From f6e4674ca27fe8448213176febe7ccd24ef2583a Mon Sep 17 00:00:00 2001 From: huochenghai Date: Tue, 21 Nov 2023 16:51:38 +0800 Subject: [PATCH 1/6] fix LN evaluator (#1131) --- src/Nncase.Evaluator/NN/LayerNorm.cs | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/src/Nncase.Evaluator/NN/LayerNorm.cs b/src/Nncase.Evaluator/NN/LayerNorm.cs index b76300efbf..f844f5fc75 100644 --- a/src/Nncase.Evaluator/NN/LayerNorm.cs +++ b/src/Nncase.Evaluator/NN/LayerNorm.cs @@ -145,7 +145,7 @@ private UInt128 GetRingReduceCommunicate(DistributedType distributedType, int[] #if true private Tensor LayerNormImpl(Tensor input, Tensor scale, Tensor bias, int axis, float epsilon, bool useMean = true) { - int outputSize = 1; + int outerSize = 1; int innerSize = 1; float[] inputArray = input.ToArray(); float[] outputArray = new float[inputArray.Length]; @@ -157,7 +157,7 @@ private Tensor LayerNormImpl(Tensor input, Tensor scale, Tensor bias, int axis, for (int i = 0; i < axis; i++) { - outputSize *= inShape[i]; + outerSize *= inShape[i]; } for (int i = axis; i < inShape.Length; i++) @@ -165,15 +165,17 @@ private Tensor LayerNormImpl(Tensor input, Tensor scale, Tensor bias, int axis, innerSize *= inShape[i]; } - for (int batch = 0; batch < outputSize; batch++) + for (int batch = 0; batch < outerSize; batch++) { float mean1 = 0f; if (useMean) { for (int i = 0; i < innerSize; i++) { - mean1 += inputArray[(i + (batch * innerSize)) % inputArray.Length] / innerSize; + mean1 += inputArray[(i + (batch * innerSize)) % inputArray.Length]; } + + mean1 /= innerSize; } float[] sub = new float[innerSize]; @@ -191,9 +193,11 @@ private Tensor LayerNormImpl(Tensor input, Tensor scale, Tensor bias, int axis, float mean2 = 0f; for (int i = 0; i < innerSize; i++) { - mean2 += pow[i] / innerSize; + mean2 += pow[i]; } + mean2 /= innerSize; + float add = mean2 + epsilon; float sqrt = (float)System.Math.Sqrt(add); From 352b41d091c57a18e21542b5c1ea812e7c17efc4 Mon Sep 17 00:00:00 2001 From: FusionBolt <59008347+FusionBolt@users.noreply.github.com> Date: Tue, 21 Nov 2023 17:28:25 +0800 Subject: [PATCH 2/6] fix metadata (#1132) --- src/Nncase.Passes/Rules/Neutral/FoldDilatedConv2D.cs | 2 +- src/Nncase.Passes/Rules/Neutral/SwapBinaryArgs.cs | 1 + src/Nncase.Passes/Rules/WithMarker/CombineTranspose.cs | 8 ++++---- 3 files changed, 6 insertions(+), 5 deletions(-) diff --git a/src/Nncase.Passes/Rules/Neutral/FoldDilatedConv2D.cs b/src/Nncase.Passes/Rules/Neutral/FoldDilatedConv2D.cs index 6bc2b09c30..6f2fdd5e6f 100644 --- a/src/Nncase.Passes/Rules/Neutral/FoldDilatedConv2D.cs +++ b/src/Nncase.Passes/Rules/Neutral/FoldDilatedConv2D.cs @@ -97,7 +97,7 @@ private static CallPattern Conv2DPattern() => (Conv2D.Stride.Index, (Expr)new[] { strideH, strideW }), (Conv2D.Dilation.Index, (Expr)new[] { dilationH, dilationW }), }; - return ReplaceUtility.ReplaceCallParams(conv, conv.Arguments.ToArray(), pairs); + return ReplaceUtility.ReplaceCallParams(conv, conv.Arguments.ToArray(), pairs).InheritMetaData(btsCall); } private (int[] Begin, int[] End) GetBeginEnd(int[] btsBlockShape, int[,] crop, int[] btsInputShape) diff --git a/src/Nncase.Passes/Rules/Neutral/SwapBinaryArgs.cs b/src/Nncase.Passes/Rules/Neutral/SwapBinaryArgs.cs index 7626b9840d..1b58e46ddd 100644 --- a/src/Nncase.Passes/Rules/Neutral/SwapBinaryArgs.cs +++ b/src/Nncase.Passes/Rules/Neutral/SwapBinaryArgs.cs @@ -5,6 +5,7 @@ using System.Linq; using Nncase.IR; using Nncase.PatternMatch; +using Nncase.Utilities; using static Nncase.Passes.Utility; using static Nncase.PatternMatch.F.Math; using static Nncase.PatternMatch.Utility; diff --git a/src/Nncase.Passes/Rules/WithMarker/CombineTranspose.cs b/src/Nncase.Passes/Rules/WithMarker/CombineTranspose.cs index eb50c92a69..074595dbb4 100644 --- a/src/Nncase.Passes/Rules/WithMarker/CombineTranspose.cs +++ b/src/Nncase.Passes/Rules/WithMarker/CombineTranspose.cs @@ -207,7 +207,7 @@ public partial class FoldTransposeActTranspose : RewriteRule // transpose(leakyrelu(transpose(input))) => leakyRelu(transpose(transpose(input))) else { - return outMarker.With(target: Transpose(outMarker.With(target: Transpose(outMarker.With(target: LeakyRelu(inMarker.With(target: input), alpha)), perm1)), perm2)); + return outMarker.With(target: Transpose(outMarker.With(target: Transpose(outMarker.With(target: LeakyRelu(inMarker.With(target: input), alpha).InheritMetaData(call)), perm1)), perm2)); } } } @@ -239,7 +239,7 @@ public partial class FoldTransposeBinaryActTranspose : RewriteRule "outMarker"), IsWildcard("perm2")); - private Expr? GetReplace(int[] perm1, int[] perm2, Expr input, Expr rhs, Marker bnMarker, Marker outMarker, Expr alpha) + private Expr? GetReplace(int[] perm1, int[] perm2, Expr input, Expr rhs, Marker bnMarker, Marker outMarker, Expr alpha, Expr call, Expr bnCall) { if (perm1.SequenceEqual(new[] { 0, 2, 3, 1 }) && perm2.SequenceEqual(new[] { 0, 3, 1, 2 })) { @@ -248,10 +248,10 @@ public partial class FoldTransposeBinaryActTranspose : RewriteRule if (rhs is Marker m) { var constRhs = m.With(target: Reshape(m.Target, new[] { rhs.CheckedShape.Size, 1, 1 }).Evaluate().AsTensor()); - return outMarker.With(target: LeakyRelu(bnMarker.With(target: Add(input, constRhs)), alpha)); + return outMarker.With(target: LeakyRelu(bnMarker.With(target: Add(input, constRhs).InheritMetaData(bnCall)), alpha).InheritMetaData(call)); } - return outMarker.With(target: LeakyRelu(bnMarker.With(target: Add(input, Reshape(rhs, new[] { rhs.CheckedShape.Size, 1, 1 }))), alpha)); + return outMarker.With(target: LeakyRelu(bnMarker.With(target: Add(input, Reshape(rhs, new[] { rhs.CheckedShape.Size, 1, 1 }))), alpha).InheritMetaData(call)); } return null; From c326fe3d87d3276590ab89d562b46b34b023fc78 Mon Sep 17 00:00:00 2001 From: huochenghai Date: Wed, 22 Nov 2023 17:22:38 +0800 Subject: [PATCH 3/6] add CheckedShape for DistributedType (#1133) * add CheckedShape for DistributedType * mod by 1 is not nop binary * fix bug about export json in kld * change unit test mode to NoClip * fix warning --------- Co-authored-by: guodongliang --- src/Nncase.Core/IR/Expr.cs | 2 ++ src/Nncase.Core/Schedule/ScheduleTypes.cs | 4 ++-- src/Nncase.Passes/Rules/Neutral/FoldBinary.cs | 1 - src/Nncase.Quantization/Quantization/Quantizer.cs | 4 ++-- src/Nncase.Tests/Quant/UnitTestExportQuantScheme.cs | 2 +- 5 files changed, 7 insertions(+), 6 deletions(-) diff --git a/src/Nncase.Core/IR/Expr.cs b/src/Nncase.Core/IR/Expr.cs index 3ae35627d8..f7345c8fd8 100644 --- a/src/Nncase.Core/IR/Expr.cs +++ b/src/Nncase.Core/IR/Expr.cs @@ -94,6 +94,8 @@ public Shape CheckedShape { case TensorType type: return type.Shape; + case DistributedType type: + return type.TensorType.Shape; default: if (DumpScope.Current.IsEnabled(DumpFlags.Compile)) { diff --git a/src/Nncase.Core/Schedule/ScheduleTypes.cs b/src/Nncase.Core/Schedule/ScheduleTypes.cs index 6800f79fad..79b0498fd2 100644 --- a/src/Nncase.Core/Schedule/ScheduleTypes.cs +++ b/src/Nncase.Core/Schedule/ScheduleTypes.cs @@ -164,7 +164,7 @@ public MemoryRange MemoryRange { code = PrimTypeCodes.ToTypeCode(DType); } - catch (System.Collections.Generic.KeyNotFoundException e) + catch (System.Collections.Generic.KeyNotFoundException) { if (DType.SizeInBytes == 4) { @@ -172,7 +172,7 @@ public MemoryRange MemoryRange } else { - throw e; + throw; } } diff --git a/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs b/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs index 2e03918bec..44abaa3d2d 100644 --- a/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs +++ b/src/Nncase.Passes/Rules/Neutral/FoldBinary.cs @@ -34,7 +34,6 @@ public sealed partial class FoldNopBinary : IRewriteRule (BinaryOp.Add, 0f) => lhs, (BinaryOp.Sub, 0f) => lhs, (BinaryOp.Mul, 1f) => lhs, - (BinaryOp.Mod, 1f) => lhs, (BinaryOp.Pow, 1f) => lhs, (BinaryOp.Div, 1f) => lhs, _ => null, diff --git a/src/Nncase.Quantization/Quantization/Quantizer.cs b/src/Nncase.Quantization/Quantization/Quantizer.cs index 961ae8b716..c9b5fa9daa 100644 --- a/src/Nncase.Quantization/Quantization/Quantizer.cs +++ b/src/Nncase.Quantization/Quantization/Quantizer.cs @@ -167,10 +167,10 @@ public async Task RunAsync(RunPassContext options) var histograms = await GetHistogramsAsync(_quantizeOptions.CalibrationDataset, ranges, srcBinSize, dstBinSize); // 1.2. Select best ranges - var optRanges = GetOptRanges(histograms, ranges, srcBinSize, dstBinSize, _quantizeOptions.CalibrationMethod); + ranges = GetOptRanges(histograms, ranges, srcBinSize, dstBinSize, _quantizeOptions.CalibrationMethod); // 1.3. Assign ranges - AssignRanges(optRanges); + AssignRanges(ranges); } else { // 2. Assign ranges diff --git a/src/Nncase.Tests/Quant/UnitTestExportQuantScheme.cs b/src/Nncase.Tests/Quant/UnitTestExportQuantScheme.cs index 254d5cf265..8f2dd62685 100644 --- a/src/Nncase.Tests/Quant/UnitTestExportQuantScheme.cs +++ b/src/Nncase.Tests/Quant/UnitTestExportQuantScheme.cs @@ -92,7 +92,7 @@ private async Task TestExportQuantSchemeMainPassesAsync(Var input, var pmgr = CompileSession.CreatePassManager("Passes"); CompileOptions.QuantizeOptions.CalibrationDataset = new SolidCalibrationDatasetProvider(new Var[] { input }); - CompileOptions.QuantizeOptions.CalibrationMethod = CalibMethod.Kld; + CompileOptions.QuantizeOptions.CalibrationMethod = CalibMethod.NoClip; CompileOptions.QuantizeOptions.ExportQuantScheme = true; CompileOptions.QuantizeOptions.ExportWeightRangeByChannel = exportWeightRangeByChannel; From bfa9c4da9821637a2aa9e41d18d685d6559adcae Mon Sep 17 00:00:00 2001 From: HeJunchao <73169088+HeJunchao100813@users.noreply.github.com> Date: Thu, 23 Nov 2023 10:42:48 +0800 Subject: [PATCH 4/6] add onnx-op-support-md file (#1081) * fix * fix * fix * fix * fix * add kernel test codecov report * fix * fix * fix * update onnx_ops.md * update onnx_ops.md * fix tensor_ops * fix * fix * fix * update onnx_ops.md * update onnx_ops.md * update onnx_ops.md * fix pytest error * fix * small fix --------- Co-authored-by: hejunchao Co-authored-by: Curio Yang Co-authored-by: sunnycase --- .github/workflows/runtime-build.yml | 250 +++++++------- docs/caffe_ops.md | 24 +- docs/ncnn_ops.md | 30 +- docs/onnx_ops.md | 306 +++++++++++------- docs/paddle_ops.md | 6 +- docs/shape_bucket.md | 84 ++++- docs/tflite_ops.md | 128 ++++---- src/Native/src/kernels/stackvm/tensor_ops.cpp | 9 +- tests/kernels/test_pad.cpp | 9 +- tests/kernels/test_reduce_prod.cpp | 24 +- 10 files changed, 507 insertions(+), 363 deletions(-) diff --git a/.github/workflows/runtime-build.yml b/.github/workflows/runtime-build.yml index 0665ff10fb..c11d287f2d 100644 --- a/.github/workflows/runtime-build.yml +++ b/.github/workflows/runtime-build.yml @@ -1,6 +1,6 @@ name: runtime-build -on: [push, pull_request] +on: [ push, pull_request ] concurrency: group: runtime-build-${{ github.ref }} @@ -13,71 +13,71 @@ jobs: strategy: matrix: config: - - {name: x86_64-macos, os: macos-latest, cmakeArgs: '', buildType: Release} - - {name: x86_64-linux, os: ubuntu-latest, cmakeArgs: '', buildType: Release} - - {name: x86_64-windows, os: windows-latest, arch: x64, cmakeArgs: -DCMAKE_C_COMPILER=clang-cl -DCMAKE_CXX_COMPILER=clang-cl, buildType: Release} + - { name: x86_64-macos, os: macos-latest, cmakeArgs: '', buildType: Release } + - { name: x86_64-linux, os: ubuntu-latest, cmakeArgs: '', buildType: Release } + - { name: x86_64-windows, os: windows-latest, arch: x64, cmakeArgs: -DCMAKE_C_COMPILER=clang-cl -DCMAKE_CXX_COMPILER=clang-cl, buildType: Release } steps: - - uses: actions/checkout@v3 - - uses: seanmiddleditch/gha-setup-ninja@master - - - name: Set up build environment (Windows, Visual Studio) - uses: ilammy/msvc-dev-cmd@v1 - with: - arch: ${{matrix.config.arch}} - if: runner.os == 'Windows' - - - name: Set up build environment (Macos) - run: | - brew install sunnycase/core/libomp@11.1.0 - if: runner.os == 'Macos' - - - name: Setup Python - uses: actions/setup-python@v4 - with: - python-version: 3.7 - - - name: Install Conan - run: | - pip install conan==1.58 - conan remote add -i 0 sunnycase https://conan.sunnycase.moe - - - name: Configure Conan (Linux) - run: | - conan profile new default --detect - conan profile update settings.compiler.libcxx=libstdc++11 default - conan profile update settings.compiler.version=10 default - echo "CC=gcc-10" >> $GITHUB_ENV - echo "CXX=g++-10" >> $GITHUB_ENV - if: runner.os == 'Linux' - - - name: Configure CMake - shell: bash - run: | - conan install . -if build --build=missing -s build_type=${{matrix.config.buildType}} --profile=default -o runtime=True -o python=False -o tests=True -s compiler.cppstd=17 - - - name: Build & Install - run: | - conan build . -if build -bf build - cmake --install build --prefix install - - - name: Test - run: | - cd build - ctest -C ${{matrix.config.buildType}} --test-dir tests/kernels --output-on-failure -j4 - if: runner.os != 'Macos' && runner.os != 'Windows' - - #- name: Benchmark - # run: | - # ${{github.workspace}}/install/bin/benchnncase > benchnncase.log - # cat benchnncase.log - - - name: Upload nncaseruntime Build Artifact - uses: actions/upload-artifact@v3 - with: - name: nncaseruntime-${{matrix.config.name}} - path: ${{github.workspace}}/install - if-no-files-found: error + - uses: actions/checkout@v3 + - uses: seanmiddleditch/gha-setup-ninja@master + + - name: Set up build environment (Windows, Visual Studio) + uses: ilammy/msvc-dev-cmd@v1 + with: + arch: ${{matrix.config.arch}} + if: runner.os == 'Windows' + + - name: Set up build environment (Macos) + run: | + brew install sunnycase/core/libomp@11.1.0 + if: runner.os == 'Macos' + + - name: Setup Python + uses: actions/setup-python@v4 + with: + python-version: 3.7 + + - name: Install Conan + run: | + pip install conan==1.58 + conan remote add -i 0 sunnycase https://conan.sunnycase.moe + + - name: Configure Conan (Linux) + run: | + conan profile new default --detect + conan profile update settings.compiler.libcxx=libstdc++11 default + conan profile update settings.compiler.version=10 default + echo "CC=gcc-10" >> $GITHUB_ENV + echo "CXX=g++-10" >> $GITHUB_ENV + if: runner.os == 'Linux' + + - name: Configure CMake + shell: bash + run: | + conan install . -if build --build=missing -s build_type=${{matrix.config.buildType}} --profile=default -o runtime=True -o python=False -o tests=True -s compiler.cppstd=17 + + - name: Build & Install + run: | + conan build . -if build -bf build + cmake --install build --prefix install + + - name: Test + run: | + cd build + ctest -C ${{matrix.config.buildType}} --test-dir tests/kernels --output-on-failure -j4 + if: runner.os != 'Macos' && runner.os != 'Windows' + + #- name: Benchmark + # run: | + # ${{github.workspace}}/install/bin/benchnncase > benchnncase.log + # cat benchnncase.log + + - name: Upload nncaseruntime Build Artifact + uses: actions/upload-artifact@v3 + with: + name: nncaseruntime-${{matrix.config.name}} + path: ${{github.workspace}}/install + if-no-files-found: error #- name: Upload nncaseruntime Benchmark # uses: actions/upload-artifact@v3 @@ -87,64 +87,64 @@ jobs: # if-no-files-found: error build-cross-linux-runtime: - name: build-runtime-${{matrix.config.name}} - runs-on: ubuntu-latest - strategy: - matrix: - config: - - {name: riscv64-linux, shell: bash, arch: riscv64, toolchain: riscv64-unknown-linux, toolchain_env: RISCV_ROOT_PATH, toolchain_file: riscv64-unknown-linux-gnu-12.0.1, qemu: qemu-riscv64, loader_args: '-cpu;rv64,v=true,Zfh=true,vlen=128,elen=64,vext_spec=v1.0;-L', cmakeArgs: '', buildType: Release} - - steps: - - uses: actions/checkout@v3 - - uses: seanmiddleditch/gha-setup-ninja@master - - - name: Setup Python - uses: actions/setup-python@v4 - with: - python-version: 3.7 - - - name: Install toolchain and QEMU - shell: bash - run: | - wget https://dav.sunnycase.moe/d/ci/nncase/${{matrix.config.toolchain_file}}.tar.xz -O toolchain.tar.xz - sudo tar xf toolchain.tar.xz -C $GITHUB_WORKSPACE - echo "${{matrix.config.toolchain_env}}=$GITHUB_WORKSPACE/${{matrix.config.toolchain_file}}" >> $GITHUB_ENV - - wget https://dav.sunnycase.moe/d/ci/nncase/${{matrix.config.qemu}}.tgz -O qemu.tgz - sudo tar xf qemu.tgz -C /usr/local/bin - echo "TESTS_EXECUTABLE_LOADER=${{matrix.config.qemu}}" >> $GITHUB_ENV - echo "TESTS_EXECUTABLE_LOADER_ARGUMENTS=${{matrix.config.loader_args}};$GITHUB_WORKSPACE/${{matrix.config.toolchain_file}}/sysroot" >> $GITHUB_ENV - - - name: Install Conan - run: | - pip install conan==1.58 - conan remote add -i 0 sunnycase https://conan.sunnycase.moe - - - name: Configure Conan - run: | - conan profile new default --detect - conan profile update settings.compiler.libcxx=libstdc++11 default - conan config init - sed -i 's/xtensalx7]/xtensalx7, ${{matrix.config.arch}}]/g' ~/.conan/settings.yml - - - name: Configure CMake - run: | - conan install . -if build --build=missing -s build_type=${{matrix.config.buildType}} --profile:host=toolchains/riscv64-unknown-linux.profile.jinja --profile:build=default -o runtime=True -o python=False -o tests=True -s compiler.cppstd=17 - - - name: Build & Install - run: | - conan build . -if build -bf build - cmake --install build --prefix install - - - name: Test - shell: bash - run: | - cd build - ctest --test-dir tests/kernels --output-on-failure -j4 - - - name: Upload nncaseruntime Build Artifact - uses: actions/upload-artifact@v3 - with: - name: nncaseruntime-${{matrix.config.name}} - path: ${{github.workspace}}/install - if-no-files-found: error + name: build-runtime-${{matrix.config.name}} + runs-on: ubuntu-latest + strategy: + matrix: + config: + - { name: riscv64-linux, shell: bash, arch: riscv64, toolchain: riscv64-unknown-linux, toolchain_env: RISCV_ROOT_PATH, toolchain_file: riscv64-unknown-linux-gnu-12.0.1, qemu: qemu-riscv64, loader_args: '-cpu;rv64,v=true,Zfh=true,vlen=128,elen=64,vext_spec=v1.0;-L', cmakeArgs: '', buildType: Release } + + steps: + - uses: actions/checkout@v3 + - uses: seanmiddleditch/gha-setup-ninja@master + + - name: Setup Python + uses: actions/setup-python@v4 + with: + python-version: 3.7 + + - name: Install toolchain and QEMU + shell: bash + run: | + wget https://dav.sunnycase.moe/d/ci/nncase/${{matrix.config.toolchain_file}}.tar.xz -O toolchain.tar.xz + sudo tar xf toolchain.tar.xz -C $GITHUB_WORKSPACE + echo "${{matrix.config.toolchain_env}}=$GITHUB_WORKSPACE/${{matrix.config.toolchain_file}}" >> $GITHUB_ENV + + wget https://dav.sunnycase.moe/d/ci/nncase/${{matrix.config.qemu}}.tgz -O qemu.tgz + sudo tar xf qemu.tgz -C /usr/local/bin + echo "TESTS_EXECUTABLE_LOADER=${{matrix.config.qemu}}" >> $GITHUB_ENV + echo "TESTS_EXECUTABLE_LOADER_ARGUMENTS=${{matrix.config.loader_args}};$GITHUB_WORKSPACE/${{matrix.config.toolchain_file}}/sysroot" >> $GITHUB_ENV + + - name: Install Conan + run: | + pip install conan==1.58 + conan remote add -i 0 sunnycase https://conan.sunnycase.moe + + - name: Configure Conan + run: | + conan profile new default --detect + conan profile update settings.compiler.libcxx=libstdc++11 default + conan config init + sed -i 's/xtensalx7]/xtensalx7, ${{matrix.config.arch}}]/g' ~/.conan/settings.yml + + - name: Configure CMake + run: | + conan install . -if build --build=missing -s build_type=${{matrix.config.buildType}} --profile:host=toolchains/riscv64-unknown-linux.profile.jinja --profile:build=default -o runtime=True -o python=False -o tests=True -s compiler.cppstd=17 + + - name: Build & Install + run: | + conan build . -if build -bf build + cmake --install build --prefix install + + - name: Test + shell: bash + run: | + cd build + ctest --test-dir tests/kernels --output-on-failure -j4 + + - name: Upload nncaseruntime Build Artifact + uses: actions/upload-artifact@v3 + with: + name: nncaseruntime-${{matrix.config.name}} + path: ${{github.workspace}}/install + if-no-files-found: error \ No newline at end of file diff --git a/docs/caffe_ops.md b/docs/caffe_ops.md index 8e35f202bf..04322a3e66 100644 --- a/docs/caffe_ops.md +++ b/docs/caffe_ops.md @@ -2,15 +2,15 @@ ## 支持的 Caffe 算子 -| Operator | Is Supported | -|-------|------------------ | -| Input | ✅ | -| Concat | ✅ | -| Convolution | ✅ | -| Eltwise | ✅ | -| Permute | ✅ | -| Relu | ✅ | -| Reshape | ✅ | -| Slice | ✅ | -| Softmax | ✅ | -| Split | ✅ | +| Operator | Is Supported | +|-------------|--------------| +| Input | ✅ | +| Concat | ✅ | +| Convolution | ✅ | +| Eltwise | ✅ | +| Permute | ✅ | +| Relu | ✅ | +| Reshape | ✅ | +| Slice | ✅ | +| Softmax | ✅ | +| Split | ✅ | diff --git a/docs/ncnn_ops.md b/docs/ncnn_ops.md index a48f321b14..ac02754f44 100644 --- a/docs/ncnn_ops.md +++ b/docs/ncnn_ops.md @@ -2,18 +2,18 @@ ## 支持的 ncnn 算子 -| Operator | Is Supported | -|-------|------------------ | -| Input | ✅ | -| Clip | ✅ | -| Concat | ✅ | -| Convolution | ✅ | -| ConvolutionDepthWise | ✅ | -| HardSigmoid | ✅ | -| HardSwish | ✅ | -| Innerproduct | ✅ | -| Pooling | ✅ | -| ReLU | ✅ | -| Sigmoid | ✅ | -| Softmax | ✅ | -| Split | ✅ | +| Operator | Is Supported | +|----------------------|--------------| +| Input | ✅ | +| Clip | ✅ | +| Concat | ✅ | +| Convolution | ✅ | +| ConvolutionDepthWise | ✅ | +| HardSigmoid | ✅ | +| HardSwish | ✅ | +| Innerproduct | ✅ | +| Pooling | ✅ | +| ReLU | ✅ | +| Sigmoid | ✅ | +| Softmax | ✅ | +| Split | ✅ | diff --git a/docs/onnx_ops.md b/docs/onnx_ops.md index 19608c173c..7e82517ca3 100644 --- a/docs/onnx_ops.md +++ b/docs/onnx_ops.md @@ -2,117 +2,195 @@ ## 支持的 ONNX 算子 -| Operator | Is Supported | -|-------|------------------ | -| Abs | ✅ | -| Acos | ✅ | -| Acosh | ✅ | -| And | ✅ | -| ArgMax | ✅ | -| ArgMin | ✅ | -| Asin | ✅ | -| Asinh | ✅ | -| Add | ✅ | -| AveragePool | ✅ | -| BatchNormalization | ✅ | -| Cast | ✅ | -| Ceil | ✅ | -| Celu | ✅ | -| Clip | ✅ | -| Concat | ✅ | -| Constant | ✅ | -| ConstantOfShape | ✅ | -| Conv | ✅ | -| ConvTranspose | ✅ | -| Cos | ✅ | -| Cosh | ✅ | -| CumSum | ✅ | -| DepthToSpace | ✅ | -| DequantizeLinear | ✅ | -| Div | ✅ | -| Dropout | ✅ | -| Elu | ✅ | -| Equal | ✅ | -| Erf | ✅ | -| Exp | ✅ | -| Expand | ✅ | -| Flatten | ✅ | -| Floor | ✅ | -| Gather | ✅ | -| GatherElements | ✅ | -| GatherND | ✅ | -| Gemm | ✅ | -| GlobalAveragePool | ✅ | -| GlobalMaxPool | ✅ | -| Hardmax | ✅ | -| HardSigmoid | ✅ | -| HardSwish | ✅ | -| Identity | ✅ | -| InstanceNormalization | ✅ | -| LpNormalization | ✅ | -| LeakyRelu | ✅ | -| Less | ✅ | -| Log | ✅ | -| LogSoftmax | ✅ | -| LRN | ✅ | -| LSTM | ✅ | -| MatMul | ✅ | -| MaxPool | ✅ | -| Max | ✅ | -| Min | ✅ | -| Mul | ✅ | -| Neg | ✅ | -| Not | ✅ | -| OneHot | ✅ | -| Pad | ✅ | -| Pow | ✅ | -| PRelu | ✅ | -| QuantizeLinear | ✅ | -| QLinearConv | ✅ | -| QLinearMatmul | ✅ | -| RandomNormal | ✅ | -| RandomNormalLike | ✅ | -| RandomUniform | ✅ | -| RandomUniformLike | ✅ | -| Range | ✅ | -| ReduceL1 | ✅ | -| ReduceL2 | ✅ | -| ReduceLogSum | ✅ | -| ReduceLogSumExp | ✅ | -| ReduceMax | ✅ | -| ReduceMean | ✅ | -| ReduceMin | ✅ | -| ReduceProd | ✅ | -| ReduceSum | ✅ | -| ReduceSumSquare | ✅ | -| Relu | ✅ | -| Reshape | ✅ | -| Resize | ✅ | -| ReverseSequence | ✅ | -| Round | ✅ | -| ScatterND | ✅ | -| Selu | ✅ | -| Shape | ✅ | -| Sign | ✅ | -| Sin | ✅ | -| Sinh | ✅ | -| Sigmoid | ✅ | -| Sign | ✅ | -| Size | ✅ | -| Slice | ✅ | -| Softmax | ✅ | -| Softplus | ✅ | -| Softsign | ✅ | -| SpaceToDepth | ✅ | -| Split | ✅ | -| Sqrt | ✅ | -| Squeeze | ✅ | -| Sub | ✅ | -| Sum | ✅ | -| Tanh | ✅ | -| Tile | ✅ | -| TopK | ✅ | -| Transpose | ✅ | -| Upsample | ✅ | -| Unsqueeze | ✅ | -| Where | ✅ | +| Operator | Is Supported | Version(onnx) | Supported/Not Supported Feature | supported optimized or not | Remark | +|---------------------------|--------------|------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------|-------------------------------------------------------------------------------------------------------------------| +| Abs | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| Acos | ✅ | 7 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Acosh | ✅ | 9 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Add | ✅ | 14, 13, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| ArgMax | ✅ | 13, 12, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| ArgMin | ✅ | 13, 12, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| Asin | ✅ | 7 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Asinh | ✅ | 9 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Atan | ✅ | 7 | 1.不支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Atanh | ✘ | / | / | / | / | +| AveragePool | ✅ | 19, 11, 10, 7, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | | +| AffineGrid | ✘ | / | / | / | | +| BatchNormalization | ✅ | 15, 14, 9, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✘ | | +| BitShift | ✘ | / | / | / | / | +| BitwiseAnd | ✘ | / | / | / | / | +| BitwiseNot | ✘ | / | / | / | / | +| BitwiseOr | ✘ | / | / | / | / | +| BitwiseXor | ✘ | / | / | / | / | +| Bernoulli | ✘ | / | / | / | / | +| BlackmanWindow | ✘ | / | / | / | / | +| CastLike | ✘ | / | / | / | / | +| Cast | ✅ | 19, 13, 9, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16->
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float,double | ✘ | 不支持bool类型的转化,不支持float->float16/bfloat16 | +| Ceil | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| Col2Im | ✘ | / | / | / | / | +| Compress | ✘ | / | / | / | / | +| Concat | ✅ | 13, 11, 4, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| ConcatFromSequence | ✘ | / | / | / | / | +| Constant | ✅ | 19, 13, 12, 11, 9, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | | +| ConstantOfShape | ✅ | 20, 9 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | | +| Conv | ✅ | 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| ConvInteger | ✘ | / | / | / | / | +| ConvTranspose | ✅ | 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| Cos | ✅ | 7 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Cosh | ✅ | 9 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| CumSum | ✅ | 14, 11 | 1.支持导入
2.支持的输入数据类型:
input:float16,float,double,bfloat16,int32,int64,uint32,uint64
axis:int32,int64 | ✘ | | +| Celu | ✅ | 12 | 1.支持导入
2.支持的输入数据类型:float | ✘ | | +| CenterCropPad | ✘ | / | / | / | / | +| Clip | ✅ | 13, 12, 11, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| DFT | ✘ | / | / | / | / | +| DeformConv | ✘ | / | / | / | / | +| DepthToSpace | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| DequantizeLinear | ✅ | 19, 13, 10 | 1.支持导入
2.支持的输入数据类型:int8,uint8,int32->float | ✅ | | +| Det | ✘ | / | / | / | / | +| Div | ✅ | 14, 13, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | | +| Dropout | ✅ | 13, 12, 10, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
input:float16,float,double,bfloat16
ratio:float16,float,double
mask:bool | ✘ | | +| DynamicQuantizeLinear | ✘ | / | / | / | / | +| Einsum | ✘ | / | / | / | / | +| Elu | ✅ | 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | | +| Equal | ✅ | 19, 13, 11, 7, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| Erf | ✅ | 13, 9 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✘ | | +| Exp | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| Expand | ✅ | 13, 8 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Flatten | ✅ | 13, 11, 9, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Floor | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| GRU | ✘ | / | / | / | / | +| Gelu | ✅ | 20 | 1.不支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✘ | | +| Gather | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| GatherElements | ✅ | 13, 11 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| GatherND | ✅ | 13, 12, 11 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| Gemm | ✅ | 13, 11, 9, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint32,uint64,int32,int64,float16,float,double,bfloat16 | ✘ | | +| GlobalAveragePool | ✅ | 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | | +| GlobalLpPool | ✘ | / | / | / | / | +| GlobalMaxPool | ✅ | 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | optimized只支持float数据类型 | +| Greater | ✘ | / | / | / | / | +| GreaterOrEqual | ✘ | / | / | / | / | +| GridSample | ✘ | / | / | / | / | +| GroupNormalization | ✘ | / | / | / | / | +| Hardmax | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | | | +| HammingWindow | ✘ | / | / | / | / | +| HannWindow | ✘ | / | / | / | / | +| HardSigmoid | ✅ | 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✅ | | +| HardSwish | ✅ | 14 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | | +| Identity | ✅ | 19, 16, 14, 13, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| If | ✘ | / | / | / | / | +| ImageDecoder | ✘ | / | / | / | / | / | +| InstanceNormalization | ✅ | 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | | +| IsInf | ✘ | / | / | / | / | +| IsNaN | ✘ | / | / | / | / | +| LRN | ✅ | 13, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✘ | | +| LSTM | ✅ | 14, 7, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double | ✘ | | +| Less | ✘ | / | / | / | / | +| Log | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| LpNormalization | ✘ | / | / | / | / | +| LpPool | ✘ | / | / | / | / | +| LayerNormalization | ✅ | 17 | 1.不支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型 | +| LeakyRelu | ✅ | 16, 6, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✘ | | +| LogSoftmax | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型 | +| LessOrEqual | ✘ | / | / | / | / | +| MatMul | ✅ | 13, 9, 1 | 1.支持导入
2.支持的输入数据类型:
uint32,uint64,int32,int64,float16,float,double,bfloat16 | ✘ | | +| MatMulInteger | ✘ | / | / | / | / | +| Max | ✅ | 13, 12, 8, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| MaxPool | ✅ | 12, 11, 10, 8, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,int8,float16,float,double | ✘ | | +| MaxRoiPool | ✘ | / | / | / | / | +| MaxUnpool | ✘ | / | / | / | / | +| Mean | ✅ | 13, 8, 6, 1 | 1.不支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | | +| MelWeightMatrix | ✘ | / | / | / | / | +| MeanVarianceNormalization | ✘ | / | / | / | / | +| Min | ✅ | 13, 12, 8, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| Mish | ✘ | / | / | / | / | +| Mod | ✅ | 13, 10 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| Mul | ✅ | 14, 13, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| Multinomial | ✘ | / | / | / | / | +| Neg | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:
int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| NonMaxSuppression | ✘ | / | / | / | / | +| NonZero | ✘ | / | / | / | / | +| Not | ✅ | 1 | 1.支持导入
2.支持的输入数据类型: bool | ✅ | optimized只支持float数据类型
基于unary实现 | +| NegativeLogLikelihoodLoss | ✘ | / | / | / | / | +| OneHot | ✅ | 11, 9 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bool | ✅ | | +| Optional | ✘ | / | / | / | / | +| OptionalGetElement | ✘ | / | / | / | / | +| OptionalHasElement | ✘ | / | / | / | / | +| Or | ✅ | 7, 1 | 1.支持导入
2.支持的输入数据类型: bool | ✅ | 基于binary实现 | +| Pad | ✅ | 19, 18, 13, 11, 2, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | 在tensorflow和onnxruntime中，pad在reflect mode下,
当before_pad/after_pad > in_dim - 1时均会出现未定义的行为，
因此需要约束输入pad大小, | +| Pow | ✅ | 15, 13, 12, 7, 1 | 1.支持导入
2.支持的输入数据类型:
inputX(base of the exponent):float16,float,double,bfloat16,int32,int64
inputY(power of the exponent):uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| PRelu | ✅ | 16, 9, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint32,uint64,int32,int64,float16,float,double,bfloat16 | ✘ | | +| QLinearConv | ✅ | 10 | 1.支持导入
2.支持的输入数据类型:int8,uint8 | ✘ | | +| QLinearMatMul | ✅ | 10 | 1.支持导入
2.支持的输入数据类型:int8,uint8 | ✘ | | +| QuantizeLinear | ✅ | 19, 13, 10 | 1.支持导入
2.支持的输入数据类型:float->int8,uint8,int32 | ✅ | | +| RNN | ✘ | / | / | / | / | +| RandomNormal | ✅ | 1 | 1.支持导入
2.支持的输入数据类型:float | ✘ | | +| RandomNormalLike | ✅ | 1 | 1.支持导入
2.支持的输入数据类型:float | ✘ | | +| RandomUniform | ✅ | 1 | 1.支持导入
2.支持的输入数据类型:float | ✘ | | +| RandomUniformLike | ✅ | 1 | 1.支持导入
2.支持的输入数据类型:float | ✘ | | +| Reciprocal | ✘ | / | / | / | / | +| ReduceMax | ✅ | 20, 18, 13, 12, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| ReduceMean | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| ReduceMin | ✅ | 20, 18, 13, 12, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| ReduceProd | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| ReduceSum | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| RegexFullMatch | ✘ | / | / | / | / | +| Range | ✅ | 11 | 1.支持导入
2.支持的输入数据类型: float,double,int16,int32,int64 | ✘ | | +| ReduceL1 | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16,int32,int64,uint32,uint64 | ✅ | | +| ReduceL2 | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16,int32,int64,uint32,uint64 | ✅ | | +| ReduceLogSum | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16,int32,int64,uint32,uint64 | ✅ | | +| ReduceLogSumExp | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16,int32,int64,uint32,uint64 | ✅ | | +| ReduceSumSquare | ✅ | 18, 13, 11, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16,int32,int64,uint32,uint64 | ✅ | | +| Relu | ✅ | 14, 13, 6, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16,int32,int64,int8,int16 | ✘ | | +| Reshape | ✅ | 19, 14, 13, 5, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Resize | ✅ | 19, 18, 13, 11, 10 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| ReverseSequence | ✅ | 10 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| RoiAlign | ✘ | / | / | / | / | +| Round | ✅ | 11 | 1.支持导入
2.支持的输入数据类型: float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| STFT | ✘ | / | / | / | / | +| Scan | ✘ | / | / | / | / | +| Scatter (deprecated) | ✘ | / | / | / | / | +| ScatterElements | ✘ | / | / | / | / | +| ScatterND | ✅ | 18, 16, 13, 11 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| SequenceAt | ✘ | / | / | / | / | +| SequenceConstruct | ✘ | / | / | / | / | +| SequenceEmpty | ✘ | / | / | / | / | +| SequenceErase | ✘ | / | / | / | / | +| SequenceInsert | ✘ | / | / | / | / | +| SequenceLength | ✘ | / | / | / | / | +| Shape | ✅ | 19, 15, 13, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Sigmoid | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型 | +| Sign | ✅ | 13, 9 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| Sin | ✅ | 7 | 1.支持导入
2.支持的输入数据类型: float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Sinh | ✅ | 9 | 1.支持导入
2.支持的输入数据类型: float16,float,double | ✅ | optimized只支持float数据类型
基于unary实现 | +| Size | ✅ | 19, 13, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Slice | ✅ | 13, 11, 10, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| SpaceToDepth | ✅ | 13, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Split | ✅ | 18, 13, 11, 2, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| SplitToSequence | ✘ | / | / | / | / | +| Sqrt | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| Squeeze | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| StringConcat | ✘ | / | / | / | / | +| StringNormalizer | ✘ | / | / | / | / | +| StringSplit | ✘ | / | / | / | / | +| Sub | ✅ | 14, 13, 7, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16 | ✅ | 基于binary实现 | +| Sum | ✅ | 13, 8, 6, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16 | ✘ | | +| Selu | ✅ | 6, 1 | 1.不支持导入
2.支持的输入数据类型: float16,float,double | ✘ | | +| SequenceMap | ✘ | / | / | / | / | +| Shrink | ✘ | / | / | / | / | +| Softmax | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型 | +| SoftmaxCrossEntropyLoss | ✘ | / | / | / | / | +| Softplus | ✅ | 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double | ✘ | | +| Softsign | ✅ | 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double | ✘ | | +| Tan | ✅ | 7 | 1.支持导入
2.支持的输入数据类型: float16,float,double | ✘ | 基于unary实现 | +| Tanh | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型: float16,float,double,bfloat16 | ✅ | optimized只支持float数据类型
基于unary实现 | +| TfIdfVectorizer | ✘ | / | / | / | / | +| Tile | ✅ | 13, 6, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| TopK | ✅ | 11, 10, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double | ✘ | | +| Transpose | ✅ | 13, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| Trilu | ✅ | 14 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| ThresholdedRelu | ✘ | / | / | / | / | +| Unique | ✘ | / | / | / | / | +| Unsqueeze | ✅ | 13, 11, 1 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Upsample (deprecated) | ✅ | 10, 9, 7 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✘ | | +| Where | ✅ | 16, 9 | 1.支持导入
2.支持的输入数据类型:
uint8,uint16,uint32,uint64,int8,int16,int32,int64,float16,float,double,bfloat16,bool | ✅ | | +| Xor | ✅ | 7, 1 | 1.不支持导入
2.支持的输入数据类型: bool | ✅ | 基于binary实现 | diff --git a/docs/paddle_ops.md b/docs/paddle_ops.md index 92c2db8414..61b909e976 100644 --- a/docs/paddle_ops.md +++ b/docs/paddle_ops.md @@ -3,6 +3,6 @@ ## 支持的 PaddlePaddle 算子 | Operator | Is Supported | -|-------|------------------ | -| Feed | ✅ | -| Conv2d | ✅ | +|----------|--------------| +| Feed | ✅ | +| Conv2d | ✅ | diff --git a/docs/shape_bucket.md b/docs/shape_bucket.md index 7af9f2a459..0135443721 100644 --- a/docs/shape_bucket.md +++ b/docs/shape_bucket.md @@ -4,12 +4,12 @@ ShapeBucket是针对动态shape的一种解决方案，会根据输入长度的 对应的不同CompileOptions中的字段 -| 字段名称 | 类型 | 是否必须 | 描述 | -| --------------------------- | --------------------- | -------- | --------------------------------------------------------------- | -| shape_bucket_enable | bool | 是 | 是否开启ShapeBucket功能，默认为False。在 `dump_ir=True`时生效 | -| shape_bucket_range_info | Dict[str, [int, int]] | 是 | 每个输入shape维度信息中的变量的范围，最小值必须大于等于1 | -| shape_bucket_segments_count | int | 是 | 输入变量的范围划分为几段 | -| shape_bucket_fix_var_map | Dict[str, int] | 否 | 固定shape维度信息中的变量为特定的值 | +| 字段名称 | 类型 | 是否必须 | 描述 | +|-----------------------------|-----------------------|------|------------------------------------------------| +| shape_bucket_enable | bool | 是 | 是否开启ShapeBucket功能，默认为False。在 `dump_ir=True`时生效 | +| shape_bucket_range_info | Dict[str, [int, int]] | 是 | 每个输入shape维度信息中的变量的范围，最小值必须大于等于1 | +| shape_bucket_segments_count | int | 是 | 输入变量的范围划分为几段 | +| shape_bucket_fix_var_map | Dict[str, int] | 否 | 固定shape维度信息中的变量为特定的值 | ## onnx @@ -24,14 +24,16 @@ ShapeBucket是针对动态shape的一种解决方案，会根据输入长度的 ```python shape_bucket_options = nncase.ShapeBucketOptions() shape_bucket_options.shape_bucket_enable = True -shape_bucket_options.shape_bucket_range_info = {"seq_len":[1, 100], "tgt_seq_len":[1, 100]} +shape_bucket_options.shape_bucket_range_info = {"seq_len": [1, 100], "tgt_seq_len": [1, 100]} shape_bucket_options.shape_bucket_segments_count = 2 -shape_bucket_options.shape_bucket_fix_var_map = {"batch_size" : 3} +shape_bucket_options.shape_bucket_fix_var_map = {"batch_size": 3} ``` -shape的维度信息中存在seq_len，tgt_seq_len，batch_size这三个变量。首先是batch_size，虽然是变量的但实际应用的时候固定为3，因此在**fix_var_map**中添加batch_size = 3，在运行的时候会将这个维度固定为3。 +shape的维度信息中存在seq_len，tgt_seq_len，batch_size这三个变量。首先是batch_size，虽然是变量的但实际应用的时候固定为3，因此在 +**fix_var_map**中添加batch_size = 3，在运行的时候会将这个维度固定为3。 -seq_len，tgt_seq_len两个是实际会发生改变的，因此需要配置这两个变量的实际范围，也就是**range_info**的信息。**segments_count**是实际分段的数量，会根据范围等分为几份，对应的编译时间也会相应增加几倍。 +seq_len，tgt_seq_len两个是实际会发生改变的，因此需要配置这两个变量的实际范围，也就是**range_info**的信息。**segments_count** +是实际分段的数量，会根据范围等分为几份，对应的编译时间也会相应增加几倍。 ## tflite @@ -46,3 +48,65 @@ shape_bucket_options.shape_bucket_fix_var_map = {"batch_size" : 3} ``` 配置完这些选项后整个编译的流程和静态shape一致。 + +# ShapeBucket's operation instructions + +ShapeBucket is a solution for dynamic shapes that optimizes them based on the range of input lengths and the number of +specified segments. This function defaults to false and requires opening the corresponding option to take effect. Apart +from specifying the corresponding field information, the other processes are no different from compiling a static model. + +Corresponding fields in different CompileOptions. + +| Field name | datatype | necessary or not | description | +|-----------------------------|-----------------------|------------------|-----------------------------------------------------------------------------------------------------------------------| +| shape_bucket_enable | bool | yes | Whether to enable the ShapeBucket function, default to False. It will work when `dump_ir=True`. | +| shape_bucket_range_info | Dict[str, [int, int]] | yes | The range of variables in each input shape dimension information must have a minimum value greater than or equal to 1 | +| shape_bucket_segments_count | int | yes | The range of input variables is divided into several segments. | +| shape_bucket_fix_var_map | Dict[str, int] | no | The variables in the fixed shape dimension information are specific values. | + +## onnx + +In the shape of the model, there will be some dimensions with variable names, taking the input of an ONNX model as an +example + +> tokens: int64[batch_size, tgt_seq_len] +> +> step: float32[seq_len, batch_size] + +The corresponding configuration for this input is as follows: + +```python +shape_bucket_options = nncase.ShapeBucketOptions() +shape_bucket_options.shape_bucket_enable = True +shape_bucket_options.shape_bucket_range_info = {"seq_len": [1, 100], "tgt_seq_len": [1, 100]} +shape_bucket_options.shape_bucket_segments_count = 2 +shape_bucket_options.shape_bucket_fix_var_map = {"batch_size": 3} +``` + +There is seq in the dimensional information of the shape_len, tgt_seq_len, batch_size. +Firstly, batch_size, although it is a variable, is fixed to 3 in practical application, so add batch_size = 3 in * +*fix_var_map**, +this dimension will be fixed to 3 during runtime. + +seq_len，tgt_seq_len两个是实际会发生改变的，因此需要配置这两个变量的实际范围，也就是**range_info**的信息。**segments_count** +是实际分段的数量，会根据范围等分为几份，对应的编译时间也会相应增加几倍。 + +seq_len and tgt_seq_len will actually change, so it is necessary to configure the actual range of these two variables, +which is the information of **range_info**.**segments_count** is the actual number of segments, which will be divided +into several equal parts based on the scope, and the corresponding compilation time will also increase several times. + +## tflite + +The model of tflite is different from onnx. The shape does not currently have a dimension name labeled. Currently, only +one dimension in the input is supported to be dynamic, and the name is uniformly configured as -1. The configuration +method is as follows. + +```cpp +shape_bucket_options = nncase.ShapeBucketOptions() +shape_bucket_options.shape_bucket_enable = True +shape_bucket_options.shape_bucket_range_info = {"-1":[1, 100]} +shape_bucket_options.shape_bucket_segments_count = 2 +shape_bucket_options.shape_bucket_fix_var_map = {"batch_size" : 3} +``` + +After configuring these options, the entire compilation process is consistent with the static shape. \ No newline at end of file diff --git a/docs/tflite_ops.md b/docs/tflite_ops.md index eae23abb79..0442bad94f 100644 --- a/docs/tflite_ops.md +++ b/docs/tflite_ops.md @@ -2,67 +2,67 @@ ## 支持的 TensorFlow Lite 算子 -| Operator | Is Supported | -|-------|------------------ | -| Abs | ✅ | -| Add | ✅ | -| Average_pool_2d | ✅ | -| Cast | ✅ | -| Ceil | ✅ | -| Concatenation | ✅ | -| Conv_2d | ✅ | -| Cos | ✅ | -| Depthwise_conv_2d | ✅ | -| Div | ✅ | -| Exp | ✅ | -| Floor | ✅ | -| Floor_div | ✅ | -| Floor_mod | ✅ | -| Fully_connected | ✅ | -| L2_normalization | ✅ | -| Leaky_relu | ✅ | -| Log | ✅ | -| Logistic | ✅ | -| Max_pool_2d | ✅ | -| Maximum | ✅ | -| Mean | ✅ | -| Minimum | ✅ | -| Mul | ✅ | -| Neg | ✅ | -| Pad | ✅ | -| Padv2 | ✅ | -| Mirror_pad | ✅ | -| Pack | ✅ | -| Pow | ✅ | -| Reduce_max | ✅ | -| Reduce_min | ✅ | -| Relu | ✅ | -| Relu6 | ✅ | -| Reshape | ✅ | -| Resize_bilinear | ✅ | -| Resize_nearest_neighbor | ✅ | -| Round | ✅ | -| Rsqrt | ✅ | -| Shape | ✅ | -| Sin | ✅ | -| Slice | ✅ | -| Softmax | ✅ | -| Space_to_batch_nd | ✅ | -| Squeeze | ✅ | -| Batch_to_space_nd | ✅ | -| Strided_slice | ✅ | -| Sqrt | ✅ | -| Square | ✅ | -| Sub | ✅ | -| Sum | ✅ | -| Tanh | ✅ | -| Transpose | ✅ | -| Transpose_conv | ✅ | -| Quantize | ✅ | -| Fake_quant | ✅ | -| Dequantize | ✅ | -| Gather | ✅ | -| Gather_nd | ✅ | -| One_hot | ✅ | -| Squared_difference | ✅ | -| Log_softmax | ✅ | +| Operator | Is Supported | +|-------------------------|--------------| +| Abs | ✅ | +| Add | ✅ | +| Average_pool_2d | ✅ | +| Cast | ✅ | +| Ceil | ✅ | +| Concatenation | ✅ | +| Conv_2d | ✅ | +| Cos | ✅ | +| Depthwise_conv_2d | ✅ | +| Div | ✅ | +| Exp | ✅ | +| Floor | ✅ | +| Floor_div | ✅ | +| Floor_mod | ✅ | +| Fully_connected | ✅ | +| L2_normalization | ✅ | +| Leaky_relu | ✅ | +| Log | ✅ | +| Logistic | ✅ | +| Max_pool_2d | ✅ | +| Maximum | ✅ | +| Mean | ✅ | +| Minimum | ✅ | +| Mul | ✅ | +| Neg | ✅ | +| Pad | ✅ | +| Padv2 | ✅ | +| Mirror_pad | ✅ | +| Pack | ✅ | +| Pow | ✅ | +| Reduce_max | ✅ | +| Reduce_min | ✅ | +| Relu | ✅ | +| Relu6 | ✅ | +| Reshape | ✅ | +| Resize_bilinear | ✅ | +| Resize_nearest_neighbor | ✅ | +| Round | ✅ | +| Rsqrt | ✅ | +| Shape | ✅ | +| Sin | ✅ | +| Slice | ✅ | +| Softmax | ✅ | +| Space_to_batch_nd | ✅ | +| Squeeze | ✅ | +| Batch_to_space_nd | ✅ | +| Strided_slice | ✅ | +| Sqrt | ✅ | +| Square | ✅ | +| Sub | ✅ | +| Sum | ✅ | +| Tanh | ✅ | +| Transpose | ✅ | +| Transpose_conv | ✅ | +| Quantize | ✅ | +| Fake_quant | ✅ | +| Dequantize | ✅ | +| Gather | ✅ | +| Gather_nd | ✅ | +| One_hot | ✅ | +| Squared_difference | ✅ | +| Log_softmax | ✅ | diff --git a/src/Native/src/kernels/stackvm/tensor_ops.cpp b/src/Native/src/kernels/stackvm/tensor_ops.cpp index cfd6b7600d..a5f1485aef 100644 --- a/src/Native/src/kernels/stackvm/tensor_ops.cpp +++ b/src/Native/src/kernels/stackvm/tensor_ops.cpp @@ -1326,11 +1326,12 @@ result kernels::stackvm::unary(unary_op_t unary_op, value_t input, output_tensor->shape(), output_tensor->strides(), context)); return ok(output); + } else { + CONTIGUOUS_KERNEL(unary, input_tensor, typoecode, unary_op, input_mem, + out_mem, input_tensor->shape(), + input_tensor->strides(), output_tensor->shape(), + output_tensor->strides(), context); } - CONTIGUOUS_KERNEL(unary, input_tensor, typoecode, unary_op, input_mem, - out_mem, input_tensor->shape(), input_tensor->strides(), - output_tensor->shape(), output_tensor->strides(), - context); return ok(output); } diff --git a/tests/kernels/test_pad.cpp b/tests/kernels/test_pad.cpp index 0d7d26639b..b7b431787a 100644 --- a/tests/kernels/test_pad.cpp +++ b/tests/kernels/test_pad.cpp @@ -59,13 +59,14 @@ class PadTest : public KernelTest, } } - std::vector ToNncaseFormat(std::vector &padding) { + std::vector ToNncaseFormat(std::vector &padding_vector) { // int64_t before_pad; // int64_t after_pad; std::vector padding_nncase; - for (size_t i = 0; i < padding.size() / 2; ++i) { - padding_nncase.push_back(padding[i]); - padding_nncase.push_back(padding[i + padding.size() / 2]); + for (size_t i = 0; i < padding_vector.size() / 2; ++i) { + padding_nncase.push_back(padding_vector[i]); + padding_nncase.push_back( + padding_vector[i + padding_vector.size() / 2]); } return padding_nncase; } diff --git a/tests/kernels/test_reduce_prod.cpp b/tests/kernels/test_reduce_prod.cpp index 54fc4f2b0f..94ffcc3562 100644 --- a/tests/kernels/test_reduce_prod.cpp +++ b/tests/kernels/test_reduce_prod.cpp @@ -71,7 +71,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-6); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -80,7 +80,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-6); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -89,7 +89,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = -6; + get(tensor, index) = 1; return ok(); }); break; @@ -98,7 +98,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-6); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -107,7 +107,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(0); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -116,7 +116,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(0); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -125,7 +125,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(0); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -134,7 +134,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(0); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -143,7 +143,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-1); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -152,7 +152,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-1); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -161,7 +161,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-1); + get(tensor, index) = static_cast(1); return ok(); }); break; @@ -170,7 +170,7 @@ class ReduceProdTest : public KernelTest, NNCASE_UNUSED auto res = kernels::stackvm::apply( tensor.shape(), [&](gsl::span index) -> result { - get(tensor, index) = static_cast(-1); + get(tensor, index) = static_cast(1); return ok(); }); break; From b3d8ae9bebc9a3e3970afd1c0478eb2a50c289cb Mon Sep 17 00:00:00 2001 From: FusionBolt <59008347+FusionBolt@users.noreply.github.com> Date: Fri, 24 Nov 2023 14:34:12 +0800 Subject: [PATCH 5/6] Nncase studio (#1125) * update * fix csproj * tmp commit * refactor finish * fix build * update * update * update * add ShapeBucketView * update * fix cancel and simulate time * update font family and progress bar * fix build * fix * Apply code-format changes * move file location * fix * update page switch logic * resolve feedback * close DBus * update * add some comment * update * fix build * update * update * Apply code-format changes * add CustomValidation * add validate * add some validate * Apply code-format changes * resolve review * fix msg box * add CompileConfig * fix config export and import * Apply code-format changes * update preprocess * Apply code-format changes * add publish and upload for nncase-studio * change artifacts name * fix --------- Co-authored-by: FusionBolt --- .github/workflows/compiler-build.yml | 1 + Directory.Packages.props | 9 + nncase.sln | 7 + src/Nncase.Compiler/Compiler.cs | 27 + src/Nncase.Core/ICompiler.cs | 5 + .../Quantization/QuantizeOptions.cs | 5 + src/Nncase.Studio/App.axaml | 27 + src/Nncase.Studio/App.axaml.cs | 28 + .../Assets/Fonts/Nunito/Nunito-Black.ttf | Bin 0 -> 125364 bytes .../Fonts/Nunito/Nunito-BlackItalic.ttf | Bin 0 -> 128200 bytes .../Assets/Fonts/Nunito/Nunito-Bold.ttf | Bin 0 -> 125452 bytes .../Assets/Fonts/Nunito/Nunito-BoldItalic.ttf | Bin 0 -> 128256 bytes .../Assets/Fonts/Nunito/Nunito-ExtraBold.ttf | Bin 0 -> 125404 bytes .../Fonts/Nunito/Nunito-ExtraBoldItalic.ttf | Bin 0 -> 128292 bytes .../Assets/Fonts/Nunito/Nunito-ExtraLight.ttf | Bin 0 -> 125400 bytes .../Fonts/Nunito/Nunito-ExtraLightItalic.ttf | Bin 0 -> 128260 bytes .../Assets/Fonts/Nunito/Nunito-Italic.ttf | Bin 0 -> 128388 bytes .../Assets/Fonts/Nunito/Nunito-Light.ttf | Bin 0 -> 125552 bytes .../Fonts/Nunito/Nunito-LightItalic.ttf | Bin 0 -> 128520 bytes .../Assets/Fonts/Nunito/Nunito-Medium.ttf | Bin 0 -> 125640 bytes .../Fonts/Nunito/Nunito-MediumItalic.ttf | Bin 0 -> 128452 bytes .../Assets/Fonts/Nunito/Nunito-Regular.ttf | Bin 0 -> 125516 bytes .../Assets/Fonts/Nunito/Nunito-SemiBold.ttf | Bin 0 -> 125524 bytes .../Fonts/Nunito/Nunito-SemiBoldItalic.ttf | Bin 0 -> 128316 bytes src/Nncase.Studio/Assets/ONNX-logo.png | Bin 0 -> 10796 bytes src/Nncase.Studio/Assets/avalonia-logo.ico | Bin 0 -> 176111 bytes src/Nncase.Studio/Assets/canaan-logo.png | Bin 0 -> 34164 bytes src/Nncase.Studio/Assets/error-icon.png | Bin 0 -> 10363 bytes src/Nncase.Studio/Assets/ncnn-logo.png | Bin 0 -> 2539 bytes src/Nncase.Studio/Assets/nncase-full-logo.png | Bin 0 -> 25980 bytes src/Nncase.Studio/Assets/nncase-logo.png | Bin 0 -> 18604 bytes src/Nncase.Studio/Assets/preprocess.png | Bin 0 -> 72558 bytes src/Nncase.Studio/Assets/tflite-logo.png | Bin 0 -> 44895 bytes src/Nncase.Studio/Converter/ValueConverter.cs | 40 + src/Nncase.Studio/Nncase.Studio.csproj | 57 + src/Nncase.Studio/Program.cs | 31 + src/Nncase.Studio/Style/ButtonStyle.axaml | 23 + .../Style/CustomValidation.axaml | 49 + src/Nncase.Studio/Style/GridStyle.axaml | 43 + src/Nncase.Studio/Style/Logo.axaml | 15 + .../Util/AvaloniaAppBuilderExtensions.cs | 47 + src/Nncase.Studio/Util/AvaloniaUserDialog.cs | 13 + src/Nncase.Studio/Util/CompileConfig.cs | 54 + src/Nncase.Studio/Util/DataUtil.cs | 113 ++ src/Nncase.Studio/Util/FontSettings.cs | 15 + src/Nncase.Studio/Util/PickerOptions.cs | 53 + src/Nncase.Studio/Util/Validator.cs | 211 +++ src/Nncase.Studio/Util/ViewModelContext.cs | 95 ++ src/Nncase.Studio/ViewLocator.cs | 35 + .../ViewModels/CompileOptionViewModel.cs | 128 ++ .../ViewModels/CompileViewModel.cs | 127 ++ .../ViewModels/ImportViewModel.cs | 78 ++ .../ViewModels/MainWindowViewModel.cs | 125 ++ .../ViewModels/NavigatorViewModel.cs | 122 ++ .../ViewModels/OptionViewModel.cs | 11 + .../ViewModels/PreprocessViewModel.cs | 146 ++ .../ViewModels/ProfileViewModel.cs | 8 + .../ViewModels/PromptDialogViewModel.cs | 55 + .../ViewModels/QuantizeViewModel.cs | 211 +++ .../ViewModels/ShapeBucketViewModel.cs | 69 + .../ViewModels/SimulateInputViewModel.cs | 8 + .../ViewModels/SimulateViewModel.cs | 325 +++++ .../ViewModels/StudioModeViewModel.cs | 50 + src/Nncase.Studio/ViewModels/ViewModelBase.cs | 53 + .../Views/CompileOptionView.axaml | 89 ++ .../Views/CompileOptionView.axaml.cs | 17 + src/Nncase.Studio/Views/CompileView.axaml | 33 + src/Nncase.Studio/Views/CompileView.axaml.cs | 17 + src/Nncase.Studio/Views/EnumComboBox.axaml | 17 + src/Nncase.Studio/Views/EnumComboBox.axaml.cs | 40 + src/Nncase.Studio/Views/ImportView.axaml | 26 + src/Nncase.Studio/Views/ImportView.axaml.cs | 17 + src/Nncase.Studio/Views/MainWindow.axaml | 72 + src/Nncase.Studio/Views/MainWindow.axaml.cs | 86 ++ src/Nncase.Studio/Views/NavigatorView.axaml | 51 + .../Views/NavigatorView.axaml.cs | 17 + src/Nncase.Studio/Views/PreprocessView.axaml | 74 + .../Views/PreprocessView.axaml.cs | 16 + .../Views/PreprocessWindow.axaml | 13 + .../Views/PreprocessWindow.axaml.cs | 16 + src/Nncase.Studio/Views/PromptDialog.axaml | 42 + src/Nncase.Studio/Views/PromptDialog.axaml.cs | 20 + src/Nncase.Studio/Views/QuantizeView.axaml | 125 ++ src/Nncase.Studio/Views/QuantizeView.axaml.cs | 17 + src/Nncase.Studio/Views/ShapeBucketView.axaml | 32 + .../Views/ShapeBucketView.axaml.cs | 17 + .../Views/SimulateInputView.axaml | 44 + .../Views/SimulateInputView.axaml.cs | 17 + src/Nncase.Studio/Views/SimulateView.axaml | 70 + src/Nncase.Studio/Views/SimulateView.axaml.cs | 17 + src/Nncase.Studio/Views/StudioModeView.axaml | 14 + .../Views/StudioModeView.axaml.cs | 17 + src/Nncase.Studio/app.manifest | 18 + src/Nncase.Studio/packages.lock.json | 1231 +++++++++++++++++ 94 files changed, 4801 insertions(+) create mode 100644 src/Nncase.Studio/App.axaml create mode 100644 src/Nncase.Studio/App.axaml.cs create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Black.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-BlackItalic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Bold.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-BoldItalic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-ExtraBold.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-ExtraBoldItalic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-ExtraLight.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-ExtraLightItalic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Italic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Light.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-LightItalic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Medium.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-MediumItalic.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Regular.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-SemiBold.ttf create mode 100644 src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-SemiBoldItalic.ttf create mode 100644 src/Nncase.Studio/Assets/ONNX-logo.png create mode 100644 src/Nncase.Studio/Assets/avalonia-logo.ico create mode 100644 src/Nncase.Studio/Assets/canaan-logo.png create mode 100644 src/Nncase.Studio/Assets/error-icon.png create mode 100644 src/Nncase.Studio/Assets/ncnn-logo.png create mode 100644 src/Nncase.Studio/Assets/nncase-full-logo.png create mode 100644 src/Nncase.Studio/Assets/nncase-logo.png create mode 100644 src/Nncase.Studio/Assets/preprocess.png create mode 100644 src/Nncase.Studio/Assets/tflite-logo.png create mode 100644 src/Nncase.Studio/Converter/ValueConverter.cs create mode 100644 src/Nncase.Studio/Nncase.Studio.csproj create mode 100644 src/Nncase.Studio/Program.cs create mode 100644 src/Nncase.Studio/Style/ButtonStyle.axaml create mode 100644 src/Nncase.Studio/Style/CustomValidation.axaml create mode 100644 src/Nncase.Studio/Style/GridStyle.axaml create mode 100644 src/Nncase.Studio/Style/Logo.axaml create mode 100644 src/Nncase.Studio/Util/AvaloniaAppBuilderExtensions.cs create mode 100644 src/Nncase.Studio/Util/AvaloniaUserDialog.cs create mode 100644 src/Nncase.Studio/Util/CompileConfig.cs create mode 100644 src/Nncase.Studio/Util/DataUtil.cs create mode 100644 src/Nncase.Studio/Util/FontSettings.cs create mode 100644 src/Nncase.Studio/Util/PickerOptions.cs create mode 100644 src/Nncase.Studio/Util/Validator.cs create mode 100644 src/Nncase.Studio/Util/ViewModelContext.cs create mode 100644 src/Nncase.Studio/ViewLocator.cs create mode 100644 src/Nncase.Studio/ViewModels/CompileOptionViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/CompileViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/ImportViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/MainWindowViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/NavigatorViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/OptionViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/PreprocessViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/ProfileViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/PromptDialogViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/QuantizeViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/ShapeBucketViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/SimulateInputViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/SimulateViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/StudioModeViewModel.cs create mode 100644 src/Nncase.Studio/ViewModels/ViewModelBase.cs create mode 100644 src/Nncase.Studio/Views/CompileOptionView.axaml create mode 100644 src/Nncase.Studio/Views/CompileOptionView.axaml.cs create mode 100644 src/Nncase.Studio/Views/CompileView.axaml create mode 100644 src/Nncase.Studio/Views/CompileView.axaml.cs create mode 100644 src/Nncase.Studio/Views/EnumComboBox.axaml create mode 100644 src/Nncase.Studio/Views/EnumComboBox.axaml.cs create mode 100644 src/Nncase.Studio/Views/ImportView.axaml create mode 100644 src/Nncase.Studio/Views/ImportView.axaml.cs create mode 100644 src/Nncase.Studio/Views/MainWindow.axaml create mode 100644 src/Nncase.Studio/Views/MainWindow.axaml.cs create mode 100644 src/Nncase.Studio/Views/NavigatorView.axaml create mode 100644 src/Nncase.Studio/Views/NavigatorView.axaml.cs create mode 100644 src/Nncase.Studio/Views/PreprocessView.axaml create mode 100644 src/Nncase.Studio/Views/PreprocessView.axaml.cs create mode 100644 src/Nncase.Studio/Views/PreprocessWindow.axaml create mode 100644 src/Nncase.Studio/Views/PreprocessWindow.axaml.cs create mode 100644 src/Nncase.Studio/Views/PromptDialog.axaml create mode 100644 src/Nncase.Studio/Views/PromptDialog.axaml.cs create mode 100644 src/Nncase.Studio/Views/QuantizeView.axaml create mode 100644 src/Nncase.Studio/Views/QuantizeView.axaml.cs create mode 100644 src/Nncase.Studio/Views/ShapeBucketView.axaml create mode 100644 src/Nncase.Studio/Views/ShapeBucketView.axaml.cs create mode 100644 src/Nncase.Studio/Views/SimulateInputView.axaml create mode 100644 src/Nncase.Studio/Views/SimulateInputView.axaml.cs create mode 100644 src/Nncase.Studio/Views/SimulateView.axaml create mode 100644 src/Nncase.Studio/Views/SimulateView.axaml.cs create mode 100644 src/Nncase.Studio/Views/StudioModeView.axaml create mode 100644 src/Nncase.Studio/Views/StudioModeView.axaml.cs create mode 100644 src/Nncase.Studio/app.manifest create mode 100644 src/Nncase.Studio/packages.lock.json diff --git a/.github/workflows/compiler-build.yml b/.github/workflows/compiler-build.yml index 4806a15baf..ff59b6f672 100644 --- a/.github/workflows/compiler-build.yml +++ b/.github/workflows/compiler-build.yml @@ -114,6 +114,7 @@ jobs: dotnet restore -r ${{matrix.config.rid}} dotnet build -c ${{matrix.config.buildType}} --no-restore dotnet publish src/Nncase.Compiler -c ${{matrix.config.buildType}} --no-restore --sc false -r ${{matrix.config.rid}} + dotnet publish src/Nncase.Studio -c ${{matrix.config.buildType}} --no-restore --sc false -r ${{matrix.config.rid}} - name: Set up Dotnet Test settings uses: 1arp/create-a-file-action@0.2 diff --git a/Directory.Packages.props b/Directory.Packages.props index bcc1830198..ef1d58dc24 100644 --- a/Directory.Packages.props +++ b/Directory.Packages.props @@ -12,6 +12,14 @@ true + + + + + + + + @@ -46,6 +54,7 @@ + diff --git a/nncase.sln b/nncase.sln index 065feb6959..77baf826c2 100644 --- a/nncase.sln +++ b/nncase.sln @@ -77,6 +77,8 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Nncase.Tests.TestFixture", EndProject Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Nncase.Passes", "src\Nncase.Passes\Nncase.Passes.csproj", "{E6462E82-B48F-4AFA-AE34-725EF0A9CB42}" EndProject +Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Nncase.Studio", "src\Nncase.Studio\Nncase.Studio.csproj", "{B9A09DA2-EF1A-4C0E-A0F5-427AFBB5C769}" +EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Any CPU = Debug|Any CPU @@ -171,6 +173,10 @@ Global {E6462E82-B48F-4AFA-AE34-725EF0A9CB42}.Debug|Any CPU.Build.0 = Debug|Any CPU {E6462E82-B48F-4AFA-AE34-725EF0A9CB42}.Release|Any CPU.ActiveCfg = Release|Any CPU {E6462E82-B48F-4AFA-AE34-725EF0A9CB42}.Release|Any CPU.Build.0 = Release|Any CPU + {B9A09DA2-EF1A-4C0E-A0F5-427AFBB5C769}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {B9A09DA2-EF1A-4C0E-A0F5-427AFBB5C769}.Debug|Any CPU.Build.0 = Debug|Any CPU + {B9A09DA2-EF1A-4C0E-A0F5-427AFBB5C769}.Release|Any CPU.ActiveCfg = Release|Any CPU + {B9A09DA2-EF1A-4C0E-A0F5-427AFBB5C769}.Release|Any CPU.Build.0 = Release|Any CPU EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE @@ -201,6 +207,7 @@ Global {E365B1B1-4D13-4839-9763-A7A7C5F32FD4} = {BCA74168-F015-4B5B-B4CD-C83AE06B9822} {98A03405-CA53-4EC4-9B18-94D1C8DF9453} = {E5A4516C-4080-4346-991D-57A7AA76ADA6} {E6462E82-B48F-4AFA-AE34-725EF0A9CB42} = {BCA74168-F015-4B5B-B4CD-C83AE06B9822} + {B9A09DA2-EF1A-4C0E-A0F5-427AFBB5C769} = {BCA74168-F015-4B5B-B4CD-C83AE06B9822} EndGlobalSection GlobalSection(ExtensibilityGlobals) = postSolution SolutionGuid = {9492E141-292E-4D60-9C6E-3738AB234DB2} diff --git a/src/Nncase.Compiler/Compiler.cs b/src/Nncase.Compiler/Compiler.cs index a25eb2bf48..5a0efa3567 100644 --- a/src/Nncase.Compiler/Compiler.cs +++ b/src/Nncase.Compiler/Compiler.cs @@ -244,6 +244,25 @@ public void ClearFixShape(IPassManager p) }); } + public async Task CompileWithReportAsync(IProgress progress, CancellationToken token) + { + CancellationTokenSource cts = new(); + var internalToken = cts.Token; + using (var linkedCts = CancellationTokenSource.CreateLinkedTokenSource(internalToken, token)) + { + try + { + var task = Task.Run(CompileAsync, linkedCts.Token); + Report(progress, 9, linkedCts.Token); + await task.WaitAsync(linkedCts.Token); + } + catch (Exception) + { + return; + } + } + } + public async Task CompileAsync() { var target = _compileSession.Target; @@ -278,6 +297,14 @@ public void Gencode(Stream output) linkedModel.Serialize(output); } + private void Report(IProgress progress, int maxPassCount, CancellationToken token) + { + while (_runPassCount < maxPassCount && !token.IsCancellationRequested) + { + progress?.Report(_runPassCount); + } + } + private async Task InitializeModuleAsync(IRModule module) { _module = module; diff --git a/src/Nncase.Core/ICompiler.cs b/src/Nncase.Core/ICompiler.cs index 2368b4a7df..8aa049f215 100644 --- a/src/Nncase.Core/ICompiler.cs +++ b/src/Nncase.Core/ICompiler.cs @@ -49,6 +49,11 @@ public interface ICompiler /// A representing the asynchronous operation. Task CompileAsync(); + /// + /// Compile module with report pass number. + /// + Task CompileWithReportAsync(IProgress progress, CancellationToken token); + /// /// Generate code to stream. /// diff --git a/src/Nncase.Core/Quantization/QuantizeOptions.cs b/src/Nncase.Core/Quantization/QuantizeOptions.cs index fa6284af0a..d13612a081 100644 --- a/src/Nncase.Core/Quantization/QuantizeOptions.cs +++ b/src/Nncase.Core/Quantization/QuantizeOptions.cs @@ -153,6 +153,11 @@ public class QuantizeOptions /// public bool ExportQuantScheme { get; set; } + /// + /// Gets or sets quantize scheme path. + /// + public string ExportQuantSchemePath { get; set; } = string.Empty; + /// /// Gets or sets a value indicating whether export weight range by channel. /// diff --git a/src/Nncase.Studio/App.axaml b/src/Nncase.Studio/App.axaml new file mode 100644 index 0000000000..00d713f18c --- /dev/null +++ b/src/Nncase.Studio/App.axaml @@ -0,0 +1,27 @@ + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/Nncase.Studio/App.axaml.cs b/src/Nncase.Studio/App.axaml.cs new file mode 100644 index 0000000000..8298ddc78b --- /dev/null +++ b/src/Nncase.Studio/App.axaml.cs @@ -0,0 +1,28 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls.ApplicationLifetimes; +using Avalonia.Markup.Xaml; +using Nncase.Studio.ViewModels; +using Nncase.Studio.Views; + +namespace Nncase.Studio; + +public partial class App : Application +{ + public override void Initialize() + { + AvaloniaXamlLoader.Load(this); + } + + public override void OnFrameworkInitializationCompleted() + { + if (ApplicationLifetime is IClassicDesktopStyleApplicationLifetime desktop) + { + desktop.MainWindow = new MainWindow { DataContext = new MainWindowViewModel(), }; + } + + base.OnFrameworkInitializationCompleted(); + } +} diff --git a/src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Black.ttf b/src/Nncase.Studio/Assets/Fonts/Nunito/Nunito-Black.ttf new file mode 100644 index 0000000000000000000000000000000000000000..d9bc577f105fa5509248700f3db666bce05f1794 GIT binary patch literal 125364 zcmdSCcbp_uwK(3ldZv43dOGJEs=KRm?&;Y{J3DcAHqOqnY-R(S2)jgCKtysz^b7bE 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zZAzB(T9A62tJdbz*Y2j6nbCwwV|OnG1a()vZJn_C<}j`#FX(IIVvZ + + WinExe + net7.0 + enable + true + app.manifest + true + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Program.cs b/src/Nncase.Studio/Program.cs new file mode 100644 index 0000000000..f38d23a6fb --- /dev/null +++ b/src/Nncase.Studio/Program.cs @@ -0,0 +1,31 @@ +// 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.Diagnostics.CodeAnalysis; +using Avalonia; +using Avalonia.Media; +using Avalonia.Media.Fonts; +using Avalonia.ReactiveUI; + +namespace Nncase.Studio; + +internal class Program +{ + // Initialization code. Don't use any Avalonia, third-party APIs or any + // SynchronizationContext-reliant code before AppMain is called: things aren't initialized + // yet and stuff might break. + [STAThread] + public static void Main(string[] args) => BuildAvaloniaApp() + .StartWithClassicDesktopLifetime(args); + + // Avalonia configuration, don't remove; also used by visual designer. + public static AppBuilder BuildAvaloniaApp() + => AppBuilder.Configure() + .UsePlatformDetect() + .UseNncaseFontManager() + .ConfigureCompiler() + .LogToTrace() + .UseReactiveUI() + .DisableDBus(); +} diff --git a/src/Nncase.Studio/Style/ButtonStyle.axaml b/src/Nncase.Studio/Style/ButtonStyle.axaml new file mode 100644 index 0000000000..222fd90e05 --- /dev/null +++ b/src/Nncase.Studio/Style/ButtonStyle.axaml @@ -0,0 +1,23 @@ + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Style/CustomValidation.axaml b/src/Nncase.Studio/Style/CustomValidation.axaml new file mode 100644 index 0000000000..cdce965957 --- /dev/null +++ b/src/Nncase.Studio/Style/CustomValidation.axaml @@ -0,0 +1,49 @@ + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Style/GridStyle.axaml b/src/Nncase.Studio/Style/GridStyle.axaml new file mode 100644 index 0000000000..40a922bcf5 --- /dev/null +++ b/src/Nncase.Studio/Style/GridStyle.axaml @@ -0,0 +1,43 @@ + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Style/Logo.axaml b/src/Nncase.Studio/Style/Logo.axaml new file mode 100644 index 0000000000..d35ae03960 --- /dev/null +++ b/src/Nncase.Studio/Style/Logo.axaml @@ -0,0 +1,15 @@ + + + + + + + + + + diff --git a/src/Nncase.Studio/Util/AvaloniaAppBuilderExtensions.cs b/src/Nncase.Studio/Util/AvaloniaAppBuilderExtensions.cs new file mode 100644 index 0000000000..50ecb161d1 --- /dev/null +++ b/src/Nncase.Studio/Util/AvaloniaAppBuilderExtensions.cs @@ -0,0 +1,47 @@ +// 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.Diagnostics.CodeAnalysis; +using Avalonia; +using Avalonia.Media; +using Avalonia.Media.Fonts; +using Microsoft.Extensions.Hosting; + +namespace Nncase.Studio; + +public static class AvaloniaAppBuilderExtensions +{ + public static AppBuilder UseNncaseFontManager(this AppBuilder builder, Action? configDelegate = default) + { + var setting = new FontSettings(); + configDelegate?.Invoke(setting); + + return builder.With(new FontManagerOptions + { + DefaultFamilyName = setting.DefaultFontFamily, + FontFallbacks = new[] + { + new FontFallback + { + FontFamily = new FontFamily(setting.DefaultFontFamily), + }, + }, + }).ConfigureFonts(manager => manager.AddFontCollection(new EmbeddedFontCollection(setting.Key, setting.Source))); + } + + public static AppBuilder ConfigureCompiler(this AppBuilder builder) + { + var host = Host.CreateDefaultBuilder() + .ConfigureCompiler() + .Build(); + CompilerServices.Configure(host.Services); + return builder; + } + + public static AppBuilder DisableDBus(this AppBuilder builder) + { + // https://github.com/AvaloniaUI/Avalonia/issues/9383#issuecomment-1378350456 + return builder.With(new X11PlatformOptions() { UseDBusFilePicker = false }); + } +} diff --git a/src/Nncase.Studio/Util/AvaloniaUserDialog.cs b/src/Nncase.Studio/Util/AvaloniaUserDialog.cs new file mode 100644 index 0000000000..ae1a960f92 --- /dev/null +++ b/src/Nncase.Studio/Util/AvaloniaUserDialog.cs @@ -0,0 +1,13 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using MsBox.Avalonia; + +namespace Nncase.Studio.Util; + +public class AvaloniaUserDialog +{ + public void ShowDialog(string message) => + MessageBoxManager + .GetMessageBoxStandard("Notification", message).ShowAsync(); +} diff --git a/src/Nncase.Studio/Util/CompileConfig.cs b/src/Nncase.Studio/Util/CompileConfig.cs new file mode 100644 index 0000000000..491c0f2a90 --- /dev/null +++ b/src/Nncase.Studio/Util/CompileConfig.cs @@ -0,0 +1,54 @@ +// 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.IO; +using System.Runtime.InteropServices.JavaScript; +using Nncase.Diagnostics; +using Nncase.Studio.ViewModels; + +namespace Nncase.Studio.Util; + +public class CompileConfig +{ + public CompileConfig() + { + var dumpDir = Path.Join(Directory.GetCurrentDirectory(), "nncase_dump"); + CompileOption.DumpDir = dumpDir; + CompileOption.InputFile = string.Empty; + KmodelPath = Path.Join(dumpDir, "test.kmodel"); + ResultDir = dumpDir; + CompileOption.InputLayout = "NCHW"; + CompileOption.OutputLayout = "NCHW"; + CompileOption.ModelLayout = "NCHW"; + CompileOption.InputShape = new[] { 1, 3, 24, 24 }; + CompileOption.InputRange = new float[] { -1, 1 }; + CompileOption.Mean = new[] { 0f }; + CompileOption.Std = new[] { 0f }; + CompileOption.LetterBoxValue = 0f; + } + + public CompileOptions CompileOption { get; set; } = new(); + + public bool MixQuantize { get; set; } + + public bool UseQuantize { get; set; } + + public PreprocessMode PreprocessMode { get; set; } + + public DumpFlags[] DumpFlags { get; set; } = Array.Empty(); + + public string Target { get; set; } = "cpu"; + + public string KmodelPath { get; set; } + + public string ResultDir { get; set; } + + public string[] InputPathList { get; set; } = Array.Empty(); + + public bool EnableShapeBucket + { + get { return CompileOption.ShapeBucketOptions.Enable; } + set { CompileOption.ShapeBucketOptions.Enable = value; } + } +} diff --git a/src/Nncase.Studio/Util/DataUtil.cs b/src/Nncase.Studio/Util/DataUtil.cs new file mode 100644 index 0000000000..4b0d1f6271 --- /dev/null +++ b/src/Nncase.Studio/Util/DataUtil.cs @@ -0,0 +1,113 @@ +// 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.Collections.ObjectModel; +using System.Diagnostics; +using System.IO; +using System.Linq; +using System.Reactive; +using System.Reactive.Linq; +using System.Threading; +using System.Threading.Tasks; +using Avalonia.Platform.Storage; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Nncase.IR; +using Nncase.Quantization; +using Nncase.Studio.Views; +using NumSharp; +using ReactiveUI; + +namespace Nncase.Studio.ViewModels; + +public static class DataUtil +{ + public static string TensorTypeToString(TensorType tt) + { + return $"{tt.DType} {tt.Shape}"; + } + + public static string VarToString(Var var) + { + var tt = (TensorType)var.TypeAnnotation; + return $"{var.Name} {TensorTypeToString(tt)}"; + } + + public static (string[] InputFiles, Tensor[] InputList) ReadMultiInputs(List path) + { + var inputFiles = path.Count == 1 && Directory.Exists(path[0]) + ? Directory.GetFiles(path[0]) + : path.ToArray(); + var input = ReadInput(inputFiles).ToArray(); + return (inputFiles, input); + } + + public static List ReadInput(string[] file) + { + return file + .Where(f => Path.GetExtension(f) == ".npy") + .Select(f => + { + var tensor = np.load(f); + return Tensor.FromBytes(new TensorType(DataType.FromType(tensor.dtype), tensor.shape), tensor.ToByteArray()); + }).ToList(); + } + + public static DataType QuantTypeToDataType(QuantType qt) + { + return qt switch + { + QuantType.Uint8 => DataTypes.UInt8, + QuantType.Int8 => DataTypes.Int8, + QuantType.Int16 => DataTypes.Int16, + _ => throw new ArgumentOutOfRangeException(nameof(qt), qt, null), + }; + } + + public static bool TryParseFixVarMap(string input, out Dictionary map) + { + map = new(); + if (input == string.Empty) + { + return false; + } + + try + { + map = input.Trim().Split(",").Select(x => x.Trim().Split(":")).ToDictionary(x => x[0], x => int.Parse(x[1])); + return true; + } + catch (Exception) + { + return false; + } + } + + public static bool TryParseRangeInfo(string input, out Dictionary map) + { + map = new(); + if (input == string.Empty) + { + return false; + } + + try + { + map = input.Trim() + .Split(";") + .Select(x => x.Trim().Split(":")) + .ToDictionary(x => x[0], x => + { + var pair = x[1].Split(","); + return (int.Parse(pair[0]), int.Parse(pair[1])); + }); + return true; + } + catch (Exception) + { + return false; + } + } +} diff --git a/src/Nncase.Studio/Util/FontSettings.cs b/src/Nncase.Studio/Util/FontSettings.cs new file mode 100644 index 0000000000..f7f13e93c0 --- /dev/null +++ b/src/Nncase.Studio/Util/FontSettings.cs @@ -0,0 +1,15 @@ +// 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; + +namespace Nncase.Studio; + +public class FontSettings +{ + public string DefaultFontFamily { get; set; } = "fonts:CustomFontFamilies#Nunito"; + + public Uri Key { get; set; } = new Uri("fonts:CustomFontFamilies", UriKind.Absolute); + + public Uri Source { get; set; } = new Uri("avares://Nncase.Studio/Assets/Fonts/Nunito", UriKind.Absolute); +} diff --git a/src/Nncase.Studio/Util/PickerOptions.cs b/src/Nncase.Studio/Util/PickerOptions.cs new file mode 100644 index 0000000000..4854e3062e --- /dev/null +++ b/src/Nncase.Studio/Util/PickerOptions.cs @@ -0,0 +1,53 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia.Platform.Storage; + +namespace Nncase.Studio; + +public static class PickerOptions +{ + public static FilePickerOpenOptions DataPickerOptions => new FilePickerOpenOptions + { + Title = "Select Input File", + AllowMultiple = true, + FileTypeFilter = new FilePickerFileType[] { new("npy") { Patterns = new[] { "*.npy" } } }, + }; + + public static FilePickerOpenOptions JsonPickerOptions => new FilePickerOpenOptions + { + Title = "Select Json File", + AllowMultiple = true, + FileTypeFilter = new FilePickerFileType[] { new("json") { Patterns = new[] { "*.json" } } }, + }; + + public static FilePickerOpenOptions KmodelPickerOptions => new FilePickerOpenOptions + { + Title = "Select Kmodel", + AllowMultiple = true, + FileTypeFilter = new FilePickerFileType[] { new("kmodel") { Patterns = new[] { "*.kmodel" } } }, + }; + + public static FilePickerOpenOptions ImporterPickerOptions => new FilePickerOpenOptions + { + Title = "Open Model File", + AllowMultiple = false, + FileTypeFilter = new FilePickerFileType[] + { + new("model") { Patterns = new[] { "*.tflite", "*.onnx", "*.ncnn" } }, + }, + }; + + public static FilePickerSaveOptions CompileConfPickerSaveOptions => new FilePickerSaveOptions + { + Title = "Save Conf", + SuggestedFileName = "config.json", + ShowOverwritePrompt = true, + }; + + public static FolderPickerOpenOptions FolderPickerOpenOptions => new FolderPickerOpenOptions() + { + Title = "Select Folder", + AllowMultiple = false, + }; +} diff --git a/src/Nncase.Studio/Util/Validator.cs b/src/Nncase.Studio/Util/Validator.cs new file mode 100644 index 0000000000..8db5dcc92b --- /dev/null +++ b/src/Nncase.Studio/Util/Validator.cs @@ -0,0 +1,211 @@ +// 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.ComponentModel.DataAnnotations; +using System.Diagnostics.CodeAnalysis; +using System.Linq; +using Nncase.Studio.ViewModels; + +namespace Nncase.Studio; + +public static class CustomValidator +{ + public static bool ValidateViewModel(T obj, out ICollection results) + { + results = new List(); + + return Validator.TryValidateObject(obj!, new ValidationContext(obj!), results, true); + } +} + +[AttributeUsage(AttributeTargets.All, Inherited = false, AllowMultiple = true)] +internal sealed class ValidFloatAttribute : ValidationAttribute +{ + public ValidFloatAttribute() + { + } + + public override bool IsValid(object? value) + { + if (value == null) + { + return false; + } + + // value + return float.TryParse((string)value, out var _); + } +} + +[AttributeUsage(AttributeTargets.All, Inherited = false, AllowMultiple = true)] +internal sealed class ValidFloatArrayAttribute : ValidationAttribute +{ + public ValidFloatArrayAttribute() + { + } + + public override bool IsValid(object? value) + { + if (value == null) + { + return false; + } + + if (value.GetType() != typeof(string)) + { + return false; + } + + var s = (string)value; + + if (s.Contains(",", StringComparison.Ordinal)) + { + var list = s.Split(","); + return list.All(s => float.TryParse(s, out var _)); + } + else + { + return float.TryParse(s, out var _); + } + } +} + +[AttributeUsage(AttributeTargets.All, Inherited = false, AllowMultiple = true)] +internal sealed class ValidIntArrayAttribute : ValidationAttribute +{ + public ValidIntArrayAttribute() + { + } + + public override bool IsValid(object? value) + { + if (value == null) + { + return false; + } + + if (value.GetType() != typeof(string)) + { + return false; + } + + var s = (string)value; + if (s.Contains(",", StringComparison.Ordinal)) + { + var list = s.Split(","); + return list.All(s => int.TryParse(s, out var _)); + } + else + { + return int.TryParse(s, out var _); + } + } +} + +[AttributeUsage(AttributeTargets.All, Inherited = false, AllowMultiple = true)] +internal sealed class ValidLayoutAttribute : ValidationAttribute +{ + public ValidLayoutAttribute() + { + } + + public override bool IsValid(object? value) + { + if (value == null) + { + return false; + } + + var s = (string)value; + if (s.All(c => "NCHW".Contains(c, StringComparison.Ordinal))) + { + return !HasRepeat(s); + } + + if (TryParseNumberList(s, out var numbers)) + { + return !HasRepeat(s) && IsSeqNumber(numbers); + } + + return false; + } + + private static bool HasRepeat(string s) + { + var distinct = s.Distinct().ToHashSet(); + if (distinct.Count != s.Length) + { + return true; + } + + return false; + } + + private static bool TryParseNumberList(string s, out int[] numbers) + { + if (s.Contains(",", StringComparison.Ordinal)) + { + var charArray = s.Split(",").Select(s => s[0]).ToArray(); + return IsNumberList(charArray, out numbers); + } + else + { + return IsNumberList(s.ToCharArray(), out numbers); + } + } + + private static bool IsNumberList(char[] s, out int[] numbers) + { + if (s.Any(c => !int.TryParse(c.ToString(), out var _))) + { + numbers = Array.Empty(); + return false; + } + + numbers = s.Select(c => int.Parse(c.ToString())).ToArray(); + return true; + } + + private static bool IsSeqNumber(int[] seq) + { + for (int i = 0; i < seq.Length; i++) + { + if (seq[i] != i) + { + return false; + } + } + + return true; + } +} + +[AttributeUsage(AttributeTargets.All, Inherited = false, AllowMultiple = true)] +internal sealed class ValidBucketVarMapAttribute : ValidationAttribute +{ + public ValidBucketVarMapAttribute() + { + } + + public override bool IsValid(object? value) + { + var input = (string)value!; + return DataUtil.TryParseFixVarMap(input, out var _); + } +} + +[AttributeUsage(AttributeTargets.All, Inherited = false, AllowMultiple = true)] +internal sealed class ValidBucketRangeInfoAttribute : ValidationAttribute +{ + public ValidBucketRangeInfoAttribute() + { + } + + public override bool IsValid(object? value) + { + var input = (string)value!; + return DataUtil.TryParseRangeInfo(input, out var _); + } +} diff --git a/src/Nncase.Studio/Util/ViewModelContext.cs b/src/Nncase.Studio/Util/ViewModelContext.cs new file mode 100644 index 0000000000..70e476dafe --- /dev/null +++ b/src/Nncase.Studio/Util/ViewModelContext.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.Reactive.Linq; +using System.Threading.Tasks; +using Avalonia.Platform.Storage; +using Nncase.IR; +using Nncase.Quantization; +using Nncase.Studio.Util; +using Nncase.Studio.ViewModels; + +namespace Nncase.Studio; + +public class ViewModelContext +{ + private readonly MainWindowViewModel _mainWindowView; + + public ViewModelContext(MainWindowViewModel windowViewModel) + { + _mainWindowView = windowViewModel; + } + + public CompileConfig CompileConfig { get; set; } = new(); + + public bool CustomPreprocessMode => CompileConfig.PreprocessMode == PreprocessMode.Custom; + + public NavigatorViewModel? Navigator { get; set; } + + public ViewModelBase[] ViewModelBases { get; set; } = Array.Empty(); + + public Function? Entry { get; set; } + + public async Task> OpenFile(FilePickerOpenOptions options) + { + return await _mainWindowView.ShowOpenFilePicker.Handle(options); + } + + public async Task SaveFile(FilePickerSaveOptions options) + { + return await _mainWindowView.ShowSaveFilePicker.Handle(options); + } + + public async Task OpenFolder(FolderPickerOpenOptions options) + { + return await _mainWindowView.ShowFolderPicker.Handle(options); + } + + public void OpenDialog(string prompt, PromptDialogLevel level = PromptDialogLevel.Error) + { + _mainWindowView.ShowDialog(prompt, level); + } + + public void SwitchToPage(Type page) + { + var viewModel = ViewModelLookup(page); + Navigator?.SwitchToPage(viewModel); + } + + public void SwitchNext() + { + Navigator?.SwitchNext(); + } + + public ViewModelBase ViewModelLookup(Type type) + { + foreach (var viewModelBase in ViewModelBases) + { + if (viewModelBase.GetType() == type) + { + return viewModelBase; + } + } + + throw new InvalidOperationException($"{type} Not Found"); + } + + public string[] CheckViewModel() + { + return Navigator!.ContentViewModelList.SelectMany(x => x.CheckViewModel()).ToArray(); + } + + public CompileConfig ExportConfig() + { + return CompileConfig; + } + + public void ImportConfig(CompileConfig conf) + { + CompileConfig = conf; + } +} diff --git a/src/Nncase.Studio/ViewLocator.cs b/src/Nncase.Studio/ViewLocator.cs new file mode 100644 index 0000000000..e7fac7542e --- /dev/null +++ b/src/Nncase.Studio/ViewLocator.cs @@ -0,0 +1,35 @@ +// 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 Avalonia.Controls; +using Avalonia.Controls.Templates; +using Nncase.Studio.ViewModels; + +namespace Nncase.Studio; + +public class ViewLocator : IDataTemplate +{ + public Control Build(object? data) + { + if (data == null) + { + return new TextBlock { Text = "Not Found" }; + } + + var name = data!.GetType().FullName!.Replace("ViewModel", "View", StringComparison.Ordinal); + var type = Type.GetType(name); + + if (type != null) + { + return (Control)Activator.CreateInstance(type)!; + } + + return new TextBlock { Text = "Not Found: " + name }; + } + + public bool Match(object? data) + { + return data is ViewModelBase; + } +} diff --git a/src/Nncase.Studio/ViewModels/CompileOptionViewModel.cs b/src/Nncase.Studio/ViewModels/CompileOptionViewModel.cs new file mode 100644 index 0000000000..6a9e2cafa8 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/CompileOptionViewModel.cs @@ -0,0 +1,128 @@ +// 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.Collections.Generic; +using System.Collections.ObjectModel; +using System.ComponentModel.DataAnnotations; +using System.IO; +using System.Linq; +using System.Threading.Tasks; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Google.OrTools.ConstraintSolver; +using Google.Protobuf.WellKnownTypes; +using NetFabric.Hyperlinq; +using Nncase.Diagnostics; +using Nncase.Quantization; +using Nncase.Studio.Util; + +namespace Nncase.Studio.ViewModels; + +public enum PreprocessMode +{ + Custom, +} + +public partial class CompileOptionViewModel : ViewModelBase +{ + [Required] + [ObservableProperty] + private string _inputFile = string.Empty; + + [ObservableProperty] + private string _dumpDir = string.Empty; + + [ObservableProperty] + private bool _preprocess; + + [ObservableProperty] + private bool _quantize = true; + + [ObservableProperty] + private bool _shapeBucket; + + [ObservableProperty] + private bool _mixQuantize = false; + + [ObservableProperty] + private string _inputFormat = string.Empty; + + [ObservableProperty] + private string _target; + + [ObservableProperty] + private PreprocessMode _preprocessMode = PreprocessMode.Custom; + + public CompileOptionViewModel(ViewModelContext context) + { + // skip None + DumpFlagsList = new ObservableCollection(System.Enum.GetValues().Skip(1).ToList()); + TargetList = new ObservableCollection(new[] { "cpu", "k230" }); + + _target = TargetList[0]; + Context = context; + var list = new[] { PreprocessMode.Custom }; + PreprocessModeList = new(list); + } + + public ObservableCollection DumpFlagSelected { get; set; } = new(); + + public ObservableCollection DumpFlagsList { get; set; } + + public ObservableCollection TargetList { get; set; } + + public ObservableCollection PreprocessModeList { get; set; } + + [RelayCommand] + public async Task SetDumpDir() + { + var folder = await Context.OpenFolder(PickerOptions.FolderPickerOpenOptions); + if (folder != string.Empty) + { + DumpDir = folder; + } + } + + public override void UpdateViewModelCore(CompileConfig config) + { + InputFile = config.CompileOption.InputFile; + InputFormat = config.CompileOption.InputFormat; + DumpDir = config.CompileOption.DumpDir; + Target = config.Target; + Preprocess = config.CompileOption.PreProcess; + MixQuantize = config.MixQuantize; + ShapeBucket = config.EnableShapeBucket; + Quantize = config.UseQuantize; + + PreprocessMode = config.PreprocessMode; + DumpFlagSelected = new(config.DumpFlags.ToArray()); + } + + public override void UpdateConfig(CompileConfig config) + { + config.CompileOption.DumpDir = DumpDir; + config.DumpFlags = DumpFlagSelected.ToArray(); + config.CompileOption.DumpFlags = DumpFlagSelected.Aggregate(DumpFlags.None, (flag, sum) => flag | sum); + config.Target = Target; + config.CompileOption.PreProcess = Preprocess; + config.MixQuantize = MixQuantize; + config.EnableShapeBucket = ShapeBucket; + config.UseQuantize = Quantize; + config.PreprocessMode = PreprocessMode; + if (Quantize == false) + { + config.CompileOption.QuantizeOptions.ModelQuantMode = ModelQuantMode.NoQuant; + } + } + + public override List CheckViewModel() + { + var list = new List(); + if (DumpDir == string.Empty) + { + list.Add("DumpDir can't be empty"); + } + + return list; + } +} diff --git a/src/Nncase.Studio/ViewModels/CompileViewModel.cs b/src/Nncase.Studio/ViewModels/CompileViewModel.cs new file mode 100644 index 0000000000..ad7fa5dbdd --- /dev/null +++ b/src/Nncase.Studio/ViewModels/CompileViewModel.cs @@ -0,0 +1,127 @@ +// 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.IO; +using System.Threading; +using System.Threading.Tasks; +using System.Windows.Input; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Nncase.IR; +using Nncase.Quantization; +using Nncase.Studio.Util; +using Nncase.Studio.Views; +using ReactiveUI; + +namespace Nncase.Studio.ViewModels; + +public partial class CompileViewModel : ViewModelBase +{ + private CancellationTokenSource _cts = new(); + + [ObservableProperty] + private int _progressBarMax = 9; + + [ObservableProperty] + private int _progressBarValue; + + [ObservableProperty] + private string _kmodelPath = "test.kmodel"; + + public CompileViewModel(ViewModelContext context) + { + Context = context; + } + + [RelayCommand] + public Task CancelCompile() + { + _cts.Cancel(); + return Task.CompletedTask; + } + + [RelayCommand] + public async Task Compile() + { + var info = Context.CheckViewModel(); + if (info.Length != 0) + { + Context.OpenDialog($"Error List:\n{string.Join("\n", info)}"); + return; + } + + var conf = Context.CompileConfig; + var options = conf.CompileOption; + if (!Directory.Exists(options.DumpDir)) + { + Directory.CreateDirectory(options.DumpDir); + } + + ITarget target; + try + { + target = CompilerServices.GetTarget(conf.Target); + } + catch (Exception e) + { + Context.OpenDialog(e.Message, PromptDialogLevel.Error); + return; + } + + var compileSession = CompileSession.Create(target, options); + var compiler = compileSession.Compiler; + var module = await compiler.ImportModuleAsync(options.InputFormat, options.InputFile, options.IsBenchmarkOnly); + Context.Entry = (Function)module.Entry!; + if (options.QuantizeOptions.ModelQuantMode != ModelQuantMode.NoQuant) + { + var calib = ((QuantizeViewModel)Context.ViewModelLookup(typeof(QuantizeViewModel))).LoadCalibFiles(); + if (calib == null) + { + return; + } + + options.QuantizeOptions.CalibrationDataset = calib; + } + + _cts = new(); + + ProgressBarMax = 9; + var progress = new Progress(percent => + { + ProgressBarValue = percent; + }); + + try + { + await Task.Run(async () => + { + await compiler.CompileWithReportAsync(progress, _cts.Token); + }).ContinueWith(_ => Task.CompletedTask, _cts.Token); + } + catch (Exception) + { + Context.OpenDialog("Compile has been cancel"); + ProgressBarValue = 0; + return; + } + + using (var os = File.OpenWrite(KmodelPath)) + { + compiler.Gencode(os); + } + + Context.SwitchNext(); + Context.OpenDialog($"Compile Finish, kmodel in {KmodelPath}", PromptDialogLevel.Normal); + } + + public override void UpdateConfig(CompileConfig config) + { + config.KmodelPath = KmodelPath; + } + + public override void UpdateViewModelCore(CompileConfig config) + { + KmodelPath = config.KmodelPath; + } +} diff --git a/src/Nncase.Studio/ViewModels/ImportViewModel.cs b/src/Nncase.Studio/ViewModels/ImportViewModel.cs new file mode 100644 index 0000000000..9a65a9679f --- /dev/null +++ b/src/Nncase.Studio/ViewModels/ImportViewModel.cs @@ -0,0 +1,78 @@ +// 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.ComponentModel.DataAnnotations; +using System.IO; +using System.Linq; +using System.Threading.Tasks; +using CommunityToolkit.Mvvm.Input; +using Nncase.Studio.Util; + +namespace Nncase.Studio.ViewModels; + +public partial class ImportViewModel : ViewModelBase +{ + private string _inputFile = string.Empty; + + private string _inputFormat = string.Empty; + + public ImportViewModel(ViewModelContext context) + { + Context = context; + } + + [RelayCommand] + public async Task Import() + { + var path = await Context.OpenFile(PickerOptions.ImporterPickerOptions); + if (path == null) + { + return; + } + + if (path.Count == 0) + { + return; + } + + var ext = Path.GetExtension(path[0]).Trim('.'); + if (!new[] { "onnx", "tflite", "ncnn" }.Contains(ext)) + { + Context.OpenDialog($"Not Support {ext}"); + return; + } + + _inputFormat = ext; + _inputFile = path[0]; + Context.SwitchNext(); + } + + public override void UpdateViewModelCore(CompileConfig config) + { + _inputFile = config.CompileOption.InputFile; + _inputFormat = config.CompileOption.InputFormat; + } + + public override void UpdateConfig(CompileConfig config) + { + config.CompileOption.InputFile = _inputFile; + config.CompileOption.InputFormat = _inputFormat; + } + + public override List CheckViewModel() + { + var list = new List(); + if (_inputFile == string.Empty) + { + list.Add("model path is empty"); + } + else if (!File.Exists(_inputFile)) + { + list.Add($"model path {_inputFile} Not Exist"); + } + + return list; + } +} diff --git a/src/Nncase.Studio/ViewModels/MainWindowViewModel.cs b/src/Nncase.Studio/ViewModels/MainWindowViewModel.cs new file mode 100644 index 0000000000..48e8f113f0 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/MainWindowViewModel.cs @@ -0,0 +1,125 @@ +// 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.Collections.ObjectModel; +using System.ComponentModel.DataAnnotations; +using System.IO; +using System.Linq; +using System.Reactive; +using System.Reactive.Disposables; +using System.Reactive.Linq; +using System.Threading; +using System.Threading.Tasks; +using System.Windows.Input; +using Avalonia; +using Avalonia.Controls; +using Avalonia.Interactivity; +using Avalonia.Platform.Storage; +using Avalonia.Rendering.Composition; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Microsoft.Extensions.Hosting; +using Newtonsoft.Json; +using Nncase.Diagnostics; +using Nncase.IR; +using Nncase.Passes.Mutators; +using Nncase.Quantization; +using Nncase.Runtime.Interop; +using Nncase.Studio.Util; +using Nncase.Studio.ViewModels; +using Nncase.Studio.Views; +using Nncase.Utilities; +using NumSharp; +using ReactiveUI; +using static Nncase.Studio.ViewModels.DataUtil; + +namespace Nncase.Studio.ViewModels; + +public enum PromptDialogLevel +{ + Normal, + Error, +} + +public partial class MainWindowViewModel : WindowViewModelBase +{ + [ObservableProperty] + private string _title; + + [ObservableProperty] + private ViewModelBase _contentViewModel; + + public MainWindowViewModel() + { + Context = new ViewModelContext(this); + var studioModeViewModel = new StudioModeViewModel(Context); + var importViewModel = new ImportViewModel(Context); + var compileOptionViewModel = new CompileOptionViewModel(Context); + var preprocessViewModel = new PreprocessViewModel(Context); + var quantizeViewModel = new QuantizeViewModel(Context); + var shapeBucketViewModel = new ShapeBucketViewModel(Context); + var compileViewModel = new CompileViewModel(Context); + + // var SimulateInputViewModel = new SimulateInputViewModel(Context); + var simulateViewModel = new SimulateViewModel(Context); + var contentViewModelList = new ObservableCollection( + new ViewModelBase[] + { + studioModeViewModel, + importViewModel, + compileOptionViewModel, + preprocessViewModel, + quantizeViewModel, + shapeBucketViewModel, + compileViewModel, + simulateViewModel, + }); + + Title = string.Empty; + ContentViewModel = contentViewModelList.First(); + Context.ViewModelBases = contentViewModelList.ToArray(); + NavigatorViewModelValue = new NavigatorViewModel(contentViewModelList, ShowDialog, UpdateTitle); + Context.Navigator = NavigatorViewModelValue; + NavigatorViewModelValue.UpdateContentViewModel(); + } + + public Interaction> ShowOpenFilePicker { get; } = new(); + + public Interaction ShowSaveFilePicker { get; } = new(); + + public Interaction ShowFolderPicker { get; } = new(); + + public NavigatorViewModel NavigatorViewModelValue { get; set; } + + protected ViewModelContext Context { get; set; } + + [RelayCommand] + public async Task ExportStudioConfig() + { + NavigatorViewModelValue.ContentViewModel!.UpdateContext(); + var quantScheme = Context.ExportConfig(); + var json = JsonConvert.SerializeObject(quantScheme, Newtonsoft.Json.Formatting.Indented); + var path = await Context.SaveFile(PickerOptions.CompileConfPickerSaveOptions); + if (path == string.Empty) + { + return; + } + + using var f = new StreamWriter(path); + await f.WriteAsync(json); + Context.OpenDialog($"export successful {path}"); + } + + public void UpdateTitle(ViewModelBase contenViewModel) + { + ContentViewModel = contenViewModel; + Title = ContentViewModel.GetType().Name.Split("ViewModel")[0]; + } + + public void ShowDialog(string prompt, PromptDialogLevel level = PromptDialogLevel.Error) + { + new AvaloniaUserDialog().ShowDialog(prompt); + } +} diff --git a/src/Nncase.Studio/ViewModels/NavigatorViewModel.cs b/src/Nncase.Studio/ViewModels/NavigatorViewModel.cs new file mode 100644 index 0000000000..1992c4683d --- /dev/null +++ b/src/Nncase.Studio/ViewModels/NavigatorViewModel.cs @@ -0,0 +1,122 @@ +// 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.ObjectModel; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using MsBox.Avalonia; + +namespace Nncase.Studio.ViewModels; + +public partial class NavigatorViewModel : ViewModelBase +{ + private readonly Action _windowUpdater; + + private readonly Action _showDialog; + + [ObservableProperty] + private ViewModelBase? _contentViewModel; + + [ObservableProperty] + private int _pageIndex = 0; + + [ObservableProperty] + private int _pageMaxIndex; + + [ObservableProperty] + private bool _isLast; + + [ObservableProperty] + private string _pageIndexString = string.Empty; + + public NavigatorViewModel(ObservableCollection content, Action showDialog, Action windowUpdater) + { + ContentViewModelList = content; + _windowUpdater = windowUpdater; + _showDialog = showDialog; + } + + public ObservableCollection ContentViewModelList { get; set; } = new(); + + public int PageCount => ContentViewModelList.Count; + + public void SwitchToPage(ViewModelBase page) + { + UpdateContentViewModel(() => + { + var index = ContentViewModelList.IndexOf(page); + PageIndex = index; + }); + } + + [RelayCommand] + public void SwitchPrev() + { + UpdateContentViewModel(() => + { + do + { + PageIndex -= 1; + } while (!ContentViewModelList[PageIndex].IsVisible()); + }); + } + + [RelayCommand] + public void SwitchNext() + { + var check = ContentViewModel!.CheckViewModel(); + + if (check.Count != 0) + { + _showDialog("Err:\n" + string.Join("\n", check), PromptDialogLevel.Error); + return; + } + + UpdateContentViewModel(() => + { + do + { + PageIndex += 1; + } while (!ContentViewModelList[PageIndex].IsVisible()); + }); + } + + public void UpdateContentViewModel() + { + UpdateContentViewModel(() => { }); + } + + public void UpdateContentViewModel(Action updateIndex) + { + ContentViewModel?.UpdateContext(); + updateIndex(); + PageMaxIndex = ContentViewModelList.Count - 1; + ContentViewModel = ContentViewModelList[PageIndex]; + ContentViewModel.UpdateViewModel(); + _windowUpdater(ContentViewModel); + PageIndexString = $"{PageIndex + 1} / {PageCount}"; + IsLast = PageIndex == PageMaxIndex; + } + + public void InsertPageAfter(ViewModelBase page, ViewModelBase pagePosition, int offset = 0) + { + var i = ContentViewModelList.IndexOf(page); + if (i == -1) + { + var optionIndex = ContentViewModelList.IndexOf(pagePosition); + + // insert after OptionView + ContentViewModelList.Insert(optionIndex + offset, page); + } + } + + public void RemovePage(ViewModelBase page) + { + var i = ContentViewModelList.IndexOf(page); + if (i != -1) + { + ContentViewModelList.Remove(page); + } + } +} diff --git a/src/Nncase.Studio/ViewModels/OptionViewModel.cs b/src/Nncase.Studio/ViewModels/OptionViewModel.cs new file mode 100644 index 0000000000..72c9297d02 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/OptionViewModel.cs @@ -0,0 +1,11 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using ReactiveUI; + +namespace Nncase.Studio.ViewModels; + +public class OptionViewModel : ViewModelBase +{ + public string? OptName => "Name"; +} diff --git a/src/Nncase.Studio/ViewModels/PreprocessViewModel.cs b/src/Nncase.Studio/ViewModels/PreprocessViewModel.cs new file mode 100644 index 0000000000..fccd7247c6 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/PreprocessViewModel.cs @@ -0,0 +1,146 @@ +// 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.ComponentModel.DataAnnotations; +using System.Linq; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Nncase.Studio.Util; +using Nncase.Studio.Views; + +namespace Nncase.Studio.ViewModels; + +public partial class PreprocessViewModel : ViewModelBase +{ + [ObservableProperty] + [ValidIntArray] + private string _inputShape = string.Empty; + + [ObservableProperty] + private InputType _inputTypeValue; + + [ObservableProperty] + private string _inputTypeString = string.Empty; + + public PreprocessViewModel(ViewModelContext context) + { + Context = context; + RangeMax = "1"; + RangeMin = "-1"; + Mean = "1"; + Std = "1"; + LetterBoxValue = "0"; + InputShape = "1, 3, 24, 24"; + InputTypeValue = InputType.Float32; + } + + public string LayoutWatermark { get; set; } = "e.g. NHWC or NCHW or 0,2,3,1"; + + public string ShapeWaterMark { get; set; } = "e.g. 1,3,224,224"; + + public string ListNumberWaterMark { get; set; } = "e.g. 2.9,3,5"; + + [ValidLayout] + public string InputLayout { get; set; } = "NCHW"; + + [ValidLayout] + public string OutputLayout { get; set; } = "NCHW"; + + [ValidLayout] + public string ModelLayout { get; set; } = "NCHW"; + + public bool SwapRB { get; set; } + + [ValidFloat] + public string RangeMin { get; set; } + + [ValidFloat] + public string RangeMax { get; set; } + + [ValidFloat] + public string LetterBoxValue { get; set; } + + [ValidFloatArray] + public string Mean { get; set; } + + [ValidFloatArray] + public string Std { get; set; } + + [RelayCommand] + public void ShowPreprocessOrder() + { + new PreprocessWindow().Show(); + } + + public override void UpdateConfig(CompileConfig config) + { + var mean = Mean.Split(",").Select(float.Parse).ToArray(); + var std = Std.Split(",").Select(float.Parse).ToArray(); + var inShape = Std.Split(",").Select(int.Parse).ToArray(); + var rangeMin = float.Parse(RangeMin); + var rangeMax = float.Parse(RangeMax); + var letterBoxValue = float.Parse(LetterBoxValue); + + config.CompileOption.InputLayout = InputLayout; + config.CompileOption.OutputLayout = OutputLayout; + config.CompileOption.InputType = InputTypeValue; + config.CompileOption.InputShape = inShape; + config.CompileOption.InputRange = new[] { rangeMin, rangeMax }; + config.CompileOption.Mean = mean; + config.CompileOption.Std = std; + config.CompileOption.SwapRB = SwapRB; + config.CompileOption.ModelLayout = ModelLayout; + config.CompileOption.LetterBoxValue = letterBoxValue; + } + + public override void UpdateViewModelCore(CompileConfig config) + { + InputLayout = config.CompileOption.InputLayout; + OutputLayout = config.CompileOption.OutputLayout; + InputTypeValue = config.CompileOption.InputType; + InputShape = string.Join(",", config.CompileOption.InputShape); + var range = config.CompileOption.InputRange; + if (range.Length == 2) + { + RangeMin = range[0].ToString(); + RangeMax = range[1].ToString(); + } + else + { + RangeMin = string.Empty; + RangeMax = string.Empty; + } + + Mean = string.Join(",", config.CompileOption.Mean); + Std = string.Join(",", config.CompileOption.Std); + SwapRB = config.CompileOption.SwapRB; + ModelLayout = config.CompileOption.ModelLayout; + LetterBoxValue = config.CompileOption.LetterBoxValue.ToString(); + } + + public override List CheckViewModel() + { + var l = new List(); + if (!CustomValidator.ValidateViewModel(this, out var results)) + { + l = l.Concat(results.Select(x => x.ErrorMessage!)).ToList(); + } + + if (float.TryParse(RangeMin, out var min) && float.TryParse(RangeMax, out var max)) + { + if (max < min) + { + l.Add("Invalid Range"); + } + } + + return l; + } + + public override bool IsVisible() + { + return Context.CompileConfig.CompileOption.PreProcess && Context.CustomPreprocessMode; + } +} diff --git a/src/Nncase.Studio/ViewModels/ProfileViewModel.cs b/src/Nncase.Studio/ViewModels/ProfileViewModel.cs new file mode 100644 index 0000000000..1126c2ba76 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/ProfileViewModel.cs @@ -0,0 +1,8 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +namespace Nncase.Studio.ViewModels; + +public class ProfileViewModel : ViewModelBase +{ +} diff --git a/src/Nncase.Studio/ViewModels/PromptDialogViewModel.cs b/src/Nncase.Studio/ViewModels/PromptDialogViewModel.cs new file mode 100644 index 0000000000..4bb91da689 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/PromptDialogViewModel.cs @@ -0,0 +1,55 @@ +// 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.Windows.Input; +using Avalonia.Controls; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; + +namespace Nncase.Studio.ViewModels; + +public partial class PromptDialogViewModel : ViewModelBase +{ + [ObservableProperty] + private string _dialogContent = string.Empty; + + [ObservableProperty] + private int _windowWidth = 500; + + [ObservableProperty] + private PromptDialogLevel _dialogLevel; + + [ObservableProperty] + private bool _isError; + + [ObservableProperty] + private string _title = string.Empty; + + public PromptDialogViewModel(string content, PromptDialogLevel level) + { + DialogContent = content; + DialogLevel = level; + IsError = level == PromptDialogLevel.Error; + if (IsError) + { + Title = "错误"; + } + else + { + Title = "提示"; + } + + CloseWindowCommand = new RelayCommand(CloseWindow); + WindowWidth = (content.Length * 20) + 60; + } + + public RelayCommand CloseWindowCommand { get; private set; } + + private void CloseWindow(Window? window) + { + if (window != null) + { + window.Close(); + } + } +} diff --git a/src/Nncase.Studio/ViewModels/QuantizeViewModel.cs b/src/Nncase.Studio/ViewModels/QuantizeViewModel.cs new file mode 100644 index 0000000000..974e3b147d --- /dev/null +++ b/src/Nncase.Studio/ViewModels/QuantizeViewModel.cs @@ -0,0 +1,211 @@ +// 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.Collections.ObjectModel; +using System.IO; +using System.Linq; +using System.Threading.Tasks; +using Avalonia.Media.Fonts; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Nncase.IR; +using Nncase.Quantization; +using Nncase.Studio.Util; +using Nncase.Studio.Views; + +namespace Nncase.Studio.ViewModels; + +public partial class QuantizeViewModel : ViewModelBase +{ + [ObservableProperty] + private QuantizeOptions _quantizeOptionsValue; + + [ObservableProperty] + private CalibMethod _calibMethodValue; + + [ObservableProperty] + private QuantType _quantTypeValue; + + [ObservableProperty] + private QuantType _wQuantTypeValue; + + [ObservableProperty] + private ModelQuantMode _modelQuantModeValue; + + [ObservableProperty] + private bool _mixQuantize; + + [ObservableProperty] + private bool _exportQuantScheme; + + [ObservableProperty] + private string _quantSchemePath = string.Empty; + + [ObservableProperty] + private string _exportQuantSchemePath = string.Empty; + + [ObservableProperty] + private string _calibDir = string.Empty; + + private string[] _inputFiles = Array.Empty(); + + public QuantizeViewModel(ViewModelContext context) + { + ModelQuantModeList = new ObservableCollection(Enum.GetValues().Skip(1).ToList()); + ModelQuantModeValue = ModelQuantMode.UsePTQ; + QuantizeOptionsValue = new(); + Context = context; + } + + public ObservableCollection ModelQuantModeList { get; set; } + + [RelayCommand] + public async Task SelectQuantScheme() + { + var path = await Context.OpenFile(PickerOptions.JsonPickerOptions); + if (path.Count == 0) + { + return; + } + + var json = path[0]; + if (Path.GetExtension(json) != ".json") + { + Context.OpenDialog("QuantScheme Should use .json"); + return; + } + + QuantSchemePath = json; + } + + [RelayCommand] + public async Task SelectCalibrationDataSet() + { + var path = await Context.OpenFolder(PickerOptions.FolderPickerOpenOptions); + if (path == string.Empty) + { + return; + } + + var inputFiles = Directory.GetFiles(path); + if (inputFiles.Length == 0) + { + Context.OpenDialog("empty dir"); + return; + } + + CalibDir = path; + _inputFiles = inputFiles; + } + + public ICalibrationDatasetProvider? LoadCalibFiles() + { + Tensor[] input; + try + { + input = DataUtil.ReadInput(_inputFiles).ToArray(); + } + catch (Exception e) + { + Context.OpenDialog(e.Message); + return null; + } + + if (input.Length == 0) + { + Context.OpenDialog("no file is loaded, only support .npy"); + return null; + } + + if (Context.Entry == null) + { + Context.OpenDialog("Should Import Model first"); + return null; + } + + var samples = Context.Entry!.Parameters.ToArray().Zip(input) + .ToDictionary(pair => pair.First, pair => (IValue)Value.FromTensor(pair.Second)); + return new SelfInputCalibrationDatasetProvider(samples); + } + + public override void UpdateViewModelCore(CompileConfig config) + { + QuantizeOptionsValue = config.CompileOption.QuantizeOptions; + if (ExportQuantSchemePath == string.Empty) + { + ExportQuantSchemePath = Path.Join(config.CompileOption.DumpDir, "QuantScheme.json"); + } + + MixQuantize = config.MixQuantize; + } + + public override void UpdateConfig(CompileConfig config) + { + QuantizeOptionsValue.CalibrationMethod = CalibMethodValue; + QuantizeOptionsValue.QuantType = DataUtil.QuantTypeToDataType(QuantTypeValue); + QuantizeOptionsValue.WQuantType = DataUtil.QuantTypeToDataType(WQuantTypeValue); + QuantizeOptionsValue.ModelQuantMode = ModelQuantModeValue; + QuantizeOptionsValue.QuantScheme = QuantSchemePath; + QuantizeOptionsValue.ExportQuantScheme = ExportQuantScheme; + QuantizeOptionsValue.ExportQuantSchemePath = ExportQuantSchemePath; + config.CompileOption.QuantizeOptions = QuantizeOptionsValue; + } + + public override List CheckViewModel() + { + var list = new List(); + if (Context.CompileConfig.MixQuantize) + { + if (QuantSchemePath == string.Empty) + { + list.Add("QuantSchemePath should not be empty"); + } + else if (!File.Exists(QuantSchemePath)) + { + list.Add("QuantSchemePath not exist, please check file and path"); + } + } + else + { + if (Directory.Exists(CalibDir)) + { + if (_inputFiles.Length == 0) + { + list.Add("CalibDir don't exist any .npy file"); + } + } + else + { + list.Add($"CalibDir {CalibDir} not exist"); + } + + if (QuantTypeValue == QuantType.Int16 && WQuantTypeValue == QuantType.Int16 && + string.Equals(Context.CompileConfig.Target, "k230", StringComparison.OrdinalIgnoreCase)) + { + list.Add("k230 not support QuantType and WeightsQuantType are int16"); + } + } + + return list; + } + + public override bool IsVisible() => Context.CompileConfig.UseQuantize; +} + +public sealed class SelfInputCalibrationDatasetProvider : ICalibrationDatasetProvider +{ + private readonly int _count = 1; + + private readonly IAsyncEnumerable> _samples; + + public SelfInputCalibrationDatasetProvider(IReadOnlyDictionary sample) + { + _samples = new[] { sample }.ToAsyncEnumerable(); + } + + public int? Count => _count; + + public IAsyncEnumerable> Samples => _samples; +} diff --git a/src/Nncase.Studio/ViewModels/ShapeBucketViewModel.cs b/src/Nncase.Studio/ViewModels/ShapeBucketViewModel.cs new file mode 100644 index 0000000000..01472efba2 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/ShapeBucketViewModel.cs @@ -0,0 +1,69 @@ +// 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.Linq; +using CommunityToolkit.Mvvm.ComponentModel; +using NetFabric.Hyperlinq; +using Nncase.Studio.Util; + +namespace Nncase.Studio.ViewModels; + +public partial class ShapeBucketViewModel : ViewModelBase +{ + [ObservableProperty] + private int _segmentCount = 5; + + [ValidBucketVarMap] + [ObservableProperty] + private string _fixVarMap = string.Empty; + + [ValidBucketRangeInfo] + [ObservableProperty] + private string _varRangeInfo = string.Empty; + + public ShapeBucketViewModel(ViewModelContext context) + { + Context = context; + } + + public override void UpdateConfig(CompileConfig config) + { + var options = new ShapeBucketOptions(); + options.Enable = true; + options.SegmentsCount = SegmentCount; + + if (DataUtil.TryParseFixVarMap(FixVarMap, out var fixVarMap)) + { + options.FixVarMap = fixVarMap; + } + + if (DataUtil.TryParseRangeInfo(VarRangeInfo, out var rangeInfo)) + { + options.RangeInfo = rangeInfo; + } + + config.CompileOption.ShapeBucketOptions = options; + } + + public override void UpdateViewModelCore(CompileConfig config) + { + var option = config.CompileOption.ShapeBucketOptions; + SegmentCount = option.SegmentsCount; + VarRangeInfo = string.Join(",", option.FixVarMap.Select(pair => $"{pair.Key}:{pair.Value}")); + FixVarMap = string.Join(",", option.RangeInfo.Select(pair => $"{pair.Key}:({pair.Value.Min}, {pair.Value.Max})")); + } + + public override bool IsVisible() => Context.CompileConfig.EnableShapeBucket; + + public override List CheckViewModel() + { + if (!CustomValidator.ValidateViewModel(this, out var results)) + { + return results.Select(x => x.ErrorMessage!).ToList(); + } + + return new(); + } +} diff --git a/src/Nncase.Studio/ViewModels/SimulateInputViewModel.cs b/src/Nncase.Studio/ViewModels/SimulateInputViewModel.cs new file mode 100644 index 0000000000..f637044cd5 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/SimulateInputViewModel.cs @@ -0,0 +1,8 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +namespace Nncase.Studio.ViewModels; + +public class SimulateInputViewModel : ViewModelBase +{ +} diff --git a/src/Nncase.Studio/ViewModels/SimulateViewModel.cs b/src/Nncase.Studio/ViewModels/SimulateViewModel.cs new file mode 100644 index 0000000000..c7fc1a62d5 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/SimulateViewModel.cs @@ -0,0 +1,325 @@ +// 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.ObjectModel; +using System.IO; +using System.Linq; +using System.Threading; +using System.Threading.Tasks; +using CommunityToolkit.Mvvm.ComponentModel; +using CommunityToolkit.Mvvm.Input; +using Nncase.IR; +using Nncase.Studio.Util; +using NumSharp; + +namespace Nncase.Studio.ViewModels; + +public partial class SimulateViewModel : ViewModelBase +{ + [ObservableProperty] + private string _resultDir = string.Empty; + + [ObservableProperty] + private string _kmodelPath = string.Empty; + + [ObservableProperty] + private string _status = "未运行"; + + [ObservableProperty] + private ObservableCollection _runtimeInput = new(); + + [ObservableProperty] + private ObservableCollection _inputPath = new(); + + [ObservableProperty] + private ObservableCollection _mainParamStr = new(); + + [ObservableProperty] + private ObservableCollection _inputTypeStr = new(); + + [ObservableProperty] + private bool _runSimulate; + + public SimulateViewModel(ViewModelContext context) + { + Context = context; + } + + [RelayCommand] + public async Task SetRuntimeInput() + { + var path = await Context.OpenFile(PickerOptions.DataPickerOptions); + if (path.Count == 0) + { + return; + } + + Tensor[] input; + string[] inputFiles; + try + { + (inputFiles, input) = DataUtil.ReadMultiInputs(path); + } + catch (Exception e) + { + Context.OpenDialog(e.Message); + return; + } + + UpdateRuntimeInputUI(input, inputFiles); + } + + [RelayCommand] + public async Task SetResultDir() + { + var folder = await Context.OpenFolder(PickerOptions.FolderPickerOpenOptions); + if (folder != string.Empty) + { + ResultDir = folder; + } + } + + [RelayCommand] + public async Task Simulate() + { + if (!File.Exists(KmodelPath)) + { + Context.OpenDialog("Kmodel Not Exist"); + return; + } + + if (RuntimeInput.Count == 0) + { + Context.OpenDialog("Not Set Input"); + return; + } + + if (!CheckInput()) + { + return; + } + + var cts = new CancellationTokenSource(); + + try + { + using (var interp = Runtime.Interop.RTInterpreter.Create()) + { + var kmodel = File.ReadAllBytes(KmodelPath); + interp.SetDumpRoot(Context.CompileConfig.CompileOption.DumpDir); + interp.LoadModel(kmodel); + var entry = interp.Entry!; + var rtInputs = RuntimeInput.Select(Runtime.Interop.RTTensor.FromTensor).ToArray(); + + var start = System.DateTime.Now; + Status = "Running"; + RunSimulate = true; + + var task = Task.Run( + () => + { + UpdateTime(cts, start); + }, + cts.Token); + await Task.Run(() => + { + var result = entry.Invoke(rtInputs).ToValue().AsTensors(); + SaveResult(result); + }).ContinueWith(t => t, cts.Token); + + SimulateFinish(cts); + Context.OpenDialog($"Simulate Finish, spent time:{Status}\n result in {ResultDir}", PromptDialogLevel.Normal); + Status = "Finish"; + } + } + catch (DllNotFoundException) + { + Context.OpenDialog("libNncase.Native.so not found"); + } + catch (Exception e) + { + var msg = ExceptionMessageProcess(e); + Context.OpenDialog(msg); + } + finally + { + SimulateFinish(cts); + } + } + + public override void UpdateViewModelCore(CompileConfig config) + { + ResultDir = config.ResultDir; + KmodelPath = config.KmodelPath; + InputPath = new(config.InputPathList); + } + + public override void UpdateConfig(CompileConfig config) + { + config.ResultDir = ResultDir; + config.InputPathList = InputPath.ToArray(); + } + + private bool CheckInput() + { + if (Context.Entry == null) + { + return true; + } + + var paramList = Context.Entry!.Parameters.ToArray(); + foreach ((var tensor, var param) in RuntimeInput.Zip(paramList)) + { + var tt = (TensorType)param.TypeAnnotation; + if (tensor.ElementType != tt.DType) + { + Context.OpenDialog($"{param.Name} input datatype mismatch"); + { + return true; + } + } + + if (tt.Shape.Count != tensor.Shape.Count || tt.Shape.Zip(tensor.Shape) + .Any(pair => pair.First.IsFixed && pair.First != pair.Second)) + { + Context.OpenDialog($"{param.Name} input shape mismatch"); + { + return true; + } + } + } + + return false; + } + + [RelayCommand] + private async Task SetKmodelPath() + { + var kmodel = await Context.OpenFile(PickerOptions.KmodelPickerOptions); + if (kmodel.Count == 0) + { + return; + } + + KmodelPath = kmodel[0]; + } + + private void SaveResult(Tensor[] result) + { + var list = result + .Select(t => + np.frombuffer(t.BytesBuffer.ToArray(), t.ElementType.CLRType) + .reshape(t.Shape.ToValueArray())) + .ToArray(); + + for (int i = 0; i < list.Length; i++) + { + np.save(Path.Join(ResultDir, $"nncase_result_{i}.npy"), list[i]); + } + } + + private void UpdateTime(CancellationTokenSource cts, DateTime start) + { + while (true) + { + Thread.Sleep(20); + if (cts.Token.IsCancellationRequested) + { + return; + } + + var now = System.DateTime.Now; + var timeStr = (now - start).ToString(); + Status = timeStr.Substring(3, timeStr.Length - 8); + } + } + + private void SimulateFinish(CancellationTokenSource cts) + { + cts.Cancel(); + RunSimulate = false; + } + + private string ExceptionMessageProcess(Exception exception) + { + var msg = exception.Message; + if (msg.Contains("Status code", StringComparison.Ordinal)) + { + if (int.TryParse(msg.Split(":")[1].Trim(), out var errc)) + { + return ErrcToString(errc); + } + + return exception.ToString(); + } + + return exception.ToString(); + } + + private string ErrcToString(int errc) + { + string errcStr; + switch (-errc) + { + case 0x01: + errcStr = "invalid model indentifier"; + break; + case 0x02: + errcStr = "invalid model checksum"; + break; + case 0x03: + errcStr = "invalid model version"; + break; + case 0x04: + errcStr = "runtime not found"; + break; + case 0x05: + errcStr = "datatype mismatch"; + break; + case 0x06: + errcStr = "shape mismatch"; + break; + case 0x07: + errcStr = "invalid memory location"; + break; + case 0x08: + errcStr = "runtime register not found"; + break; + case 0x0100: + errcStr = "stackvm illegal instruction"; + break; + case 0x0101: + errcStr = "stackvm illegal target"; + break; + case 0x0102: + errcStr = "stackvm stack overflow"; + break; + case 0x0103: + errcStr = "stackvm stack underflow"; + break; + case 0x0104: + errcStr = "stackvm unknow custom call"; + break; + case 0x0105: + errcStr = "stackvm duplicate custom call"; + break; + case 0x0200: + errcStr = "nnil illegal instruction"; + break; + default: + errcStr = $"Unknown Status code: {errc}"; + break; + } + + return errcStr; + } + + private void UpdateRuntimeInputUI(Tensor[] input, string[] inputFiles) + { + RuntimeInput = new ObservableCollection(input); + InputPath = new ObservableCollection(inputFiles); + InputTypeStr = new ObservableCollection(RuntimeInput + .Select(x => DataUtil.TensorTypeToString(new TensorType(x.ElementType, x.Shape))).ToList()); + } +} diff --git a/src/Nncase.Studio/ViewModels/StudioModeViewModel.cs b/src/Nncase.Studio/ViewModels/StudioModeViewModel.cs new file mode 100644 index 0000000000..ee33b1fce6 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/StudioModeViewModel.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.IO; +using System.Text.Json.Nodes; +using System.Threading.Tasks; +using CommunityToolkit.Mvvm.Input; +using Newtonsoft.Json; +using Nncase.Studio.Util; +using Nncase.Studio.Views; + +namespace Nncase.Studio.ViewModels; + +public partial class StudioModeViewModel : ViewModelBase +{ + public StudioModeViewModel(ViewModelContext context) + { + Context = context; + } + + [RelayCommand] + public async Task ImportStudioConfig() + { + var selectFiles = await Context.OpenFile(PickerOptions.JsonPickerOptions); + if (selectFiles.Count == 0) + { + return; + } + else + { + var configFile = selectFiles[0]; + var conf = JsonConvert.DeserializeObject(File.ReadAllText(configFile)); + Context.ImportConfig(conf!); + } + + Context.SwitchToPage(typeof(CompileOptionViewModel)); + } + + [RelayCommand] + private void SwitchToImportView() + { + Context.SwitchToPage(typeof(ImportViewModel)); + } + + [RelayCommand] + private void SwitchToSimulateView() + { + Context.SwitchToPage(typeof(SimulateViewModel)); + } +} diff --git a/src/Nncase.Studio/ViewModels/ViewModelBase.cs b/src/Nncase.Studio/ViewModels/ViewModelBase.cs new file mode 100644 index 0000000000..799decf8b8 --- /dev/null +++ b/src/Nncase.Studio/ViewModels/ViewModelBase.cs @@ -0,0 +1,53 @@ +// 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.Collections.Generic; +using System.Collections.ObjectModel; +using CommunityToolkit.Mvvm.ComponentModel; +using Nncase.Studio.Util; +using ReactiveUI; + +namespace Nncase.Studio.ViewModels; + +public class WindowViewModelBase : ObservableValidator +{ +} + +public class ViewModelBase : ObservableValidator +{ + private ViewModelContext? _context; + + protected ViewModelContext Context + { + get { return _context!; } + set { _context = value; } + } + + public void UpdateContext() + { + UpdateConfig(Context.CompileConfig); + } + + public void UpdateViewModel() + { + UpdateViewModelCore(Context.CompileConfig); + } + + public virtual List CheckViewModel() + { + return new(); + } + + public virtual void UpdateConfig(CompileConfig config) + { + } + + public virtual void UpdateViewModelCore(CompileConfig config) + { + } + + public virtual bool IsVisible() + { + return true; + } +} diff --git a/src/Nncase.Studio/Views/CompileOptionView.axaml b/src/Nncase.Studio/Views/CompileOptionView.axaml new file mode 100644 index 0000000000..33dca49c1e --- /dev/null +++ b/src/Nncase.Studio/Views/CompileOptionView.axaml @@ -0,0 +1,89 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/Nncase.Studio/Views/CompileOptionView.axaml.cs b/src/Nncase.Studio/Views/CompileOptionView.axaml.cs new file mode 100644 index 0000000000..1c313b1a9f --- /dev/null +++ b/src/Nncase.Studio/Views/CompileOptionView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class CompileOptionView : UserControl + { + public CompileOptionView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/CompileView.axaml b/src/Nncase.Studio/Views/CompileView.axaml new file mode 100644 index 0000000000..b3943bd676 --- /dev/null +++ b/src/Nncase.Studio/Views/CompileView.axaml @@ -0,0 +1,33 @@ + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/CompileView.axaml.cs b/src/Nncase.Studio/Views/CompileView.axaml.cs new file mode 100644 index 0000000000..45cb434031 --- /dev/null +++ b/src/Nncase.Studio/Views/CompileView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class CompileView : UserControl + { + public CompileView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/EnumComboBox.axaml b/src/Nncase.Studio/Views/EnumComboBox.axaml new file mode 100644 index 0000000000..d278600288 --- /dev/null +++ b/src/Nncase.Studio/Views/EnumComboBox.axaml @@ -0,0 +1,17 @@ + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/EnumComboBox.axaml.cs b/src/Nncase.Studio/Views/EnumComboBox.axaml.cs new file mode 100644 index 0000000000..424f9a632e --- /dev/null +++ b/src/Nncase.Studio/Views/EnumComboBox.axaml.cs @@ -0,0 +1,40 @@ +// 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 Avalonia; +using Avalonia.Controls; +using Avalonia.Data; +using Avalonia.Markup.Xaml; +using GiGraph.Dot.Entities.Html.Font.Styles; + +namespace Nncase.Studio.Views +{ + public partial class EnumComboBox : ComboBox + { + public static readonly StyledProperty TypeNameProperty = + AvaloniaProperty.Register(nameof(TypeName)); + + public Type TypeName + { + get + { + return GetValue(TypeNameProperty); + } + + set + { + SetValue(TypeNameProperty, value); + var names = Enum.GetNames(TypeName); + foreach (string name in names) + { + Items.Add(name); + } + + SelectedIndex = 0; + } + } + + protected override Type StyleKeyOverride => typeof(Avalonia.Controls.ComboBox); + } +} diff --git a/src/Nncase.Studio/Views/ImportView.axaml b/src/Nncase.Studio/Views/ImportView.axaml new file mode 100644 index 0000000000..a7440a9ead --- /dev/null +++ b/src/Nncase.Studio/Views/ImportView.axaml @@ -0,0 +1,26 @@ + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/ImportView.axaml.cs b/src/Nncase.Studio/Views/ImportView.axaml.cs new file mode 100644 index 0000000000..cf931522d4 --- /dev/null +++ b/src/Nncase.Studio/Views/ImportView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class ImportView : UserControl + { + public ImportView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/MainWindow.axaml b/src/Nncase.Studio/Views/MainWindow.axaml new file mode 100644 index 0000000000..fa2bb2c574 --- /dev/null +++ b/src/Nncase.Studio/Views/MainWindow.axaml @@ -0,0 +1,72 @@ + + + + 24 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/MainWindow.axaml.cs b/src/Nncase.Studio/Views/MainWindow.axaml.cs new file mode 100644 index 0000000000..151b8c6cb4 --- /dev/null +++ b/src/Nncase.Studio/Views/MainWindow.axaml.cs @@ -0,0 +1,86 @@ +// 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.Reactive; +using System.Threading.Tasks; +using Avalonia; +using Avalonia.Controls; +using Avalonia.Interactivity; +using Avalonia.Media; +using Avalonia.Platform.Storage; +using Avalonia.ReactiveUI; +using Nncase.Diagnostics; +using Nncase.Studio.ViewModels; +using ReactiveUI; + +namespace Nncase.Studio.Views; + +public partial class MainWindow : ReactiveWindow +{ + public MainWindow() + { + InitializeComponent(); + this.WhenActivated(action => + { + action(ViewModel!.ShowOpenFilePicker.RegisterHandler(OpenFileButtonClicked)); + action(ViewModel!.ShowSaveFilePicker.RegisterHandler(SaveFileButtonClicked)); + action(ViewModel!.ShowFolderPicker.RegisterHandler(OpenFolderButtonClicked)); + }); + } + + public async Task OpenFolderButtonClicked(InteractionContext interaction) + { + // Get top level from the current control. Alternatively, you can use Window reference instead. + var topLevel = TopLevel.GetTopLevel(this); + + // Start async operation to open the dialog. + var folder = await topLevel!.StorageProvider.OpenFolderPickerAsync(interaction.Input); + if (folder.Count == 0) + { + interaction.SetOutput(string.Empty); + return; + } + + interaction.SetOutput(folder[0].Path.LocalPath); + } + + public async Task OpenFileButtonClicked(InteractionContext> interaction) + { + // Get top level from the current control. Alternatively, you can use Window reference instead. + var topLevel = TopLevel.GetTopLevel(this); + + // Start async operation to open the dialog. + var files = await topLevel!.StorageProvider.OpenFilePickerAsync(interaction.Input); + + if (files.Count >= 1) + { + var path = files.Select(f => f.Path.LocalPath).ToList(); + interaction.SetOutput(path); + } + else + { + interaction.SetOutput(new List()); + } + } + + public async Task SaveFileButtonClicked(InteractionContext interaction) + { + // Get top level from the current control. Alternatively, you can use Window reference instead. + var topLevel = TopLevel.GetTopLevel(this); + + // Start async operation to open the dialog. + var res = await topLevel!.StorageProvider.SaveFilePickerAsync(interaction.Input); + if (res != null) + { + interaction.SetOutput(res.Path.LocalPath); + } + else + { + interaction.SetOutput(string.Empty); + } + } +} diff --git a/src/Nncase.Studio/Views/NavigatorView.axaml b/src/Nncase.Studio/Views/NavigatorView.axaml new file mode 100644 index 0000000000..125b1f3998 --- /dev/null +++ b/src/Nncase.Studio/Views/NavigatorView.axaml @@ -0,0 +1,51 @@ + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/NavigatorView.axaml.cs b/src/Nncase.Studio/Views/NavigatorView.axaml.cs new file mode 100644 index 0000000000..64ce79b7e3 --- /dev/null +++ b/src/Nncase.Studio/Views/NavigatorView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class NavigatorView : UserControl + { + public NavigatorView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/PreprocessView.axaml b/src/Nncase.Studio/Views/PreprocessView.axaml new file mode 100644 index 0000000000..50e3a71091 --- /dev/null +++ b/src/Nncase.Studio/Views/PreprocessView.axaml @@ -0,0 +1,74 @@ + + + + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/PreprocessView.axaml.cs b/src/Nncase.Studio/Views/PreprocessView.axaml.cs new file mode 100644 index 0000000000..36a9577917 --- /dev/null +++ b/src/Nncase.Studio/Views/PreprocessView.axaml.cs @@ -0,0 +1,16 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views; + +public partial class PreprocessView : UserControl +{ + public PreprocessView() + { + InitializeComponent(); + } +} diff --git a/src/Nncase.Studio/Views/PreprocessWindow.axaml b/src/Nncase.Studio/Views/PreprocessWindow.axaml new file mode 100644 index 0000000000..2422a77be6 --- /dev/null +++ b/src/Nncase.Studio/Views/PreprocessWindow.axaml @@ -0,0 +1,13 @@ + + + + + diff --git a/src/Nncase.Studio/Views/PreprocessWindow.axaml.cs b/src/Nncase.Studio/Views/PreprocessWindow.axaml.cs new file mode 100644 index 0000000000..d2c6a50905 --- /dev/null +++ b/src/Nncase.Studio/Views/PreprocessWindow.axaml.cs @@ -0,0 +1,16 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views; + +public partial class PreprocessWindow : Window +{ + public PreprocessWindow() + { + InitializeComponent(); + } +} diff --git a/src/Nncase.Studio/Views/PromptDialog.axaml b/src/Nncase.Studio/Views/PromptDialog.axaml new file mode 100644 index 0000000000..5d63b9cbff --- /dev/null +++ b/src/Nncase.Studio/Views/PromptDialog.axaml @@ -0,0 +1,42 @@ + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/PromptDialog.axaml.cs b/src/Nncase.Studio/Views/PromptDialog.axaml.cs new file mode 100644 index 0000000000..6d6a93f5cd --- /dev/null +++ b/src/Nncase.Studio/Views/PromptDialog.axaml.cs @@ -0,0 +1,20 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; +using Avalonia.ReactiveUI; +using CommunityToolkit.Mvvm.ComponentModel; +using Nncase.Studio.ViewModels; +using ReactiveUI; + +namespace Nncase.Studio.Views; + +public partial class PromptDialog : ReactiveWindow +{ + public PromptDialog() + { + InitializeComponent(); + } +} diff --git a/src/Nncase.Studio/Views/QuantizeView.axaml b/src/Nncase.Studio/Views/QuantizeView.axaml new file mode 100644 index 0000000000..68ac94469e --- /dev/null +++ b/src/Nncase.Studio/Views/QuantizeView.axaml @@ -0,0 +1,125 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/src/Nncase.Studio/Views/QuantizeView.axaml.cs b/src/Nncase.Studio/Views/QuantizeView.axaml.cs new file mode 100644 index 0000000000..74e12e77e6 --- /dev/null +++ b/src/Nncase.Studio/Views/QuantizeView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class QuantizeView : UserControl + { + public QuantizeView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/ShapeBucketView.axaml b/src/Nncase.Studio/Views/ShapeBucketView.axaml new file mode 100644 index 0000000000..efae3f4eee --- /dev/null +++ b/src/Nncase.Studio/Views/ShapeBucketView.axaml @@ -0,0 +1,32 @@ + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/ShapeBucketView.axaml.cs b/src/Nncase.Studio/Views/ShapeBucketView.axaml.cs new file mode 100644 index 0000000000..7602bffb48 --- /dev/null +++ b/src/Nncase.Studio/Views/ShapeBucketView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class ShapeBucketView : UserControl + { + public ShapeBucketView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/SimulateInputView.axaml b/src/Nncase.Studio/Views/SimulateInputView.axaml new file mode 100644 index 0000000000..f2d3d42f00 --- /dev/null +++ b/src/Nncase.Studio/Views/SimulateInputView.axaml @@ -0,0 +1,44 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/SimulateInputView.axaml.cs b/src/Nncase.Studio/Views/SimulateInputView.axaml.cs new file mode 100644 index 0000000000..d2a26a1480 --- /dev/null +++ b/src/Nncase.Studio/Views/SimulateInputView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class SimulateInputView : UserControl + { + public SimulateInputView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/Views/SimulateView.axaml b/src/Nncase.Studio/Views/SimulateView.axaml new file mode 100644 index 0000000000..4e6f895ff6 --- /dev/null +++ b/src/Nncase.Studio/Views/SimulateView.axaml @@ -0,0 +1,70 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/Views/SimulateView.axaml.cs b/src/Nncase.Studio/Views/SimulateView.axaml.cs new file mode 100644 index 0000000000..cbe8704cec --- /dev/null +++ b/src/Nncase.Studio/Views/SimulateView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; +using CommunityToolkit.Mvvm.Input; + +namespace Nncase.Studio.Views; + +public partial class SimulateView : UserControl +{ + public SimulateView() + { + InitializeComponent(); + } +} diff --git a/src/Nncase.Studio/Views/StudioModeView.axaml b/src/Nncase.Studio/Views/StudioModeView.axaml new file mode 100644 index 0000000000..ce851b8236 --- /dev/null +++ b/src/Nncase.Studio/Views/StudioModeView.axaml @@ -0,0 +1,14 @@ + + + + + + + diff --git a/src/Nncase.Studio/Views/StudioModeView.axaml.cs b/src/Nncase.Studio/Views/StudioModeView.axaml.cs new file mode 100644 index 0000000000..ae5d4bfc33 --- /dev/null +++ b/src/Nncase.Studio/Views/StudioModeView.axaml.cs @@ -0,0 +1,17 @@ +// Copyright (c) Canaan Inc. All rights reserved. +// Licensed under the Apache license. See LICENSE file in the project root for full license information. + +using Avalonia; +using Avalonia.Controls; +using Avalonia.Markup.Xaml; + +namespace Nncase.Studio.Views +{ + public partial class StudioModeView : UserControl + { + public StudioModeView() + { + InitializeComponent(); + } + } +} diff --git a/src/Nncase.Studio/app.manifest b/src/Nncase.Studio/app.manifest new file mode 100644 index 0000000000..c1898e0ace --- /dev/null +++ b/src/Nncase.Studio/app.manifest @@ -0,0 +1,18 @@ + + + + + + + + + + + + + + diff --git a/src/Nncase.Studio/packages.lock.json b/src/Nncase.Studio/packages.lock.json new file mode 100644 index 0000000000..ee5a22e374 --- /dev/null +++ b/src/Nncase.Studio/packages.lock.json @@ -0,0 +1,1231 @@ +{ + "version": 2, + "dependencies": { + "net7.0": { + "Avalonia": { + "type": "Direct", + "requested": "[11.0.2, )", + "resolved": "11.0.2", + "contentHash": "ZYJd++jRQr8Xjod38o+iI+kyWE2sPB6CMg7zn7ncDMP+LabRt3w9MPTwkTCTdt060FjkXozySgRBNB8TPh+aOg==", + 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87aa40794d3d2cf162aed8274c103f95c49fb477 Mon Sep 17 00:00:00 2001 From: Curio Yang Date: Tue, 28 Nov 2023 16:28:07 +0800 Subject: [PATCH 6/6] add rvv_memcpy && opt profile (#1135) * add rvv_memcpy && opt profile * Apply code-format changes * fix * fix kernel test * rename --------- Co-authored-by: yanghaoqi Co-authored-by: curioyang --- .../kernels/stackvm/optimized/opt_common.h | 70 ++++++++++++++++++- src/Native/src/runtime/stackvm/op_profile.cpp | 7 +- 2 files changed, 73 insertions(+), 4 deletions(-) diff --git a/src/Native/src/kernels/stackvm/optimized/opt_common.h b/src/Native/src/kernels/stackvm/optimized/opt_common.h index 47e054b9e0..03056b6eb5 100644 --- a/src/Native/src/kernels/stackvm/optimized/opt_common.h +++ b/src/Native/src/kernels/stackvm/optimized/opt_common.h @@ -16,12 +16,78 @@ #include #if __riscv_vector #include "riscv64/utils.h" +#define _STR(x) #x +#define STR(x) _STR(x) +#define _CONNECT(a, b) a##b +#define CONNECT(a, b) _CONNECT(a, b) +#define vsetvli_macro(evl, avl, elen, mlen) \ + "vsetvli " STR(evl) "," STR(avl) "," STR(CONNECT(e, elen)) "," STR( \ + CONNECT(m, mlen)) ";" +#define vle_len_macro(eew, vd, rs) \ + STR(CONNECT(vle, eew)) \ + ".v" \ + " " STR(vd) "," STR(rs) ";" + +#define vse_len_macro(eew, vd, rs) \ + STR(CONNECT(vse, eew)) \ + ".v" \ + " " STR(vd) "," STR(rs) ";" + +#define vluxei_len_macro(ilen, vd, rs, vindex) \ + STR(CONNECT(vluxei, ilen)) \ + ".v" \ + " " STR(vd) "," STR(rs) "," STR(vindex) ";" + +#define vsllvi_len_macro(vd, vsrc, shift_bits) \ + "vsll.vi " STR(vd) ", " STR(vsrc) ", " STR(shift_bits) ";" + +#define slli_len_macro(rd, rs, shift_bits) \ + "slli " STR(rd) ", " STR(rs) ", " STR(shift_bits) ";" + +#define srli_len_macro(rd, rs, shift_bits) \ + "srli " STR(rd) ", " STR(rs) ", " STR(shift_bits) ";" + +#define addi_macro(rd, rs, add_num) \ + "addi " STR(rd) ", " STR(rs) ", " STR(add_num) ";" + +#define vsse_len_macro(ilen, vd, md, stride) \ + STR(CONNECT(vsse, ilen)) \ + ".v" \ + " " STR(vd) "," STR(md) "," STR(stride) ";" + +#define vaddi_macro(vd, vs, idata) \ + "vadd.vi " STR(vd) ", " STR(vs) ", " STR(idata) ";" + +// TODO: auto config this in diff types +// Parallel control +#define date_type_bits 8 +#define bit_shift 0 +#define emul 8 + +static void *rvv_memcpy(void *dst, const void *src, int data_bytes) { + __asm volatile( + "mv a0, %[data_bytes];" + "mv a1, %[src];" + "mv a2, %[dst];" srli_len_macro( + a0, a0, bit_shift) "loop1cpy_data%=:;" vsetvli_macro(t0, a0, + date_type_bits, + emul) + vle_len_macro(date_type_bits, v8, (a1)) + slli_len_macro(t1, t0, bit_shift) vse_len_macro( + date_type_bits, v8, (a2)) "add a1, a1, t1;" + "add a2, a2, t1;" + "sub a0, a0, t0;" + "bnez a0, loop1cpy_data%=;" + : + : [src] "r"(src), [data_bytes] "r"(data_bytes), [dst] "r"(dst) + : "t0", "t1", "a0", "a1", "a2", "v8", "v16"); + return dst; +} #endif -// todo: reimplement memcpy with rvv inline void *opt_memcpy(void *dst, const void *src, size_t n) { #if __riscv_vector - return memcpy(dst, src, n); + return rvv_memcpy(dst, src, n); #else return memcpy(dst, src, n); #endif diff --git a/src/Native/src/runtime/stackvm/op_profile.cpp b/src/Native/src/runtime/stackvm/op_profile.cpp index 73b936582b..a21973c55e 100644 --- a/src/Native/src/runtime/stackvm/op_profile.cpp +++ b/src/Native/src/runtime/stackvm/op_profile.cpp @@ -36,9 +36,11 @@ void op_profile::print() { std::cout << "|" << std::setw(24) << std::left << "stackvm tensor op" << "|" << std::setw(24) << std::left << "start timing(ms)" << "|" << std::setw(24) << std::left << "end timing(ms)" + << "|" << std::setw(24) << std::left << "cast(ms)" << "|" << std::endl; std::cout << "|" << std::setw(24) << std::left << "---" + << "|" << std::setw(24) << std::left << "---" << "|" << std::setw(24) << std::left << "---" << "|" << std::setw(24) << std::left << "---" << "|" << std::endl; @@ -60,7 +62,8 @@ void op_profile::print() { op_type == (uint8_t)nncase::runtime::stackvm::opcode_t::CUSCALL) std::cout << "|" << std::setw(24) << std::left << op_name << "|" << std::setw(24) << begin - init_timing << "|" - << std::setw(24) << end - init_timing << "|" << std::endl; + << std::setw(24) << end - init_timing << "|" + << std::setw(24) << end - begin << "|" << std::endl; } double total = 0.f; @@ -104,6 +107,6 @@ void op_profile::print() { << std::setw(12) << std::left << total << "|" << std::setw(12) << std::left << total / total * 100 << "|" << std::endl << std::endl; - + op_timing_.clear(); op_timing.clear(); } \ No newline at end of file

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