Optimize reduce

.github/disable-workflows/compiler-python-build.yml

@@ -38,23 +38,23 @@ jobs:
       run: python -m cibuildwheel --output-dir wheelhouse
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       if: runner.os == 'Windows'
       with:
         name: nncase-python-windows
         path: ${{github.workspace}}/wheelhouse
         if-no-files-found: error
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       if: runner.os == 'Linux'
       with:
         name: nncase-python-linux
         path: ${{github.workspace}}/wheelhouse
         if-no-files-found: error
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       if: runner.os == 'Macos'
       with:
         name: nncase-python-macos

.github/disable-workflows/runtime-k210.yml

@@ -73,7 +73,7 @@ jobs:
       run: cmake --install . --prefix ../install
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncaseruntime-k210
         path: ${{github.workspace}}/install

.github/disable-workflows/runtime-linux-x64-gcc.yml

@@ -58,14 +58,14 @@ jobs:
       run: ${{github.workspace}}/install/bin/benchnncase > benchnncase.log
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncaseruntime-linux-x64-gcc
         path: ${{github.workspace}}/install
         if-no-files-found: error
 
     - name: Upload Benchmark Result
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncasebenchmark-linux-x64-gcc
         path: ${{github.workspace}}/benchnncase.log

.github/disable-workflows/runtime-macos-x64-appleclang.yml

@@ -55,14 +55,14 @@ jobs:
       run: ${{github.workspace}}/install/bin/benchnncase > benchnncase.log
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncaseruntime-macos-x64-appleclang
         path: ${{github.workspace}}/install
         if-no-files-found: error
 
     - name: Upload Benchmark Result
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncasebenchmark-macos-x64-appleclang
         path: ${{github.workspace}}/benchnncase.log

.github/disable-workflows/runtime-win-x64-msvc.yml

@@ -54,14 +54,14 @@ jobs:
       run: .\install\bin\benchnncase.exe > benchnncase.log
 
     - name: Upload a Build Artifact
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncaseruntime-win-x64-msvc
         path: ${{github.workspace}}/install
         if-no-files-found: error
 
     - name: Upload Benchmark Result
-      uses: actions/upload-artifact@v2.2.2
+      uses: actions/upload-artifact@v4
       with:
         name: nncasebenchmark-win-x64-msvc
         path: ${{github.workspace}}/benchnncase.log

.github/workflows/compiler-build.yml

@@ -61,7 +61,7 @@ jobs:
           cmake --install build/${{matrix.config.buildType}} --prefix install
 
       - name: Upload nncase Native Build Artifact
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: nncase-native-${{matrix.config.name}}
           path: ${{github.workspace}}/install
@@ -97,7 +97,7 @@ jobs:
             ${{ runner.os }}-nuget-
 
       - name: Install nncase native Artifact
-        uses: actions/download-artifact@v2.0.9
+        uses: actions/download-artifact@v4
         with:
           name: nncase-native-${{matrix.config.name}}
           path: ${{github.workspace}}/install
@@ -139,15 +139,15 @@ jobs:
           dotnet-coverage merge -o coverage.unit.xml -f cobertura -r coverage/*.xml
 
       - name: Upload Coverage
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         if: matrix.config.name == 'x86_64-linux'
         with:
           name: nncase-coverage-unit
           path: coverage.unit.xml
           if-no-files-found: error
 
       - name: Upload nncase Build Artifact
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: nncase-${{matrix.config.name}}
           path: ${{github.workspace}}/src/Nncase.Compiler/bin/${{matrix.config.buildType}}/net${{matrix.dotnet-version}}/${{matrix.config.rid}}/publish
@@ -185,13 +185,13 @@ jobs:
           cache-dependency-path: '**/requirements.test.txt'
 
       - name: Install nncase native Artifact
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: nncase-native-${{matrix.config.name}}
           path: ${{github.workspace}}/install
 
       - name: Install nncase
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: nncase-${{matrix.config.name}}
           path: ${{github.workspace}}/install
@@ -259,7 +259,7 @@ jobs:
           dotnet-coverage merge -o coverage.integration.xml -f cobertura -r coverage/*.xml
 
       - name: Upload Coverage
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         if: matrix.config.name == 'x86_64-linux'
         with:
           name: nncase-coverage-integration
@@ -283,13 +283,13 @@ jobs:
           dotnet-version: "8.0"
 
       - name: Download Unit Test Coverage
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: nncase-coverage-unit
           path: ${{github.workspace}}/coverage
 
       - name: Download Integration Test Coverage
-        uses: actions/download-artifact@v3
+        uses: actions/download-artifact@v4
         with:
           name: nncase-coverage-integration
           path: ${{github.workspace}}/coverage
@@ -314,7 +314,7 @@ jobs:
           reportgenerator -reports:coverage.xml -targetdir:"coveragereport" -reporttypes:Html
 
       - name: Upload Coverage Report
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: nncase-coverage-report
           path: coveragereport

.github/workflows/compiler-python-release.yml

@@ -39,7 +39,7 @@ jobs:
           dotnet publish src/Nncase.Compiler -c ${{matrix.config.buildType}} --no-restore --sc false -r ${{matrix.config.rid}}
 
       - name: Upload nncase Build Artifact
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: nncase-${{matrix.config.name}}
           path: ${{github.workspace}}/src/Nncase.Compiler/bin/${{matrix.config.buildType}}/net${{matrix.dotnet-version}}/${{matrix.config.rid}}/publish
@@ -69,7 +69,7 @@ jobs:
         dotnet-version: ${{matrix.dotnet-version}}
 
     - name: Install nncase
-      uses: actions/download-artifact@v3
+      uses: actions/download-artifact@v4
       with:
         name: nncase-${{matrix.config.name}}
         path: ${{github.workspace}}/install
@@ -97,7 +97,7 @@ jobs:
       run: python -m cibuildwheel --output-dir wheelhouse
 
     - name: Upload nncase-python Build Artifact
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: nncase-python-${{matrix.config.name}}
         path: ${{github.workspace}}/wheelhouse

.github/workflows/runtime-build.yml

@@ -67,14 +67,14 @@ jobs:
       #    cat benchnncase.log
 
       - name: Upload nncaseruntime Build Artifact
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: nncaseruntime-${{matrix.config.name}}
           path: ${{github.workspace}}/install
           if-no-files-found: error
 
     #- name: Upload nncaseruntime Benchmark
-    #  uses: actions/upload-artifact@v3
+    #  uses: actions/upload-artifact@v4
     #  with:
     #    name: nncaseruntime-benchmark-${{matrix.config.name}}
     #    path: ${{github.workspace}}/benchnncase.log
@@ -134,7 +134,7 @@ jobs:
           ctest -C ${{matrix.config.buildType}} --test-dir src/Native/test/ctest --output-on-failure -j4
 
       - name: Upload nncaseruntime Build Artifact
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: nncaseruntime-${{matrix.config.name}}
           path: ${{github.workspace}}/install

modules/Nncase.Modules.CPU/CodeGen/CPU/CSourceExtensions.cs

@@ -41,9 +41,9 @@
     {
         ReduceOp.Min => "min",
         ReduceOp.Max => "max",
-        ReduceOp.Sum => "add",
+        ReduceOp.Sum => "sum",
         ReduceOp.Mean => "mean",
-        ReduceOp.Prod => "mul",
+        ReduceOp.Prod => "prod",
         _ => throw new NotImplementedException(),
     };
 

modules/Nncase.Modules.CPU/CodeGen/CPU/KernelCSourceConvertVisitor.cs

@@ -452,7 +452,7 @@ protected override CSymbol VisitCall(Call expr)
                     IndentScope.Writer.Write($"pad<{string.Join(",", pad.Paddings)}>({Visit(args[0]).Name}, {Visit(args[1]).Name}, {args[0].CheckedDataType.ToC()} {{ {pad.PadValue} }} );\n");
                     break;
                 case TIR.CPU.Reduce reduce:
-                    IndentScope.Writer.Write($"reduce<ops::{reduce.ReduceOp.ToC()}>({Visit(args[0]).Name}, {Visit(args[1]).Name}, fixed_shape<{string.Join(",", reduce.Axis)}>{{}}, fixed_shape<{string.Join(",", reduce.PackedAxes)}>{{}}, fixed_shape<{string.Join(",", reduce.PadedNums)}>{{}});\n");
+                    IndentScope.Writer.Write($"reduce_{reduce.ReduceOp.ToC()}<fixed_shape<{string.Join(",", reduce.Axis)}>, fixed_shape<{string.Join(",", reduce.PackedAxes)}>, fixed_shape<{string.Join(",", reduce.PadedNums)}>>({Visit(args[0]).Name}, {Visit(args[1]).Name});\n");
                     break;
                 case TIR.CPU.ReduceArg reduceArg:
                     IndentScope.Writer.Write($"reduce_arg<ops::{reduceArg.ReduceArgOp.ToC()[4..]}, {reduceArg.Axis}, {reduceArg.SelectLastIndex.ToString().ToLower(System.Globalization.CultureInfo.CurrentCulture)}, {reduceArg.KeepDims.ToString().ToLower(System.Globalization.CultureInfo.CurrentCulture)}>({Visit(args[0]).Name}, {Visit(args[1]).Name}, fixed_shape<>{{}}, fixed_shape<>{{}});\n");

modules/Nncase.Modules.CPU/Passes/Rules/CPU/PackRule.cs

@@ -35,52 +35,6 @@ public PackRule(int rank, int lane)
     public override Expr? GetReplace(IMatchResult result, RunPassContext options) => throw new NotImplementedException();
 }
 
-public class PackSoftmax : PackRule
-{
-    public PackSoftmax(int rank, int lane)
-        : base(rank, lane)
-    {
-    }
-
-    public override Pattern Pattern { get; } = IsSoftmax(
-      "target",
-      IsWildcard("input") with { TypePattern = IsFloat() },
-      IsWildcard("axis") with { TypePattern = IsIntegralScalar() });
-
-    public override List<Expr> GetReplaceCandidates(IMatchResult result, RunPassContext context)
-    {
-        var rets = new List<Expr>();
-        var input = (Expr)result["input"];
-        var axis = ((TensorConst)result["axis"]).Value.ToScalar<int>();
-        var inShape = input.CheckedShape.ToValueArray();
-
-        void AddCandidate(int[] packedAxes, int[] lanes)
-        {
-            var packed = IR.F.CPU.Pack(PackUtility.PadForPack(input, inShape, packedAxes, lanes, float.NegativeInfinity, out var pads), lanes, packedAxes);
-            var softmax = IR.F.CPU.PackedSoftmax(packed, axis, packedAxes);
-            if (softmax.CheckedType is not InvalidType)
-            {
-                var post = PackUtility.SliceForPack(IR.F.CPU.Unpack(softmax, lanes, packedAxes), inShape, pads);
-                rets.Add(post);
-            }
-        }
-
-        for (int i = 0; i < input.CheckedShape.Count; i++)
-        {
-            AddCandidate(new[] { i }, new[] { Lane });
-            for (int j = i + 1; j < input.CheckedShape.Count; j++)
-            {
-                if (Rank > 1)
-                {
-                    AddCandidate(new[] { i, j }, new[] { Lane, Lane });
-                }
-            }
-        }
-
-        return rets;
-    }
-}
-
 public sealed class PackResizeImage : PackRule
 {
     public PackResizeImage(int rank, int lane)
@@ -190,78 +144,6 @@ void AddCandidate(int[] packedAxes, int[] lanes)
     }
 }
 
-public sealed class PackLayerNorm : PackRule
-{
-    public PackLayerNorm(int rank, int lane)
-        : base(rank, lane)
-    {
-    }
-
-    public override Pattern Pattern { get; } = IsLayerNorm(
-      "target",
-      _ => true,
-      IsWildcard("input") with { TypePattern = IsFloat() },
-      IsWildcard("scale") with { TypePattern = IsFloat() },
-      IsWildcard("bias") with { TypePattern = IsFloat() });
-
-    public override List<Expr> GetReplaceCandidates(IMatchResult result, RunPassContext context)
-    {
-        var rets = new List<Expr>();
-        var op = (IR.NN.LayerNorm)result["target"];
-        var input = (Expr)result["input"];
-        var scale = (Expr)result["scale"];
-        var bias = (Expr)result["bias"];
-        var inShape = input.CheckedShape.ToValueArray();
-        var pshape = scale.CheckedShape.ToValueArray();
-
-        void AddCandidate(int[] packedAxes, int[] lanes)
-        {
-            var packedInput = IR.F.CPU.Pack(PackUtility.PadForPack(input, inShape, packedAxes, lanes, 0f, out var padsInput), lanes, packedAxes);
-
-            // todo support padings.
-            if (padsInput.Any(x => x > 0))
-            {
-                return;
-            }
-
-            var pAxes = packedAxes.Where(i => i >= op.Axis).Select(i => i - op.Axis).ToArray();
-            var packedScale = PackUtility.PadForPack(scale, pshape, pAxes, lanes, 0f, out var padsScale);
-            if (pAxes.Length > 0)
-            {
-                packedScale = IR.F.CPU.Pack(packedScale, Enumerable.Repeat(Lane, pAxes.Length).ToArray(), pAxes);
-            }
-
-            var packedBias = PackUtility.PadForPack(bias, pshape, pAxes, lanes, 0f, out var padsBias);
-            if (pAxes.Length > 0)
-            {
-                packedBias = IR.F.CPU.Pack(packedBias, Enumerable.Repeat(Lane, pAxes.Length).ToArray(), pAxes);
-            }
-
-            var layernorm = IR.F.CPU.PackedLayerNorm(packedInput, packedScale, packedBias, op.Axis, op.Epsilon, op.UseMean, packedAxes, padsInput);
-
-            if (layernorm.CheckedType is not InvalidType)
-            {
-                var post = PackUtility.SliceForPack(IR.F.CPU.Unpack(layernorm, lanes, packedAxes), inShape, padsInput);
-                rets.Add(post);
-            }
-        }
-
-        for (int i = 0; i < input.CheckedShape.Count; i++)
-        {
-            AddCandidate(new[] { i }, new[] { Lane });
-            for (int j = i + 1; j < input.CheckedShape.Count; j++)
-            {
-                if (Rank > 1)
-                {
-                    AddCandidate(new[] { i, j }, new[] { Lane, Lane });
-                }
-            }
-        }
-
-        return rets;
-    }
-}
-
 public sealed class PackMatMul : PackRule
 {
     public PackMatMul(int rank, int lane)

modules/Nncase.Modules.CPU/Targets/CPUTarget.cs

@@ -94,9 +94,7 @@ public void RegisterTargetDependentAfterQuantPass(IPassManager passManager, Comp
                 // todo config it in the target options.
                 var rank = 1;
                 var lane = System.Runtime.Intrinsics.Vector256.IsHardwareAccelerated ? 8 : 4;
-                p.Add<Passes.Rules.CPU.PackSoftmax>(rank, lane);
                 p.Add<Passes.Rules.CPU.PackSwish>(rank, lane);
-                p.Add<Passes.Rules.CPU.PackLayerNorm>(rank, lane);
                 p.Add<Passes.Rules.CPU.PackResizeImage>(rank, lane);
                 p.Add<Passes.Rules.CPU.PackMatMul>(rank, lane);
                 p.Add<Passes.Rules.CPU.PackConv2D>(rank, lane);