1732 lines
81 KiB
C++
Executable file
1732 lines
81 KiB
C++
Executable file
#pragma once
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#if VK_USE_PLATFORM_ANDROID_KHR
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#include <android/log.h>
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#include <kompute_vk_ndk_wrapper.hpp>
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// VK_NO_PROTOTYPES required before vulkan import but after wrapper.hpp
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#undef VK_NO_PROTOTYPES
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static const char* KOMPUTE_LOG_TAG = "KomputeLog";
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#endif
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#include <fmt/core.h>
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#include <vulkan/vulkan.hpp>
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// Typedefs to simplify interaction with core types
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namespace kp {
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typedef std::array<uint32_t, 3> Workgroup;
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typedef std::vector<float> Constants;
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}
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// Must be after vulkan is included
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#ifndef KOMPUTE_VK_API_VERSION
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#ifndef KOMPUTE_VK_API_MAJOR_VERSION
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#define KOMPUTE_VK_API_MAJOR_VERSION 1
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#endif // KOMPUTE_VK_API_MAJOR_VERSION
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#ifndef KOMPUTE_VK_API_MINOR_VERSION
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#define KOMPUTE_VK_API_MINOR_VERSION 1
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#endif // KOMPUTE_VK_API_MINOR_VERSION
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#define KOMPUTE_VK_API_VERSION \
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VK_MAKE_VERSION( \
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KOMPUTE_VK_API_MAJOR_VERSION, KOMPUTE_VK_API_MINOR_VERSION, 0)
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#endif // KOMPUTE_VK_API_VERSION
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// SPDLOG_ACTIVE_LEVEL must be defined before spdlog.h import
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#ifndef SPDLOG_ACTIVE_LEVEL
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#if DEBUG
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#define SPDLOG_ACTIVE_LEVEL SPDLOG_LEVEL_DEBUG
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#else
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#define SPDLOG_ACTIVE_LEVEL SPDLOG_LEVEL_INFO
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#endif
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#endif
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#if defined(KOMPUTE_BUILD_PYTHON)
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#include <pybind11/pybind11.h>
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namespace py = pybind11;
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// from python/src/main.cpp
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extern py::object kp_debug, kp_info, kp_warning, kp_error;
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#endif
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#ifndef KOMPUTE_LOG_OVERRIDE
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#if KOMPUTE_ENABLE_SPDLOG
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#include <spdlog/spdlog.h>
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#define KP_LOG_DEBUG(...) SPDLOG_DEBUG(__VA_ARGS__)
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#define KP_LOG_INFO(...) SPDLOG_INFO(__VA_ARGS__)
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#define KP_LOG_WARN(...) SPDLOG_WARN(__VA_ARGS__)
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#define KP_LOG_ERROR(...) SPDLOG_ERROR(__VA_ARGS__)
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#else
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#include <iostream>
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#if SPDLOG_ACTIVE_LEVEL > 1
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#define KP_LOG_DEBUG(...)
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#else
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#if defined(VK_USE_PLATFORM_ANDROID_KHR)
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#define KP_LOG_DEBUG(...) \
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((void)__android_log_print(ANDROID_LOG_DEBUG, KOMPUTE_LOG_TAG, fmt::format(__VA_ARGS__)))
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#elif defined(KOMPUTE_BUILD_PYTHON)
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#define KP_LOG_DEBUG(...) kp_debug(fmt::format(__VA_ARGS__))
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#else
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#define KP_LOG_DEBUG(...) fmt::print("[{} {}] [debug] [{}:{}] {}\n", __DATE__, __TIME__, __FILE__, __LINE__, fmt::format(__VA_ARGS__))
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#endif // VK_USE_PLATFORM_ANDROID_KHR
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#endif // SPDLOG_ACTIVE_LEVEL > 1
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#if SPDLOG_ACTIVE_LEVEL > 2
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#define KP_LOG_INFO(...)
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#else
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#if defined(VK_USE_PLATFORM_ANDROID_KHR)
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#define KP_LOG_INFO(...) \
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((void)__android_log_print(ANDROID_LOG_INFO, KOMPUTE_LOG_TAG, fmt::format(__VA_ARGS__)))
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#elif defined(KOMPUTE_BUILD_PYTHON)
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#define KP_LOG_INFO(...) kp_info(fmt::format(__VA_ARGS__))
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#else
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#define KP_LOG_INFO(...) fmt::print("[{} {}] [debug] [{}:{}] {}\n", __DATE__, __TIME__, __FILE__, __LINE__, fmt::format(__VA_ARGS__))
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#endif // VK_USE_PLATFORM_ANDROID_KHR
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#endif // SPDLOG_ACTIVE_LEVEL > 2
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#if SPDLOG_ACTIVE_LEVEL > 3
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#define KP_LOG_WARN(...)
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#else
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#if defined(VK_USE_PLATFORM_ANDROID_KHR)
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#define KP_LOG_WARN(...) \
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((void)__android_log_print(ANDROID_LOG_WARN, KOMPUTE_LOG_TAG, fmt::format(__VA_ARGS__)))
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#elif defined(KOMPUTE_BUILD_PYTHON)
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#define KP_LOG_WARN(...) kp_warning(fmt::format(__VA_ARGS__))
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#else
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#define KP_LOG_WARN(...) fmt::print("[{} {}] [debug] [{}:{}] {}\n", __DATE__, __TIME__, __FILE__, __LINE__, fmt::format(__VA_ARGS__))
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#endif // VK_USE_PLATFORM_ANDROID_KHR
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#endif // SPDLOG_ACTIVE_LEVEL > 3
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#if SPDLOG_ACTIVE_LEVEL > 4
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#define KP_LOG_ERROR(...)
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#else
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#if defined(VK_USE_PLATFORM_ANDROID_KHR)
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#define KP_LOG_ERROR(...) \
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((void)__android_log_print(ANDROID_LOG_ERROR, KOMPUTE_LOG_TAG, fmt::format(__VA_ARGS__)))
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#elif defined(KOMPUTE_BUILD_PYTHON)
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#define KP_LOG_ERROR(...) kp_error(fmt::format(__VA_ARGS__))
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#else
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#define KP_LOG_ERROR(...) fmt::print("[{} {}] [debug] [{}:{}] {}\n", __DATE__, __TIME__, __FILE__, __LINE__, fmt::format(__VA_ARGS__))
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#endif // VK_USE_PLATFORM_ANDROID_KHR
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#endif // SPDLOG_ACTIVE_LEVEL > 4
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#endif // KOMPUTE_SPDLOG_ENABLED
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#endif // KOMPUTE_LOG_OVERRIDE
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#if !defined(KOMPUTE_DISABLE_SHADER_UTILS) || !KOMPUTE_DISABLE_SHADER_UTILS
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#include <iostream>
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#include <vector>
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#include <glslang/Include/ResourceLimits.h>
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#include <glslang/Public/ShaderLang.h>
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#include <SPIRV/GlslangToSpv.h>
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namespace kp {
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// The default resource limit for the GLSL compiler, can be overwritten
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// Has been adobted by:
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// https://github.com/KhronosGroup/glslang/blob/master/StandAlone/ResourceLimits.cpp
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const TBuiltInResource defaultResource = {
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/* .MaxLights = */ 0,
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/* .MaxClipPlanes = */ 0,
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/* .MaxTextureUnits = */ 0,
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/* .MaxTextureCoords = */ 0,
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/* .MaxVertexAttribs = */ 64,
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/* .MaxVertexUniformComponents = */ 4096,
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/* .MaxVaryingFloats = */ 64,
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/* .MaxVertexTextureImageUnits = */ 0,
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/* .MaxCombinedTextureImageUnits = */ 0,
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/* .MaxTextureImageUnits = */ 0,
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/* .MaxFragmentUniformComponents = */ 0,
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/* .MaxDrawBuffers = */ 0,
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/* .MaxVertexUniformVectors = */ 128,
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/* .MaxVaryingVectors = */ 8,
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/* .MaxFragmentUniformVectors = */ 0,
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/* .MaxVertexOutputVectors = */ 16,
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/* .MaxFragmentInputVectors = */ 0,
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/* .MinProgramTexelOffset = */ -8,
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/* .MaxProgramTexelOffset = */ 7,
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/* .MaxClipDistances = */ 8,
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/* .MaxComputeWorkGroupCountX = */ 65535,
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/* .MaxComputeWorkGroupCountY = */ 65535,
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/* .MaxComputeWorkGroupCountZ = */ 65535,
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/* .MaxComputeWorkGroupSizeX = */ 1024,
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/* .MaxComputeWorkGroupSizeY = */ 1024,
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/* .MaxComputeWorkGroupSizeZ = */ 64,
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/* .MaxComputeUniformComponents = */ 1024,
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/* .MaxComputeTextureImageUnits = */ 16,
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/* .MaxComputeImageUniforms = */ 8,
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/* .MaxComputeAtomicCounters = */ 8,
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/* .MaxComputeAtomicCounterBuffers = */ 1,
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/* .MaxVaryingComponents = */ 60,
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/* .MaxVertexOutputComponents = */ 64,
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/* .MaxGeometryInputComponents = */ 64,
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/* .MaxGeometryOutputComponents = */ 128,
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/* .MaxFragmentInputComponents = */ 0,
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/* .MaxImageUnits = */ 0,
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/* .MaxCombinedImageUnitsAndFragmentOutputs = */ 0,
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/* .MaxCombinedShaderOutputResources = */ 8,
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/* .MaxImageSamples = */ 0,
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/* .MaxVertexImageUniforms = */ 0,
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/* .MaxTessControlImageUniforms = */ 0,
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/* .MaxTessEvaluationImageUniforms = */ 0,
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/* .MaxGeometryImageUniforms = */ 0,
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/* .MaxFragmentImageUniforms = */ 0,
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/* .MaxCombinedImageUniforms = */ 0,
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/* .MaxGeometryTextureImageUnits = */ 0,
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/* .MaxGeometryOutputVertices = */ 256,
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/* .MaxGeometryTotalOutputComponents = */ 1024,
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/* .MaxGeometryUniformComponents = */ 1024,
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/* .MaxGeometryVaryingComponents = */ 64,
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/* .MaxTessControlInputComponents = */ 128,
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/* .MaxTessControlOutputComponents = */ 128,
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/* .MaxTessControlTextureImageUnits = */ 0,
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/* .MaxTessControlUniformComponents = */ 1024,
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/* .MaxTessControlTotalOutputComponents = */ 4096,
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/* .MaxTessEvaluationInputComponents = */ 128,
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/* .MaxTessEvaluationOutputComponents = */ 128,
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/* .MaxTessEvaluationTextureImageUnits = */ 16,
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/* .MaxTessEvaluationUniformComponents = */ 1024,
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/* .MaxTessPatchComponents = */ 120,
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/* .MaxPatchVertices = */ 32,
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/* .MaxTessGenLevel = */ 64,
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/* .MaxViewports = */ 16,
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/* .MaxVertexAtomicCounters = */ 0,
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/* .MaxTessControlAtomicCounters = */ 0,
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/* .MaxTessEvaluationAtomicCounters = */ 0,
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/* .MaxGeometryAtomicCounters = */ 0,
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/* .MaxFragmentAtomicCounters = */ 0,
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/* .MaxCombinedAtomicCounters = */ 8,
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/* .MaxAtomicCounterBindings = */ 1,
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/* .MaxVertexAtomicCounterBuffers = */ 0,
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/* .MaxTessControlAtomicCounterBuffers = */ 0,
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/* .MaxTessEvaluationAtomicCounterBuffers = */ 0,
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/* .MaxGeometryAtomicCounterBuffers = */ 0,
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/* .MaxFragmentAtomicCounterBuffers = */ 0,
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/* .MaxCombinedAtomicCounterBuffers = */ 1,
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/* .MaxAtomicCounterBufferSize = */ 16384,
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/* .MaxTransformFeedbackBuffers = */ 4,
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/* .MaxTransformFeedbackInterleavedComponents = */ 64,
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/* .MaxCullDistances = */ 8,
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/* .MaxCombinedClipAndCullDistances = */ 8,
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/* .MaxSamples = */ 4,
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/* .maxMeshOutputVerticesNV = */ 256,
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/* .maxMeshOutputPrimitivesNV = */ 512,
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/* .maxMeshWorkGroupSizeX_NV = */ 32,
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/* .maxMeshWorkGroupSizeY_NV = */ 1,
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/* .maxMeshWorkGroupSizeZ_NV = */ 1,
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/* .maxTaskWorkGroupSizeX_NV = */ 32,
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/* .maxTaskWorkGroupSizeY_NV = */ 1,
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/* .maxTaskWorkGroupSizeZ_NV = */ 1,
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/* .maxMeshViewCountNV = */ 4,
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/* .maxDualSourceDrawBuffersEXT = */ 1,
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/* .limits = */ {
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/* .nonInductiveForLoops = */ 1,
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/* .whileLoops = */ 1,
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/* .doWhileLoops = */ 1,
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/* .generalUniformIndexing = */ 1,
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/* .generalAttributeMatrixVectorIndexing = */ 1,
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/* .generalVaryingIndexing = */ 1,
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/* .generalSamplerIndexing = */ 1,
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/* .generalVariableIndexing = */ 1,
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/* .generalConstantMatrixVectorIndexing = */ 1,
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}};
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/**
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Shader utily class with functions to compile and process glsl files.
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*/
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class Shader {
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public:
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/**
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* Compile multiple sources with optional filenames. Currently this function
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* uses the glslang C++ interface which is not thread safe so this funciton
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* should not be called from multiple threads concurrently. If you have a
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* online shader processing multithreading use-case that can't use offline
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* compilation please open an issue.
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*
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* @param sources A list of raw glsl shaders in string format
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* @param files A list of file names respective to each of the sources
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* @param entryPoint The function name to use as entry point
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* @param definitions List of pairs containing key value definitions
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* @param resourcesLimit A list that contains the resource limits for the GLSL compiler
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* @return The compiled SPIR-V binary in unsigned int32 format
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*/
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static std::vector<uint32_t> compile_sources(
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const std::vector<std::string>& sources,
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const std::vector<std::string>& files = {},
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const std::string& entryPoint = "main",
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std::vector<std::pair<std::string,std::string>> definitions = {},
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const TBuiltInResource& resources = defaultResource);
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/**
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* Compile a single glslang source from string value. Currently this function
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* uses the glslang C++ interface which is not thread safe so this funciton
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* should not be called from multiple threads concurrently. If you have a
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* online shader processing multithreading use-case that can't use offline
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* compilation please open an issue.
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*
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* @param source An individual raw glsl shader in string format
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* @param entryPoint The function name to use as entry point
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* @param definitions List of pairs containing key value definitions
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* @param resourcesLimit A list that contains the resource limits for the GLSL compiler
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* @return The compiled SPIR-V binary in unsigned int32 format
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*/
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static std::vector<uint32_t> compile_source(
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const std::string& source,
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const std::string& entryPoint = "main",
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std::vector<std::pair<std::string,std::string>> definitions = {},
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const TBuiltInResource& resources = defaultResource);
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};
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}
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#endif // DKOMPUTE_DISABLE_SHADER_UTILS
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/*
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THIS FILE HAS BEEN AUTOMATICALLY GENERATED - DO NOT EDIT
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---
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Copyright 2020 The Institute for Ethical AI & Machine Learning
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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*/
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#ifndef SHADEROP_SHADEROPMULT_HPP
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#define SHADEROP_SHADEROPMULT_HPP
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namespace kp {
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namespace shader_data {
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static const unsigned char shaders_glsl_opmult_comp_spv[] = {
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0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x08, 0x00,
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0x2e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00, 0x00,
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0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
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0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x06, 0x00, 0x05, 0x00, 0x00, 0x00,
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0x04, 0x00, 0x00, 0x00, 0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00,
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0x0b, 0x00, 0x00, 0x00, 0x10, 0x00, 0x06, 0x00, 0x04, 0x00, 0x00, 0x00,
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0x11, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
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0x01, 0x00, 0x00, 0x00, 0x03, 0x00, 0x03, 0x00, 0x02, 0x00, 0x00, 0x00,
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|
0xc2, 0x01, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00,
|
|
0x08, 0x00, 0x00, 0x00, 0x69, 0x6e, 0x64, 0x65, 0x78, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x08, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x47,
|
|
0x6c, 0x6f, 0x62, 0x61, 0x6c, 0x49, 0x6e, 0x76, 0x6f, 0x63, 0x61, 0x74,
|
|
0x69, 0x6f, 0x6e, 0x49, 0x44, 0x00, 0x00, 0x00, 0x05, 0x00, 0x06, 0x00,
|
|
0x12, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x4f, 0x75,
|
|
0x74, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x07, 0x00,
|
|
0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
|
|
0x65, 0x73, 0x4f, 0x75, 0x74, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x05, 0x00, 0x19, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73,
|
|
0x6f, 0x72, 0x4c, 0x68, 0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00,
|
|
0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75,
|
|
0x65, 0x73, 0x4c, 0x68, 0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00,
|
|
0x1b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
|
|
0x21, 0x00, 0x00, 0x00, 0x74, 0x65, 0x6e, 0x73, 0x6f, 0x72, 0x52, 0x68,
|
|
0x73, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00, 0x21, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x76, 0x61, 0x6c, 0x75, 0x65, 0x73, 0x52, 0x68,
|
|
0x73, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x23, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x29, 0x00, 0x00, 0x00,
|
|
0x4c, 0x45, 0x4e, 0x5f, 0x4c, 0x48, 0x53, 0x00, 0x05, 0x00, 0x04, 0x00,
|
|
0x2a, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f, 0x52, 0x48, 0x53, 0x00,
|
|
0x05, 0x00, 0x04, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x4c, 0x45, 0x4e, 0x5f,
|
|
0x4f, 0x55, 0x54, 0x00, 0x47, 0x00, 0x04, 0x00, 0x0b, 0x00, 0x00, 0x00,
|
|
0x0b, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
|
|
0x11, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
0x48, 0x00, 0x05, 0x00, 0x12, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00,
|
|
0x12, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
|
|
0x14, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x47, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
|
|
0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x18, 0x00, 0x00, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00,
|
|
0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
|
|
0x03, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00,
|
|
0x22, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
|
|
0x1b, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x47, 0x00, 0x04, 0x00, 0x20, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x04, 0x00, 0x00, 0x00, 0x48, 0x00, 0x05, 0x00, 0x21, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x47, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
|
|
0x47, 0x00, 0x04, 0x00, 0x23, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x23, 0x00, 0x00, 0x00,
|
|
0x21, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
|
|
0x29, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x47, 0x00, 0x04, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00, 0x2b, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x47, 0x00, 0x04, 0x00,
|
|
0x2d, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
|
|
0x13, 0x00, 0x02, 0x00, 0x02, 0x00, 0x00, 0x00, 0x21, 0x00, 0x03, 0x00,
|
|
0x03, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x20, 0x00, 0x04, 0x00, 0x07, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x17, 0x00, 0x04, 0x00, 0x09, 0x00, 0x00, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00,
|
|
0x0a, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00,
|
|
0x3b, 0x00, 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00,
|
|
0x0d, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x16, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
|
|
0x1d, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
0x1e, 0x00, 0x03, 0x00, 0x12, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00,
|
|
0x20, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
0x12, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x13, 0x00, 0x00, 0x00,
|
|
0x14, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x15, 0x00, 0x04, 0x00,
|
|
0x15, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
0x2b, 0x00, 0x04, 0x00, 0x15, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x18, 0x00, 0x00, 0x00,
|
|
0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x19, 0x00, 0x00, 0x00,
|
|
0x18, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x1a, 0x00, 0x00, 0x00,
|
|
0x02, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
|
|
0x1a, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
0x20, 0x00, 0x04, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
0x10, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x03, 0x00, 0x20, 0x00, 0x00, 0x00,
|
|
0x10, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00,
|
|
0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x04, 0x00, 0x22, 0x00, 0x00, 0x00,
|
|
0x02, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
|
|
0x22, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x2a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x32, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x2b, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x06, 0x00, 0x09, 0x00, 0x00, 0x00,
|
|
0x2d, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00,
|
|
0x2c, 0x00, 0x00, 0x00, 0x36, 0x00, 0x05, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
|
|
0xf8, 0x00, 0x02, 0x00, 0x05, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
|
|
0x07, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,
|
|
0x41, 0x00, 0x05, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00,
|
|
0x0b, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00,
|
|
0x3e, 0x00, 0x03, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,
|
|
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00,
|
|
0x08, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x1c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
|
|
0x1d, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
|
|
0x16, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x10, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
|
|
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
|
|
0x08, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
|
|
0x25, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
|
|
0x24, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
0x26, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00,
|
|
0x10, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00,
|
|
0x26, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x1d, 0x00, 0x00, 0x00,
|
|
0x28, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
|
|
0x17, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x28, 0x00, 0x00, 0x00,
|
|
0x27, 0x00, 0x00, 0x00, 0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00
|
|
};
|
|
static const unsigned int shaders_glsl_opmult_comp_spv_len = 1464;
|
|
}
|
|
}
|
|
#endif // define SHADEROP_SHADEROPMULT_HPP
|
|
|
|
/*
|
|
THIS FILE HAS BEEN AUTOMATICALLY GENERATED - DO NOT EDIT
|
|
|
|
---
|
|
|
|
Copyright 2020 The Institute for Ethical AI & Machine Learning
|
|
|
|
Licensed under the Apache License, Version 2.0 (the "License");
|
|
you may not use this file except in compliance with the License.
|
|
You may obtain a copy of the License at
|
|
|
|
http://www.apache.org/licenses/LICENSE-2.0
|
|
|
|
Unless required by applicable law or agreed to in writing, software
|
|
distributed under the License is distributed on an "AS IS" BASIS,
|
|
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
See the License for the specific language governing permissions and
|
|
limitations under the License.
|
|
*/
|
|
|
|
#ifndef SHADEROP_SHADERLOGISTICREGRESSION_HPP
|
|
#define SHADEROP_SHADERLOGISTICREGRESSION_HPP
|
|
|
|
namespace kp {
|
|
namespace shader_data {
|
|
static const unsigned char shaders_glsl_logisticregression_comp_spv[] = {
|
|
0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x08, 0x00,
|
|
0xae, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x06, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
|
|
0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x06, 0x00, 0x05, 0x00, 0x00, 0x00,
|
|
0x04, 0x00, 0x00, 0x00, 0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00,
|
|
0x41, 0x00, 0x00, 0x00, 0x10, 0x00, 0x06, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
0x11, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x03, 0x00, 0x03, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
0xc2, 0x01, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x05, 0x00,
|
|
0x0a, 0x00, 0x00, 0x00, 0x73, 0x69, 0x67, 0x6d, 0x6f, 0x69, 0x64, 0x28,
|
|
0x66, 0x31, 0x3b, 0x00, 0x05, 0x00, 0x03, 0x00, 0x09, 0x00, 0x00, 0x00,
|
|
0x7a, 0x00, 0x00, 0x00, 0x05, 0x00, 0x08, 0x00, 0x12, 0x00, 0x00, 0x00,
|
|
0x69, 0x6e, 0x66, 0x65, 0x72, 0x65, 0x6e, 0x63, 0x65, 0x28, 0x76, 0x66,
|
|
0x32, 0x3b, 0x76, 0x66, 0x32, 0x3b, 0x66, 0x31, 0x3b, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x78, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x10, 0x00, 0x00, 0x00, 0x77, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x11, 0x00, 0x00, 0x00, 0x62, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x08, 0x00, 0x17, 0x00, 0x00, 0x00, 0x63, 0x61, 0x6c, 0x63,
|
|
0x75, 0x6c, 0x61, 0x74, 0x65, 0x4c, 0x6f, 0x73, 0x73, 0x28, 0x66, 0x31,
|
|
0x3b, 0x66, 0x31, 0x3b, 0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00,
|
|
0x15, 0x00, 0x00, 0x00, 0x79, 0x48, 0x61, 0x74, 0x00, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x16, 0x00, 0x00, 0x00, 0x79, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x21, 0x00, 0x00, 0x00, 0x7a, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x04, 0x00, 0x27, 0x00, 0x00, 0x00, 0x79, 0x48, 0x61, 0x74,
|
|
0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x28, 0x00, 0x00, 0x00,
|
|
0x70, 0x61, 0x72, 0x61, 0x6d, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00,
|
|
0x3e, 0x00, 0x00, 0x00, 0x69, 0x64, 0x78, 0x00, 0x05, 0x00, 0x08, 0x00,
|
|
0x41, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x47, 0x6c, 0x6f, 0x62, 0x61,
|
|
0x6c, 0x49, 0x6e, 0x76, 0x6f, 0x63, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x49,
|
|
0x44, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x46, 0x00, 0x00, 0x00,
|
|
0x77, 0x43, 0x75, 0x72, 0x72, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00,
|
|
0x48, 0x00, 0x00, 0x00, 0x62, 0x77, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00,
|
|
0x06, 0x00, 0x04, 0x00, 0x48, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x77, 0x69, 0x6e, 0x00, 0x05, 0x00, 0x03, 0x00, 0x4a, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x54, 0x00, 0x00, 0x00,
|
|
0x62, 0x43, 0x75, 0x72, 0x72, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00,
|
|
0x56, 0x00, 0x00, 0x00, 0x62, 0x62, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00,
|
|
0x06, 0x00, 0x04, 0x00, 0x56, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x62, 0x69, 0x6e, 0x00, 0x05, 0x00, 0x03, 0x00, 0x58, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x5b, 0x00, 0x00, 0x00,
|
|
0x78, 0x43, 0x75, 0x72, 0x72, 0x00, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00,
|
|
0x5d, 0x00, 0x00, 0x00, 0x62, 0x78, 0x69, 0x00, 0x06, 0x00, 0x04, 0x00,
|
|
0x5d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x78, 0x69, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x5f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x05, 0x00, 0x03, 0x00, 0x64, 0x00, 0x00, 0x00, 0x62, 0x78, 0x6a, 0x00,
|
|
0x06, 0x00, 0x04, 0x00, 0x64, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x78, 0x6a, 0x00, 0x00, 0x05, 0x00, 0x03, 0x00, 0x66, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x05, 0x00, 0x04, 0x00, 0x6b, 0x00, 0x00, 0x00,
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0x44, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x3e, 0x00, 0x00, 0x00,
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0x45, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x4d, 0x00, 0x00, 0x00,
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0x61, 0x00, 0x00, 0x00, 0x5f, 0x00, 0x00, 0x00, 0x4c, 0x00, 0x00, 0x00,
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0x60, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
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0x62, 0x00, 0x00, 0x00, 0x61, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x3c, 0x00, 0x00, 0x00, 0x67, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x00, 0x00,
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0x41, 0x00, 0x06, 0x00, 0x4d, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00,
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0x68, 0x00, 0x00, 0x00, 0x50, 0x00, 0x05, 0x00, 0x0c, 0x00, 0x00, 0x00,
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0x71, 0x00, 0x00, 0x00, 0x6f, 0x00, 0x00, 0x00, 0x4c, 0x00, 0x00, 0x00,
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0x70, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
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0x6b, 0x00, 0x00, 0x00, 0x72, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x0c, 0x00, 0x00, 0x00, 0x75, 0x00, 0x00, 0x00, 0x5b, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x03, 0x00, 0x74, 0x00, 0x00, 0x00, 0x75, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x77, 0x00, 0x00, 0x00,
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0x46, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x76, 0x00, 0x00, 0x00,
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0x77, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
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0x79, 0x00, 0x00, 0x00, 0x54, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
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0x78, 0x00, 0x00, 0x00, 0x79, 0x00, 0x00, 0x00, 0x39, 0x00, 0x07, 0x00,
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0x06, 0x00, 0x00, 0x00, 0x7a, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00,
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0x74, 0x00, 0x00, 0x00, 0x76, 0x00, 0x00, 0x00, 0x78, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x03, 0x00, 0x73, 0x00, 0x00, 0x00, 0x7a, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x7c, 0x00, 0x00, 0x00,
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0x73, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
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0x7d, 0x00, 0x00, 0x00, 0x6b, 0x00, 0x00, 0x00, 0x83, 0x00, 0x05, 0x00,
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0x06, 0x00, 0x00, 0x00, 0x7e, 0x00, 0x00, 0x00, 0x7c, 0x00, 0x00, 0x00,
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0x7d, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x7b, 0x00, 0x00, 0x00,
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0x7e, 0x00, 0x00, 0x00, 0x88, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
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0x81, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x82, 0x00, 0x00, 0x00,
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0x5b, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x05, 0x00, 0x0c, 0x00, 0x00, 0x00,
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0x83, 0x00, 0x00, 0x00, 0x82, 0x00, 0x00, 0x00, 0x81, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x84, 0x00, 0x00, 0x00,
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0x7b, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x05, 0x00, 0x0c, 0x00, 0x00, 0x00,
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0x85, 0x00, 0x00, 0x00, 0x83, 0x00, 0x00, 0x00, 0x84, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x03, 0x00, 0x7f, 0x00, 0x00, 0x00, 0x85, 0x00, 0x00, 0x00,
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0x88, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x87, 0x00, 0x00, 0x00,
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0x19, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x06, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00, 0x00, 0x7b, 0x00, 0x00, 0x00,
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0x85, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x89, 0x00, 0x00, 0x00,
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0x87, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
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0x86, 0x00, 0x00, 0x00, 0x89, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x3c, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x00, 0x00,
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0x41, 0x00, 0x05, 0x00, 0x07, 0x00, 0x00, 0x00, 0x8f, 0x00, 0x00, 0x00,
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0x7f, 0x00, 0x00, 0x00, 0x42, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x06, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00, 0x8f, 0x00, 0x00, 0x00,
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0x41, 0x00, 0x06, 0x00, 0x4d, 0x00, 0x00, 0x00, 0x91, 0x00, 0x00, 0x00,
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0x8d, 0x00, 0x00, 0x00, 0x4c, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x03, 0x00, 0x91, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x3c, 0x00, 0x00, 0x00, 0x96, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x00, 0x00, 0x41, 0x00, 0x05, 0x00, 0x07, 0x00, 0x00, 0x00,
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0x98, 0x00, 0x00, 0x00, 0x7f, 0x00, 0x00, 0x00, 0x97, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x99, 0x00, 0x00, 0x00,
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0x98, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x4d, 0x00, 0x00, 0x00,
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0x9a, 0x00, 0x00, 0x00, 0x95, 0x00, 0x00, 0x00, 0x4c, 0x00, 0x00, 0x00,
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0x96, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x9a, 0x00, 0x00, 0x00,
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0x99, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x3c, 0x00, 0x00, 0x00,
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0x9f, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x06, 0x00, 0x00, 0x00, 0xa0, 0x00, 0x00, 0x00, 0x86, 0x00, 0x00, 0x00,
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0x41, 0x00, 0x06, 0x00, 0x4d, 0x00, 0x00, 0x00, 0xa1, 0x00, 0x00, 0x00,
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0x9e, 0x00, 0x00, 0x00, 0x4c, 0x00, 0x00, 0x00, 0x9f, 0x00, 0x00, 0x00,
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0x3d, 0x00, 0x04, 0x00, 0x3c, 0x00, 0x00, 0x00, 0xa6, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
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0xa8, 0x00, 0x00, 0x00, 0x73, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
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0xa7, 0x00, 0x00, 0x00, 0xa8, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
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0x06, 0x00, 0x00, 0x00, 0xaa, 0x00, 0x00, 0x00, 0x6b, 0x00, 0x00, 0x00,
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0x3e, 0x00, 0x03, 0x00, 0xa9, 0x00, 0x00, 0x00, 0xaa, 0x00, 0x00, 0x00,
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0x39, 0x00, 0x06, 0x00, 0x06, 0x00, 0x00, 0x00, 0xab, 0x00, 0x00, 0x00,
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0x17, 0x00, 0x00, 0x00, 0xa7, 0x00, 0x00, 0x00, 0xa9, 0x00, 0x00, 0x00,
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0x41, 0x00, 0x06, 0x00, 0x4d, 0x00, 0x00, 0x00, 0xac, 0x00, 0x00, 0x00,
|
|
0xa5, 0x00, 0x00, 0x00, 0x4c, 0x00, 0x00, 0x00, 0xa6, 0x00, 0x00, 0x00,
|
|
0x3e, 0x00, 0x03, 0x00, 0xac, 0x00, 0x00, 0x00, 0xab, 0x00, 0x00, 0x00,
|
|
0xfd, 0x00, 0x01, 0x00, 0x38, 0x00, 0x01, 0x00, 0x36, 0x00, 0x05, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
0x08, 0x00, 0x00, 0x00, 0x37, 0x00, 0x03, 0x00, 0x07, 0x00, 0x00, 0x00,
|
|
0x09, 0x00, 0x00, 0x00, 0xf8, 0x00, 0x02, 0x00, 0x0b, 0x00, 0x00, 0x00,
|
|
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00,
|
|
0x09, 0x00, 0x00, 0x00, 0x7f, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x1b, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x06, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
0x1b, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x81, 0x00, 0x05, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00,
|
|
0x1c, 0x00, 0x00, 0x00, 0x88, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x1e, 0x00, 0x00, 0x00, 0x19, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x00, 0x00,
|
|
0xfe, 0x00, 0x02, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x38, 0x00, 0x01, 0x00,
|
|
0x36, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x37, 0x00, 0x03, 0x00,
|
|
0x0d, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x37, 0x00, 0x03, 0x00,
|
|
0x0d, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x37, 0x00, 0x03, 0x00,
|
|
0x07, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00, 0xf8, 0x00, 0x02, 0x00,
|
|
0x13, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x07, 0x00, 0x00, 0x00,
|
|
0x21, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
|
|
0x07, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,
|
|
0x3b, 0x00, 0x04, 0x00, 0x07, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00,
|
|
0x07, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,
|
|
0x22, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x0c, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,
|
|
0x94, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
|
|
0x22, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00,
|
|
0x81, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x26, 0x00, 0x00, 0x00,
|
|
0x24, 0x00, 0x00, 0x00, 0x25, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
|
|
0x21, 0x00, 0x00, 0x00, 0x26, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
|
|
0x3e, 0x00, 0x03, 0x00, 0x28, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00,
|
|
0x39, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x2a, 0x00, 0x00, 0x00,
|
|
0x0a, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
|
|
0x27, 0x00, 0x00, 0x00, 0x2a, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00,
|
|
0xfe, 0x00, 0x02, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x38, 0x00, 0x01, 0x00,
|
|
0x36, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00,
|
|
0x00, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x37, 0x00, 0x03, 0x00,
|
|
0x07, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00, 0x37, 0x00, 0x03, 0x00,
|
|
0x07, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0xf8, 0x00, 0x02, 0x00,
|
|
0x18, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x2e, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x2f, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
|
|
0x0c, 0x00, 0x06, 0x00, 0x06, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00,
|
|
0x01, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x2f, 0x00, 0x00, 0x00,
|
|
0x85, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x31, 0x00, 0x00, 0x00,
|
|
0x2e, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x32, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,
|
|
0x83, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x33, 0x00, 0x00, 0x00,
|
|
0x19, 0x00, 0x00, 0x00, 0x32, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00,
|
|
0x83, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x35, 0x00, 0x00, 0x00,
|
|
0x19, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x06, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x36, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
0x1c, 0x00, 0x00, 0x00, 0x35, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00,
|
|
0x06, 0x00, 0x00, 0x00, 0x37, 0x00, 0x00, 0x00, 0x33, 0x00, 0x00, 0x00,
|
|
0x36, 0x00, 0x00, 0x00, 0x81, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
|
|
0x38, 0x00, 0x00, 0x00, 0x31, 0x00, 0x00, 0x00, 0x37, 0x00, 0x00, 0x00,
|
|
0x7f, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x39, 0x00, 0x00, 0x00,
|
|
0x38, 0x00, 0x00, 0x00, 0xfe, 0x00, 0x02, 0x00, 0x39, 0x00, 0x00, 0x00,
|
|
0x38, 0x00, 0x01, 0x00
|
|
};
|
|
static const unsigned int shaders_glsl_logisticregression_comp_spv_len = 4816;
|
|
}
|
|
}
|
|
#endif // define SHADEROP_SHADERLOGISTICREGRESSION_HPP
|
|
|
|
#include <set>
|
|
#include <unordered_map>
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
* Structured data used in GPU operations.
|
|
*
|
|
* Tensors are the base building block in Kompute to perform operations across
|
|
* GPUs. Each tensor would have a respective Vulkan memory and buffer, which
|
|
* would be used to store their respective data. The tensors can be used for GPU
|
|
* data storage or transfer.
|
|
*/
|
|
class Tensor
|
|
{
|
|
public:
|
|
/**
|
|
* Type for tensors created: Device allows memory to be transferred from
|
|
* staging buffers. Staging are host memory visible. Storage are device
|
|
* visible but are not set up to transfer or receive data (only for shader
|
|
* storage).
|
|
*/
|
|
enum class TensorTypes
|
|
{
|
|
eDevice = 0, ///< Type is device memory, source and destination
|
|
eHost = 1, ///< Type is host memory, source and destination
|
|
eStorage = 2, ///< Type is Device memory (only)
|
|
};
|
|
|
|
/**
|
|
* Default constructor with data provided which would be used to create the
|
|
* respective vulkan buffer and memory.
|
|
*
|
|
* @param data Non-zero-sized vector of data that will be used by the
|
|
* tensor
|
|
* @param tensorType Type for the tensor which is of type TensorTypes
|
|
*/
|
|
Tensor(std::shared_ptr<vk::PhysicalDevice> physicalDevice,
|
|
std::shared_ptr<vk::Device> device,
|
|
const std::vector<float>& data,
|
|
const TensorTypes& tensorType = TensorTypes::eDevice);
|
|
|
|
/**
|
|
* Destructor which is in charge of freeing vulkan resources unless they
|
|
* have been provided externally.
|
|
*/
|
|
~Tensor();
|
|
|
|
/**
|
|
* Initialiser which calls the initialisation for all the respective tensors
|
|
* as well as creates the respective staging tensors. The staging tensors
|
|
* would only be created for the tensors of type TensorType::eDevice as
|
|
* otherwise there is no need to copy from host memory.
|
|
*/
|
|
void rebuild(const std::vector<float>& data,
|
|
TensorTypes tensorType = TensorTypes::eDevice);
|
|
|
|
/**
|
|
* Destroys and frees the GPU resources which include the buffer and memory.
|
|
*/
|
|
void freeMemoryDestroyGPUResources();
|
|
|
|
/**
|
|
* Returns the vector of data currently contained by the Tensor. It is
|
|
* important to ensure that there is no out-of-sync data with the GPU
|
|
* memory.
|
|
*
|
|
* @return Reference to vector of elements representing the data in the
|
|
* tensor.
|
|
*/
|
|
std::vector<float>& data();
|
|
/**
|
|
* Overrides the subscript operator to expose the underlying data's
|
|
* subscript operator which in this case would be its underlying
|
|
* vector's.
|
|
*
|
|
* @param i The index where the element will be returned from.
|
|
* @return Returns the element in the position requested.
|
|
*/
|
|
float& operator[](int index);
|
|
/**
|
|
* Returns the size/magnitude of the Tensor, which will be the total number
|
|
* of elements across all dimensions
|
|
*
|
|
* @return Unsigned integer representing the total number of elements
|
|
*/
|
|
uint32_t size();
|
|
|
|
/**
|
|
* Retrieve the tensor type of the Tensor
|
|
*
|
|
* @return Tensor type of tensor
|
|
*/
|
|
TensorTypes tensorType();
|
|
|
|
/**
|
|
* Sets / resets the vector data of the tensor. This function does not
|
|
* perform any copies into GPU memory and is only performed on the host.
|
|
*/
|
|
void setData(const std::vector<float>& data);
|
|
|
|
/**
|
|
* Records a copy from the memory of the tensor provided to the current
|
|
* thensor. This is intended to pass memory into a processing, to perform
|
|
* a staging buffer transfer, or to gather output (between others).
|
|
*
|
|
* @param commandBuffer Vulkan Command Buffer to record the commands into
|
|
* @param copyFromTensor Tensor to copy the data from
|
|
* @param createBarrier Whether to create a barrier that ensures the data is
|
|
* copied before further operations. Default is true.
|
|
*/
|
|
void recordCopyFrom(std::shared_ptr<vk::CommandBuffer> commandBuffer,
|
|
std::shared_ptr<Tensor> copyFromTensor,
|
|
bool createBarrier);
|
|
|
|
/**
|
|
* Records a copy from the internal staging memory to the device memory
|
|
* using an optional barrier to wait for the operation. This function would
|
|
* only be relevant for kp::Tensors of type eDevice.
|
|
*
|
|
* @param commandBuffer Vulkan Command Buffer to record the commands into
|
|
* @param createBarrier Whether to create a barrier that ensures the data is
|
|
* copied before further operations. Default is true.
|
|
*/
|
|
void recordCopyFromStagingToDevice(
|
|
std::shared_ptr<vk::CommandBuffer> commandBuffer,
|
|
bool createBarrier);
|
|
|
|
/**
|
|
* Records a copy from the internal device memory to the staging memory
|
|
* using an optional barrier to wait for the operation. This function would
|
|
* only be relevant for kp::Tensors of type eDevice.
|
|
*
|
|
* @param commandBuffer Vulkan Command Buffer to record the commands into
|
|
* @param createBarrier Whether to create a barrier that ensures the data is
|
|
* copied before further operations. Default is true.
|
|
*/
|
|
void recordCopyFromDeviceToStaging(
|
|
std::shared_ptr<vk::CommandBuffer> commandBuffer,
|
|
bool createBarrier);
|
|
|
|
/**
|
|
* Records the buffer memory barrier into the command buffer which
|
|
* ensures that relevant data transfers are carried out correctly.
|
|
*
|
|
* @param commandBuffer Vulkan Command Buffer to record the commands into
|
|
* @param srcAccessMask Access flags for source access mask
|
|
* @param dstAccessMask Access flags for destination access mask
|
|
* @param scrStageMask Pipeline stage flags for source stage mask
|
|
* @param dstStageMask Pipeline stage flags for destination stage mask
|
|
*/
|
|
void recordBufferMemoryBarrier(
|
|
std::shared_ptr<vk::CommandBuffer> commandBuffer,
|
|
vk::AccessFlagBits srcAccessMask,
|
|
vk::AccessFlagBits dstAccessMask,
|
|
vk::PipelineStageFlagBits srcStageMask,
|
|
vk::PipelineStageFlagBits dstStageMask);
|
|
|
|
/**
|
|
* Constructs a vulkan descriptor buffer info which can be used to specify
|
|
* and reference the underlying buffer component of the tensor without
|
|
* exposing it.
|
|
*
|
|
* @return Descriptor buffer info with own buffer
|
|
*/
|
|
vk::DescriptorBufferInfo constructDescriptorBufferInfo();
|
|
/**
|
|
* Maps data from the Host Visible GPU memory into the data vector. It
|
|
* requires the Tensor to be of staging type for it to work.
|
|
*/
|
|
void mapDataFromHostMemory();
|
|
/**
|
|
* Maps data from the data vector into the Host Visible GPU memory. It
|
|
* requires the tensor to be of staging type for it to work.
|
|
*/
|
|
void mapDataIntoHostMemory();
|
|
|
|
private:
|
|
// -------------- NEVER OWNED RESOURCES
|
|
std::shared_ptr<vk::PhysicalDevice> mPhysicalDevice;
|
|
std::shared_ptr<vk::Device> mDevice;
|
|
|
|
// -------------- OPTIONALLY OWNED RESOURCES
|
|
std::shared_ptr<vk::Buffer> mPrimaryBuffer;
|
|
bool mFreePrimaryBuffer = false;
|
|
std::shared_ptr<vk::Buffer> mStagingBuffer;
|
|
bool mFreeStagingBuffer = false;
|
|
std::shared_ptr<vk::DeviceMemory> mPrimaryMemory;
|
|
bool mFreePrimaryMemory = false;
|
|
std::shared_ptr<vk::DeviceMemory> mStagingMemory;
|
|
bool mFreeStagingMemory = false;
|
|
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
std::vector<float> mData;
|
|
|
|
TensorTypes mTensorType = TensorTypes::eDevice;
|
|
|
|
void allocateMemoryCreateGPUResources(); // Creates the vulkan buffer
|
|
void createBuffer(std::shared_ptr<vk::Buffer> buffer,
|
|
vk::BufferUsageFlags bufferUsageFlags);
|
|
void allocateBindMemory(std::shared_ptr<vk::Buffer> buffer,
|
|
std::shared_ptr<vk::DeviceMemory> memory,
|
|
vk::MemoryPropertyFlags memoryPropertyFlags);
|
|
void copyBuffer(std::shared_ptr<vk::CommandBuffer> commandBuffer,
|
|
std::shared_ptr<vk::Buffer> bufferFrom,
|
|
std::shared_ptr<vk::Buffer> bufferTo,
|
|
vk::DeviceSize bufferSize,
|
|
vk::BufferCopy copyRegion,
|
|
bool createBarrier);
|
|
|
|
// Private util functions
|
|
vk::BufferUsageFlags getPrimaryBufferUsageFlags();
|
|
vk::MemoryPropertyFlags getPrimaryMemoryPropertyFlags();
|
|
vk::BufferUsageFlags getStagingBufferUsageFlags();
|
|
vk::MemoryPropertyFlags getStagingMemoryPropertyFlags();
|
|
uint64_t memorySize();
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
Abstraction for compute shaders that are run on top of tensors grouped via
|
|
ParameterGroups (which group descriptorsets)
|
|
*/
|
|
class Algorithm
|
|
{
|
|
public:
|
|
|
|
/**
|
|
* Default constructor for Algorithm
|
|
*
|
|
* @param device The Vulkan device to use for creating resources
|
|
* @param commandBuffer The vulkan command buffer to bind the pipeline and
|
|
* shaders
|
|
*/
|
|
Algorithm(
|
|
std::shared_ptr<vk::Device> device,
|
|
const std::vector<std::shared_ptr<Tensor>>& tensors = {},
|
|
const std::vector<uint32_t>& spirv = {},
|
|
const Workgroup& workgroup = {},
|
|
const Constants& specializationConstants = {},
|
|
const Constants& pushConstants = {});
|
|
|
|
/**
|
|
* Initialiser for the shader data provided to the algorithm as well as
|
|
* tensor parameters that will be used in shader.
|
|
*
|
|
* @param shaderFileData The bytes in spir-v format of the shader
|
|
* @tensorParams The Tensors to be used in the Algorithm / shader for
|
|
* @specalizationInstalces The specialization parameters to pass to the function
|
|
* processing
|
|
*/
|
|
void rebuild(
|
|
const std::vector<std::shared_ptr<Tensor>>& tensors = {},
|
|
const std::vector<uint32_t>& spirv = {},
|
|
const Workgroup& workgroup = {},
|
|
const Constants& specializationConstants = {},
|
|
const Constants& pushConstants = {});
|
|
|
|
bool isInit();
|
|
|
|
void freeMemoryDestroyGPUResources();
|
|
|
|
/**
|
|
* Destructor for Algorithm which is responsible for freeing and desroying
|
|
* respective pipelines and owned parameter groups.
|
|
*/
|
|
~Algorithm();
|
|
|
|
/**
|
|
* Records the dispatch function with the provided template parameters or
|
|
* alternatively using the size of the tensor by default.
|
|
*
|
|
* @param x Layout X dispatch value
|
|
* @param y Layout Y dispatch value
|
|
* @param z Layout Z dispatch value
|
|
*/
|
|
void recordDispatch(std::shared_ptr<vk::CommandBuffer> commandBuffer);
|
|
|
|
void setWorkgroup(const Workgroup& workgroup, uint32_t minSize = 1);
|
|
|
|
private:
|
|
// -------------- NEVER OWNED RESOURCES
|
|
std::shared_ptr<vk::Device> mDevice;
|
|
|
|
// -------------- OPTIONALLY OWNED RESOURCES
|
|
std::shared_ptr<vk::DescriptorSetLayout> mDescriptorSetLayout;
|
|
bool mFreeDescriptorSetLayout = false;
|
|
std::shared_ptr<vk::DescriptorPool> mDescriptorPool;
|
|
bool mFreeDescriptorPool = false;
|
|
std::shared_ptr<vk::DescriptorSet> mDescriptorSet;
|
|
bool mFreeDescriptorSet = false;
|
|
std::shared_ptr<vk::ShaderModule> mShaderModule;
|
|
bool mFreeShaderModule = false;
|
|
std::shared_ptr<vk::PipelineLayout> mPipelineLayout;
|
|
bool mFreePipelineLayout = false;
|
|
std::shared_ptr<vk::PipelineCache> mPipelineCache;
|
|
bool mFreePipelineCache = false;
|
|
std::shared_ptr<vk::Pipeline> mPipeline;
|
|
bool mFreePipeline = false;
|
|
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
std::vector<uint32_t> mSpirv;
|
|
Constants mSpecializationConstants;
|
|
Constants mPushConstants;
|
|
Workgroup mWorkgroup;
|
|
|
|
bool mIsInit;
|
|
|
|
// Create util functions
|
|
void createShaderModule();
|
|
void createPipeline();
|
|
|
|
// Parameters
|
|
void createParameters(const std::vector<std::shared_ptr<Tensor>>& tensorParams);
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
* Base Operation which provides the high level interface that Kompute
|
|
* operations implement in order to perform a set of actions in the GPU.
|
|
*
|
|
* Operations can perform actions on tensors, and optionally can also own an
|
|
* Algorithm with respective parameters. kp::Operations with kp::Algorithms
|
|
* would inherit from kp::OpBaseAlgo.
|
|
*/
|
|
class OpBase
|
|
{
|
|
public:
|
|
|
|
/**
|
|
* Default destructor for OpBase class. This OpBase destructor class should
|
|
* always be called to destroy and free owned resources unless it is
|
|
* intended to destroy the resources in the parent class.
|
|
*/
|
|
virtual ~OpBase()
|
|
{
|
|
KP_LOG_DEBUG("Kompute OpBase destructor started");
|
|
}
|
|
|
|
/**
|
|
* The record function is intended to only send a record command or run
|
|
* commands that are expected to record operations that are to be submitted
|
|
* as a batch into the GPU.
|
|
*/
|
|
virtual void record(std::shared_ptr<vk::CommandBuffer> commandBuffer) = 0;
|
|
|
|
/**
|
|
* Pre eval is called before the Sequence has called eval and submitted the commands to
|
|
* the GPU for processing, and can be used to perform any per-eval setup steps
|
|
* required as the computation iteration begins. It's worth noting that
|
|
* there are situations where eval can be called multiple times, so the
|
|
* resources that are created should be idempotent in case it's called multiple
|
|
* times in a row.
|
|
*/
|
|
virtual void preEval() = 0;
|
|
|
|
/**
|
|
* Post eval is called after the Sequence has called eval and submitted the commands to
|
|
* the GPU for processing, and can be used to perform any tear-down steps
|
|
* required as the computation iteration finishes. It's worth noting that
|
|
* there are situations where eval can be called multiple times, so the
|
|
* resources that are destroyed should not require a re-init unless explicitly
|
|
* provided by the user.
|
|
*/
|
|
virtual void postEval() = 0;
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
* Container of operations that can be sent to GPU as batch
|
|
*/
|
|
class Sequence: public std::enable_shared_from_this<Sequence>
|
|
{
|
|
public:
|
|
/**
|
|
* Main constructor for sequence which requires core vulkan components to
|
|
* generate all dependent resources.
|
|
*
|
|
* @param physicalDevice Vulkan physical device
|
|
* @param device Vulkan logical device
|
|
* @param computeQueue Vulkan compute queue
|
|
* @param queueIndex Vulkan compute queue index in device
|
|
*/
|
|
Sequence(std::shared_ptr<vk::PhysicalDevice> physicalDevice,
|
|
std::shared_ptr<vk::Device> device,
|
|
std::shared_ptr<vk::Queue> computeQueue,
|
|
uint32_t queueIndex);
|
|
/**
|
|
* Destructor for sequence which is responsible for cleaning all subsequent
|
|
* owned operations.
|
|
*/
|
|
~Sequence();
|
|
|
|
/**
|
|
* Record function for operation to be added to the GPU queue in batch. This
|
|
* template requires classes to be derived from the OpBase class. This
|
|
* function also requires the Sequence to be recording, otherwise it will
|
|
* not be able to add the operation.
|
|
*
|
|
* @param tensors Vector of tensors to use for the operation
|
|
* @param TArgs Template parameters that are used to initialise operation
|
|
* which allows for extensible configurations on initialisation.
|
|
*/
|
|
std::shared_ptr<Sequence> record(std::shared_ptr<OpBase> op);
|
|
|
|
/**
|
|
* Clear function clears all operations currently recorded and starts recording again.
|
|
*/
|
|
void clear();
|
|
|
|
/**
|
|
* Begins recording commands for commands to be submitted into the command
|
|
* buffer.
|
|
*
|
|
* @return Boolean stating whether execution was successful.
|
|
*/
|
|
void begin();
|
|
|
|
/**
|
|
* Ends the recording and stops recording commands when the record command
|
|
* is sent.
|
|
*
|
|
* @return Boolean stating whether execution was successful.
|
|
*/
|
|
void end();
|
|
|
|
/**
|
|
* Eval sends all the recorded and stored operations in the vector of
|
|
* operations into the gpu as a submit job with a barrier.
|
|
*
|
|
* @return Boolean stating whether execution was successful.
|
|
*/
|
|
std::shared_ptr<Sequence> eval();
|
|
|
|
/**
|
|
* Eval Async sends all the recorded and stored operations in the vector of
|
|
* operations into the gpu as a submit job with a barrier. EvalAwait() must
|
|
* be called after to ensure the sequence is terminated correctly.
|
|
*
|
|
* @return Boolean stating whether execution was successful.
|
|
*/
|
|
std::shared_ptr<Sequence> evalAsync();
|
|
|
|
/**
|
|
* Eval Await waits for the fence to finish processing and then once it
|
|
* finishes, it runs the postEval of all operations.
|
|
*
|
|
* @param waitFor Number of milliseconds to wait before timing out.
|
|
* @return Boolean stating whether execution was successful.
|
|
*/
|
|
std::shared_ptr<Sequence> evalAwait(uint64_t waitFor = UINT64_MAX);
|
|
|
|
/**
|
|
* Returns true if the sequence is currently in recording activated.
|
|
*
|
|
* @return Boolean stating if recording ongoing.
|
|
*/
|
|
bool isRecording();
|
|
|
|
/**
|
|
* Returns true if the sequence is currently running - mostly used for async
|
|
* workloads.
|
|
*
|
|
* @return Boolean stating if currently running.
|
|
*/
|
|
bool isRunning();
|
|
|
|
/**
|
|
* Destroys and frees the GPU resources which include the buffer and memory
|
|
* and sets the sequence as init=False.
|
|
*/
|
|
void freeMemoryDestroyGPUResources();
|
|
|
|
private:
|
|
// -------------- NEVER OWNED RESOURCES
|
|
std::shared_ptr<vk::PhysicalDevice> mPhysicalDevice = nullptr;
|
|
std::shared_ptr<vk::Device> mDevice = nullptr;
|
|
std::shared_ptr<vk::Queue> mComputeQueue = nullptr;
|
|
uint32_t mQueueIndex = -1;
|
|
|
|
// -------------- OPTIONALLY OWNED RESOURCES
|
|
std::shared_ptr<vk::CommandPool> mCommandPool = nullptr;
|
|
bool mFreeCommandPool = false;
|
|
std::shared_ptr<vk::CommandBuffer> mCommandBuffer = nullptr;
|
|
bool mFreeCommandBuffer = false;
|
|
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
vk::Fence mFence;
|
|
std::vector<std::shared_ptr<OpBase>> mOperations;
|
|
|
|
// State
|
|
bool mRecording = false;
|
|
bool mIsRunning = false;
|
|
|
|
// Create functions
|
|
void createCommandPool();
|
|
void createCommandBuffer();
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
Operation that syncs tensor's device by mapping local data into the device memory. For TensorTypes::eDevice it will use a record operation for the memory to be syncd into GPU memory which means that the operation will be done in sync with GPU commands. For TensorTypes::eStaging it will only map the data into host memory which will happen during preEval before the recorded commands are dispatched. This operation won't have any effect on TensorTypes::eStaging.
|
|
*/
|
|
class OpTensorSyncDevice : public OpBase
|
|
{
|
|
public:
|
|
/**
|
|
* Default constructor with parameters that provides the core vulkan resources and the tensors that will be used in the operation. The tensos provided cannot be of type TensorTypes::eStorage.
|
|
*
|
|
* @param physicalDevice Vulkan physical device used to find device queues
|
|
* @param device Vulkan logical device for passing to Algorithm
|
|
* @param commandBuffer Vulkan Command Buffer to record commands into
|
|
* @param tensors Tensors that will be used to create in operation.
|
|
*/
|
|
OpTensorSyncDevice(const std::vector<std::shared_ptr<Tensor>>& tensors);
|
|
|
|
/**
|
|
* Default destructor. This class does not manage memory so it won't be expecting the parent to perform a release.
|
|
*/
|
|
~OpTensorSyncDevice() override;
|
|
|
|
/**
|
|
* For device tensors, it records the copy command for the tensor to copy the data from its staging to device memory.
|
|
*/
|
|
void record(std::shared_ptr<vk::CommandBuffer> commandBuffer) override;
|
|
|
|
/**
|
|
* Does not perform any preEval commands.
|
|
*/
|
|
virtual void preEval() override;
|
|
|
|
/**
|
|
* Does not perform any postEval commands.
|
|
*/
|
|
virtual void postEval() override;
|
|
|
|
private:
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
std::vector<std::shared_ptr<Tensor>> mTensors;
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
#define KP_DEFAULT_SESSION "DEFAULT"
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
Base orchestrator which creates and manages device and child components
|
|
*/
|
|
class Manager
|
|
{
|
|
public:
|
|
/**
|
|
Base constructor and default used which creates the base resources
|
|
including choosing the device 0 by default.
|
|
*/
|
|
Manager();
|
|
|
|
/**
|
|
* Similar to base constructor but allows the user to provide the device
|
|
* they would like to create the resources on.
|
|
*
|
|
* @param physicalDeviceIndex The index of the physical device to use
|
|
* @param familyQueueIndices (Optional) List of queue indices to add for
|
|
* explicit allocation
|
|
* @param totalQueues The total number of compute queues to create.
|
|
*/
|
|
Manager(uint32_t physicalDeviceIndex,
|
|
const std::vector<uint32_t>& familyQueueIndices = {});
|
|
|
|
/**
|
|
* Manager constructor which allows your own vulkan application to integrate
|
|
* with the vulkan kompute use.
|
|
*
|
|
* @param instance Vulkan compute instance to base this application
|
|
* @param physicalDevice Vulkan physical device to use for application
|
|
* @param device Vulkan logical device to use for all base resources
|
|
* @param physicalDeviceIndex Index for vulkan physical device used
|
|
*/
|
|
Manager(std::shared_ptr<vk::Instance> instance,
|
|
std::shared_ptr<vk::PhysicalDevice> physicalDevice,
|
|
std::shared_ptr<vk::Device> device,
|
|
uint32_t physicalDeviceIndex);
|
|
|
|
/**
|
|
* Manager destructor which would ensure all owned resources are destroyed
|
|
* unless explicitly stated that resources should not be destroyed or freed.
|
|
*/
|
|
~Manager();
|
|
|
|
/**
|
|
* Get or create a managed Sequence that will be contained by this manager.
|
|
* If the named sequence does not currently exist, it would be created and
|
|
* initialised.
|
|
*
|
|
* @param sequenceName The name for the named sequence to be retrieved or
|
|
* created
|
|
* @param queueIndex The queue to use from the available queues
|
|
* @return Shared pointer to the manager owned sequence resource
|
|
*/
|
|
std::shared_ptr<Sequence> sequence(uint32_t queueIndex = 0);
|
|
|
|
/**
|
|
* Function that simplifies the common workflow of tensor creation and
|
|
* initialization. It will take the constructor parameters for a Tensor
|
|
* and will will us it to create a new Tensor and then create it. The
|
|
* tensor memory will then be managed and owned by the manager.
|
|
*
|
|
* @param data The data to initialize the tensor with
|
|
* @param tensorType The type of tensor to initialize
|
|
* @param syncDataToGPU Whether to sync the data to GPU memory
|
|
* @returns Initialized Tensor with memory Syncd to GPU device
|
|
*/
|
|
std::shared_ptr<Tensor> tensor(
|
|
const std::vector<float>& data,
|
|
Tensor::TensorTypes tensorType = Tensor::TensorTypes::eDevice,
|
|
bool syncDataToGPU = true);
|
|
|
|
std::shared_ptr<Algorithm> algorithm(
|
|
const std::vector<std::shared_ptr<Tensor>>& tensors = {},
|
|
const std::vector<uint32_t>& spirv = {},
|
|
const Workgroup& workgroup = {},
|
|
const Constants& specializationConstants = {},
|
|
const Constants& pushConstants = {});
|
|
|
|
private:
|
|
// -------------- OPTIONALLY OWNED RESOURCES
|
|
std::shared_ptr<vk::Instance> mInstance = nullptr;
|
|
bool mFreeInstance = false;
|
|
std::shared_ptr<vk::PhysicalDevice> mPhysicalDevice = nullptr;
|
|
uint32_t mPhysicalDeviceIndex = -1;
|
|
std::shared_ptr<vk::Device> mDevice = nullptr;
|
|
bool mFreeDevice = false;
|
|
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
std::vector<std::weak_ptr<Tensor>> mManagedTensors;
|
|
std::vector<std::weak_ptr<Sequence>> mManagedSequences;
|
|
std::vector<std::weak_ptr<Algorithm>> mManagedAlgorithms;
|
|
|
|
std::vector<uint32_t> mComputeQueueFamilyIndices;
|
|
std::vector<std::shared_ptr<vk::Queue>> mComputeQueues;
|
|
|
|
uint32_t mCurrentSequenceIndex = -1;
|
|
|
|
#if DEBUG
|
|
#ifndef KOMPUTE_DISABLE_VK_DEBUG_LAYERS
|
|
vk::DebugReportCallbackEXT mDebugReportCallback;
|
|
vk::DispatchLoaderDynamic mDebugDispatcher;
|
|
#endif
|
|
#endif
|
|
|
|
// Create functions
|
|
void createInstance();
|
|
void createDevice(const std::vector<uint32_t>& familyQueueIndices = {});
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
#include <fstream>
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
* Operation that provides a general abstraction that simplifies the use of
|
|
* algorithm and parameter components which can be used with shaders.
|
|
* By default it enables the user to provide a dynamic number of tensors
|
|
* which are then passed as inputs.
|
|
*/
|
|
class OpAlgoDispatch : public OpBase
|
|
{
|
|
public:
|
|
|
|
OpAlgoDispatch(const std::vector<std::shared_ptr<Tensor>>& tensors,
|
|
const std::shared_ptr<kp::Algorithm>& algorithm);
|
|
|
|
/**
|
|
* Default destructor, which is in charge of destroying the algorithm
|
|
* components but does not destroy the underlying tensors
|
|
*/
|
|
virtual ~OpAlgoDispatch() override;
|
|
|
|
/**
|
|
* This records the commands that are to be sent to the GPU. This includes
|
|
* the barriers that ensure the memory has been copied before going in and
|
|
* out of the shader, as well as the dispatch operation that sends the
|
|
* shader processing to the gpu. This function also records the GPU memory
|
|
* copy of the output data for the staging buffer so it can be read by the
|
|
* host.
|
|
*/
|
|
virtual void record(std::shared_ptr<vk::CommandBuffer> commandBuffer) override;
|
|
|
|
/**
|
|
* Does not perform any preEval commands.
|
|
*/
|
|
virtual void preEval() override;
|
|
|
|
/**
|
|
* Executes after the recorded commands are submitted, and performs a copy
|
|
* of the GPU Device memory into the staging buffer so the output data can
|
|
* be retrieved.
|
|
*/
|
|
virtual void postEval() override;
|
|
|
|
private:
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
std::vector<std::shared_ptr<Tensor>> mTensors;
|
|
std::shared_ptr<Algorithm> mAlgorithm;
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
* Operation that performs multiplication on two tensors and outpus on third
|
|
* tensor.
|
|
*/
|
|
class OpMult : public OpAlgoDispatch
|
|
{
|
|
public:
|
|
|
|
/**
|
|
* Default constructor with parameters that provides the bare minimum
|
|
* requirements for the operations to be able to create and manage their
|
|
* sub-components.
|
|
*
|
|
* @param physicalDevice Vulkan physical device used to find device queues
|
|
* @param device Vulkan logical device for passing to Algorithm
|
|
* @param commandBuffer Vulkan Command Buffer to record commands into
|
|
* @param tensors Tensors that are to be used in this operation
|
|
* @param komputeWorkgroup Optional parameter to specify the layout for processing
|
|
*/
|
|
OpMult(std::vector<std::shared_ptr<Tensor>> tensors, std::shared_ptr<Algorithm> algorithm)
|
|
: OpAlgoDispatch(tensors, algorithm)
|
|
{
|
|
KP_LOG_DEBUG("Kompute OpMult constructor with params");
|
|
|
|
if (tensors.size() != 3) {
|
|
throw std::runtime_error("Kompute OpMult expected 3 tensors but got " + tensors.size());
|
|
}
|
|
|
|
std::vector<uint32_t> spirv(
|
|
(uint32_t*)shader_data::shaders_glsl_opmult_comp_spv,
|
|
(uint32_t*)(shader_data::shaders_glsl_opmult_comp_spv +
|
|
kp::shader_data::shaders_glsl_opmult_comp_spv_len));
|
|
|
|
algorithm->rebuild(tensors, spirv, Workgroup({tensors[0]->size()}));
|
|
}
|
|
|
|
/**
|
|
* Default destructor, which is in charge of destroying the algorithm
|
|
* components but does not destroy the underlying tensors
|
|
*/
|
|
virtual ~OpMult() override {
|
|
KP_LOG_DEBUG("Kompute OpMult destructor started");
|
|
}
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
Operation that copies the data from the first tensor to the rest of the tensors provided, using a record command for all the vectors. This operation does not own/manage the memory of the tensors passed to it. The operation must only receive tensors of type
|
|
*/
|
|
class OpTensorCopy : public OpBase
|
|
{
|
|
public:
|
|
/**
|
|
* Default constructor with parameters that provides the core vulkan resources and the tensors that will be used in the operation.
|
|
*
|
|
* @param physicalDevice Vulkan physical device used to find device queues
|
|
* @param device Vulkan logical device for passing to Algorithm
|
|
* @param commandBuffer Vulkan Command Buffer to record commands into
|
|
* @param tensors Tensors that will be used to create in operation.
|
|
*/
|
|
OpTensorCopy(const std::vector<std::shared_ptr<Tensor>>& tensors);
|
|
|
|
/**
|
|
* Default destructor. This class does not manage memory so it won't be expecting the parent to perform a release.
|
|
*/
|
|
~OpTensorCopy() override;
|
|
|
|
/**
|
|
* Records the copy commands from the first tensor into all the other tensors provided. Also optionally records a barrier.
|
|
*/
|
|
void record(std::shared_ptr<vk::CommandBuffer> commandBuffer) override;
|
|
|
|
/**
|
|
* Does not perform any preEval commands.
|
|
*/
|
|
virtual void preEval() override;
|
|
|
|
/**
|
|
* Copies the local vectors for all the tensors to sync the data with the gpu.
|
|
*/
|
|
virtual void postEval() override;
|
|
|
|
private:
|
|
// -------------- ALWAYS OWNED RESOURCES
|
|
std::vector<std::shared_ptr<Tensor>> mTensors;
|
|
};
|
|
|
|
} // End namespace kp
|
|
|
|
namespace kp {
|
|
|
|
/**
|
|
Operation that syncs tensor's local memory by mapping device data into the local CPU memory. For TensorTypes::eDevice it will use a record operation for the memory to be syncd into GPU memory which means that the operation will be done in sync with GPU commands. For TensorTypes::eStaging it will only map the data into host memory which will happen during preEval before the recorded commands are dispatched. This operation won't have any effect on TensorTypes::eStaging.
|
|
*/
|
|
class OpTensorSyncLocal : public OpBase
|
|
{
|
|
public:
|
|
/**
|
|
* Default constructor with parameters that provides the core vulkan resources and the tensors that will be used in the operation. The tensors provided cannot be of type TensorTypes::eStorage.
|
|
*
|
|
* @param physicalDevice Vulkan physical device used to find device queues
|
|
* @param device Vulkan logical device for passing to Algorithm
|
|
* @param commandBuffer Vulkan Command Buffer to record commands into
|
|
* @param tensors Tensors that will be used to create in operation.
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*/
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OpTensorSyncLocal(const std::vector<std::shared_ptr<Tensor>>& tensors);
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/**
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* Default destructor. This class does not manage memory so it won't be expecting the parent to perform a release.
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*/
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~OpTensorSyncLocal() override;
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/**
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* For device tensors, it records the copy command for the tensor to copy the data from its device to staging memory.
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*/
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void record(std::shared_ptr<vk::CommandBuffer> commandBuffer) override;
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/**
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* Does not perform any preEval commands.
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*/
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virtual void preEval() override;
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/**
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* For host tensors it performs the map command from the host memory into local memory.
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*/
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virtual void postEval() override;
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private:
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// -------------- ALWAYS OWNED RESOURCES
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std::vector<std::shared_ptr<Tensor>> mTensors;
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};
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} // End namespace kp
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