├── .gitignore ├── .swift-format ├── .swiftrt.jazzy.json ├── .swiftrtcore.jazzy.json ├── CMakeLists.txt ├── Documents ├── ProfileSwiftCompileTime.txt ├── bashrc.txt └── vscode │ ├── configCodeUser_settings.json │ ├── launch.json │ ├── setup.txt │ ├── swiftrt_vscode_settings.json │ └── tasks.json ├── LICENSE ├── Modules └── SwiftRTCuda │ ├── CMakeLists.txt │ ├── SwiftRTCuda.h │ ├── bfloat16.cuh │ ├── compare_api.h │ ├── compare_fn.cuh │ ├── compare_ops.cu │ ├── compare_vjp.cuh │ ├── complex.cuh │ ├── copy_api.h │ ├── copy_fn.cuh │ ├── copy_ops.cu │ ├── cuda_macros.cuh │ ├── fill_api.h │ ├── fill_ops.cu │ ├── float16.cuh │ ├── iterators.cuh │ ├── math_api.h │ ├── math_fn.cuh │ ├── math_ops.cu │ ├── memory.cu │ ├── memory_api.h │ ├── module.modulemap │ ├── op1.h │ ├── op2.h │ ├── op3.h │ ├── precomp.cuh │ ├── random_ops.cu │ ├── reduce_api.h │ ├── reduce_fn.cuh │ ├── reduce_ops.cu │ ├── simd_types.cuh │ ├── specialized_api.h │ ├── specialized_ops.cu │ ├── srt_limits.cuh │ ├── srt_traits.h │ ├── tensor.cuh │ ├── tensor_api.h │ ├── type_name.hpp │ ├── utilities.cu │ └── utilities_api.h ├── Package.swift ├── README.md ├── Sources ├── CCUDA │ ├── CMakeLists.txt │ ├── include │ │ └── module.modulemap.in │ └── shim.c ├── CMakeLists.txt ├── SwiftRT │ ├── CMakeLists.txt │ ├── README.md │ └── SwiftRT.swift ├── SwiftRTCore │ ├── CMakeLists.txt │ ├── common │ │ ├── ElapsedTime.swift │ │ ├── HashingUtilities.swift │ │ ├── Helpers.swift │ │ └── Log.swift │ ├── differentiable │ │ ├── ComparativeDerivatives.swift │ │ ├── DifferentialOperators.swift │ │ ├── FillDerivatives.swift │ │ ├── MathDerivatives.swift │ │ ├── ReductionDerivatives.swift │ │ ├── StdlibExtensions.swift │ │ └── TensorDerivatives.swift │ ├── numpy │ │ ├── RankFunctions.swift │ │ ├── RankFunctions.swift.gyb │ │ ├── array.swift │ │ ├── array.swift.gyb │ │ ├── arrayInit.swift │ │ ├── arrayInit.swift.gyb │ │ └── eye.swift │ ├── operators │ │ ├── Comparative.swift │ │ ├── Fill.swift │ │ ├── Fractals.swift │ │ ├── Gather.swift │ │ ├── Infix.swift │ │ ├── Kernel.swift │ │ ├── Math.swift │ │ ├── Matmul.swift │ │ ├── Pool.swift │ │ └── Reductions.swift │ ├── platform │ │ ├── common │ │ │ ├── BFloat16.swift │ │ │ ├── ComplexExtensions.swift │ │ │ ├── DeviceQueue.swift │ │ │ ├── DiscreteStorage.swift │ │ │ ├── ExecutionPlanner.swift │ │ │ ├── Float16.swift │ │ │ ├── FunctionProperties.swift │ │ │ ├── Platform.swift │ │ │ ├── StorageBuffer.swift │ │ │ ├── StorageElement.swift │ │ │ └── pmap.swift │ │ ├── cpu │ │ │ ├── device │ │ │ │ ├── CpuDevice.swift │ │ │ │ ├── CpuEvent.swift │ │ │ │ ├── CpuPlatform.swift │ │ │ │ ├── CpuQueue.swift │ │ │ │ └── CpuStorage.swift │ │ │ └── functions │ │ │ │ ├── CpuConvolution.swift │ │ │ │ ├── CpuFill.swift │ │ │ │ ├── CpuMapOps.swift │ │ │ │ ├── CpuMath.swift │ │ │ │ ├── CpuMatmul.swift │ │ │ │ ├── CpuPool.swift │ │ │ │ ├── CpuReduce.swift │ │ │ │ └── CpuReductions.swift │ │ └── cuda │ │ │ ├── cublaslt │ │ │ ├── MatmulAlgorithm.swift │ │ │ ├── MatmulAlgorithmHeuristics.swift │ │ │ ├── MatmulAlgorithmSearch.swift │ │ │ ├── MatmulOperation.swift │ │ │ ├── MatmulPreferences.swift │ │ │ ├── MatrixLayout.swift │ │ │ └── MatrixTransform.swift │ │ │ ├── device │ │ │ ├── CudaDevice.swift │ │ │ ├── CudaEvent.swift │ │ │ ├── CudaExtensions.swift │ │ │ ├── CudaPlatform.swift │ │ │ └── CudaQueue.swift │ │ │ ├── functions │ │ │ ├── CudaCompare.swift │ │ │ ├── CudaFill.swift │ │ │ ├── CudaMath.swift │ │ │ ├── CudaMathGen.swift │ │ │ ├── CudaMathGen.swift.gyb │ │ │ ├── CudaMatmul.swift │ │ │ ├── CudaPool.swift │ │ │ └── CudaReductions.swift │ │ │ └── layers │ │ │ ├── CudaActivation.swift │ │ │ └── CudaConvolution.swift │ ├── random │ │ ├── RandomGenerators.swift │ │ ├── RandomInit.swift │ │ └── RandomSeedState.swift │ └── tensor │ │ ├── Description.swift │ │ ├── Ranges.swift │ │ ├── Shape.swift │ │ ├── Subscripts.swift │ │ ├── Subscripts.swift.gyb │ │ ├── SubscriptsUnbound.swift │ │ ├── Tensor.swift │ │ ├── TensorInit.swift │ │ └── VectorElement.swift └── SwiftRTLayers │ ├── CMakeLists.txt │ ├── Convolution.swift │ ├── Dense.swift │ ├── Embedding.swift │ ├── Layer.swift │ ├── Normalization.swift │ ├── ParameterInitializer.swift │ ├── Recurrent.swift │ └── common │ └── BijectiveDictionary.swift ├── Tests ├── BenchmarkTests │ ├── CMakeLists.txt │ ├── XCTestManifests.swift │ └── test_perfFractals.swift ├── CMakeLists.txt ├── LinuxMain.swift ├── SwiftRTCoreTests │ ├── CMakeLists.txt │ ├── XCTestManifests.swift │ ├── test_AlgebraicField.swift │ ├── test_Async.swift │ ├── test_Casting.swift │ ├── test_Codable.swift │ ├── test_Comparative.swift │ ├── test_Fractals.swift │ ├── test_Initialize.swift │ ├── test_Math.swift │ ├── test_PackedElements.swift │ ├── test_Pool.swift │ ├── test_Random.swift │ ├── test_Reductions.swift │ ├── test_Shape.swift │ ├── test_StorageElement.swift │ ├── test_Subscripting.swift │ ├── test_VectorElement.swift │ ├── test_Vectorizing.swift │ └── test_arraySyntax.swift └── SwiftRTLayerTests │ 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