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Kompute.hpp
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#pragma once
#ifdef VK_USE_PLATFORM_ANDROID_KHR
#include <android/log.h>
#include <kompute_vk_ndk_wrapper.hpp>
// VK_NO_PROTOTYPES required before vulkan import but after wrapper.hpp
#undef VK_NO_PROTOTYPES
static const char* KOMPUTE_LOG_TAG = "KomputeLog";
#endif
#include <vulkan/vulkan.hpp>
// Must be after vulkan is included
#ifndef KOMPUTE_VK_API_VERSION
#ifndef KOMPUTE_VK_API_MAJOR_VERSION
#define KOMPUTE_VK_API_MAJOR_VERSION 1
#endif // KOMPUTE_VK_API_MAJOR_VERSION
#ifndef KOMPUTE_VK_API_MINOR_VERSION
#define KOMPUTE_VK_API_MINOR_VERSION 1
#endif // KOMPUTE_VK_API_MINOR_VERSION
#define KOMPUTE_VK_API_VERSION \
VK_MAKE_VERSION( \
KOMPUTE_VK_API_MAJOR_VERSION, KOMPUTE_VK_API_MINOR_VERSION, 0)
#endif // KOMPUTE_VK_API_VERSION
// SPDLOG_ACTIVE_LEVEL must be defined before spdlog.h import
#if !defined(SPDLOG_ACTIVE_LEVEL)
#if DEBUG
#define SPDLOG_ACTIVE_LEVEL SPDLOG_LEVEL_DEBUG
#else
#define SPDLOG_ACTIVE_LEVEL SPDLOG_LEVEL_INFO
#endif
#endif
#ifndef KOMPUTE_LOG_OVERRIDE
#if KOMPUTE_ENABLE_SPDLOG
#include <spdlog/spdlog.h>
#else
#include <iostream>
#if SPDLOG_ACTIVE_LEVEL > 1
#define SPDLOG_DEBUG(message, ...)
#else
#if defined(VK_USE_PLATFORM_ANDROID_KHR)
#define SPDLOG_DEBUG(message, ...) \
((void)__android_log_print(ANDROID_LOG_DEBUG, KOMPUTE_LOG_TAG, message))
#else
#define SPDLOG_DEBUG(message, ...) \
std::cout << "DEBUG: " << message << std::endl
#endif // VK_USE_PLATFORM_ANDROID_KHR
#endif // SPDLOG_ACTIVE_LEVEL > 1
#if SPDLOG_ACTIVE_LEVEL > 2
#define SPDLOG_INFO(message, ...)
#else
#if defined(VK_USE_PLATFORM_ANDROID_KHR)
#define SPDLOG_INFO(message, ...) \
((void)__android_log_print(ANDROID_LOG_INFO, KOMPUTE_LOG_TAG, message))
#else
#define SPDLOG_INFO(message, ...) std::cout << "INFO: " << message << std::endl
#endif // VK_USE_PLATFORM_ANDROID_KHR
#endif // SPDLOG_ACTIVE_LEVEL > 2
#if SPDLOG_ACTIVE_LEVEL > 3
#define SPDLOG_WARN(message, ...)
#else
#if defined(VK_USE_PLATFORM_ANDROID_KHR)
#define SPDLOG_WARN(message, ...) \
((void)__android_log_print(ANDROID_LOG_INFO, KOMPUTE_LOG_TAG, message))
#else
#define SPDLOG_WARN(message, ...) \
std::cout << "WARNING: " << message << std::endl
#endif // VK_USE_PLATFORM_ANDROID_KHR
#endif // SPDLOG_ACTIVE_LEVEL > 3
#if SPDLOG_ACTIVE_LEVEL > 4
#define SPDLOG_ERROR(message, ...)
#else
#if defined(VK_USE_PLATFORM_ANDROID_KHR)
#define SPDLOG_ERROR(message, ...) \
((void)__android_log_print(ANDROID_LOG_INFO, KOMPUTE_LOG_TAG, message))
#else
#define SPDLOG_ERROR(message, ...) \
std::cout << "ERROR: " << message << std::endl
#endif // VK_USE_PLATFORM_ANDROID_KHR
#endif // SPDLOG_ACTIVE_LEVEL > 4
#endif // KOMPUTE_SPDLOG_ENABLED
#endif // KOMPUTE_LOG_OVERRIDE
/*
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_SHADEROPMULT_HPP
#define SHADEROP_SHADEROPMULT_HPP
namespace kp {
namespace shader_data {
static unsigned const char shaders_glsl_opmult_comp_spv[] = {
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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,
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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,
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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 unsigned const 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 unsigned const char shaders_glsl_logisticregression_comp_spv[] = {
0x03, 0x02, 0x23, 0x07, 0x00, 0x00, 0x01, 0x00, 0x08, 0x00, 0x08, 0x00,
0xb3, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x00, 0x02, 0x00,
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0x47, 0x4c, 0x53, 0x4c, 0x2e, 0x73, 0x74, 0x64, 0x2e, 0x34, 0x35, 0x30,
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0x50, 0x00, 0x05, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x57, 0x00, 0x00, 0x00,
0x53, 0x00, 0x00, 0x00, 0x56, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0x4a, 0x00, 0x00, 0x00, 0x57, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
0x51, 0x00, 0x00, 0x00, 0x5d, 0x00, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00,
0x50, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
0x06, 0x00, 0x00, 0x00, 0x5e, 0x00, 0x00, 0x00, 0x5d, 0x00, 0x00, 0x00,
0x3e, 0x00, 0x03, 0x00, 0x58, 0x00, 0x00, 0x00, 0x5e, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x64, 0x00, 0x00, 0x00,
0x42, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x51, 0x00, 0x00, 0x00,
0x65, 0x00, 0x00, 0x00, 0x63, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00,
0x64, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x66, 0x00, 0x00, 0x00, 0x65, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
0x1b, 0x00, 0x00, 0x00, 0x6b, 0x00, 0x00, 0x00, 0x42, 0x00, 0x00, 0x00,
0x41, 0x00, 0x06, 0x00, 0x51, 0x00, 0x00, 0x00, 0x6c, 0x00, 0x00, 0x00,
0x6a, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x6b, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x6d, 0x00, 0x00, 0x00,
0x6c, 0x00, 0x00, 0x00, 0x50, 0x00, 0x05, 0x00, 0x0c, 0x00, 0x00, 0x00,
0x6e, 0x00, 0x00, 0x00, 0x66, 0x00, 0x00, 0x00, 0x6d, 0x00, 0x00, 0x00,
0x3e, 0x00, 0x03, 0x00, 0x5f, 0x00, 0x00, 0x00, 0x6e, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00, 0x74, 0x00, 0x00, 0x00,
0x42, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00, 0x51, 0x00, 0x00, 0x00,
0x75, 0x00, 0x00, 0x00, 0x73, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00,
0x74, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x76, 0x00, 0x00, 0x00, 0x75, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0x6f, 0x00, 0x00, 0x00, 0x76, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
0x0c, 0x00, 0x00, 0x00, 0x79, 0x00, 0x00, 0x00, 0x5f, 0x00, 0x00, 0x00,
0x3e, 0x00, 0x03, 0x00, 0x78, 0x00, 0x00, 0x00, 0x79, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x7b, 0x00, 0x00, 0x00,
0x4a, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x7a, 0x00, 0x00, 0x00,
0x7b, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x7d, 0x00, 0x00, 0x00, 0x58, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0x7c, 0x00, 0x00, 0x00, 0x7d, 0x00, 0x00, 0x00, 0x39, 0x00, 0x07, 0x00,
0x06, 0x00, 0x00, 0x00, 0x7e, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00,
0x78, 0x00, 0x00, 0x00, 0x7a, 0x00, 0x00, 0x00, 0x7c, 0x00, 0x00, 0x00,
0x3e, 0x00, 0x03, 0x00, 0x77, 0x00, 0x00, 0x00, 0x7e, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00,
0x77, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x81, 0x00, 0x00, 0x00, 0x6f, 0x00, 0x00, 0x00, 0x83, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x82, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00,
0x81, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x7f, 0x00, 0x00, 0x00,
0x82, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x84, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x88, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x85, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
0x84, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,
0x86, 0x00, 0x00, 0x00, 0x5f, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x05, 0x00,
0x0c, 0x00, 0x00, 0x00, 0x87, 0x00, 0x00, 0x00, 0x86, 0x00, 0x00, 0x00,
0x85, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x88, 0x00, 0x00, 0x00, 0x7f, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x05, 0x00,
0x0c, 0x00, 0x00, 0x00, 0x89, 0x00, 0x00, 0x00, 0x87, 0x00, 0x00, 0x00,
0x88, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x83, 0x00, 0x00, 0x00,
0x89, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x8b, 0x00, 0x00, 0x00, 0x1a, 0x00, 0x00, 0x00, 0x88, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x8c, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
0x8b, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x8d, 0x00, 0x00, 0x00, 0x7f, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x8e, 0x00, 0x00, 0x00, 0x8c, 0x00, 0x00, 0x00,
0x8d, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x8a, 0x00, 0x00, 0x00,
0x8e, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00,
0x93, 0x00, 0x00, 0x00, 0x42, 0x00, 0x00, 0x00, 0x41, 0x00, 0x05, 0x00,
0x07, 0x00, 0x00, 0x00, 0x94, 0x00, 0x00, 0x00, 0x83, 0x00, 0x00, 0x00,
0x46, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x95, 0x00, 0x00, 0x00, 0x94, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
0x51, 0x00, 0x00, 0x00, 0x96, 0x00, 0x00, 0x00, 0x92, 0x00, 0x00, 0x00,
0x50, 0x00, 0x00, 0x00, 0x93, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0x96, 0x00, 0x00, 0x00, 0x95, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
0x1b, 0x00, 0x00, 0x00, 0x9b, 0x00, 0x00, 0x00, 0x42, 0x00, 0x00, 0x00,
0x41, 0x00, 0x05, 0x00, 0x07, 0x00, 0x00, 0x00, 0x9d, 0x00, 0x00, 0x00,
0x83, 0x00, 0x00, 0x00, 0x9c, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
0x06, 0x00, 0x00, 0x00, 0x9e, 0x00, 0x00, 0x00, 0x9d, 0x00, 0x00, 0x00,
0x41, 0x00, 0x06, 0x00, 0x51, 0x00, 0x00, 0x00, 0x9f, 0x00, 0x00, 0x00,
0x9a, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x9b, 0x00, 0x00, 0x00,
0x3e, 0x00, 0x03, 0x00, 0x9f, 0x00, 0x00, 0x00, 0x9e, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x1b, 0x00, 0x00, 0x00, 0xa4, 0x00, 0x00, 0x00,
0x42, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0xa5, 0x00, 0x00, 0x00, 0x8a, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
0x51, 0x00, 0x00, 0x00, 0xa6, 0x00, 0x00, 0x00, 0xa3, 0x00, 0x00, 0x00,
0x50, 0x00, 0x00, 0x00, 0xa4, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0xa6, 0x00, 0x00, 0x00, 0xa5, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00,
0x1b, 0x00, 0x00, 0x00, 0xab, 0x00, 0x00, 0x00, 0x42, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0xad, 0x00, 0x00, 0x00,
0x77, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0xac, 0x00, 0x00, 0x00,
0xad, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0xaf, 0x00, 0x00, 0x00, 0x6f, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0xae, 0x00, 0x00, 0x00, 0xaf, 0x00, 0x00, 0x00, 0x39, 0x00, 0x06, 0x00,
0x06, 0x00, 0x00, 0x00, 0xb0, 0x00, 0x00, 0x00, 0x17, 0x00, 0x00, 0x00,
0xac, 0x00, 0x00, 0x00, 0xae, 0x00, 0x00, 0x00, 0x41, 0x00, 0x06, 0x00,
0x51, 0x00, 0x00, 0x00, 0xb1, 0x00, 0x00, 0x00, 0xaa, 0x00, 0x00, 0x00,
0x50, 0x00, 0x00, 0x00, 0xab, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0xb1, 0x00, 0x00, 0x00, 0xb0, 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, 0x1f, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00,
0x7f, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
0x1f, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x06, 0x00, 0x06, 0x00, 0x00, 0x00,
0x21, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x1b, 0x00, 0x00, 0x00,
0x20, 0x00, 0x00, 0x00, 0x81, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
0x22, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00, 0x21, 0x00, 0x00, 0x00,
0x88, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x23, 0x00, 0x00, 0x00,
0x1e, 0x00, 0x00, 0x00, 0x22, 0x00, 0x00, 0x00, 0xfe, 0x00, 0x02, 0x00,
0x23, 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, 0x26, 0x00, 0x00, 0x00,
0x07, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00, 0x07, 0x00, 0x00, 0x00,
0x2c, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x04, 0x00,
0x07, 0x00, 0x00, 0x00, 0x2d, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,
0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00,
0x10, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,
0x28, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x94, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00, 0x27, 0x00, 0x00, 0x00,
0x28, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x2a, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00, 0x81, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x2b, 0x00, 0x00, 0x00, 0x29, 0x00, 0x00, 0x00,
0x2a, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x26, 0x00, 0x00, 0x00,
0x2b, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x2e, 0x00, 0x00, 0x00, 0x26, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00,
0x2d, 0x00, 0x00, 0x00, 0x2e, 0x00, 0x00, 0x00, 0x39, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x2f, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00,
0x2d, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x03, 0x00, 0x2c, 0x00, 0x00, 0x00,
0x2f, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x30, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, 0xfe, 0x00, 0x02, 0x00,
0x30, 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, 0x33, 0x00, 0x00, 0x00,
0x16, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x34, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x06, 0x00,
0x06, 0x00, 0x00, 0x00, 0x35, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
0x1c, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x36, 0x00, 0x00, 0x00, 0x33, 0x00, 0x00, 0x00,
0x35, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x37, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x83, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
0x37, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00,
0x39, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x00, 0x83, 0x00, 0x05, 0x00,
0x06, 0x00, 0x00, 0x00, 0x3a, 0x00, 0x00, 0x00, 0x1e, 0x00, 0x00, 0x00,
0x39, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x06, 0x00, 0x06, 0x00, 0x00, 0x00,
0x3b, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
0x3a, 0x00, 0x00, 0x00, 0x85, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00,
0x3c, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00, 0x3b, 0x00, 0x00, 0x00,
0x81, 0x00, 0x05, 0x00, 0x06, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x00, 0x00,
0x36, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00, 0x7f, 0x00, 0x04, 0x00,
0x06, 0x00, 0x00, 0x00, 0x3e, 0x00, 0x00, 0x00, 0x3d, 0x00, 0x00, 0x00,
0xfe, 0x00, 0x02, 0x00, 0x3e, 0x00, 0x00, 0x00, 0x38, 0x00, 0x01, 0x00
};
static unsigned const int shaders_glsl_logisticregression_comp_spv_len = 4920;
}
}
#endif // define SHADEROP_SHADERLOGISTICREGRESSION_HPP
#include <unordered_map>
#define KP_MAX_DIM_SIZE 1
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
eStaging = 1, ///< Type is host memory, source and destination
eStorage = 2, ///< Type is Device memory (only)
};
/**
* Base constructor, should not be used unless explicitly intended.
*/
Tensor();
/**
* Default constructor with data provided which would be used to create the
* respective vulkan buffer and memory.
*
* @param data Vector of data that will be used by the tensor
* @param tensorType Type for the tensor which is of type TensorTypes
*/
Tensor(const std::vector<float>& data,
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 init(std::shared_ptr<vk::PhysicalDevice> physicalDevice,
std::shared_ptr<vk::Device> device);
/**
* 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();
/**
* Returns the shape of the tensor, which includes the number of dimensions
* and the size per dimension.
*
* @return Array containing the sizes for each dimension. Zero means
* respective dimension is not active.
*/
std::array<uint32_t, KP_MAX_DIM_SIZE> shape();
/**
* Retrieve the tensor type of the Tensor
*
* @return Tensor type of tensor
*/
TensorTypes tensorType();
/**
* Returns true if the tensor initialisation function has been carried out
* successful, which would mean that the buffer and memory will have been
* provisioned.
*/
bool isInit();
/**
* 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 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> mBuffer;
bool mFreeBuffer;
std::shared_ptr<vk::DeviceMemory> mMemory;
bool mFreeMemory;
// -------------- ALWAYS OWNED RESOURCES
std::vector<float> mData;
TensorTypes mTensorType = TensorTypes::eDevice;
std::array<uint32_t, KP_MAX_DIM_SIZE> mShape;
bool mIsInit = false;
void createBuffer(); // Creates the vulkan buffer
// Private util functions
vk::BufferUsageFlags getBufferUsageFlags();
vk::MemoryPropertyFlags getMemoryPropertyFlags();
uint64_t memorySize();
};
} // 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:
/**
* Base constructor, should not be used unless explicitly intended.
*/
OpBase() { SPDLOG_DEBUG("Compute OpBase base constructor"); }
/**
* 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 freeTensors Whether operation manages the memory of the Tensors
*/
OpBase(std::shared_ptr<vk::PhysicalDevice> physicalDevice,
std::shared_ptr<vk::Device> device,
std::shared_ptr<vk::CommandBuffer> commandBuffer,
std::vector<std::shared_ptr<Tensor>>& tensors,
bool freeTensors)
{
SPDLOG_DEBUG("Compute OpBase constructor with params");
this->mPhysicalDevice = physicalDevice;
this->mDevice = device;
this->mCommandBuffer = commandBuffer;
this->mTensors = tensors;
this->mFreeTensors = freeTensors;
}
/**
* 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. This can be done
* by passing the mFreeTensors=false.
*/
virtual ~OpBase()
{
SPDLOG_DEBUG("Kompute OpBase destructor started");
if (!this->mDevice) {
SPDLOG_WARN("Kompute OpBase destructor called with empty device");
return;
}
if (this->mFreeTensors) {
SPDLOG_DEBUG("Kompute OpBase freeing tensors");
for (std::shared_ptr<Tensor> tensor : this->mTensors) {
if (tensor && tensor->isInit()) {
tensor->freeMemoryDestroyGPUResources();
} else {
SPDLOG_ERROR("Kompute OpBase expected to free "
"tensor but has already been freed.");
}
}
}
}
/**
* The init function is responsible for setting up all the resources and
* should be called after the Operation has been created.
*/
virtual void init() = 0;
/**
* 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() = 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;
protected:
// -------------- NEVER OWNED RESOURCES
std::shared_ptr<vk::PhysicalDevice>
mPhysicalDevice; ///< Vulkan Physical Device
std::shared_ptr<vk::Device> mDevice; ///< Vulkan Logical Device
std::shared_ptr<vk::CommandBuffer>
mCommandBuffer; ///< Vulkan Command Buffer
// -------------- OPTIONALLY OWNED RESOURCES
std::vector<std::shared_ptr<Tensor>>
mTensors; ///< Tensors referenced by operation that can be managed
///< optionally by operation
bool mFreeTensors = false; ///< Explicit boolean that specifies whether the
///< tensors are freed (if they are managed)
};
} // End namespace kp