├── .gitattributes ├── .gitignore ├── .mailmap ├── .travis.yml ├── .vscode ├── settings.json └── tasks.json ├── AUTHORS ├── Common.targets ├── Examples ├── Data │ ├── MNIST │ │ ├── t10k-images-idx3-ubyte.gz │ │ ├── t10k-labels-idx1-ubyte.gz │ │ ├── train-images-idx3-ubyte.gz │ │ └── train-labels-idx1-ubyte.gz │ └── UCI │ │ └── abalone.txt ├── LangRNN │ ├── App.config │ ├── AssemblyInfo.fs │ ├── Dataset.fs │ ├── GRULang.fs │ ├── LangRNN.fsproj │ ├── PreprocessGutenberg.fsx │ ├── PreprocessSongs.fsx │ ├── Program.fs │ ├── RNN.fs │ ├── RNNLang.fs │ ├── RNNTests.fs │ ├── SlackBot.fs │ ├── packages.config │ └── tokenize.py ├── LearnMnist │ ├── App.config │ ├── AssemblyInfo.fs │ ├── LearnMnist.fsproj │ ├── Program.fs │ └── packages.config ├── MathLinkTest │ ├── App.config │ ├── MathLinkTest.csproj │ ├── Properties │ │ └── AssemblyInfo.cs │ ├── SimpleLink.cs │ ├── Wolfram.NETLink.dll │ ├── ml32i4.dll │ └── ml64i4.dll ├── MathematicaInterface │ ├── App.config │ ├── AssemblyInfo.fs │ ├── GPTransfer.m │ ├── GPTransfer.nb │ ├── GPTransferOps.fs │ ├── MathInterface.fs │ ├── MathematicaInterface.fsproj │ ├── Program.fs │ ├── Wolfram.NETLink.dll │ ├── ml32i4.dll │ └── ml64i4.dll ├── ModelPlots │ ├── App.config │ ├── AssemblyInfo.fs │ ├── GPTests.fs │ ├── ModelPlots.sln │ ├── ModelTests.fsproj │ ├── ModelTests.sln │ ├── PlotTests.fs │ ├── Program.fs │ └── packages.config └── OptimizerTest │ ├── App.config │ ├── AssemblyInfo.fs │ ├── OptimizerTest.fsproj │ └── Program.fs ├── LICENSE ├── ML ├── AllTests │ ├── AllTests.fsproj │ ├── App.config │ ├── AssemblyInfo.fs │ ├── CompilerPipeline.fs │ ├── DatasetTests.fs │ ├── DerivTests.fs │ ├── ElemExprTests.fs │ ├── LoopTests.fs │ ├── MNISTTests.fs │ ├── NeuralNetOnMNIST.fs │ ├── NormalizationTests.fs │ ├── OpTests.fs │ ├── TestData │ │ ├── GeneratePCA.py │ │ ├── PCA.npz │ │ ├── SPECT.txt │ │ ├── abalone.txt │ │ ├── arrhythmia.txt.gz │ │ ├── curve │ │ │ ├── smpl00.npz │ │ │ ├── smpl01.npz │ │ │ ├── smpl02.npz │ │ │ ├── smpl03.npz │ │ │ ├── smpl04.npz │ │ │ ├── smpl05.npz │ │ │ ├── smpl06.npz │ │ │ ├── smpl07.npz │ │ │ ├── smpl08.npz │ │ │ ├── smpl09.npz │ │ │ ├── smpl10.npz │ │ │ ├── smpl11.npz │ │ │ ├── smpl12.npz │ │ │ ├── smpl13.npz │ │ │ ├── smpl14.npz │ │ │ ├── smpl15.npz │ │ │ ├── smpl16.npz │ │ │ ├── smpl17.npz │ │ │ ├── smpl18.npz │ │ │ ├── smpl19.npz │ │ │ ├── smpl20.npz │ │ │ ├── smpl21.npz │ │ │ ├── smpl22.npz │ │ │ ├── smpl23.npz │ │ │ ├── smpl24.npz │ │ │ ├── smpl25.npz │ │ │ ├── smpl26.npz │ │ │ ├── smpl27.npz │ │ │ ├── smpl28.npz │ │ │ ├── smpl29.npz │ │ │ ├── smpl30.npz │ │ │ ├── smpl31.npz │ │ │ ├── smpl32.npz │ │ │ ├── smpl33.npz │ │ │ └── smpl34.npz │ │ └── imports-85.data │ ├── TestUtils.fs │ └── packages.config ├── Appveyor │ └── install.cmd ├── DeepNet.fsx ├── DeepNet.sln ├── DeepNet │ ├── AssemblyInfo.fs │ ├── DeepNet.fsproj │ ├── DeepNet.nuspec │ └── packages.config ├── GaussianProcess │ ├── AssemblyInfo.fs │ ├── GaussianProcess.fs │ ├── GaussianProcess.fsproj │ ├── MathNetInterop.fs │ └── packages.config ├── Libs │ ├── Microsoft.Msagl.Drawing.XML │ ├── Microsoft.Msagl.Drawing.dll │ ├── Microsoft.Msagl.GraphViewerGdi.XML │ ├── Microsoft.Msagl.GraphViewerGdi.dll │ ├── Microsoft.Msagl.XML │ ├── Microsoft.Msagl.dll │ ├── Microsoft.Msagl.dll.config │ └── Slack │ │ ├── Bazam.Http.dll │ │ ├── Bazam.Http.xml │ │ ├── Bazam.dll │ │ ├── Bazam.xml │ │ ├── MargieBot.dll │ │ ├── MargieBot.dll.config │ │ ├── Newtonsoft.Json.dll │ │ ├── Newtonsoft.Json.xml │ │ ├── System.Net.Http.Extensions.dll │ │ ├── System.Net.Http.Extensions.xml │ │ ├── System.Net.Http.Primitives.dll │ │ ├── System.Net.Http.Primitives.xml │ │ └── websocket-sharp.dll ├── MLDatasets │ ├── AssemblyInfo.fs │ ├── Cifar10.fs │ ├── CsvLoader.fs │ ├── Dataset.fs │ ├── InputTargetSample.fs │ ├── MLDatasets.fsproj │ ├── MNIST.fs │ ├── Normalization.fs │ └── packages.config ├── MLModels │ ├── AssemblyInfo.fs │ ├── Config.fs │ ├── GaussianProcess.fs │ ├── Linear.fs │ ├── MLModels.fsproj │ ├── Neural.fs │ ├── Pickle.fs │ ├── Quality.fs │ ├── Train.fs │ ├── Util.fs │ └── packages.config ├── MLOptimizers │ ├── Adam.fs │ ├── AssemblyInfo.fs │ ├── GradientDescent.fs │ ├── MLOptimizers.fsproj │ ├── Optimizer.fs │ ├── RMSprop.fs │ └── packages.config ├── MLPlots │ ├── AssemblyInfo.fs │ ├── GPPlots.fs │ ├── MLPlots.fsproj │ ├── Script.fsx │ ├── Utils.fs │ └── packages.config ├── RPlotTools │ ├── AssemblyInfo.fs │ ├── RPlotTools.fsproj │ ├── RPlotTools.nuspec │ ├── Rtools.fs │ └── packages.config ├── Scripts │ ├── Generate-Docs.ps1 │ ├── Generate-LocalDocs.ps1 │ ├── Publish-Docs.ps1 │ ├── Run-Release-Tests.ps1 │ ├── Run-Tensor-Tests.ps1 │ ├── Run-Tests.ps1 │ ├── Set-Path.ps1 │ └── Show-LocalDocs.ps1 └── docs │ ├── content │ ├── SizeInfer.txt │ ├── components.fsx │ ├── dataset.fsx │ ├── diff.fsx │ ├── index.fsx │ ├── model.fsx │ └── training.fsx │ ├── files │ └── img │ │ ├── logo-template.pdn │ │ └── logo.png │ └── tools │ ├── generate.fsx │ └── templates │ └── template.cshtml ├── README.md ├── Revision.targets ├── Symbolic ├── SymTensor │ ├── ArrayNDManikin.fs │ ├── AssemblyInfo.fs │ ├── Debug.fs │ ├── Deriv.fs │ ├── DerivCheck.fs │ ├── DiagnosticsVisualizer.fs │ ├── Dump.fs │ ├── ElemExpr.fs │ ├── ElemExprDeriv.fs │ ├── ElemExprHostEval.fs │ ├── ExecUnit.fs │ ├── ExecUnitTypes.fs │ ├── Expr.fs │ ├── ExprInfo.fs │ ├── ForwardDiff.fs │ ├── Function.fs │ ├── Hold.fs │ ├── HostEval.fs │ ├── Interpolator.fs │ ├── LoopEval.fs │ ├── ModelContext.fs │ ├── Optimizer.fs │ ├── RecordParams.fs │ ├── SymShape.fs │ ├── SymSizeEnv.fs │ ├── SymTensor.fsproj │ ├── Trace.fs │ ├── UExpr.fs │ ├── Vars.fs │ └── packages.config ├── SymTensorCuda │ ├── ArrayByVal.fs │ ├── AssemblyInfo.fs │ ├── CudaElemExpr.fs │ ├── CudaEval.fs │ ├── CudaExec.fs │ ├── CudaExecUnits.fs │ ├── CudaRecipe.fs │ ├── CudaStream.fs │ ├── CudaTypes.fs │ ├── Debug.fs │ ├── DiskMap.fs │ ├── Native.fs │ ├── OldStreamEventCode.txt │ ├── SymTensorCuda.fsproj │ ├── VarEnvReg.fs │ └── packages.config └── SymTensorCudaSup │ ├── GenerateNDSupport.fsx │ ├── Interpolate.cuh │ ├── OldCode.txt │ ├── Ops.cuh │ ├── Reduce.cuh │ ├── Subtensor.cuh │ ├── SymTensorCudaSup.vcxproj │ ├── Test.cu │ ├── ThrustInterface.cuh │ └── Utils.cuh ├── Tensor ├── Misc │ └── RemovedUtils.fs ├── README.md ├── Tensor.Algorithm │ ├── BigIntegerExtensions.fs │ ├── Decomposition.fs │ ├── LinAlg.fs │ ├── NumpyFiles.fs │ ├── Rat.fs │ └── Tensor.Algorithm.fsproj ├── Tensor.Benchmark │ ├── Benchmark.fs │ ├── BenchmarkCfg.fs │ ├── Info.fs │ ├── Program.fs │ ├── Report │ │ ├── NumPy.json │ │ ├── Report.fs │ │ ├── Report.fsproj │ │ ├── TensorCsv.csv │ │ └── global.json │ ├── Results │ │ ├── Linux-NumPy-Anaconda3-5.1.0 │ │ │ ├── Info.json │ │ │ └── NumPy.json │ │ ├── Linux-Tensor-0.4.9 │ │ │ ├── Info.json │ │ │ └── TensorBenchmark-report.csv │ │ ├── Windows-NumPy-Anaconda3-5.1.0 │ │ │ ├── Info.json │ │ │ └── NumPy.json │ │ └── Windows-Tensor-0.4.9 │ │ │ ├── Info.json │ │ │ └── TensorBenchmark-report.csv │ ├── Tensor.Benchmark.fsproj │ ├── Utils.fs │ └── numpy │ │ └── test_bench.py ├── Tensor.Docs │ ├── .gitignore │ ├── Acquire.ps1 │ ├── Build.ps1 │ ├── TODO.txt │ ├── api │ │ ├── .gitignore │ │ └── index.md │ ├── articles │ │ ├── Benchmarks.md │ │ ├── Guide-Creation.md │ │ ├── Guide-Elements.md │ │ ├── Guide-Index.md │ │ ├── Guide-Installation.md │ │ ├── Guide-Logic.md │ │ ├── Guide-Operations.md │ │ ├── Guide-Reductions.md │ │ ├── Guide-Save-and-Load.md │ │ ├── Guide-Shape.md │ │ ├── ReleaseNotes.md │ │ ├── Status.md │ │ ├── Tensor.md │ │ ├── Troubleshooting.md │ │ └── toc.yml │ ├── benchmarks │ │ └── empty.html │ ├── docfx.json │ ├── filterConfig.yml │ ├── generate │ │ ├── Program.fs │ │ └── generate.fsproj │ ├── global.json │ ├── images │ │ ├── hdfview.png │ │ ├── tensor.ico │ │ ├── tensor.png │ │ └── tensor.svg │ ├── index.md │ └── toc.yml ├── Tensor.Sample │ ├── .gitignore │ ├── .travis.yml │ ├── .vscode │ │ ├── launch.json │ │ └── tasks.json │ ├── Program.fs │ ├── README.md │ ├── Tensor.Sample.Internal.fsproj │ ├── Tensor.Sample.fsproj │ └── appveyor.yml ├── Tensor.Test │ ├── App.config │ ├── BaseTests.fs │ ├── BigIntegerTests.fs │ ├── CudaTests.fs │ ├── HDF5Tests.fs │ ├── LinAlgTests.fs │ ├── Main.fs │ ├── NumpyFilesTest.fs │ ├── RatTests.fs │ ├── Tensor.Test.fsproj │ ├── TestData │ │ ├── MatInv.h5 │ │ └── NPZ1.npz │ └── Utils.fs ├── Tensor.sln └── Tensor │ ├── BlasSupport.fs │ ├── Cuda │ ├── CudaBLAS.fs │ ├── CudaBackend.fs │ ├── CudaCfg.fs │ ├── CudaFrontend.fs │ ├── CudaKernels.fs │ ├── CudaRegMem.fs │ ├── CudaUtils.fs │ ├── KernelCompiler.fs │ ├── Kernels │ │ ├── BlasSupport.cuh │ │ ├── Common.cuh │ │ ├── Elemwise.cuh │ │ ├── GatherScatter.cuh │ │ ├── Idxs.cuh │ │ ├── Reduction.cuh │ │ ├── Tensor.cuh │ │ ├── TensorCudaSup.vcxproj │ │ ├── TensorCudaSup.vcxproj.filters │ │ ├── Work.cuh │ │ └── main.cu │ └── NativeTensor.fs │ ├── DiskMap.fs │ ├── HDF5.fs │ ├── Host │ ├── FastAccess.fs │ ├── HostBLAS.fs │ ├── HostBackend.fs │ ├── HostCfg.fs │ ├── HostFrontend.fs │ ├── MKL │ │ ├── README │ │ ├── build.cmd │ │ ├── build.sh 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