + continue; + } + + Expr? expr = null; + switch (minCostEnode.Expr) + { + case Var or TensorConst or TupleConst or Op or Fusion or None: + expr = minCostEnode.Expr; + break; + case Function or Call or IR.Tuple or Marker or IR.If: + var childrenExprs = new List(); + foreach (var child in minCostEnode.Children) + { + if (!_eclassMemo.TryGetValue(child, out var childExpr)) + { + if (minCostEnode.Expr is Marker && child == eclass) + { + if (!_markerEclassMemo.TryGetValue(eclass, out var markerInputExpr)) + { + markerEclassSet.Add(eclass); + stack.Push((eclass, eclass.MinByWithOutMarker(_costModel))); + } + else + { + childrenExprs.Add(markerInputExpr); + } + } + else + { + stack.Push((child, child.MinByWithMarker(_costModel))); + } + } + else + { + childrenExprs.Add(childExpr); + } + } + + if (childrenExprs.Count != minCostEnode.Children.Count) + { + break; + } + + expr = minCostEnode.Expr switch + { + Function function => Visit(minCostEnode, function, new(childrenExprs)), + Call call => Visit(minCostEnode, call, new(childrenExprs)), + IR.Tuple tuple => Visit(minCostEnode, tuple, new(childrenExprs)), + Marker marker => Visit(minCostEnode, marker, new(childrenExprs)), + IR.If @if => Visit(minCostEnode, @if, new(childrenExprs)), + _ => throw new ArgumentException("Unsupported expression type."), + }; + + break; + default: + throw new ArgumentException("Unsupported expression type."); + } + + if (expr is null) + { + continue; + } + + if (markerEclassSet.Contains(eclass) && minCostEnode.Expr is not Marker) + { + _markerEclassMemo.Add(eclass, expr); + } + else + { + _eclassMemo.Add(eclass, expr); + } + + _picks[minCostEnode] = true; + stack.Pop(); + } + } + + private Marker Visit(ENode enode, Marker marker, IRArray children) + { + var target = children[0]; + var attr = children[1]; + return marker.With(target: target, attribute: attr); + } + + private Function Visit(ENode enode, Function func, IRArray children) + { + if (children.Count == 0) + { + return func; + } + + var body = children[0]; + return func.With(body: body); + } + + private IR.Tuple Visit(ENode enode, IR.Tuple tuple, IRArray children) + { + return tuple.With(fields: children.ToArray()); + } + + private IR.If Visit(ENode enode, IR.If @if, IRArray children) + { + return @if.With(condition: children[^3], then: children[^2], @else: children[^1], paramList: children[..^3].ToArray()); + } + + private Call Visit(ENode enode, Call call, IRArray children) + { + var target = children[0]; + var arguments = children.Skip(1); + + // for mix quant debug. + if (call.EnodeQuantConfigWithCosine != null && _dumpWriter != null) + { + _dumpWriter.WriteLine(call + " " + call.CheckedType); + for (int i = 0; i < call.EnodeQuantConfigWithCosine.Count; i++) + { + for (int j = 0; j < call.EnodeQuantConfigWithCosine[i].Item1.Count; j++) + { + _dumpWriter.Write(call.EnodeQuantConfigWithCosine[i].Item1[j] + " "); + } + + _dumpWriter.WriteLine(call.EnodeQuantConfigWithCosine[i].Item3); + } + } + + return call.With(target: target, arguments: arguments.ToArray(), call.Metadata); + } +} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractor.cs b/src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs similarity index 94% rename from src/Nncase.EGraph/Passes/EGraphExtractor.cs rename to src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs index c7eba4570..fab2fc05e 100644 --- a/src/Nncase.EGraph/Passes/EGraphExtractor.cs +++ b/src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs @@ -11,20 +11,18 @@ using Nncase.Diagnostics; using Nncase.IR; -namespace Nncase.Passes; +namespace Nncase.Passes.EGraphExtractors; -public delegate void EGraphExtractConstrains(CpModel model, IReadOnlyDictionary vars); - -internal class EGraphExtractor +internal class SatExtractor : IExtractor { private readonly EGraphCostModel _costModel; - public EGraphExtractor(EGraphCostModel costModel) + public SatExtractor(EGraphCostModel costModel) { _costModel = costModel; } - public Expr Extract(EClass root, IEGraph eGraph, EGraphExtractConstrains[] constrains) + public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks) { var cpmodel = new CpModel(); @@ -70,11 +68,6 @@ public Expr Extract(EClass root, IEGraph eGraph, EGraphExtractConstrains[] const EliminateAllCycles(root, new(), new(), visited, cpmodel, vars); } - foreach (var constrain in constrains) - { - constrain(cpmodel, vars); - } - // 3. add pick weights for all enode. cpmodel.Minimize(LinearExpr.WeightedSum(eGraph.Nodes.Select(n => vars[n]), eGraph.Nodes.Select(n => checked((long)_costModel[n].Score)))); @@ -128,7 +121,7 @@ public Expr Extract(EClass root, IEGraph eGraph, EGraphExtractConstrains[] const throw new InvalidProgramException("SatExtract Failed!"); } - var picks = eGraph.Nodes.ToDictionary(e => e, e => solver.BooleanValue(vars[e])); + picks = eGraph.Nodes.ToDictionary(e => e, e => solver.BooleanValue(vars[e])); using (var dumpStream = enableDump ? DumpScope.Current.OpenFile("Costs/Pick.dot") : Stream.Null) { EGraphPrinter.DumpEgraphAsDot(eGraph, _costModel, picks, root.Find(), dumpStream); diff --git a/src/Nncase.EGraph/Passes/RewriteProvider.cs b/src/Nncase.EGraph/Passes/RewriteProvider.cs index ad64c2207..07d3416ed 100644 --- a/src/Nncase.EGraph/Passes/RewriteProvider.cs +++ b/src/Nncase.EGraph/Passes/RewriteProvider.cs @@ -36,7 +36,7 @@ public Expr ERewrite(Expr expr, IEnumerable rules, RunPassContext var graph = new EGraph(expr); ERewrite(graph, rules, options); - var post = graph.Extract(graph.Root!, null, Array.Empty()); + var post = graph.Extract(graph.Root!, null, out _); return post; } diff --git a/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs b/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs index 3b76f1673..13e8ab86f 100644 --- a/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs +++ b/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs @@ -3,34 +3,54 @@ namespace Nncase.Passes.BufferSchedule; -public sealed class Interval +internal sealed class TimeInterval { - public Interval(int start, int end) + public TimeInterval(int start, int end) + { + Brith = start; + Death = end; + } + + public int Brith { get; set; } + + public int Death { get; set; } + + public int Size => Death - Brith; + + public override string ToString() + { + return $"TimeInterval({Brith}, {Death})"; + } +} + +internal sealed class MemSpan +{ + public MemSpan(int start, int end) { Start = start; - Stop = end; + End = end; } public int Start { get; set; } - public int Stop { get; set; } + public int End { get; set; } - public int Size => Stop - Start; + public int Size => End - Start; public override string ToString() { - return $"Interval({Start}, {Stop})"; + return $"MemSpan({Start}, {End})"; } } -public class ScheduleBuffer +internal class ScheduleBuffer { - public ScheduleBuffer(string name, int number, Interval timeInterval, Interval memInterval, int[] shape, int[] strides, bool inplace) + public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan span, int[] shape, int[] strides, bool inplace) { Name = name; Number = number; - TimeInterval = timeInterval; - MemInterval = memInterval; + Interval = interval; + Span = span; Shape = shape; Strides = strides; Inplace = inplace; @@ -40,9 +60,9 @@ public ScheduleBuffer(string name, int number, Interval timeInterval, Interval m public int Number { get; } - public Interval TimeInterval { get; } + public TimeInterval Interval { get; } - public Interval MemInterval { get; } + public MemSpan Span { get; } public int[] Shape { get; } @@ -52,6 +72,6 @@ public ScheduleBuffer(string name, int number, Interval timeInterval, Interval m public override string ToString() { - return $"ScheduledBuffer('{Name}', {Number}, {TimeInterval}, {MemInterval}, ConstraintsMode.No, [{string.Join(",", Shape)}], [{string.Join(",", Strides)}], {Inplace})"; + return $"ScheduledBuffer('{Name}', {Number}, {Interval}, {Span}, ConstraintsMode.No, [{string.Join(",", Shape)}], [{string.Join(",", Strides)}], {Inplace})"; } } diff --git a/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs b/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs index 8d02aff4e..25f7d6f5b 100644 --- a/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs +++ b/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs @@ -13,42 +13,12 @@ namespace Nncase.Passes.BufferSchedule; -public class BufferScheduler +internal sealed class BufferScheduler { - public virtual void ExternalConstrains(CpModel model, IReadOnlyDictionary bufferMap, IReadOnlyDictionary boxs) + public IReadOnlyDictionary CollectLifeTime(Function func) { - foreach (var (expr, item) in bufferMap) - { - if (expr is Call { Target: IR.Tensors.Concat } concatCall && concatCall.Arguments[0] is IR.Tuple tuple) - { - // the concat inputs must contiguous - int offset = 0; - for (int i = 0; i < tuple.Fields.Length; i++) - { - model.Add((boxs[concatCall].Y.StartExpr() + offset) == boxs[tuple.Fields[i]].Y.StartExpr()); - offset += bufferMap[tuple.Fields[i]].MemInterval.Size; - } - } - else if (expr is Call { Target: IR.Tensors.Split } splitCall) - { - // the split must equal with input. - model.Add(boxs[splitCall].Y.StartExpr() == boxs[splitCall.Arguments[0]].Y.StartExpr()); - - // the split outputs must contiguous - var users = splitCall.GetUsers(); - int offset = 0; - foreach (var user in users.OrderBy(e => ((Call)e).Arguments[1].Evaluate().AsTensor().ToScalar())) - { - model.Add((boxs[splitCall].Y.StartExpr() + offset) == boxs[user].Y.StartExpr()); - offset += bufferMap[user].MemInterval.Size; - } - } - else if (expr is Call { Target: IR.Tensors.Reshape } reshapCall) - { - // the reshape must equal with it's input. - model.Add(boxs[reshapCall].Y.StartExpr() == boxs[reshapCall.Arguments[0]].Y.StartExpr()); - } - } + var c = new LifeTimeCollector(); + return c.Collect(func); } public void Schedule(IReadOnlyDictionary bufferMap) @@ -60,21 +30,21 @@ public void Schedule(IReadOnlyDictionary bufferMap) var yStarts = new List(); foreach (var (expr, item) in bufferMap) { - var xInterval = model.NewIntervalVar(model.NewConstant(item.TimeInterval.Start), model.NewConstant(item.TimeInterval.Size), model.NewConstant(item.TimeInterval.Stop), item.Name + $"{item.Number}_x"); + var xInterval = model.NewIntervalVar(model.NewConstant(item.Interval.Brith), model.NewConstant(item.Interval.Size), model.NewConstant(item.Interval.Death), item.Name + $"{item.Number}_x"); - var upbound = 2147483648 - item.MemInterval.Stop; + var upbound = 2147483648 - item.Span.End; if (upbound <= 0) { throw new System.NotSupportedException(); } var memStartVar = model.NewIntVar(0, upbound, $"{item.Name}_{item.Number}_y_start"); - var yInterval = model.NewFixedSizeIntervalVar(memStartVar, item.MemInterval.Stop, $"{item.Name}_{item.Number}_y"); + var yInterval = model.NewFixedSizeIntervalVar(memStartVar, item.Span.End, $"{item.Name}_{item.Number}_y"); noOverlap.AddRectangle(xInterval, yInterval); yStarts.Add(memStartVar); boxs.Add(expr, (xInterval, yInterval)); - for (int time = item.TimeInterval.Start; time < item.TimeInterval.Stop; time++) + for (int time = item.Interval.Brith; time < item.Interval.Death; time++) { if (!timeMap.TryGetValue(time, out var timelist)) { @@ -86,7 +56,38 @@ public void Schedule(IReadOnlyDictionary bufferMap) } } - ExternalConstrains(model, bufferMap, boxs); + foreach (var (expr, item) in bufferMap) + { + if (expr is Call { Target: IR.Tensors.Concat } concatCall && concatCall.Arguments[0] is IR.Tuple tuple) + { + // the concat inputs must contiguous + int offset = 0; + for (int i = 0; i < tuple.Fields.Length; i++) + { + model.Add((boxs[concatCall].Y.StartExpr() + offset) == boxs[tuple.Fields[i]].Y.StartExpr()); + offset += bufferMap[tuple.Fields[i]].Span.Size; + } + } + else if (expr is Call { Target: IR.Tensors.Split } splitCall) + { + // the split must equal with input. + model.Add(boxs[splitCall].Y.StartExpr() == boxs[splitCall.Arguments[0]].Y.StartExpr()); + + // the split outputs must contiguous + var users = splitCall.GetUsers(); + int offset = 0; + foreach (var user in users.OrderBy(e => ((Call)e).Arguments[1].Evaluate().AsTensor().ToScalar())) + { + model.Add((boxs[splitCall].Y.StartExpr() + offset) == boxs[user].Y.StartExpr()); + offset += bufferMap[user].Span.Size; + } + } + else if (expr is Call { Target: IR.Tensors.Reshape } reshapCall) + { + // the reshape must equal with it's input. + model.Add(boxs[reshapCall].Y.StartExpr() == boxs[reshapCall.Arguments[0]].Y.StartExpr()); + } + } model.Minimize(LinearExpr.Sum(yStarts)); @@ -98,10 +99,10 @@ public void Schedule(IReadOnlyDictionary bufferMap) throw new System.NotSupportedException(); } - foreach (var (k, _) in bufferMap) + foreach (var (k, v) in bufferMap) { - bufferMap[k].MemInterval.Start = checked((int)solver.Value(boxs[k].Y.StartExpr())); - bufferMap[k].MemInterval.Stop = checked((int)solver.Value(boxs[k].Y.EndExpr())); + bufferMap[k].Span.Start = checked((int)solver.Value(boxs[k].Y.StartExpr())); + bufferMap[k].Span.End = checked((int)solver.Value(boxs[k].Y.EndExpr())); } } @@ -118,11 +119,18 @@ from enum import Enum from typing import List @dataclass -class Interval(): +class TimeInterval(): start: int end: int def __str__(self) -> str: - return f'(start: {self.start}, end {self.end}, size {self.end - self.start})' + return f'(start: {self.start}, end {self.end})' + +@dataclass +class MemSpan(): + depth_start: int + depth_end: int + def __str__(self) -> str: + return f'(start: {self.depth_start}, size {self.depth_end - self.depth_start})' class ConstraintsMode(Enum): No = 0 @@ -132,8 +140,8 @@ class ConstraintsMode(Enum): class ScheduledBuffer(): name: str number: int - time_interval: Interval - mem_interval: Interval + interval: TimeInterval + location: MemSpan constraints: ConstraintsMode shape: List[int] stride: List[int] @@ -158,8 +166,8 @@ class ScheduledBuffer(): 'height': [], 'alpha': [], 'color': [], - 'mem_interval': [], - 'time_interval': [], + 'location': [], + 'interval': [], 'shape': [], 'stride': [], } @@ -169,10 +177,10 @@ class ScheduledBuffer(): color_dict = {} for buffer in buffers: source['name'].append(buffer.name) - width = buffer.time_interval.end - buffer.time_interval.start - x = buffer.time_interval.start + (width / 2) - height = buffer.mem_interval.end - buffer.mem_interval.start - y = buffer.mem_interval.start + (height / 2) + width = buffer.interval.end - buffer.interval.start + x = buffer.interval.start + (width / 2) + height = buffer.location.depth_end - buffer.location.depth_start + y = buffer.location.depth_start + (height / 2) y_range_max = max(y_range_max, y) x_range_max = max(x_range_max, buffer.interval.end) source['x'].append(x) @@ -185,13 +193,13 @@ class ScheduledBuffer(): color_dict[buffer.name] = color source['color'].append(color) source['alpha'].append(0.2 if buffer.inplace else 1.0) - source['time_interval'].append(str(buffer.time_interval)) - source['mem_interval'].append(str(buffer.mem_interval)) + source['interval'].append(str(buffer.interval)) + source['location'].append(str(buffer.location)) source['shape'].append(','.join([str(s) for s in buffer.shape])) source['stride'].append(','.join([str(s) for s in buffer.stride])) source = ColumnDataSource(source) -hover = HoverTool(tooltips=[('name', '@name'), ('time_interval', '@time_interval'), ('mem_interval', '@mem_interval'), +hover = HoverTool(tooltips=[('name', '@name'), ('interval', '@interval'), ('location', '@location'), ('shape', '@shape'), ('stride', '@stride')]) p = figure(tools=[hover, WheelPanTool(), SaveTool(), WheelZoomTool(), ResetTool()], width=1280, height=720, diff --git a/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs b/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs index 938317762..1edcc263d 100644 --- a/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs +++ b/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs @@ -10,16 +10,16 @@ namespace Nncase.Passes.BufferSchedule; -public class LifeTimeCollector : ExprVisitor +internal sealed class LifeTimeCollector : ExprVisitor { public int TimeStamp { get; private set; } - public Dictionary LifenessMap { get; } = new(ReferenceEqualityComparer.Instance); + public Dictionary LifenessMap { get; } = new(ReferenceEqualityComparer.Instance); - public IReadOnlyDictionary Collect(Expr expr) + public IReadOnlyDictionary Collect(Function entry) { - Visit(expr); - Update(expr); // avoid final call time interval size == 1. + Visit(entry.Body); + Update(entry.Body); // avoid final call time interval size == 1. Alias(); var d = new Dictionary(ReferenceEqualityComparer.Instance); @@ -32,7 +32,8 @@ public IReadOnlyDictionary Collect(Expr expr) Var va => va.Name, _ => k.GetType().Name, }; - var size = ComputeBufferSize(k.CheckedType, out var shape, out var stride); + var size = GetSize(k.CheckedType, out var shape, out var stride); + d.Add(k, new(name, count++, v, new(0, size), shape, stride, false)); } @@ -61,29 +62,6 @@ protected override Unit VisitLeafCall(Call expr) return Unit.Default; } - protected virtual int ComputeBufferSize(IRType type, out int[] shape, out int[] stride) - { - shape = Array.Empty(); - stride = Array.Empty(); - var size = 0; - if (type is TensorType tensorType) - { - shape = tensorType.Shape.ToValueArray(); - stride = TensorUtilities.GetStrides(shape); - size = TensorUtilities.GetSize(shape, stride, tensorType.DType.SizeInBytes); - } - else if (type is TupleType tupleType) - { - size = 0; - foreach (var item in tupleType) - { - size += ComputeBufferSize(item, out _, out _); - } - } - - return size; - } - private void Update(Expr expr) { if (expr is Const or None) @@ -107,7 +85,7 @@ private void Update(Expr expr) } else { - interval.Stop = TimeStamp + 1; + interval.Death = TimeStamp + 1; } LifenessMap[expr] = interval; @@ -145,12 +123,12 @@ private void Alias() } while (changed); } - private bool AliasTime(Call call, Interval interval) + private bool AliasTime(Call call, TimeInterval interval) { - var brith = call.GetArguments().Select(arg => LifenessMap[arg].Stop).Concat(new[] { interval.Start }).Max(); - var death = call.GetUsers().Select(usr => LifenessMap[usr].Start).Concat(new[] { interval.Stop }).Min(); + var brith = call.GetArguments().Select(arg => LifenessMap[arg].Death).Concat(new[] { interval.Brith }).Max(); + var death = call.GetUsers().Select(usr => LifenessMap[usr].Brith).Concat(new[] { interval.Death }).Min(); - if (brith == interval.Start && death == interval.Stop) + if (brith == interval.Brith && death == interval.Death) { return false; } @@ -160,8 +138,31 @@ private bool AliasTime(Call call, Interval interval) throw new InvalidOperationException(); } - interval.Start = brith; - interval.Stop = death; + interval.Brith = brith; + interval.Death = death; return true; } + + private int GetSize(IRType type, out int[] shape, out int[] stride) + { + shape = Array.Empty(); + stride = Array.Empty(); + var size = 0; + if (type is TensorType tensorType) + { + shape = tensorType.Shape.ToValueArray(); + stride = TensorUtilities.GetStrides(shape); + size = TensorUtilities.GetSize(shape, stride, tensorType.DType.SizeInBytes); + } + else if (type is TupleType tupleType) + { + size = 0; + foreach (var item in tupleType) + { + size += GetSize(item, out _, out _); + } + } + + return size; + } } diff --git a/src/Nncase.Passes/DDrBufferSchdeulePass.cs b/src/Nncase.Passes/DDrBufferSchdeulePass.cs index 2103b7b04..15a650568 100644 --- a/src/Nncase.Passes/DDrBufferSchdeulePass.cs +++ b/src/Nncase.Passes/DDrBufferSchdeulePass.cs @@ -46,8 +46,7 @@ protected override async Task RunCoreAsync(IRModule module, RunPassCon if (module.Entry is Function { ModuleKind: Callable.StackVMModuleKind, Body: Expr body } func && IsFixedType(body.CheckedType)) { var sch = new BufferSchedule.BufferScheduler(); - var c = new BufferSchedule.LifeTimeCollector(); - var buffers = c.Collect(func.Body); + var buffers = sch.CollectLifeTime(func); sch.Schedule(buffers); using (var fs = Diagnostics.DumpScope.Current.OpenFile("draw_buffers.py")) { diff --git a/src/Nncase.Passes/EGraphExtractPass.cs b/src/Nncase.Passes/EGraphExtractPass.cs index ba028ea76..2c2baa12b 100644 --- a/src/Nncase.Passes/EGraphExtractPass.cs +++ b/src/Nncase.Passes/EGraphExtractPass.cs @@ -24,7 +24,7 @@ public EGraphExtractPass(IBaseFuncCostEvaluator? costEvaluator = null) protected override Task RunCoreAsync(IEGraph input, RunPassContext context) { - var post = (BaseFunction)input.Extract(input.Root!, _costEvaluator, Array.Empty()); + var post = (BaseFunction)input.Extract(input.Root!, _costEvaluator, out _); IRHelpers.DCE(post); return Task.FromResult(post); } diff --git a/src/Nncase.Studio/packages.lock.json b/src/Nncase.Studio/packages.lock.json index 51b9c3532..ee5a22e37 100644 --- a/src/Nncase.Studio/packages.lock.json +++ b/src/Nncase.Studio/packages.lock.json @@ -916,8 +916,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.compiler": { @@ -1200,12 +1199,6 @@ "libortki": "0.0.2" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Targets/packages.lock.json b/src/Nncase.Targets/packages.lock.json index 0205fb8c8..a434ae425 100644 --- a/src/Nncase.Targets/packages.lock.json +++ b/src/Nncase.Targets/packages.lock.json @@ -65,8 +65,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.core": { @@ -154,12 +153,6 @@ "System.Runtime.CompilerServices.Unsafe": "5.0.0" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "System.CommandLine": { "type": "CentralTransitive", "requested": "[2.0.0-beta4.22272.1, )", diff --git a/src/Nncase.Tests.TestFixture/packages.lock.json b/src/Nncase.Tests.TestFixture/packages.lock.json index 21c8808ff..b70a73730 100644 --- a/src/Nncase.Tests.TestFixture/packages.lock.json +++ b/src/Nncase.Tests.TestFixture/packages.lock.json @@ -718,8 +718,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.compiler": { @@ -1002,12 +1001,6 @@ "libortki": "0.0.2" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", diff --git a/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs b/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs index 2fe2ba6d3..c14174bde 100644 --- a/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs +++ b/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs @@ -47,10 +47,10 @@ public void TestEGraphExtractMinBy() }, }; - Assert.IsType(list.OrderBy(e => e, ENodeTypeComparer.Instance).First()); + Assert.IsType(list.OrderBy(e => e, EGraphExtractExtensions.ENodeTypeComparer.Instance).First()); Assert.True(cost[b] < cost[c]); - Assert.IsType(list.OrderBy(e => e, ENodeTypeComparer.Instance).MinBy(e => cost[e])); + Assert.IsType(list.OrderBy(e => e, EGraphExtractExtensions.ENodeTypeComparer.Instance).MinBy(e => cost[e])); } } diff --git a/src/Nncase.Tests/packages.lock.json b/src/Nncase.Tests/packages.lock.json index 3aa4e64e9..beff5e02b 100644 --- a/src/Nncase.Tests/packages.lock.json +++ b/src/Nncase.Tests/packages.lock.json @@ -839,8 +839,7 @@ "dependencies": { "Extension.Mathematics": "[1.2.12, )", "Nncase.Core": "[1.0.0, )", - "Nncase.IO": "[1.0.0, )", - "Razor.Templating.Core": "[1.9.0, )" + "Nncase.IO": "[1.0.0, )" } }, "nncase.compiler": { @@ -1095,12 +1094,6 @@ "libortki": "0.0.2" } }, - "Razor.Templating.Core": { - "type": "CentralTransitive", - "requested": "[1.9.0, )", - "resolved": "1.9.0", - "contentHash": "eHNqkpmNcPr5rvP/8/FFkddnvzVMH0BSyrq03H0VLZK2r1GUe3RgIgsoIXnImHMIrBzUS8gOwV65MfRPdYRi6g==" - }, "Singulink.Collections.Weak": { "type": "CentralTransitive", "requested": "[1.0.2, )", From 1cdea27230494de4fe0e4919b9734658a4ee4ba8 Mon Sep 17 00:00:00 2001 From: Curio Yang <39184746+curioyang@users.noreply.github.com> Date: Mon, 11 Mar 2024 13:58:17 +0800 Subject: [PATCH 3/6] Feature/update docs (#1174) * update faq * update Homepage * update link * update gif link * update gif link --- README.md | 172 ++++++++++++++++++++++++++++++++------------ docs/FAQ_EN.md | 59 ++++++++++----- docs/FAQ_ZH.md | 57 +++++++++++---- docs/imgs/arch.jpeg | Bin 0 -> 421719 bytes docs/readme_ZH.md | 163 +++++++++++++++++++++++++++++++++++++++++ 5 files changed, 372 insertions(+), 79 deletions(-) create mode 100644 docs/imgs/arch.jpeg create mode 100644 docs/readme_ZH.md diff --git a/README.md b/README.md index 7243bcbff..33d7ae948 100644 --- a/README.md +++ b/README.md @@ -2,75 +2,99 @@ nncase -[![GitHub repository](https://img.shields.io/badge/github-repository-blue?logo=github&style=plastic)](https://github.com/kendryte/nncase) -[![Gitee repository](https://img.shields.io/badge/gitee-repository-blue?logo=gitee&style=plastic)](https://gitee.com/kendryte/nncase) -[![GitHub release](https://img.shields.io/github/v/release/kendryte/nncase?color=brightgreen&display_name=tag&logo=github&style=plastic)](https://github.com/kendryte/nncase/releases) +[![GitHub repository](https://img.shields.io/badge/github-repository-blue?logo=github&style=plastic)](https://github.com/kendryte/nncase) [![Gitee repository](https://img.shields.io/badge/gitee-repository-blue?logo=gitee&style=plastic)](https://gitee.com/kendryte/nncase) [![GitHub release](https://img.shields.io/github/v/release/kendryte/nncase?color=brightgreen&display_name=tag&logo=github&style=plastic)](https://github.com/kendryte/nncase/releases) + +[切换中文](docs/readme_ZH.md) `nncase` is a neural network compiler for AI accelerators. -`nncase` 是一个为 AI 加速器设计的神经网络编译器。 +Telegram: [nncase community](https://t.me/joinchat/PPcEPZMLaTViNDI1) +Technical Discussion QQ Group: 790699378 . Answer: 人工智能 -技术交流 QQ 群：790699378 +[TOC] -Telegram: [nncase community](https://t.me/joinchat/PPcEPZMLaTViNDI1) +--- -## Install from binaries +## K230 -## 从二进制安装 +- [Usage](./docs/USAGE_v2_EN.md) +- [FAQ](./docs/FAQ_EN.md) +- [Example](./examples/user_guide/k230_simulate-EN.ipynb) +- [Colab run](https://colab.research.google.com/drive/1m8TTree096m5VHmq-Uc60gXyltVCgnRb?usp=sharing) +- [ *Version relationship between `nncase` and `K230_SDK`* ](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_%E7%89%88%E6%9C%AC%E8%AF%B4%E6%98%8E.html#ai-sdkcanmvnncase) -Download prebuilt binaries from [Release](https://github.com/kendryte/nncase/releases). -下载预编译的二进制文件 [Release](https://github.com/kendryte/nncase/releases)。 +### Install -## Build from source +- Linux： -## 从源码编译 + ```shell + pip install nncase nncase-kpu + ``` -[Build from source](./docs/build.md) +- Windows: -## Supported operators + ```shell + 1. pip install nncase + 2. Download `nncase_kpu-2.x.x-py2.py3-none-win_amd64.whl` in below link. + 3. pip install nncase_kpu-2.x.x-py2.py3-none-win_amd64.whl + ``` -## 支持的算子 +All version of `nncase` and `nncase-kpu` in [Release](https://github.com/kendryte/nncase/releases). + +### Supported operators - [TFLite ops](./docs/tflite_ops.md) - [Caffe ops](./docs/caffe_ops.md) - [ONNX ops](./docs/onnx_ops.md) + +### benchmark test + + + + + + + + + + + + + + + + + + + + +
kind model shape quant_type(If/W) nncase_fps tflite_onnx_result accuracy info
Image Classificationmobilenetv2 [1,224,224,3] u8/u8 600.24 top-1 = 71.3%
top-5 = 90.1% 		top-1 = 71.1%
top-5 = 90.0% 		dataset(ImageNet 2012, 50000 images)
tflite
resnet50V2 [1,3,224,224] u8/u8 86.17 top-1 = 75.44%
top-5 = 92.56% 		top-1 = 75.11%
top-5 = 92.36% 		dataset(ImageNet 2012, 50000 images)
onnx
yolov8s_cls [1,3,224,224] u8/u8 130.497 top-1 = 72.2%
top-5 = 90.9% 		top-1 = 72.2%
top-5 = 90.8% 		dataset(ImageNet 2012, 50000 images)
yolov8s_cls(v8.0.207)
Object Detectionyolov5s_det [1,3,640,640] u8/u8 23.645 bbox
mAP50-90 = 0.374
mAP50 = 0.567 		bbox
mAP50-90 = 0.369
mAP50 = 0.566		dataset(coco val2017, 5000 images)
yolov5s_det(v7.0 tag, rect=False, conf=0.001, iou=0.65)
yolov8s_det [1,3,640,640] u8/u8 9.373 bbox
mAP50-90 = 0.446
mAP50 = 0.612
mAP75 = 0.484 		bbox
mAP50-90 = 0.404
mAP50 = 0.593
mAP75 = 0.45		dataset(coco val2017, 5000 images)
yolov8s_det(v8.0.207, rect = False)
Image Segmentationyolov8s_seg [1,3,640,640] u8/u8 7.845 bbox
mAP50-90 = 0.444
mAP50 = 0.606
mAP75 = 0.484
segm
mAP50-90 = 0.371
mAP50 = 0.578
mAP75 = 0.396 		bbox
mAP50-90 = 0.444
mAP50 = 0.606
mAP75 = 0.484
segm
mAP50-90 = 0.371
mAP50 = 0.579
mAP75 = 0.397		 dataset(coco val2017, 5000 images)
yolov8s_seg(v8.0.207, rect = False, conf_thres = 0.0008)
Pose Estimationyolov8n_pose_320 [1,3,320,320] u8/u8 36.066 bbox
mAP50-90 = 0.6
mAP50 = 0.843
mAP75 = 0.654
keypoints
mAP50-90 = 0.358
mAP50 = 0.646
mAP75 = 0.353 		bbox
mAP50-90 = 0.6
mAP50 = 0.841
mAP75 = 0.656
keypoints
mAP50-90 = 0.359
mAP50 = 0.648
mAP75 = 0.357 		dataset(coco val2017, 2346 images)
yolov8n_pose(v8.0.207, rect = False)
yolov8n_pose_640 [1,3,640,640] u8/u8 10.88 bbox
mAP50-90 = 0.694
mAP50 = 0.909
mAP75 = 0.776
keypoints
mAP50-90 = 0.509
mAP50 = 0.798
mAP75 = 0.544 		bbox
mAP50-90 = 0.694
mAP50 = 0.909
mAP75 = 0.777
keypoints
mAP50-90 = 0.508
mAP50 = 0.798
mAP75 = 0.54 		dataset(coco val2017, 2346 images)
yolov8n_pose(v8.0.207, rect = False)
yolov8s_pose [1,3,640,640] u8/u8 5.568 bbox
mAP50-90 = 0.733
mAP50 = 0.925
mAP75 = 0.818
keypoints
mAP50-90 = 0.605
mAP50 = 0.857
mAP75 = 0.666 		bbox
mAP50-90 = 0.734
mAP50 = 0.925
mAP75 = 0.819
keypoints
mAP50-90 = 0.604
mAP50 = 0.859
mAP75 = 0.669		 dataset(coco val2017, 2346 images)
yolov8s_pose(v8.0.207, rect = False)
+ + +### Demo + +|[eye gaze](https://developer.canaan-creative.com/devAdmin/model/download?mid=be978f1f38b8aa2f2b649185a10c2e9c&filePath=/upload/model/official/k230/yolop_lane_seg/yolop_lane_seg.zip) | [space_resize](https://developer.canaan-creative.com/devAdmin/model/download?mid=7d48cb68a499dd54daf0ced14549b142&filePath=/upload/model/official/k230/space_resize/space_resize.zip) | [face pose](https://developer.canaan-creative.com/devAdmin/model/download?mid=5b87c02b969a9e60d48b08e357c20e31&filePath=/upload/model/official/k230/face_pose/face_pose.zip) | +|---|---|---| +|gif | gif| | + +--- + ## K210/K510 - [Usage](https://github.com/kendryte/nncase/blob/release/1.0/docs/USAGE_EN.md) - [FAQ](https://github.com/kendryte/nncase/blob/release/1.0/docs/FAQ_EN.md) -- [使用说明](https://github.com/kendryte/nncase/blob/release/1.0/docs/USAGE_ZH.md) -- [常见问题](https://github.com/kendryte/nncase/blob/release/1.0/docs/FAQ_ZH.md) - [Example](https://github.com/kendryte/nncase/blob/release/1.0/examples/user_guide/) -## K230 - -- [Usage](./docs/USAGE_v2_EN.md) -- [FAQ](./docs/FAQ_EN.md) -- [Example](./examples/user_guide/k230_simulate-EN.ipynb) -- [使用说明](./docs/USAGE_v2.md) -- [常见问题](./docs/FAQ_ZH.md) -- [示例](./examples/user_guide/k230_simulate-ZH.ipynb) -- [Colab run](https://colab.research.google.com/drive/1m8TTree096m5VHmq-Uc60gXyltVCgnRb?usp=sharing) - -## Resources +### Supported operators -## 资源 -### K210 -- [K210_Yolo_framework](https://github.com/zhen8838/K210_Yolo_framework) -- [Shts!'s Blog (Japanese)](https://www.shtsno24.tokyo/2020/03/nncase-v020.html) +- [TFLite ops](https://github.com/kendryte/nncase/blob/release/1.0/docs/tflite_ops.md) +- [Caffe ops](https://github.com/kendryte/nncase/blob/release/1.0/docs/caffe_ops.md) +- [ONNX ops](https://github.com/kendryte/nncase/blob/release/1.0/docs/onnx_ops.md) --- -## Architecture - -## 架构 - -
-nncase arch -
- ## Features - Supports multiple inputs and outputs and multi-branch structure @@ -80,11 +104,65 @@ Download prebuilt binaries from [Release](https://github.com/kendryte/nncase/rel - Support post quantization from float model with calibration dataset - Flat model with zero copy loading -## 功能 +--- + +## Architecture + +
+nncase arch +
+ +--- + +## Build from source + +**It is recommended to install nncase directly through `pip`. At present, the source code related to k510 and K230 chips is not open source, so it is not possible to use `nncase-K510` and `nncase-kpu` (K230) directly by compiling source code.** + + +If there are operators in your model that `nncase` does not yet support, you can request them in the issue or implement them yourself and submit the PR. Later versions will be integrated, or contact us to provide a temporary version. +Here are the steps to compile `nncase`. + +```shell +git clone https://github.com/kendryte/nncase.git +cd nncase +mkdir build && cd build -- 支持多输入输出网络，支持多分支结构 -- 静态内存分配，不需要堆内存 -- 算子合并和优化 -- 支持 float 和量化 uint8 推理 -- 支持训练后量化，使用浮点模型和量化校准集 -- 平坦模型，支持零拷贝加载 +# Use Ninja +cmake .. -G Ninja -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=./install +ninja && ninja install + +# Use make +cmake .. -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=./install +make && make install +``` + +--- + +## Resources + +### Kendryte developer community + +[Kendryte developer community](https://developer.canaan-creative.com/resource) contains all resources related to K210, K510, and K230. +- 资料下载 --> Pre-compiled images available for the development boards corresponding to the three chips. +- 文档 --> Documents corresponding to the three chips. +- 模型库 --> Examples and code for industrial, security, educational and other scenarios that can be run on the K210 and K230. +- 模型训练 --> The model training platform for K210 and K230 supports the training of various scenarios. + +### Bilibili +- [Kendryte AI tutorial and application demonstration](https://space.bilibili.com/677429436) + +### K210 related repo + +- [K210_Yolo_framework](https://github.com/zhen8838/K210_Yolo_framework) +- [Shts!'s Blog (Japanese)](https://www.shtsno24.tokyo/2020/03/nncase-v020.html) +- [Examples](https://github.com/kendryte/canmv_examples/tree/main/01-K210) + +### K230 related repo + +- C: [K230_SDK](https://github.com/kendryte/k230_sdk) + - [Documents](https://github.com/kendryte/k230_docs) + - [K230 end-to-end tutorial](https://github.com/kendryte/K230_training_scripts) +- MicroPython: [Canmv_k230](https://github.com/kendryte/k230_canmv) + - [Documents](https://github.com/kendryte/k230_canmv_docs) + - [Examples](https://github.com/kendryte/canmv_examples/tree/main/02-K230) +--- diff --git a/docs/FAQ_EN.md b/docs/FAQ_EN.md index 3360df5da..c808d8728 100644 --- a/docs/FAQ_EN.md +++ b/docs/FAQ_EN.md @@ -4,41 +4,66 @@ ## 1. Error installing `whl` package -### 1.1 Q: `xxx.whl is not a supported wheel on this platform` +### 1.1 `xxx.whl is not a supported wheel on this platform` -A: Upgrade pip >= 20.3 using `pip install --upgrade pip` +A: Upgrade pip >= 20.3. + +```shell +pip install --upgrade pip +``` --- ## 2. Compile-time errors -### 2.1 "System.NotSupportedException" - -#### 2.1.1 Q: Compile model reported error "System.NotSupportedException: Not Supported *** op: XXX" +### 2.1 Compile model reported error "System.NotSupportedException: Not Supported *** op: XXX" A: This exception indicates that there are operators, `XXX`, that are not yet supported. You can create a issue in [nncase Github Issue](https://github.com/kendryte/nncase/issues). In the current directory `***_ops.md`, you can view the operators already supported in each inference framework. If 'XXX' belongs to quantization-related operators such as `FAKE_QUANT`, `DEQUANTIZE`, `QUANTIZE`, it indicates that the current model is a quantized model, and 'nncase' does not currently support such models, please compile `kmodel` using a floating point model. -### 2.2 "System.IO.IOException" - -#### 2.2.1 Q: Downloading the `nncase` repository and compiling it yourself and running test gives this error, `The configured user limit (128) on the number of inotify instances has been reached, or the per-process limit on the number of open file descriptors has been reached`. +### 2.2 "The configured user limit (128) on the number of inotify instances has been reached, or the per-process limit on the number of open file descriptors has been reached." A: Use `sudo gedit /proc/sys/fs/inotify/max_user_instances` to change 128 to a larger value. -### 2.3 `initialize` error +### 2.3 `RuntimeError: Failed to initialize hostfxr` + +A：Need to install dotnet-sdk-7.0. +- Linux: + + ```shell + sudo apt-get update + sudo apt-get install dotnet-sdk-7.0 + ``` -#### 2.3.1 Q："RuntimeError: Failed to initialize hostfxr" appears when compiling the kmodel. +- Windows: Refer to MicroSoft official website. -A1：Need to install dotnet-7.0. +### 2.4 "KeyNotFoundException: The given key 'K230' was not present in the dictionary" + +A: Need to install `nncase-kpu`. +- Linux: `pip install nncase-kpu` +- Windows: Sorry for that you need to download the `whl` package in [nncase github repo](https://github.com/kendryte/nncase/tags) and install it manually. + +> Before install `nncase`, please make sure that the version of `nncase` is consistent with the version of `nncase-kpu`. + +```shell +> pip show nncase | grep "Version:" + Version: 2.8.0 +(Linux) > pip install nncase-kpu==2.8.0 +(Windows)> pip install nncase_kpu-2.8.0-py2.py3-none-win_amd64.whl +``` --- ## 3. Runtime errors -### 3.1 Q: Compiling `kmodel` is fine, but when inferring, the error `nncase.simulator.k230.sc: not found`occurs. +### 3.1 When inferring, the error `nncase.simulator.k230.sc: not found` occurs. + +Or these situations: +- `"nncase.simulator.k230.sc: Permision denied."` +- `"Input/output error."` -A: First, make sure that the path of the nncase installation is added to the PATH environment variable. You need to check whether the versions of `nncase` and `nncase-kpu` are the same. +A: Make sure that the path of the nncase installation is added to the `PATH` environment variable. You need to check whether the versions of `nncase` and `nncase-kpu` are the same. ```shell root@a52f1cacf581:/mnt# pip list | grep nncase @@ -52,13 +77,13 @@ If inconsistent, install the same version of the Python package `pip install nnc ## 4. Runtime error on k230 development board -### 4.1 Q: `data.size_bytes() == size = false (bool)` +### 4.1 `data.size_bytes() == size = false (bool)` A: The above situation is usually caused by an error in the input data file of the app inference, which does not match the model input shape or the model input type. Especially when pre-processing is configured, you need to check ` input_shape` and `input_type ` of input data, after adding pre-processing operation, relevant nodes are added to the model, and the input node will also be changed. If `input_shape `, `input_type `are different from the original model, the newly configured `shape `, `type` should be used to generate input data. -### 4.2 Q: `std::bad_alloc` +### 4.2 `std::bad_alloc` A: Usually it is caused by memory allocation failure, you can do the following troubleshooting. -- Check whether the generated `kmodel` exceeds the current available memory. -- Check whether the generated `kmodel` exceeds the current available system memory. +- Check whether the generated `kmodel` exceeds the currently available system memory. +- Check App for memory leaks. diff --git a/docs/FAQ_ZH.md b/docs/FAQ_ZH.md index 04714cc50..ca9a21e21 100644 --- a/docs/FAQ_ZH.md +++ b/docs/FAQ_ZH.md @@ -2,39 +2,66 @@ ## 1. 安装 `whl`包出错 -### 1.1 Q：`xxx.whl is not a supported wheel on this platform.` +### 1.1 `xxx.whl is not a supported wheel on this platform.` -A：升级 pip >= 20.3 `pip install --upgrade pip` +A：升级 pip >= 20.3 + +```shell +pip install --upgrade pip +``` --- ## 2.编译模型时报错 -### 2.1 `System.NotSupportedException` - -#### 2.1.1 Q：编译模型报错“System.NotSupportedException: Not Supported *** op: XXX”。 +### 2.1 编译模型报错“System.NotSupportedException: Not Supported *** op: XXX”。 A：该异常表明 `XXX`算子尚未支持，可以在[nncase Github Issue](https://github.com/kendryte/nncase/issues)中提需求。当前目录下 `***_ops.md`文档，可以查看各个推理框架中已经支持的算子。 如果 `XXX`属于 `FAKE_QUANT`、`DEQUANTIZE`、`QUANTIZE`等量化相关的算子，表明当前模型属于量化模型，`nncase`目前不支持这类模型，请使用浮点模型来编译 `kmodel`。 -### 2.2 `System.IO.IOException` +### 2.2 "The configured user limit (128) on the number of inotify instances has been reached, or the per-process limit on the number of open file descriptors has been reached"。 + +A：使用 `sudo gedit /proc/sys/fs/inotify/max_user_instances`修改128为更大的值即可。 + +### 2.3 `RuntimeError: Failed to initialize hostfxr` + +A：需要安装dotnet-sdk-7.0 +- Linux: -#### 2.2.1 Q：下载 `nncase`仓库自己编译后，运行test出现这个错误"The configured user limit (128) on the number of inotify instances has been reached, or the per-process limit on the number of open file descriptors has been reached"。 + ```shell + sudo apt-get update + sudo apt-get install dotnet-sdk-7.0 + ``` -A1：使用 `sudo gedit /proc/sys/fs/inotify/max_user_instances`修改128为更大的值即可。 +- Windows: 请自行查阅微软官方文档。 -### 2.3 `initialize`相关 -#### 2.3.1 Q：编译模型出现如下错误`RuntimeError: Failed to initialize hostfxr` -A1：需要安装dotnet-7.0 +### 2.4 "KeyNotFoundException: The given key 'K230' was not present in the dictionary" + +A：需要安装nncase-kpu +- Linux：使用pip安装nncase-kpu `pip install nncase-kpu` +- Windows：在[nncase github tags界面](https://github.com/kendryte/nncase/tags)下载对应版本的whl包，然后使用pip安装。 + +>安装nncase-kpu之前，请先检查nncase版本，然后安装与nncase版本一致的nncase-kpu。 + +```shell +> pip show nncase | grep "Version:" + Version: 2.8.0 +(Linux) > pip install nncase-kpu==2.8.0 +(Windows)> pip install nncase_kpu-2.8.0-py2.py3-none-win_amd64.whl +``` --- ## 3. 推理时报错 -### 3.1 Q：在编译kmodel正常， 但是推理的时候出现 `nncase.simulator.k230.sc: not found`的错误。 +### 3.1 推理的时候出现 `nncase.simulator.k230.sc: not found`。 + +或者以下情况： +- `"nncase.simulator.k230.sc: Permision denied."` +- `"Input/output error."` -A：将nncase的安装路径加入到 `PATH`环境变量中，同时检查一下nncase和nncase-kpu版本是否一致。 +A：将nncase的安装路径加入到 `PATH`环境变量中，同时检查一下`nncase`和`nncase-kpu`版本是否一致。 ```shell root@a52f1cacf581:/mnt# pip list | grep nncase @@ -48,11 +75,11 @@ nncase-kpu 2.1.1.20230721 ## 4. k230开发板推理时报错 -### 4.1 Q：`data.size_bytes() == size = false (bool)` +### 4.1 `data.size_bytes() == size = false (bool)` A：以上这种情况通常有是app推理时的输入数据文件有错误，与模型输入shape不匹配或者与模型输入type不匹配。尤其当配置了前处理时需要检查这两个属性，添加前处理操作后，模型中增加了相关的节点，输入节点也会发生变化。如果 `input_shape`、`input_type`和原始模型不同，则需要以新配置的 `shape`，`type`为准来生成输入数据。 -### 4.2 Q：抛出 `std::bad_alloc`异常 +### 4.2 抛出 `std::bad_alloc`异常 A：通常是因为内存分配失败导致的，可做如下排查。 diff --git a/docs/imgs/arch.jpeg b/docs/imgs/arch.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..ad986046bb59429aa0129d8f3f64bb8a73f37436 GIT binary patch literal 421719 zcmbq*c|25q`}dgzV;eJ!D26eXW++g6 zu5Kw$U%wrCw?x*rOdA~DEva-^S?{R93FmVGmm-t%pH;NYa7sxZJfuSL3k)l-l<}`> 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+ +[![GitHub repository](https://img.shields.io/badge/github-repository-blue?logo=github&style=plastic)](https://github.com/kendryte/nncase) [![Gitee repository](https://img.shields.io/badge/gitee-repository-blue?logo=gitee&style=plastic)](https://gitee.com/kendryte/nncase) [![GitHub release](https://img.shields.io/github/v/release/kendryte/nncase?color=brightgreen&display_name=tag&logo=github&style=plastic)](https://github.com/kendryte/nncase/releases) + +[Switch to English](../README.md) + +`nncase` 是一个为 AI 加速器设计的神经网络编译器。 +技术交流 QQ 群：790699378 答案：人工智能 +Telegram: [nncase community](https://t.me/joinchat/PPcEPZMLaTViNDI1) + +[TOC] + +--- + +## K230 + +- [使用说明](./USAGE_v2.md) +- [常见问题](./FAQ_ZH.md) +- [示例](../examples/user_guide/k230_simulate-ZH.ipynb) +- [Colab 在线示例](https://colab.research.google.com/drive/1m8TTree096m5VHmq-Uc60gXyltVCgnRb?usp=sharing) +- [ *nncase与K230_SDK版本对应关系说明* ](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_%E7%89%88%E6%9C%AC%E8%AF%B4%E6%98%8E.html#ai-sdkcanmvnncase) + +### 安装 + +- Linux： + + ```shell + pip install nncase nncase-kpu + ``` + +- Windows: + + ```shell + 1. pip install nncase + 2. 在下面release链接中下载`nncase_kpu-2.x.x-py2.py3-none-win_amd64.whl` + 3. pip install nncase_kpu-2.x.x-py2.py3-none-win_amd64.whl + ``` + +已经发布Python包见[Release](https://github.com/kendryte/nncase/releases)页面。 + +### 支持的算子 + +- [TFLite ops](./docs/tflite_ops.md) +- [Caffe ops](./docs/caffe_ops.md) +- [ONNX ops](./docs/onnx_ops.md) + +### benchmark test + + + + + + + + + + + + + + + + + + + + +
kind model shape quant_type(If/W) nncase_fps tflite_onnx_result accuracy info
Image Classificationmobilenetv2 [1,224,224,3] u8/u8 600.24 top-1 = 71.3%
top-5 = 90.1% 		top-1 = 71.1%
top-5 = 90.0% 		dataset(ImageNet 2012, 50000 images)
tflite
resnet50V2 [1,3,224,224] u8/u8 86.17 top-1 = 75.44%
top-5 = 92.56% 		top-1 = 75.11%
top-5 = 92.36% 		dataset(ImageNet 2012, 50000 images)
onnx
yolov8s_cls [1,3,224,224] u8/u8 130.497 top-1 = 72.2%
top-5 = 90.9% 		top-1 = 72.2%
top-5 = 90.8% 		dataset(ImageNet 2012, 50000 images)
yolov8s_cls(v8.0.207)
Object Detectionyolov5s_det [1,3,640,640] u8/u8 23.645 bbox
mAP50-90 = 0.374
mAP50 = 0.567 		bbox
mAP50-90 = 0.369
mAP50 = 0.566		dataset(coco val2017, 5000 images)
yolov5s_det(v7.0 tag, rect=False, conf=0.001, iou=0.65)
yolov8s_det [1,3,640,640] u8/u8 9.373 bbox
mAP50-90 = 0.446
mAP50 = 0.612
mAP75 = 0.484 		bbox
mAP50-90 = 0.404
mAP50 = 0.593
mAP75 = 0.45		dataset(coco val2017, 5000 images)
yolov8s_det(v8.0.207, rect = False)
Image Segmentationyolov8s_seg [1,3,640,640] u8/u8 7.845 bbox
mAP50-90 = 0.444
mAP50 = 0.606
mAP75 = 0.484
segm
mAP50-90 = 0.371
mAP50 = 0.578
mAP75 = 0.396 		bbox
mAP50-90 = 0.444
mAP50 = 0.606
mAP75 = 0.484
segm
mAP50-90 = 0.371
mAP50 = 0.579
mAP75 = 0.397		 dataset(coco val2017, 5000 images)
yolov8s_seg(v8.0.207, rect = False, conf_thres = 0.0008)
Pose Estimationyolov8n_pose_320 [1,3,320,320] u8/u8 36.066 bbox
mAP50-90 = 0.6
mAP50 = 0.843
mAP75 = 0.654
keypoints
mAP50-90 = 0.358
mAP50 = 0.646
mAP75 = 0.353 		bbox
mAP50-90 = 0.6
mAP50 = 0.841
mAP75 = 0.656
keypoints
mAP50-90 = 0.359
mAP50 = 0.648
mAP75 = 0.357 		dataset(coco val2017, 2346 images)
yolov8n_pose(v8.0.207, rect = False)
yolov8n_pose_640 [1,3,640,640] u8/u8 10.88 bbox
mAP50-90 = 0.694
mAP50 = 0.909
mAP75 = 0.776
keypoints
mAP50-90 = 0.509
mAP50 = 0.798
mAP75 = 0.544 		bbox
mAP50-90 = 0.694
mAP50 = 0.909
mAP75 = 0.777
keypoints
mAP50-90 = 0.508
mAP50 = 0.798
mAP75 = 0.54 		dataset(coco val2017, 2346 images)
yolov8n_pose(v8.0.207, rect = False)
yolov8s_pose [1,3,640,640] u8/u8 5.568 bbox
mAP50-90 = 0.733
mAP50 = 0.925
mAP75 = 0.818
keypoints
mAP50-90 = 0.605
mAP50 = 0.857
mAP75 = 0.666 		bbox
mAP50-90 = 0.734
mAP50 = 0.925
mAP75 = 0.819
keypoints
mAP50-90 = 0.604
mAP50 = 0.859
mAP75 = 0.669		 dataset(coco val2017, 2346 images)
yolov8s_pose(v8.0.207, rect = False)
+ + +### Demo示例 + +|[eye gaze](https://developer.canaan-creative.com/devAdmin/model/download?mid=be978f1f38b8aa2f2b649185a10c2e9c&filePath=/upload/model/official/k230/yolop_lane_seg/yolop_lane_seg.zip) | [space_resize](https://developer.canaan-creative.com/devAdmin/model/download?mid=7d48cb68a499dd54daf0ced14549b142&filePath=/upload/model/official/k230/space_resize/space_resize.zip) | [face pose](https://developer.canaan-creative.com/devAdmin/model/download?mid=5b87c02b969a9e60d48b08e357c20e31&filePath=/upload/model/official/k230/face_pose/face_pose.zip) | +|---|---|---| +|gif | gif| | + +--- + +## K210/K510 + +- [使用说明](https://github.com/kendryte/nncase/blob/release/1.0/docs/USAGE_ZH.md) +- [常见问题](https://github.com/kendryte/nncase/blob/release/1.0/docs/FAQ_ZH.md) +- [示例程序](https://github.com/kendryte/nncase/blob/release/1.0/examples/user_guide/) + +### 支持的算子 + +- [TFLite ops](https://github.com/kendryte/nncase/blob/release/1.0/docs/tflite_ops.md) +- [Caffe ops](https://github.com/kendryte/nncase/blob/release/1.0/docs/caffe_ops.md) +- [ONNX ops](https://github.com/kendryte/nncase/blob/release/1.0/docs/onnx_ops.md) + +--- + +## 特性 + +- 支持多输入输出网络，支持多分支结构 +- 静态内存分配，不需要堆内存 +- 算子合并和优化 +- 支持 float 和量化 uint8 推理 +- 支持训练后量化，使用浮点模型和量化校准集 +- 平坦模型，支持零拷贝加载 + +--- + +## 架构 + +
+nncase arch +
+ +--- + +## 源码编译 + +**推荐直接通过`pip`安装nncase来使用，目前K510、K230芯片相关的源码并未开源，因此无法直接通过编译源码来使用`nncase-k510`和`nncase-kpu`(K230)。** + +如果你的模型中存在`nncase`尚未支持的算子，可以在issue中提出需求，或者自己实现并提交PR。后续版本将会进行集成，或者联系我们提供临时版本。 +以下为编译 `nncase` 的步骤 + +```shell +git clone https://github.com/kendryte/nncase.git +cd nncase +mkdir build && cd build + +# 使用Ninja编译 +cmake .. -G Ninja -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=./install +ninja && ninja install + +# 使用make编译 +cmake .. -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=./install +make && make install +``` + +--- + +## 资源 + +### 嘉楠开发者社区 + +[嘉楠开发者社区](https://developer.canaan-creative.com/resource)中包含所有K210、K510、K230相关的资源，包括： +- 资料下载 --> 三款芯片对应的开发板可使用的预编译镜像。 +- 文档 --> 三款芯片及不同版本对应的文档。 +- 模型库 --> K210、K230上可运行的应用于工业、安防、教育等场景的示例以及代码。 +- 模型训练 --> 针对K210、K230的模型训练平台，支持多种场景的训练。 + +### Bilibili +- [嘉楠 AI教程及应用演示](https://space.bilibili.com/677429436) + +### K210相关仓库 + +- [K210_Yolo_framework](https://github.com/zhen8838/K210_Yolo_framework) +- [Shts!'s Blog (Japanese)](https://www.shtsno24.tokyo/2020/03/nncase-v020.html) +- [示例脚本](https://github.com/kendryte/canmv_examples/tree/main/01-K210) + +### K230相关仓库 + +- C: [K230_SDK](https://github.com/kendryte/k230_sdk) + - [文档](https://github.com/kendryte/k230_docs) + - [K230端到端全流程教程](https://github.com/kendryte/K230_training_scripts) +- MicroPython: [Canmv_k230](https://github.com/kendryte/k230_canmv) + - [文档](https://github.com/kendryte/k230_canmv_docs) + - [示例脚本](https://github.com/kendryte/canmv_examples/tree/main/02-K230) \ No newline at end of file From dbcde6f2285edb70599b1669123e0e3868ebe1b6 Mon Sep 17 00:00:00 2001 From: huochenghai Date: Mon, 11 Mar 2024 16:02:07 +0800 Subject: [PATCH 4/6] Feature/egraph extract constrains (#1175) * add egraph-extract-constrains * reorder SwapBinaryArgs --- src/Nncase.Compiler/Compiler.cs | 2 +- src/Nncase.Core/TIR/TIRUtilities.cs | 17 ++ src/Nncase.Core/Utilities/ShapeExprUtility.cs | 1 - .../CostModel/EGraphCostPrinter.cs | 47 +++- src/Nncase.EGraph/Passes/EGraphExtensions.cs | 50 +++++ .../Passes/EGraphExtractExtensions.cs | 95 --------- .../SatExtractor.cs => EGraphExtractor.cs} | 17 +- .../Passes/EGraphExtractors/Extractor.cs | 200 ------------------ src/Nncase.EGraph/Passes/RewriteProvider.cs | 2 +- .../BufferSchedule/BufferScheduleTypes.cs | 46 ++-- .../BufferSchedule/BufferScheduler.cs | 118 +++++------ .../BufferSchedule/LifeTimeCollector.cs | 73 ++++--- src/Nncase.Passes/DDrBufferSchdeulePass.cs | 3 +- src/Nncase.Passes/EGraphExtractPass.cs | 2 +- .../CostModel/UnitTestEGraphCostModel.cs | 4 +- 15 files changed, 233 insertions(+), 444 deletions(-) create mode 100644 src/Nncase.EGraph/Passes/EGraphExtensions.cs delete mode 100644 src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs rename src/Nncase.EGraph/Passes/{EGraphExtractors/SatExtractor.cs => EGraphExtractor.cs} (94%) delete mode 100644 src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs diff --git a/src/Nncase.Compiler/Compiler.cs b/src/Nncase.Compiler/Compiler.cs index 3d83a6b0b..c21b7247d 100644 --- a/src/Nncase.Compiler/Compiler.cs +++ b/src/Nncase.Compiler/Compiler.cs @@ -100,7 +100,6 @@ public void TargetIndependentPass(IPassManager passManager) p.Add(); p.Add(); p.Add(); - p.Add(); p.Add(); p.Add(); p.Add(); @@ -141,6 +140,7 @@ public void TargetIndependentPass(IPassManager passManager) p.Add(); p.Add(); p.Add(); + p.Add(); p.Add(); }); diff --git a/src/Nncase.Core/TIR/TIRUtilities.cs b/src/Nncase.Core/TIR/TIRUtilities.cs index 6a1142e71..6dcad9ad1 100644 --- a/src/Nncase.Core/TIR/TIRUtilities.cs +++ b/src/Nncase.Core/TIR/TIRUtilities.cs @@ -71,4 +71,21 @@ public static class TIRUtilities IR.F.Math.Max(0, t.First.Start), IR.F.Math.Min(t.Second.FixedValue, t.First.Stop), t.First.Step)).ToArray(); + + public static bool TryGetFixedRegions(TIR.BufferRegion region, out (int Start, int Stop, int Step)[] slice) + { + slice = new (int Start, int Stop, int Step)[region.Region.Length]; + for (int i = 0; i < region.Region.Length; i++) + { + var rg = region.Region[i]; + if (rg is not Range { Start: IR.TensorConst start, Stop: IR.TensorConst stop, Step: IR.TensorConst step }) + { + return false; + } + + slice[i] = (start.Value.ToScalar(), stop.Value.ToScalar(), step.Value.ToScalar()); + } + + return true; + } } diff --git a/src/Nncase.Core/Utilities/ShapeExprUtility.cs b/src/Nncase.Core/Utilities/ShapeExprUtility.cs index c1da04dca..9c73513cf 100644 --- a/src/Nncase.Core/Utilities/ShapeExprUtility.cs +++ b/src/Nncase.Core/Utilities/ShapeExprUtility.cs @@ -1,7 +1,6 @@ // Copyright (c) Canaan Inc. All rights reserved. // Licensed under the Apache license. See LICENSE file in the project root for full license information. -using GiGraph.Dot.Output.Writers.Edges; using Nncase.Diagnostics; using Nncase.IR; using Nncase.IR.Tensors; diff --git a/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs b/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs index c8f3bd5c3..ac2d1c1ca 100644 --- a/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs +++ b/src/Nncase.EGraph/CostModel/EGraphCostPrinter.cs @@ -32,6 +32,25 @@ internal static DotGraph DumpEgraphAsDot(IEGraph eGraph, CostModel.EGraphCostMod return printer.SaveToStream(file); } + /// + /// find the minCostEnode in eclass. + /// + /// the marker first. + /// + /// + internal static ENode MinByWithMarker(EClass eClass, CostModel.EGraphCostModel costModel) + { + return eClass.Nodes.OrderBy(e => e.Expr, ENodeTypeComparer.Instance).MinBy(x => x.Expr is Marker ? CostModel.Cost.Zero : costModel[x])!; + } + + /// + /// find the minCostEnode in eclass skip marker. + /// + internal static ENode MinByWithOutMarker(EClass eClass, CostModel.EGraphCostModel costModel) + { + return eClass.Nodes.Where(e => e.Expr is not Marker).MinBy(x => costModel[x])!; + } + private DotGraph AttachEGraphCost(CostModel.EGraphCostModel costModel, EClass entry) { // 1. display each enode costs. @@ -72,12 +91,12 @@ void Dfs(EClass curclass) continue; } - var minCostEnode = parent.MinByWithMarker(costModel); + var minCostEnode = MinByWithMarker(parent, costModel); // when this marker ecalss has been visited, skip it. if (markerEclassMemo.Contains(parent)) { - minCostEnode = parent.MinByWithOutMarker(costModel); + minCostEnode = MinByWithOutMarker(parent, costModel); } var (minCostDotnode, table) = NodesMap[minCostEnode]; @@ -93,7 +112,7 @@ void Dfs(EClass curclass) if (minCostEnode.Expr is Marker && child == parent) { markerEclassMemo.Add(child); - var otherminCostENode = child.MinByWithOutMarker(costModel); + var otherminCostENode = MinByWithOutMarker(child, costModel); var (childDotNode, _) = NodesMap[otherminCostENode]; _dotGraph.Edges.Add(childDotNode, minCostDotnode, edge => { @@ -103,7 +122,7 @@ void Dfs(EClass curclass) } else { - var childEnode = child.Find().MinByWithMarker(costModel); + var childEnode = MinByWithMarker(child.Find(), costModel); var (childDotNode, _) = NodesMap[childEnode]; _dotGraph.Edges.Add(childDotNode, minCostDotnode, edge => { @@ -126,3 +145,23 @@ void Dfs(EClass curclass) return _dotGraph; } } + +internal sealed class ENodeTypeComparer : IComparer +{ + public static readonly ENodeTypeComparer Instance = new(); + + public int Compare(Expr? x, Expr? y) => (x, y) switch + { + (null, null) => 0, + (Expr, null) => 1, + (null, Expr) => -1, + (Expr, Expr) => GetPriority(x).CompareTo(GetPriority(y)), + }; + + private int GetPriority(Expr x) => x switch + { + Marker => 0, + Const => 1, + _ => 2, + }; +} diff --git a/src/Nncase.EGraph/Passes/EGraphExtensions.cs b/src/Nncase.EGraph/Passes/EGraphExtensions.cs new file mode 100644 index 000000000..5a349cec4 --- /dev/null +++ b/src/Nncase.EGraph/Passes/EGraphExtensions.cs @@ -0,0 +1,50 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using System; +using System.Collections.Generic; +using System.IO; +using System.Linq; +using System.Text; +using Google.OrTools.Sat; +using Nncase.CostModel; +using Nncase.Diagnostics; +using Nncase.IR; +using Nncase.PatternMatch; +using static Nncase.PatternMatch.F.Math; +using static Nncase.PatternMatch.Utility; + +namespace Nncase.Passes; + +/// +/// EGraph extract extensions. +/// +public static class EGraphExtensions +{ + /// + /// Extract egraph. + /// + /// egraph. + /// Root eclass. + /// base func cost evaluator. + /// the cp model constrains. + public static Expr Extract(this IEGraph eGraph, EClass root, Evaluator.IBaseFuncCostEvaluator? basefunc_cost_evaluator, EGraphExtractConstrains[] constrains) + { + // 1. set enode expr with more accuracy type. + foreach (var eclass in eGraph.Classes) + { + foreach (var nodes in eclass.Nodes) + { + if (eclass.CheckedType.CompareTo(nodes.Expr.CheckedType) > 0) + { + nodes.Expr.CheckedType = eclass.CheckedType; + } + } + } + + // 2. start the cost evaluator + var costModel = new CostModel.EGraphCostEvaluator(root.Find(), basefunc_cost_evaluator, false).Evaluate(); + + return new EGraphExtractor(costModel).Extract(root.Find(), eGraph, constrains); + } +} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs b/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs deleted file mode 100644 index 7c0cfbdc2..000000000 --- a/src/Nncase.EGraph/Passes/EGraphExtractExtensions.cs +++ /dev/null @@ -1,95 +0,0 @@ -// Copyright (c) Canaan Inc. All rights reserved. -// Licensed under the Apache license. See LICENSE file in the project root for full license information. - -using System; -using System.Collections.Generic; -using System.IO; -using System.Linq; -using System.Text; -using Nncase.CostModel; -using Nncase.Diagnostics; -using Nncase.IR; -using Nncase.PatternMatch; -using static Nncase.PatternMatch.F.Math; -using static Nncase.PatternMatch.Utility; - -namespace Nncase.Passes; - -/// -/// EGraph extract extensions. -/// -public static class EGraphExtractExtensions -{ - /// - /// Extract egraph. - /// - /// eGraph. - /// Root eclass. - /// base func cost evaluator. - /// the picks. - /// Extracted root expression. - public static Expr Extract(this IEGraph eGraph, EClass root, Evaluator.IBaseFuncCostEvaluator? basefunc_cost_evaluator, out IReadOnlyDictionary picks) - { - // 1. set enode expr with more accuracy type. - foreach (var eclass in eGraph.Classes) - { - foreach (var nodes in eclass.Nodes) - { - if (eclass.CheckedType.CompareTo(nodes.Expr.CheckedType) > 0) - { - nodes.Expr.CheckedType = eclass.CheckedType; - } - } - } - - // 2. start the cost evaluator - var costModel = new EGraphCostEvaluator(root.Find(), basefunc_cost_evaluator, false).Evaluate(); - - // if (DumpScope.Current.IsEnabled(DumpFlags.EGraphCost)) - // { - // using var fs = DumpScope.Current.OpenFile(Path.Combine("Costs", $"V{eGraph.Version}.dot")); - // EGraphPrinter.DumpEgraphAsDot(eGraph, costModel, root.Find(), fs); - // } - // return new EGraphExtractor(costModel).Extract(root.Find(), eGraph); - return new EGraphExtractors.SatExtractor(costModel).Extract(root.Find(), eGraph, out picks); - } - - /// - /// find the minCostEnode in eclass. - /// - /// the marker first. - /// - /// - internal static ENode MinByWithMarker(this EClass eClass, CostModel.EGraphCostModel costModel) - { - return eClass.Nodes.OrderBy(e => e.Expr, ENodeTypeComparer.Instance).MinBy(x => x.Expr is Marker ? Cost.Zero : costModel[x])!; - } - - /// - /// find the minCostEnode in eclass skip marker. - /// - internal static ENode MinByWithOutMarker(this EClass eClass, CostModel.EGraphCostModel costModel) - { - return eClass.Nodes.Where(e => e.Expr is not Marker).MinBy(x => costModel[x])!; - } - - internal sealed class ENodeTypeComparer : IComparer - { - public static readonly ENodeTypeComparer Instance = new(); - - public int Compare(Expr? x, Expr? y) => (x, y) switch - { - (null, null) => 0, - (Expr, null) => 1, - (null, Expr) => -1, - (Expr, Expr) => GetPriority(x).CompareTo(GetPriority(y)), - }; - - private int GetPriority(Expr x) => x switch - { - Marker => 0, - Const => 1, - _ => 2, - }; - } -} diff --git a/src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs b/src/Nncase.EGraph/Passes/EGraphExtractor.cs similarity index 94% rename from src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs rename to src/Nncase.EGraph/Passes/EGraphExtractor.cs index fab2fc05e..c7eba4570 100644 --- a/src/Nncase.EGraph/Passes/EGraphExtractors/SatExtractor.cs +++ b/src/Nncase.EGraph/Passes/EGraphExtractor.cs @@ -11,18 +11,20 @@ using Nncase.Diagnostics; using Nncase.IR; -namespace Nncase.Passes.EGraphExtractors; +namespace Nncase.Passes; -internal class SatExtractor : IExtractor +public delegate void EGraphExtractConstrains(CpModel model, IReadOnlyDictionary vars); + +internal class EGraphExtractor { private readonly EGraphCostModel _costModel; - public SatExtractor(EGraphCostModel costModel) + public EGraphExtractor(EGraphCostModel costModel) { _costModel = costModel; } - public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks) + public Expr Extract(EClass root, IEGraph eGraph, EGraphExtractConstrains[] constrains) { var cpmodel = new CpModel(); @@ -68,6 +70,11 @@ public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary vars[n]), eGraph.Nodes.Select(n => checked((long)_costModel[n].Score)))); @@ -121,7 +128,7 @@ public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary e, e => solver.BooleanValue(vars[e])); + var picks = eGraph.Nodes.ToDictionary(e => e, e => solver.BooleanValue(vars[e])); using (var dumpStream = enableDump ? DumpScope.Current.OpenFile("Costs/Pick.dot") : Stream.Null) { EGraphPrinter.DumpEgraphAsDot(eGraph, _costModel, picks, root.Find(), dumpStream); diff --git a/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs b/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs deleted file mode 100644 index fcf2abd72..000000000 --- a/src/Nncase.EGraph/Passes/EGraphExtractors/Extractor.cs +++ /dev/null @@ -1,200 +0,0 @@ -// Copyright (c) Canaan Inc. All rights reserved. -// Licensed under the Apache license. See LICENSE file in the project root for full license information. - -using System; -using System.Collections.Generic; -using System.IO; -using System.Linq; -using System.Text; -using Nncase.CostModel; -using Nncase.Diagnostics; -using Nncase.IR; -using Nncase.PatternMatch; -using static Nncase.PatternMatch.F.Math; -using static Nncase.PatternMatch.Utility; - -namespace Nncase.Passes.EGraphExtractors; - -internal interface IExtractor -{ - Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks); -} - -internal class Extractor : IExtractor -{ - private readonly EGraphCostModel _costModel; - private readonly Dictionary _eclassMemo = new(); - private readonly Dictionary _markerEclassMemo = new(); - private readonly Dictionary _picks = new(); - private StreamWriter? _dumpWriter; - - public Extractor(EGraphCostModel costModel) - { - _costModel = costModel; - } - - public Expr Extract(EClass root, IEGraph eGraph, out IReadOnlyDictionary picks) - { - _dumpWriter = DumpScope.Current.IsEnabled(DumpFlags.EGraphCost) - ? new StreamWriter(DumpScope.Current.OpenFile($"{nameof(Extractor)}_Class_{root.Id}.txt")) - : null; - try - { - Visit(root); - } - finally - { - _dumpWriter?.Dispose(); - } - - foreach (var enode in eGraph.Nodes) - { - if (!_picks.ContainsKey(enode)) - { - _picks[enode] = false; - } - } - - picks = _picks; - return _eclassMemo[root]; - } - - private void Visit(EClass eclass) - { - var stack = new Stack<(EClass, ENode)>(); - stack.Push((eclass, eclass.MinByWithMarker(_costModel))); - var markerEclassSet = new HashSet(); - while (stack.Any()) - { - (eclass, var minCostEnode) = stack.Peek(); - if (_eclassMemo.ContainsKey(eclass)) - { - stack.Pop(); - continue; - } - - Expr? expr = null; - switch (minCostEnode.Expr) - { - case Var or TensorConst or TupleConst or Op or Fusion or None: - expr = minCostEnode.Expr; - break; - case Function or Call or IR.Tuple or Marker or IR.If: - var childrenExprs = new List(); - foreach (var child in minCostEnode.Children) - { - if (!_eclassMemo.TryGetValue(child, out var childExpr)) - { - if (minCostEnode.Expr is Marker && child == eclass) - { - if (!_markerEclassMemo.TryGetValue(eclass, out var markerInputExpr)) - { - markerEclassSet.Add(eclass); - stack.Push((eclass, eclass.MinByWithOutMarker(_costModel))); - } - else - { - childrenExprs.Add(markerInputExpr); - } - } - else - { - stack.Push((child, child.MinByWithMarker(_costModel))); - } - } - else - { - childrenExprs.Add(childExpr); - } - } - - if (childrenExprs.Count != minCostEnode.Children.Count) - { - break; - } - - expr = minCostEnode.Expr switch - { - Function function => Visit(minCostEnode, function, new(childrenExprs)), - Call call => Visit(minCostEnode, call, new(childrenExprs)), - IR.Tuple tuple => Visit(minCostEnode, tuple, new(childrenExprs)), - Marker marker => Visit(minCostEnode, marker, new(childrenExprs)), - IR.If @if => Visit(minCostEnode, @if, new(childrenExprs)), - _ => throw new ArgumentException("Unsupported expression type."), - }; - - break; - default: - throw new ArgumentException("Unsupported expression type."); - } - - if (expr is null) - { - continue; - } - - if (markerEclassSet.Contains(eclass) && minCostEnode.Expr is not Marker) - { - _markerEclassMemo.Add(eclass, expr); - } - else - { - _eclassMemo.Add(eclass, expr); - } - - _picks[minCostEnode] = true; - stack.Pop(); - } - } - - private Marker Visit(ENode enode, Marker marker, IRArray children) - { - var target = children[0]; - var attr = children[1]; - return marker.With(target: target, attribute: attr); - } - - private Function Visit(ENode enode, Function func, IRArray children) - { - if (children.Count == 0) - { - return func; - } - - var body = children[0]; - return func.With(body: body); - } - - private IR.Tuple Visit(ENode enode, IR.Tuple tuple, IRArray children) - { - return tuple.With(fields: children.ToArray()); - } - - private IR.If Visit(ENode enode, IR.If @if, IRArray children) - { - return @if.With(condition: children[^3], then: children[^2], @else: children[^1], paramList: children[..^3].ToArray()); - } - - private Call Visit(ENode enode, Call call, IRArray children) - { - var target = children[0]; - var arguments = children.Skip(1); - - // for mix quant debug. - if (call.EnodeQuantConfigWithCosine != null && _dumpWriter != null) - { - _dumpWriter.WriteLine(call + " " + call.CheckedType); - for (int i = 0; i < call.EnodeQuantConfigWithCosine.Count; i++) - { - for (int j = 0; j < call.EnodeQuantConfigWithCosine[i].Item1.Count; j++) - { - _dumpWriter.Write(call.EnodeQuantConfigWithCosine[i].Item1[j] + " "); - } - - _dumpWriter.WriteLine(call.EnodeQuantConfigWithCosine[i].Item3); - } - } - - return call.With(target: target, arguments: arguments.ToArray(), call.Metadata); - } -} diff --git a/src/Nncase.EGraph/Passes/RewriteProvider.cs b/src/Nncase.EGraph/Passes/RewriteProvider.cs index 07d3416ed..ad64c2207 100644 --- a/src/Nncase.EGraph/Passes/RewriteProvider.cs +++ b/src/Nncase.EGraph/Passes/RewriteProvider.cs @@ -36,7 +36,7 @@ public Expr ERewrite(Expr expr, IEnumerable rules, RunPassContext var graph = new EGraph(expr); ERewrite(graph, rules, options); - var post = graph.Extract(graph.Root!, null, out _); + var post = graph.Extract(graph.Root!, null, Array.Empty()); return post; } diff --git a/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs b/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs index 13e8ab86f..3b76f1673 100644 --- a/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs +++ b/src/Nncase.Passes/BufferSchedule/BufferScheduleTypes.cs @@ -3,54 +3,34 @@ namespace Nncase.Passes.BufferSchedule; -internal sealed class TimeInterval +public sealed class Interval { - public TimeInterval(int start, int end) - { - Brith = start; - Death = end; - } - - public int Brith { get; set; } - - public int Death { get; set; } - - public int Size => Death - Brith; - - public override string ToString() - { - return $"TimeInterval({Brith}, {Death})"; - } -} - -internal sealed class MemSpan -{ - public MemSpan(int start, int end) + public Interval(int start, int end) { Start = start; - End = end; + Stop = end; } public int Start { get; set; } - public int End { get; set; } + public int Stop { get; set; } - public int Size => End - Start; + public int Size => Stop - Start; public override string ToString() { - return $"MemSpan({Start}, {End})"; + return $"Interval({Start}, {Stop})"; } } -internal class ScheduleBuffer +public class ScheduleBuffer { - public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan span, int[] shape, int[] strides, bool inplace) + public ScheduleBuffer(string name, int number, Interval timeInterval, Interval memInterval, int[] shape, int[] strides, bool inplace) { Name = name; Number = number; - Interval = interval; - Span = span; + TimeInterval = timeInterval; + MemInterval = memInterval; Shape = shape; Strides = strides; Inplace = inplace; @@ -60,9 +40,9 @@ public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan sp public int Number { get; } - public TimeInterval Interval { get; } + public Interval TimeInterval { get; } - public MemSpan Span { get; } + public Interval MemInterval { get; } public int[] Shape { get; } @@ -72,6 +52,6 @@ public ScheduleBuffer(string name, int number, TimeInterval interval, MemSpan sp public override string ToString() { - return $"ScheduledBuffer('{Name}', {Number}, {Interval}, {Span}, ConstraintsMode.No, [{string.Join(",", Shape)}], [{string.Join(",", Strides)}], {Inplace})"; + return $"ScheduledBuffer('{Name}', {Number}, {TimeInterval}, {MemInterval}, ConstraintsMode.No, [{string.Join(",", Shape)}], [{string.Join(",", Strides)}], {Inplace})"; } } diff --git a/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs b/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs index 25f7d6f5b..8d02aff4e 100644 --- a/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs +++ b/src/Nncase.Passes/BufferSchedule/BufferScheduler.cs @@ -13,12 +13,42 @@ namespace Nncase.Passes.BufferSchedule; -internal sealed class BufferScheduler +public class BufferScheduler { - public IReadOnlyDictionary CollectLifeTime(Function func) + public virtual void ExternalConstrains(CpModel model, IReadOnlyDictionary bufferMap, IReadOnlyDictionary boxs) { - var c = new LifeTimeCollector(); - return c.Collect(func); + foreach (var (expr, item) in bufferMap) + { + if (expr is Call { Target: IR.Tensors.Concat } concatCall && concatCall.Arguments[0] is IR.Tuple tuple) + { + // the concat inputs must contiguous + int offset = 0; + for (int i = 0; i < tuple.Fields.Length; i++) + { + model.Add((boxs[concatCall].Y.StartExpr() + offset) == boxs[tuple.Fields[i]].Y.StartExpr()); + offset += bufferMap[tuple.Fields[i]].MemInterval.Size; + } + } + else if (expr is Call { Target: IR.Tensors.Split } splitCall) + { + // the split must equal with input. + model.Add(boxs[splitCall].Y.StartExpr() == boxs[splitCall.Arguments[0]].Y.StartExpr()); + + // the split outputs must contiguous + var users = splitCall.GetUsers(); + int offset = 0; + foreach (var user in users.OrderBy(e => ((Call)e).Arguments[1].Evaluate().AsTensor().ToScalar())) + { + model.Add((boxs[splitCall].Y.StartExpr() + offset) == boxs[user].Y.StartExpr()); + offset += bufferMap[user].MemInterval.Size; + } + } + else if (expr is Call { Target: IR.Tensors.Reshape } reshapCall) + { + // the reshape must equal with it's input. + model.Add(boxs[reshapCall].Y.StartExpr() == boxs[reshapCall.Arguments[0]].Y.StartExpr()); + } + } } public void Schedule(IReadOnlyDictionary bufferMap) @@ -30,21 +60,21 @@ public void Schedule(IReadOnlyDictionary bufferMap) var yStarts = new List(); foreach (var (expr, item) in bufferMap) { - var xInterval = model.NewIntervalVar(model.NewConstant(item.Interval.Brith), model.NewConstant(item.Interval.Size), model.NewConstant(item.Interval.Death), item.Name + $"{item.Number}_x"); + var xInterval = model.NewIntervalVar(model.NewConstant(item.TimeInterval.Start), model.NewConstant(item.TimeInterval.Size), model.NewConstant(item.TimeInterval.Stop), item.Name + $"{item.Number}_x"); - var upbound = 2147483648 - item.Span.End; + var upbound = 2147483648 - item.MemInterval.Stop; if (upbound <= 0) { throw new System.NotSupportedException(); } var memStartVar = model.NewIntVar(0, upbound, $"{item.Name}_{item.Number}_y_start"); - var yInterval = model.NewFixedSizeIntervalVar(memStartVar, item.Span.End, $"{item.Name}_{item.Number}_y"); + var yInterval = model.NewFixedSizeIntervalVar(memStartVar, item.MemInterval.Stop, $"{item.Name}_{item.Number}_y"); noOverlap.AddRectangle(xInterval, yInterval); yStarts.Add(memStartVar); boxs.Add(expr, (xInterval, yInterval)); - for (int time = item.Interval.Brith; time < item.Interval.Death; time++) + for (int time = item.TimeInterval.Start; time < item.TimeInterval.Stop; time++) { if (!timeMap.TryGetValue(time, out var timelist)) { @@ -56,38 +86,7 @@ public void Schedule(IReadOnlyDictionary bufferMap) } } - foreach (var (expr, item) in bufferMap) - { - if (expr is Call { Target: IR.Tensors.Concat } concatCall && concatCall.Arguments[0] is IR.Tuple tuple) - { - // the concat inputs must contiguous - int offset = 0; - for (int i = 0; i < tuple.Fields.Length; i++) - { - model.Add((boxs[concatCall].Y.StartExpr() + offset) == boxs[tuple.Fields[i]].Y.StartExpr()); - offset += bufferMap[tuple.Fields[i]].Span.Size; - } - } - else if (expr is Call { Target: IR.Tensors.Split } splitCall) - { - // the split must equal with input. - model.Add(boxs[splitCall].Y.StartExpr() == boxs[splitCall.Arguments[0]].Y.StartExpr()); - - // the split outputs must contiguous - var users = splitCall.GetUsers(); - int offset = 0; - foreach (var user in users.OrderBy(e => ((Call)e).Arguments[1].Evaluate().AsTensor().ToScalar())) - { - model.Add((boxs[splitCall].Y.StartExpr() + offset) == boxs[user].Y.StartExpr()); - offset += bufferMap[user].Span.Size; - } - } - else if (expr is Call { Target: IR.Tensors.Reshape } reshapCall) - { - // the reshape must equal with it's input. - model.Add(boxs[reshapCall].Y.StartExpr() == boxs[reshapCall.Arguments[0]].Y.StartExpr()); - } - } + ExternalConstrains(model, bufferMap, boxs); model.Minimize(LinearExpr.Sum(yStarts)); @@ -99,10 +98,10 @@ public void Schedule(IReadOnlyDictionary bufferMap) throw new System.NotSupportedException(); } - foreach (var (k, v) in bufferMap) + foreach (var (k, _) in bufferMap) { - bufferMap[k].Span.Start = checked((int)solver.Value(boxs[k].Y.StartExpr())); - bufferMap[k].Span.End = checked((int)solver.Value(boxs[k].Y.EndExpr())); + bufferMap[k].MemInterval.Start = checked((int)solver.Value(boxs[k].Y.StartExpr())); + bufferMap[k].MemInterval.Stop = checked((int)solver.Value(boxs[k].Y.EndExpr())); } } @@ -119,18 +118,11 @@ from enum import Enum from typing import List @dataclass -class TimeInterval(): +class Interval(): start: int end: int def __str__(self) -> str: - return f'(start: {self.start}, end {self.end})' - -@dataclass -class MemSpan(): - depth_start: int - depth_end: int - def __str__(self) -> str: - return f'(start: {self.depth_start}, size {self.depth_end - self.depth_start})' + return f'(start: {self.start}, end {self.end}, size {self.end - self.start})' class ConstraintsMode(Enum): No = 0 @@ -140,8 +132,8 @@ class ConstraintsMode(Enum): class ScheduledBuffer(): name: str number: int - interval: TimeInterval - location: MemSpan + time_interval: Interval + mem_interval: Interval constraints: ConstraintsMode shape: List[int] stride: List[int] @@ -166,8 +158,8 @@ class ScheduledBuffer(): 'height': [], 'alpha': [], 'color': [], - 'location': [], - 'interval': [], + 'mem_interval': [], + 'time_interval': [], 'shape': [], 'stride': [], } @@ -177,10 +169,10 @@ class ScheduledBuffer(): color_dict = {} for buffer in buffers: source['name'].append(buffer.name) - width = buffer.interval.end - buffer.interval.start - x = buffer.interval.start + (width / 2) - height = buffer.location.depth_end - buffer.location.depth_start - y = buffer.location.depth_start + (height / 2) + width = buffer.time_interval.end - buffer.time_interval.start + x = buffer.time_interval.start + (width / 2) + height = buffer.mem_interval.end - buffer.mem_interval.start + y = buffer.mem_interval.start + (height / 2) y_range_max = max(y_range_max, y) x_range_max = max(x_range_max, buffer.interval.end) source['x'].append(x) @@ -193,13 +185,13 @@ class ScheduledBuffer(): color_dict[buffer.name] = color source['color'].append(color) source['alpha'].append(0.2 if buffer.inplace else 1.0) - source['interval'].append(str(buffer.interval)) - source['location'].append(str(buffer.location)) + source['time_interval'].append(str(buffer.time_interval)) + source['mem_interval'].append(str(buffer.mem_interval)) source['shape'].append(','.join([str(s) for s in buffer.shape])) source['stride'].append(','.join([str(s) for s in buffer.stride])) source = ColumnDataSource(source) -hover = HoverTool(tooltips=[('name', '@name'), ('interval', '@interval'), ('location', '@location'), +hover = HoverTool(tooltips=[('name', '@name'), ('time_interval', '@time_interval'), ('mem_interval', '@mem_interval'), ('shape', '@shape'), ('stride', '@stride')]) p = figure(tools=[hover, WheelPanTool(), SaveTool(), WheelZoomTool(), ResetTool()], width=1280, height=720, diff --git a/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs b/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs index 1edcc263d..938317762 100644 --- a/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs +++ b/src/Nncase.Passes/BufferSchedule/LifeTimeCollector.cs @@ -10,16 +10,16 @@ namespace Nncase.Passes.BufferSchedule; -internal sealed class LifeTimeCollector : ExprVisitor +public class LifeTimeCollector : ExprVisitor { public int TimeStamp { get; private set; } - public Dictionary LifenessMap { get; } = new(ReferenceEqualityComparer.Instance); + public Dictionary LifenessMap { get; } = new(ReferenceEqualityComparer.Instance); - public IReadOnlyDictionary Collect(Function entry) + public IReadOnlyDictionary Collect(Expr expr) { - Visit(entry.Body); - Update(entry.Body); // avoid final call time interval size == 1. + Visit(expr); + Update(expr); // avoid final call time interval size == 1. Alias(); var d = new Dictionary(ReferenceEqualityComparer.Instance); @@ -32,8 +32,7 @@ public IReadOnlyDictionary Collect(Function entry) Var va => va.Name, _ => k.GetType().Name, }; - var size = GetSize(k.CheckedType, out var shape, out var stride); - + var size = ComputeBufferSize(k.CheckedType, out var shape, out var stride); d.Add(k, new(name, count++, v, new(0, size), shape, stride, false)); } @@ -62,6 +61,29 @@ protected override Unit VisitLeafCall(Call expr) return Unit.Default; } + protected virtual int ComputeBufferSize(IRType type, out int[] shape, out int[] stride) + { + shape = Array.Empty(); + stride = Array.Empty(); + var size = 0; + if (type is TensorType tensorType) + { + shape = tensorType.Shape.ToValueArray(); + stride = TensorUtilities.GetStrides(shape); + size = TensorUtilities.GetSize(shape, stride, tensorType.DType.SizeInBytes); + } + else if (type is TupleType tupleType) + { + size = 0; + foreach (var item in tupleType) + { + size += ComputeBufferSize(item, out _, out _); + } + } + + return size; + } + private void Update(Expr expr) { if (expr is Const or None) @@ -85,7 +107,7 @@ private void Update(Expr expr) } else { - interval.Death = TimeStamp + 1; + interval.Stop = TimeStamp + 1; } LifenessMap[expr] = interval; @@ -123,12 +145,12 @@ private void Alias() } while (changed); } - private bool AliasTime(Call call, TimeInterval interval) + private bool AliasTime(Call call, Interval interval) { - var brith = call.GetArguments().Select(arg => LifenessMap[arg].Death).Concat(new[] { interval.Brith }).Max(); - var death = call.GetUsers().Select(usr => LifenessMap[usr].Brith).Concat(new[] { interval.Death }).Min(); + var brith = call.GetArguments().Select(arg => LifenessMap[arg].Stop).Concat(new[] { interval.Start }).Max(); + var death = call.GetUsers().Select(usr => LifenessMap[usr].Start).Concat(new[] { interval.Stop }).Min(); - if (brith == interval.Brith && death == interval.Death) + if (brith == interval.Start && death == interval.Stop) { return false; } @@ -138,31 +160,8 @@ private bool AliasTime(Call call, TimeInterval interval) throw new InvalidOperationException(); } - interval.Brith = brith; - interval.Death = death; + interval.Start = brith; + interval.Stop = death; return true; } - - private int GetSize(IRType type, out int[] shape, out int[] stride) - { - shape = Array.Empty(); - stride = Array.Empty(); - var size = 0; - if (type is TensorType tensorType) - { - shape = tensorType.Shape.ToValueArray(); - stride = TensorUtilities.GetStrides(shape); - size = TensorUtilities.GetSize(shape, stride, tensorType.DType.SizeInBytes); - } - else if (type is TupleType tupleType) - { - size = 0; - foreach (var item in tupleType) - { - size += GetSize(item, out _, out _); - } - } - - return size; - } } diff --git a/src/Nncase.Passes/DDrBufferSchdeulePass.cs b/src/Nncase.Passes/DDrBufferSchdeulePass.cs index 15a650568..2103b7b04 100644 --- a/src/Nncase.Passes/DDrBufferSchdeulePass.cs +++ b/src/Nncase.Passes/DDrBufferSchdeulePass.cs @@ -46,7 +46,8 @@ protected override async Task RunCoreAsync(IRModule module, RunPassCon if (module.Entry is Function { ModuleKind: Callable.StackVMModuleKind, Body: Expr body } func && IsFixedType(body.CheckedType)) { var sch = new BufferSchedule.BufferScheduler(); - var buffers = sch.CollectLifeTime(func); + var c = new BufferSchedule.LifeTimeCollector(); + var buffers = c.Collect(func.Body); sch.Schedule(buffers); using (var fs = Diagnostics.DumpScope.Current.OpenFile("draw_buffers.py")) { diff --git a/src/Nncase.Passes/EGraphExtractPass.cs b/src/Nncase.Passes/EGraphExtractPass.cs index 2c2baa12b..ba028ea76 100644 --- a/src/Nncase.Passes/EGraphExtractPass.cs +++ b/src/Nncase.Passes/EGraphExtractPass.cs @@ -24,7 +24,7 @@ public EGraphExtractPass(IBaseFuncCostEvaluator? costEvaluator = null) protected override Task RunCoreAsync(IEGraph input, RunPassContext context) { - var post = (BaseFunction)input.Extract(input.Root!, _costEvaluator, out _); + var post = (BaseFunction)input.Extract(input.Root!, _costEvaluator, Array.Empty()); IRHelpers.DCE(post); return Task.FromResult(post); } diff --git a/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs b/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs index c14174bde..2fe2ba6d3 100644 --- a/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs +++ b/src/Nncase.Tests/CostModel/UnitTestEGraphCostModel.cs @@ -47,10 +47,10 @@ public void TestEGraphExtractMinBy() }, }; - Assert.IsType(list.OrderBy(e => e, EGraphExtractExtensions.ENodeTypeComparer.Instance).First()); + Assert.IsType(list.OrderBy(e => e, ENodeTypeComparer.Instance).First()); Assert.True(cost[b] < cost[c]); - Assert.IsType(list.OrderBy(e => e, EGraphExtractExtensions.ENodeTypeComparer.Instance).MinBy(e => cost[e])); + Assert.IsType(list.OrderBy(e => e, ENodeTypeComparer.Instance).MinBy(e => cost[e])); } } From a13d43d0f4bd450844c7163f347c9f29073a8ce7 Mon Sep 17 00:00:00 2001 From: Curio Yang <39184746+curioyang@users.noreply.github.com> Date: Wed, 13 Mar 2024 16:16:47 +0800 Subject: [PATCH 5/6] Feature/update docs (#1176) * update faq * update Homepage * update link * update gif link * update gif link * update FAQ * update FAQ --- README.md | 14 +++++++++----- docs/FAQ_EN.md | 13 +++++++++++++ docs/FAQ_ZH.md | 10 ++++++++++ docs/readme_ZH.md | 4 +++- 4 files changed, 35 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 33d7ae948..7ec32fbf7 100644 --- a/README.md +++ b/README.md @@ -21,8 +21,8 @@ Technical Discussion QQ Group: 790699378 . Answer: 人工智能 - [FAQ](./docs/FAQ_EN.md) - [Example](./examples/user_guide/k230_simulate-EN.ipynb) - [Colab run](https://colab.research.google.com/drive/1m8TTree096m5VHmq-Uc60gXyltVCgnRb?usp=sharing) -- [ *Version relationship between `nncase` and `K230_SDK`* ](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_%E7%89%88%E6%9C%AC%E8%AF%B4%E6%98%8E.html#ai-sdkcanmvnncase) - +- [ *Version relationship between `nncase` and `K230_SDK`* ](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_nncase%E7%89%88%E6%9C%AC%E5%AF%B9%E5%BA%94%E5%85%B3%E7%B3%BB.html#k230sdknncase) +- [update nncase runtime library in SDK](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK%E6%9B%B4%E6%96%B0nncase%E8%BF%90%E8%A1%8C%E6%97%B6%E5%BA%93%E6%8C%87%E5%8D%97.html) ### Install @@ -42,6 +42,7 @@ Technical Discussion QQ Group: 790699378 . Answer: 人工智能 All version of `nncase` and `nncase-kpu` in [Release](https://github.com/kendryte/nncase/releases). + ### Supported operators - [TFLite ops](./docs/tflite_ops.md) @@ -140,16 +141,19 @@ make && make install ## Resources -### Kendryte developer community +### Canaan developer community + +[Canaan developer community](https://developer.canaan-creative.com/resource) contains all resources related to K210, K510, and K230. -[Kendryte developer community](https://developer.canaan-creative.com/resource) contains all resources related to K210, K510, and K230. - 资料下载 --> Pre-compiled images available for the development boards corresponding to the three chips. - 文档 --> Documents corresponding to the three chips. - 模型库 --> Examples and code for industrial, security, educational and other scenarios that can be run on the K210 and K230. - 模型训练 --> The model training platform for K210 and K230 supports the training of various scenarios. ### Bilibili -- [Kendryte AI tutorial and application demonstration](https://space.bilibili.com/677429436) + +- [Canaan AI tutorial and application demonstration](https://space.bilibili.com/677429436) + ### K210 related repo diff --git a/docs/FAQ_EN.md b/docs/FAQ_EN.md index c808d8728..10d477a62 100644 --- a/docs/FAQ_EN.md +++ b/docs/FAQ_EN.md @@ -29,6 +29,7 @@ A: Use `sudo gedit /proc/sys/fs/inotify/max_user_instances` to change 128 to a l ### 2.3 `RuntimeError: Failed to initialize hostfxr` A：Need to install dotnet-sdk-7.0. + - Linux: ```shell @@ -60,6 +61,7 @@ A: Need to install `nncase-kpu`. ### 3.1 When inferring, the error `nncase.simulator.k230.sc: not found` occurs. Or these situations: + - `"nncase.simulator.k230.sc: Permision denied."` - `"Input/output error."` @@ -87,3 +89,14 @@ A: Usually it is caused by memory allocation failure, you can do the following t - Check whether the generated `kmodel` exceeds the currently available system memory. - Check App for memory leaks. + +### 4.3 throw error when load model + +The exception `terminate: Invalid kmodel` is thrown when attempting to load a `kmodel` as bellow. + +```CPP +interp.load_model(ifs).expect("Invalid kmodel"); +``` + +A：The issue arises due to a mismatch between the nncase version used when compiling the kmodel and the current SDK version. Please refer to the [SDK-nncase Version Correspondence](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_nncase%E7%89%88%E6%9C%AC%E5%AF%B9%E5%BA%94%E5%85%B3%E7%B3%BB.html) for a lookup, and follow the [Update the nncase Runtime Library Guide](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK%E6%9B%B4%E6%96%B0nncase%E8%BF%90%E8%A1%8C%E6%97%B6%E5%BA%93%E6%8C%87%E5%8D%97.html) to resolve the problem. + diff --git a/docs/FAQ_ZH.md b/docs/FAQ_ZH.md index ca9a21e21..fb7888612 100644 --- a/docs/FAQ_ZH.md +++ b/docs/FAQ_ZH.md @@ -85,3 +85,13 @@ A：通常是因为内存分配失败导致的，可做如下排查。 - 检查生成的kmodel是否超过当前系统可用内存 - 检查App是否存在内存泄露 + +### 4.3 加载模型时抛出异常 + +加载`kmodel`代码如下时，抛出异常 `terminate:Invalid kmodel`。 + +```CPP +interp.load_model(ifs).expect("Invalid kmodel"); +``` + +A：是由于编译`kmodel`时的nncase版本与当前SDK版本不匹配导致，请按照[SDK、nncase版本对应关系](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_nncase%E7%89%88%E6%9C%AC%E5%AF%B9%E5%BA%94%E5%85%B3%E7%B3%BB.html)查询，并按照[更新nncase运行时库教程](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK%E6%9B%B4%E6%96%B0nncase%E8%BF%90%E8%A1%8C%E6%97%B6%E5%BA%93%E6%8C%87%E5%8D%97.html)解决。 \ No newline at end of file diff --git a/docs/readme_ZH.md b/docs/readme_ZH.md index 1f704e2f8..e0d81d3c4 100644 --- a/docs/readme_ZH.md +++ b/docs/readme_ZH.md @@ -20,7 +20,9 @@ Telegram: [nncase community](https://t.me/joinchat/PPcEPZMLaTViNDI1) - [常见问题](./FAQ_ZH.md) - [示例](../examples/user_guide/k230_simulate-ZH.ipynb) - [Colab 在线示例](https://colab.research.google.com/drive/1m8TTree096m5VHmq-Uc60gXyltVCgnRb?usp=sharing) -- [ *nncase与K230_SDK版本对应关系说明* ](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_%E7%89%88%E6%9C%AC%E8%AF%B4%E6%98%8E.html#ai-sdkcanmvnncase) +- [ *nncase与K230_SDK版本对应关系说明* ](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK_nncase%E7%89%88%E6%9C%AC%E5%AF%B9%E5%BA%94%E5%85%B3%E7%B3%BB.html#k230sdknncase) +- [SDK中更新nncase运行时库](https://developer.canaan-creative.com/k230/dev/zh/03_other/K230_SDK%E6%9B%B4%E6%96%B0nncase%E8%BF%90%E8%A1%8C%E6%97%B6%E5%BA%93%E6%8C%87%E5%8D%97.html) + ### 安装 From 91ea4df975e49f4a678b666853378f4997080081 Mon Sep 17 00:00:00 2001 From: huochenghai Date: Fri, 12 Apr 2024 12:26:50 +0800 Subject: [PATCH 6/6] fix fold binary (#1182) --- src/Nncase.Passes/Rules/Neutral/FoldBinary.cs | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs b/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs index c844136f1..6d1561490 100644 --- a/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs +++ b/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs @@ -23,13 +23,14 @@ public sealed partial class FoldNopBinary : IRewriteRule /// public IPattern Pattern { get; } = IsBinary( "binary", + "call", x => x.BinaryOp is BinaryOp.Add or BinaryOp.Sub or BinaryOp.Mul or BinaryOp.Div or BinaryOp.Mod or BinaryOp.Pow, IsWildcard("lhs"), IsTensorConst("rhs")); - private Expr? GetReplace(Binary binary, Expr lhs, TensorConst rhs) + private Expr? GetReplace(Binary binary, Call call, Expr lhs, TensorConst rhs) { - if (lhs.CheckedType is Nncase.IR.AnyType || lhs.CheckedShape == rhs.CheckedShape) + if ((lhs.CheckedType is Nncase.IR.AnyType && rhs.CheckedShape.IsScalar) || (lhs.CheckedShape == call.CheckedShape)) { return binary.BinaryOp switch {

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