diff --git a/gpu/CMakeLists.txt b/gpu/CMakeLists.txt new file mode 100644 index 0000000..8202661 --- /dev/null +++ b/gpu/CMakeLists.txt @@ -0,0 +1,67 @@ +cmake_minimum_required(VERSION 2.6) +project(randomselection) +set(PROJECT_NAME randomselection) + +set(CMAKE_MODULE_PATH ${CMAKE_MODULE_PATH} ${CMAKE_CURRENT_SOURCE_DIR}/cmake) + +set(CMAKE_CXX_COMPILER ${CUDA_NVCC_EXECUTABLE}) +#set(CMAKE_CXX_LINK_FLAGS "") +#set(CMAKE_EXECUTABLE_RUNTIME_CXX_FLAG "") +set(CMAKE_SHARED_LIBRARY_CXX_FLAGS "") +set(CMAKE_SHARED_LIBRARY_CREATE_CXX_FLAGS "") +set(CMAKE_SHARED_LIBRARY_SONAME_CXX_FLAG "") + +#find_package(OpenCV REQUIRED) +find_package(OpenCVlibstdcxx REQUIRED) +find_package(CUDA REQUIRED) +find_package(Thrust REQUIRED) + +find_package(PythonLibs REQUIRED) +find_package(NumPy REQUIRED) + +# Boost +set(Boost_USE_STATIC_LIBS ON) +set(Boost_USE_MULTITHREADED ON) +find_package(Boost COMPONENTS python REQUIRED) + +set(CUDA_LIBRARIES "") + +list(APPEND CUDA_NVCC_FLAGS -ccbin clang) +list(APPEND CUDA_NVCC_FLAGS -Xcompiler -arch) +list(APPEND CUDA_NVCC_FLAGS -Xcompiler x86_64) +list(APPEND CUDA_NVCC_FLAGS -Xcompiler -fPIC) +list(APPEND CUDA_NVCC_FLAGS -Xcompiler -dynamiclib) +list(APPEND CUDA_NVCC_FLAGS -Xcompiler -install_name) +list(APPEND CUDA_NVCC_FLAGS -gencode arch=compute_20,code=sm_20) +list(APPEND CUDA_NVCC_FLAGS -gencode arch=compute_30,code=sm_30) +list(APPEND CUDA_NVCC_FLAGS -gencode arch=compute_35,code=sm_35) +list(APPEND CUDA_NVCC_FLAGS -gencode arch=compute_37,code=sm_37) +list(APPEND CUDA_NVCC_FLAGS -gencode arch=compute_50,code=sm_50) +list(APPEND CUDA_NVCC_FLAGS -gencode arch=compute_50,code=compute_50) + +#set(CMAKE_CXX_FLAGS "-std=c++11 -O3") +#set(CMAKE_CXX_FLAGS "-ferror-limit=20") + +include_directories( + include + ${PYTHON_INCLUDE_DIRS} + ${NUMPY_INCLUDE_DIRS} + ${CUDA_INCLUDE_DIRS} + ${THRUST_INCLUDE_DIRS} +) + +cuda_compile(SEGMENTATION_O segmentationTree.cu) +cuda_add_library(segmentation ${SEGMENTATION_O}) +target_link_libraries(segmentation ${OPENCV_LIBSTDCXX_LIBRARIES}) + +#cuda_add_executable(segment_test ${SEGMENTATION_O}) +#target_link_libraries(segment_test ${OPENCV_LIBSTDCXX_LIBRARIES}) + +cuda_add_library(gpu_segmentation SHARED main.cpp conversion.cpp) +set_target_properties(gpu_segmentation PROPERTIES PREFIX "") +target_link_libraries(gpu_segmentation + segmentation + ${Boost_LIBRARIES} + ${OpenCV_LIBRARIES} + ${PYTHON_LIBRARIES} +) diff --git a/gpu/Makefile b/gpu/Makefile new file mode 100644 index 0000000..642a8f6 --- /dev/null +++ b/gpu/Makefile @@ -0,0 +1,212 @@ +################################################################################ +# +# Copyright 1993-2013 NVIDIA Corporation. All rights reserved. +# +# NOTICE TO USER: +# +# This source code is subject to NVIDIA ownership rights under U.S. and +# international Copyright laws. +# +# NVIDIA MAKES NO REPRESENTATION ABOUT THE SUITABILITY OF THIS SOURCE +# CODE FOR ANY PURPOSE. IT IS PROVIDED "AS IS" WITHOUT EXPRESS OR +# IMPLIED WARRANTY OF ANY KIND. NVIDIA DISCLAIMS ALL WARRANTIES WITH +# REGARD TO THIS SOURCE CODE, INCLUDING ALL IMPLIED WARRANTIES OF +# MERCHANTABILITY, NONINFRINGEMENT, AND FITNESS FOR A PARTICULAR PURPOSE. +# IN NO EVENT SHALL NVIDIA BE LIABLE FOR ANY SPECIAL, INDIRECT, INCIDENTAL, +# OR CONSEQUENTIAL DAMAGES, OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS +# OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE +# OR OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE +# OR PERFORMANCE OF THIS SOURCE CODE. +# +# U.S. Government End Users. This source code is a "commercial item" as +# that term is defined at 48 C.F.R. 2.101 (OCT 1995), consisting of +# "commercial computer software" and "commercial computer software +# documentation" as such terms are used in 48 C.F.R. 12.212 (SEPT 1995) +# and is provided to the U.S. Government only as a commercial end item. +# Consistent with 48 C.F.R.12.212 and 48 C.F.R. 227.7202-1 through +# 227.7202-4 (JUNE 1995), all U.S. Government End Users acquire the +# source code with only those rights set forth herein. +# +################################################################################ +# +# Makefile project only supported on Mac OS X and Linux Platforms) +# +################################################################################ + +# Location of the CUDA Toolkit +CUDA_PATH ?= /Developer/NVIDIA/CUDA-6.5 + +OSUPPER = $(shell uname -s 2>/dev/null | tr "[:lower:]" "[:upper:]") +OSLOWER = $(shell uname -s 2>/dev/null | tr "[:upper:]" "[:lower:]") + +OS_SIZE = $(shell uname -m | sed -e "s/x86_64/64/" -e "s/armv7l/32/" -e "s/aarch64/64/") +OS_ARCH = $(shell uname -m) +ARCH_FLAGS = + +DARWIN = $(strip $(findstring DARWIN, $(OSUPPER))) +ifneq ($(DARWIN),) + XCODE_GE_5 = $(shell expr `xcodebuild -version | grep -i xcode | awk '{print $$2}' | cut -d'.' -f1` \>= 5) +endif + +# Take command line flags that override any of these settings +ifeq ($(x86_64),1) + OS_SIZE = 64 + OS_ARCH = x86_64 +endif +ifeq ($(ARMv7),1) + OS_SIZE = 32 + OS_ARCH = armv7l + ARCH_FLAGS = -target-cpu-arch ARM +endif +ifeq ($(aarch64),1) + OS_SIZE = 64 + OS_ARCH = aarch64 + ARCH_FLAGS = -target-cpu-arch ARM +endif + +# Common binaries +ifneq ($(DARWIN),) +ifeq ($(XCODE_GE_5),1) + GCC ?= clang +else + GCC ?= g++ +endif +else +ifeq ($(ARMv7),1) + GCC ?= arm-linux-gnueabihf-g++ +else + GCC ?= g++ +endif +endif +NVCC := $(CUDA_PATH)/bin/nvcc -ccbin $(GCC) + +# internal flags +NVCCFLAGS := -m${OS_SIZE} ${ARCH_FLAGS} +CCFLAGS := +LDFLAGS := + +# Extra user flags +EXTRA_NVCCFLAGS ?= +EXTRA_LDFLAGS ?= +EXTRA_CCFLAGS ?= + +# OS-specific build flags +ifneq ($(DARWIN),) + LDFLAGS += -rpath $(CUDA_PATH)/lib + CCFLAGS += -arch $(OS_ARCH) +else + ifeq ($(OS_ARCH),armv7l) + ifeq ($(abi),androideabi) + NVCCFLAGS += -target-os-variant Android + else + ifeq ($(abi),gnueabi) + CCFLAGS += -mfloat-abi=softfp + else + # default to gnueabihf + override abi := gnueabihf + LDFLAGS += --dynamic-linker=/lib/ld-linux-armhf.so.3 + CCFLAGS += -mfloat-abi=hard + endif + endif + endif +endif + +ifeq ($(ARMv7),1) +ifneq ($(TARGET_FS),) +GCCVERSIONLTEQ46 := $(shell expr `$(GCC) -dumpversion` \<= 4.6) +ifeq ($(GCCVERSIONLTEQ46),1) +CCFLAGS += --sysroot=$(TARGET_FS) +endif +LDFLAGS += --sysroot=$(TARGET_FS) +LDFLAGS += -rpath-link=$(TARGET_FS)/lib +LDFLAGS += -rpath-link=$(TARGET_FS)/usr/lib +LDFLAGS += -rpath-link=$(TARGET_FS)/usr/lib/arm-linux-$(abi) +endif +endif + +# Debug build flags +ifeq ($(dbg),1) + NVCCFLAGS += -g -G + TARGET := debug +else + TARGET := release +endif + +ALL_CCFLAGS := +ALL_CCFLAGS += $(NVCCFLAGS) +ALL_CCFLAGS += $(EXTRA_NVCCFLAGS) +ALL_CCFLAGS += $(addprefix -Xcompiler ,$(CCFLAGS)) +ALL_CCFLAGS += $(addprefix -Xcompiler ,$(EXTRA_CCFLAGS)) +ALL_CCFLAGS += + +ALL_LDFLAGS := +ALL_LDFLAGS += $(ALL_CCFLAGS) +ALL_LDFLAGS += $(addprefix -Xlinker ,$(LDFLAGS)) +ALL_LDFLAGS += $(addprefix -Xlinker ,$(EXTRA_LDFLAGS)) +ALL_LDFLAGS += `pkg-config --libs opencv-libstdcxx` + +# Common includes and paths for CUDA +INCLUDES := -I../../common/inc +LIBRARIES := + +################################################################################ + +SAMPLE_ENABLED := 1 + +# Gencode arguments +ifeq ($(OS_ARCH),armv7l) +SMS ?= 20 30 32 35 37 50 +else +SMS ?= 13 20 30 35 37 50 +endif + +ifeq ($(SMS),) +$(info >>> WARNING - no SM architectures have been specified - waiving sample <<<) +SAMPLE_ENABLED := 0 +endif + +ifeq ($(GENCODE_FLAGS),) +# Generate SASS code for each SM architecture listed in $(SMS) +$(foreach sm,$(SMS),$(eval GENCODE_FLAGS += -gencode arch=compute_$(sm),code=sm_$(sm))) + +# Generate PTX code from the highest SM architecture in $(SMS) to guarantee forward-compatibility +HIGHEST_SM := $(lastword $(sort $(SMS))) +ifneq ($(HIGHEST_SM),) +GENCODE_FLAGS += -gencode arch=compute_$(HIGHEST_SM),code=compute_$(HIGHEST_SM) +endif +endif + +ifeq ($(SAMPLE_ENABLED),0) +EXEC ?= @echo "[@]" +endif + +################################################################################ + +# Target rules +all: build + +build: segmentationTreeThrust + +check.deps: +ifeq ($(SAMPLE_ENABLED),0) + @echo "Sample will be waived due to the above missing dependencies" +else + @echo "Sample is ready - all dependencies have been met" +endif + +segmentationTree.o:segmentationTree.cu + $(EXEC) $(NVCC) $(INCLUDES) $(ALL_CCFLAGS) $(GENCODE_FLAGS) -o $@ -c $< + +segmentationTreeThrust: segmentationTree.o + $(EXEC) $(NVCC) $(ALL_LDFLAGS) $(GENCODE_FLAGS) -o $@ $+ $(LIBRARIES) + $(EXEC) mkdir -p ../../bin/$(OS_ARCH)/$(OSLOWER)/$(TARGET)$(if $(abi),/$(abi)) + $(EXEC) cp $@ ../../bin/$(OS_ARCH)/$(OSLOWER)/$(TARGET)$(if $(abi),/$(abi)) + +run: build + $(EXEC) ./segmentationTreeThrust + +clean: + rm -f segmentationTreeThrust segmentationTree.o + rm -rf ../../bin/$(OS_ARCH)/$(OSLOWER)/$(TARGET)$(if $(abi),/$(abi))/segmentationTreeThrust + +clobber: clean diff --git a/gpu/Makefile-e b/gpu/Makefile-e new file mode 100644 index 0000000..e978944 --- /dev/null +++ b/gpu/Makefile-e @@ -0,0 +1,210 @@ +################################################################################ +# +# Copyright 1993-2013 NVIDIA Corporation. All rights reserved. +# +# NOTICE TO USER: +# +# This source code is subject to NVIDIA ownership rights under U.S. and +# international Copyright laws. +# +# NVIDIA MAKES NO REPRESENTATION ABOUT THE SUITABILITY OF THIS SOURCE +# CODE FOR ANY PURPOSE. IT IS PROVIDED "AS IS" WITHOUT EXPRESS OR +# IMPLIED WARRANTY OF ANY KIND. NVIDIA DISCLAIMS ALL WARRANTIES WITH +# REGARD TO THIS SOURCE CODE, INCLUDING ALL IMPLIED WARRANTIES OF +# MERCHANTABILITY, NONINFRINGEMENT, AND FITNESS FOR A PARTICULAR PURPOSE. +# IN NO EVENT SHALL NVIDIA BE LIABLE FOR ANY SPECIAL, INDIRECT, INCIDENTAL, +# OR CONSEQUENTIAL DAMAGES, OR ANY DAMAGES WHATSOEVER RESULTING FROM LOSS +# OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE +# OR OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE +# OR PERFORMANCE OF THIS SOURCE CODE. +# +# U.S. Government End Users. This source code is a "commercial item" as +# that term is defined at 48 C.F.R. 2.101 (OCT 1995), consisting of +# "commercial computer software" and "commercial computer software +# documentation" as such terms are used in 48 C.F.R. 12.212 (SEPT 1995) +# and is provided to the U.S. Government only as a commercial end item. +# Consistent with 48 C.F.R.12.212 and 48 C.F.R. 227.7202-1 through +# 227.7202-4 (JUNE 1995), all U.S. Government End Users acquire the +# source code with only those rights set forth herein. +# +################################################################################ +# +# Makefile project only supported on Mac OS X and Linux Platforms) +# +################################################################################ + +# Location of the CUDA Toolkit +CUDA_PATH ?= /usr/local/cuda + +OSUPPER = $(shell uname -s 2>/dev/null | tr "[:lower:]" "[:upper:]") +OSLOWER = $(shell uname -s 2>/dev/null | tr "[:upper:]" "[:lower:]") + +OS_SIZE = $(shell uname -m | sed -e "s/x86_64/64/" -e "s/armv7l/32/" -e "s/aarch64/64/") +OS_ARCH = $(shell uname -m) +ARCH_FLAGS = + +DARWIN = $(strip $(findstring DARWIN, $(OSUPPER))) +ifneq ($(DARWIN),) + XCODE_GE_5 = $(shell expr `xcodebuild -version | grep -i xcode | awk '{print $$2}' | cut -d'.' -f1` \>= 5) +endif + +# Take command line flags that override any of these settings +ifeq ($(x86_64),1) + OS_SIZE = 64 + OS_ARCH = x86_64 +endif +ifeq ($(ARMv7),1) + OS_SIZE = 32 + OS_ARCH = armv7l + ARCH_FLAGS = -target-cpu-arch ARM +endif +ifeq ($(aarch64),1) + OS_SIZE = 64 + OS_ARCH = aarch64 + ARCH_FLAGS = -target-cpu-arch ARM +endif + +# Common binaries +ifneq ($(DARWIN),) +ifeq ($(XCODE_GE_5),1) + GCC ?= clang +else + GCC ?= g++ +endif +else +ifeq ($(ARMv7),1) + GCC ?= arm-linux-gnueabihf-g++ +else + GCC ?= g++ +endif +endif +NVCC := $(CUDA_PATH)/bin/nvcc -ccbin $(GCC) + +# internal flags +NVCCFLAGS := -m${OS_SIZE} ${ARCH_FLAGS} +CCFLAGS := +LDFLAGS := + +# Extra user flags +EXTRA_NVCCFLAGS ?= +EXTRA_LDFLAGS ?= +EXTRA_CCFLAGS ?= + +# OS-specific build flags +ifneq ($(DARWIN),) + LDFLAGS += -rpath $(CUDA_PATH)/lib + CCFLAGS += -arch $(OS_ARCH) +else + ifeq ($(OS_ARCH),armv7l) + ifeq ($(abi),androideabi) + NVCCFLAGS += -target-os-variant Android + else + ifeq ($(abi),gnueabi) + CCFLAGS += -mfloat-abi=softfp + else + # default to gnueabihf + override abi := gnueabihf + LDFLAGS += --dynamic-linker=/lib/ld-linux-armhf.so.3 + CCFLAGS += -mfloat-abi=hard + endif + endif + endif +endif + +ifeq ($(ARMv7),1) +ifneq ($(TARGET_FS),) +GCCVERSIONLTEQ46 := $(shell expr `$(GCC) -dumpversion` \<= 4.6) +ifeq ($(GCCVERSIONLTEQ46),1) +CCFLAGS += --sysroot=$(TARGET_FS) +endif +LDFLAGS += --sysroot=$(TARGET_FS) +LDFLAGS += -rpath-link=$(TARGET_FS)/lib +LDFLAGS += -rpath-link=$(TARGET_FS)/usr/lib +LDFLAGS += -rpath-link=$(TARGET_FS)/usr/lib/arm-linux-$(abi) +endif +endif + +# Debug build flags +ifeq ($(dbg),1) + NVCCFLAGS += -g -G + TARGET := debug +else + TARGET := release +endif + +ALL_CCFLAGS := +ALL_CCFLAGS += $(NVCCFLAGS) +ALL_CCFLAGS += $(EXTRA_NVCCFLAGS) +ALL_CCFLAGS += $(addprefix -Xcompiler ,$(CCFLAGS)) +ALL_CCFLAGS += $(addprefix -Xcompiler ,$(EXTRA_CCFLAGS)) + +ALL_LDFLAGS := +ALL_LDFLAGS += $(ALL_CCFLAGS) +ALL_LDFLAGS += $(addprefix -Xlinker ,$(LDFLAGS)) +ALL_LDFLAGS += $(addprefix -Xlinker ,$(EXTRA_LDFLAGS)) + +# Common includes and paths for CUDA +INCLUDES := -I../../common/inc +LIBRARIES := + +################################################################################ + +SAMPLE_ENABLED := 1 + +# Gencode arguments +ifeq ($(OS_ARCH),armv7l) +SMS ?= 20 30 32 35 37 50 +else +SMS ?= 13 20 30 35 37 50 +endif + +ifeq ($(SMS),) +$(info >>> WARNING - no SM architectures have been specified - waiving sample <<<) +SAMPLE_ENABLED := 0 +endif + +ifeq ($(GENCODE_FLAGS),) +# Generate SASS code for each SM architecture listed in $(SMS) +$(foreach sm,$(SMS),$(eval GENCODE_FLAGS += -gencode arch=compute_$(sm),code=sm_$(sm))) + +# Generate PTX code from the highest SM architecture in $(SMS) to guarantee forward-compatibility +HIGHEST_SM := $(lastword $(sort $(SMS))) +ifneq ($(HIGHEST_SM),) +GENCODE_FLAGS += -gencode arch=compute_$(HIGHEST_SM),code=compute_$(HIGHEST_SM) +endif +endif + +ifeq ($(SAMPLE_ENABLED),0) +EXEC ?= @echo "[@]" +endif + +################################################################################ + +# Target rules +all: build + +build: segmentationTreeThrust + +check.deps: +ifeq ($(SAMPLE_ENABLED),0) + @echo "Sample will be waived due to the above missing dependencies" +else + @echo "Sample is ready - all dependencies have been met" +endif + +segmentationTree.o:segmentationTree.cu + $(EXEC) $(NVCC) $(INCLUDES) $(ALL_CCFLAGS) $(GENCODE_FLAGS) -o $@ -c $< + +segmentationTreeThrust: segmentationTree.o + $(EXEC) $(NVCC) $(ALL_LDFLAGS) $(GENCODE_FLAGS) -o $@ $+ $(LIBRARIES) + $(EXEC) mkdir -p ../../bin/$(OS_ARCH)/$(OSLOWER)/$(TARGET)$(if $(abi),/$(abi)) + $(EXEC) cp $@ ../../bin/$(OS_ARCH)/$(OSLOWER)/$(TARGET)$(if $(abi),/$(abi)) + +run: build + $(EXEC) ./segmentationTreeThrust + +clean: + rm -f segmentationTreeThrust segmentationTree.o + rm -rf ../../bin/$(OS_ARCH)/$(OSLOWER)/$(TARGET)$(if $(abi),/$(abi))/segmentationTreeThrust + +clobber: clean diff --git a/gpu/NsightEclipse.xml b/gpu/NsightEclipse.xml new file mode 100644 index 0000000..882478c --- /dev/null +++ b/gpu/NsightEclipse.xml @@ -0,0 +1,32 @@ + + + + CUDA Segmentation Tree Thrust Library + + + SM 1.3 + GPGPU,Sorting + 1:CUDA Advanced Topics,1:Data-Parallel Algorithms,1:Performance Strategies + + data\test.ppm + data\ref_00.ppm + data\ref_09.ppm + + + Data-Parallel Algorithms + Performance Strategies + ./ + ../ + ../../common/inc + whole + sm13 + sm20 + sm30 + sm32 + sm35 + sm37 + sm50 + exe + segmentationTree.cu + linux:x86_64, linux:i686, windows7, macosx:x86_64, macosx:i686, :arm, linux:aarch64 + diff --git a/gpu/cmake/FindNumPy.cmake b/gpu/cmake/FindNumPy.cmake new file mode 100644 index 0000000..eafed16 --- /dev/null +++ b/gpu/cmake/FindNumPy.cmake @@ -0,0 +1,102 @@ +# - Find the NumPy libraries +# This module finds if NumPy is installed, and sets the following variables +# indicating where it is. +# +# TODO: Update to provide the libraries and paths for linking npymath lib. +# +# NUMPY_FOUND - was NumPy found +# NUMPY_VERSION - the version of NumPy found as a string +# NUMPY_VERSION_MAJOR - the major version number of NumPy +# NUMPY_VERSION_MINOR - the minor version number of NumPy +# NUMPY_VERSION_PATCH - the patch version number of NumPy +# NUMPY_VERSION_DECIMAL - e.g. version 1.6.1 is 10601 +# NUMPY_INCLUDE_DIRS - path to the NumPy include files + +#============================================================================ +# Copyright 2012 Continuum Analytics, Inc. +# +# MIT License +# +# Permission is hereby granted, free of charge, to any person obtaining +# a copy of this software and associated documentation files +# (the "Software"), to deal in the Software without restriction, including +# without limitation the rights to use, copy, modify, merge, publish, +# distribute, sublicense, and/or sell copies of the Software, and to permit +# persons to whom the Software is furnished to do so, subject to +# the following conditions: +# +# The above copyright notice and this permission notice shall be included +# in all copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS +# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL +# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR +# OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, +# ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR +# OTHER DEALINGS IN THE SOFTWARE. +# +#============================================================================ + +# Finding NumPy involves calling the Python interpreter +if(NumPy_FIND_REQUIRED) + find_package(PythonInterp REQUIRED) +else() + find_package(PythonInterp) +endif() + +if(NOT PYTHONINTERP_FOUND) + set(NUMPY_FOUND FALSE) + return() +endif() + +execute_process(COMMAND "${PYTHON_EXECUTABLE}" "-c" + "import numpy as n; print(n.__version__); print(n.get_include());" + RESULT_VARIABLE _NUMPY_SEARCH_SUCCESS + OUTPUT_VARIABLE _NUMPY_VALUES_OUTPUT + ERROR_VARIABLE _NUMPY_ERROR_VALUE + OUTPUT_STRIP_TRAILING_WHITESPACE) + +if(NOT _NUMPY_SEARCH_SUCCESS MATCHES 0) + if(NumPy_FIND_REQUIRED) + message(FATAL_ERROR + "NumPy import failure:\n${_NUMPY_ERROR_VALUE}") + endif() + set(NUMPY_FOUND FALSE) + return() +endif() + +# Convert the process output into a list +string(REGEX REPLACE ";" "\\\\;" _NUMPY_VALUES ${_NUMPY_VALUES_OUTPUT}) +string(REGEX REPLACE "\n" ";" _NUMPY_VALUES ${_NUMPY_VALUES}) +# Just in case there is unexpected output from the Python command. +list(GET _NUMPY_VALUES -2 NUMPY_VERSION) +list(GET _NUMPY_VALUES -1 NUMPY_INCLUDE_DIRS) + +string(REGEX MATCH "^[0-9]+\\.[0-9]+\\.[0-9]+" _VER_CHECK "${NUMPY_VERSION}") +if("${_VER_CHECK}" STREQUAL "") + # The output from Python was unexpected. Raise an error always + # here, because we found NumPy, but it appears to be corrupted somehow. + message(FATAL_ERROR + "Requested version and include path from NumPy, got instead:\n${_NUMPY_VALUES_OUTPUT}\n") + return() +endif() + +# Make sure all directory separators are '/' +string(REGEX REPLACE "\\\\" "/" NUMPY_INCLUDE_DIRS ${NUMPY_INCLUDE_DIRS}) + +# Get the major and minor version numbers +string(REGEX REPLACE "\\." ";" _NUMPY_VERSION_LIST ${NUMPY_VERSION}) +list(GET _NUMPY_VERSION_LIST 0 NUMPY_VERSION_MAJOR) +list(GET _NUMPY_VERSION_LIST 1 NUMPY_VERSION_MINOR) +list(GET _NUMPY_VERSION_LIST 2 NUMPY_VERSION_PATCH) +string(REGEX MATCH "[0-9]*" NUMPY_VERSION_PATCH ${NUMPY_VERSION_PATCH}) +math(EXPR NUMPY_VERSION_DECIMAL + "(${NUMPY_VERSION_MAJOR} * 10000) + (${NUMPY_VERSION_MINOR} * 100) + ${NUMPY_VERSION_PATCH}") + +find_package_message(NUMPY + "Found NumPy: version \"${NUMPY_VERSION}\" ${NUMPY_INCLUDE_DIRS}" + "${NUMPY_INCLUDE_DIRS}${NUMPY_VERSION}") + +set(NUMPY_FOUND TRUE) + diff --git a/gpu/cmake/FindOpenCVlibstdcxx.cmake b/gpu/cmake/FindOpenCVlibstdcxx.cmake new file mode 100644 index 0000000..3344157 --- /dev/null +++ b/gpu/cmake/FindOpenCVlibstdcxx.cmake @@ -0,0 +1,25 @@ +# - Try to find OpenCVlibstdcxx +# Once done this will define +# OPENCV_LIBSTDCXX_FOUND - System has OpenCVlibstdcxx +# OPENCV_LIBSTDCXX_INCLUDE_DIRS - The OpenCVlibstdcxx include directories +# OPENCV_LIBSTDCXX_LIBRARIES - The libraries needed to use OpenCVlibstdcxx +# OPENCV_LIBSTDCXX_DEFINITIONS - Compiler switches required for using OpenCVlibstdcxx + +find_package(PkgConfig) +pkg_check_modules(PC_OPENCV_LIBSTDCXX QUIET opencv-libstdcxx) +set(OPENCV_LIBSTDCXX_DEFINITIONS ${PC_OPENCV_LIBSTDCXX_CFLAGS_OTHER}) + +find_path(OPENCV_LIBSTDCXX_INCLUDE_DIR opencv2/opencv.hpp + HINTS ${PC_OPENCV_LIBSTDCXX_INCLUDEDIR} ${PC_OPENCV_LIBSTDCXX_INCLUDE_DIRS}) + +set(OPENCV_LIBSTDCXX_LIBRARIES ${PC_OPENCV_LIBSTDCXX_LDFLAGS}) +set(OPENCV_LIBSTDCXX_LIBRARY ${PC_OPENCV_LIBSTDCXX_LDFLAGS}) +set(OPENCV_LIBSTDCXX_INCLUDE_DIRS ${OPENCV_LIBSTDCXX_INCLUDE_DIR} ) + +include(FindPackageHandleStandardArgs) +# handle the QUIETLY and REQUIRED arguments and set OPENCV_LIBSTDCXX_FOUND to TRUE +# if all listed variables are TRUE +find_package_handle_standard_args(OpenCVlibstdcxx DEFAULT_MSG + OPENCV_LIBSTDCXX_LIBRARY OPENCV_LIBSTDCXX_INCLUDE_DIR) + +mark_as_advanced(OPENCV_LIBSTDCXX_INCLUDE_DIR OPENCV_LIBSTDCXX_LIBRARY ) diff --git a/gpu/cmake/FindThrust.cmake b/gpu/cmake/FindThrust.cmake new file mode 100644 index 0000000..41bbc38 --- /dev/null +++ b/gpu/cmake/FindThrust.cmake @@ -0,0 +1,69 @@ +##============================================================================= +## +## Copyright (c) Kitware, Inc. +## All rights reserved. +## See LICENSE.txt for details. +## +## This software is distributed WITHOUT ANY WARRANTY; without even +## the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR +## PURPOSE. See the above copyright notice for more information. +## +## Copyright 2012 Sandia Corporation. +## Under the terms of Contract DE-AC04-94AL85000 with Sandia Corporation, +## the U.S. Government retains certain rights in this software. +## +##============================================================================= + +# +# FindThrust +# +# This module finds the Thrust header files and extrats their version. It +# sets the following variables. +# +# THRUST_INCLUDE_DIR - Include directory for thrust header files. (All header +# files will actually be in the thrust subdirectory.) +# THRUST_VERSION - Version of thrust in the form "major.minor.patch". +# + +find_path( THRUST_INCLUDE_DIR + HINTS + /usr/include/cuda + /usr/local/include + /usr/local/cuda/include + ${CUDA_INCLUDE_DIRS} + NAMES thrust/version.h + DOC "Thrust headers" + ) +if( THRUST_INCLUDE_DIR ) + list( REMOVE_DUPLICATES THRUST_INCLUDE_DIR ) +endif( THRUST_INCLUDE_DIR ) + +# Find thrust version +file( STRINGS ${THRUST_INCLUDE_DIR}/thrust/version.h + version + REGEX "#define THRUST_VERSION[ \t]+([0-9x]+)" + ) +string( REGEX REPLACE + "#define THRUST_VERSION[ \t]+" + "" + version + "${version}" + ) + +string( REGEX MATCH "^[0-9]" major ${version} ) +string( REGEX REPLACE "^${major}00" "" version "${version}" ) +string( REGEX MATCH "^[0-9]" minor ${version} ) +string( REGEX REPLACE "^${minor}0" "" version "${version}" ) +set( THRUST_VERSION "${major}.${minor}.${version}") +set( THRUST_MAJOR_VERSION "${major}") +set( THRUST_MINOR_VERSION "${minor}") + +# Check for required components +include( FindPackageHandleStandardArgs ) +find_package_handle_standard_args( Thrust + REQUIRED_VARS THRUST_INCLUDE_DIR + VERSION_VAR THRUST_VERSION + ) + +set(THRUST_INCLUDE_DIRS ${THRUST_INCLUDE_DIR}) +mark_as_advanced(THRUST_INCLUDE_DIR) diff --git a/gpu/common.cuh b/gpu/common.cuh new file mode 100644 index 0000000..19b0dca --- /dev/null +++ b/gpu/common.cuh @@ -0,0 +1,8 @@ +#ifndef _COMMON_CUH_ +#define _COMMON_CUH_ + +typedef unsigned char uchar; +typedef unsigned int uint; +typedef unsigned long long int ullint; + +#endif // #ifndef _COMMON_CUH_ \ No newline at end of file diff --git a/gpu/conversion.cpp b/gpu/conversion.cpp new file mode 100644 index 0000000..1a76804 --- /dev/null +++ b/gpu/conversion.cpp @@ -0,0 +1,233 @@ +# include "conversion.h" +/* + * The following conversion functions are taken/adapted from OpenCV's cv2.cpp file + * inside modules/python/src2 folder. + */ + +static void init() +{ + import_array(); +} + +static int failmsg(const char *fmt, ...) +{ + char str[1000]; + + va_list ap; + va_start(ap, fmt); + vsnprintf(str, sizeof(str), fmt, ap); + va_end(ap); + + PyErr_SetString(PyExc_TypeError, str); + return 0; +} + +class PyAllowThreads +{ +public: + PyAllowThreads() : _state(PyEval_SaveThread()) {} + ~PyAllowThreads() + { + PyEval_RestoreThread(_state); + } +private: + PyThreadState* _state; +}; + +class PyEnsureGIL +{ +public: + PyEnsureGIL() : _state(PyGILState_Ensure()) {} + ~PyEnsureGIL() + { + PyGILState_Release(_state); + } +private: + PyGILState_STATE _state; +}; + +using namespace cv; + +static PyObject* failmsgp(const char *fmt, ...) +{ + char str[1000]; + + va_list ap; + va_start(ap, fmt); + vsnprintf(str, sizeof(str), fmt, ap); + va_end(ap); + + PyErr_SetString(PyExc_TypeError, str); + return 0; +} + +class NumpyAllocator : public MatAllocator +{ +public: + NumpyAllocator() {} + ~NumpyAllocator() {} + + void allocate(int dims, const int* sizes, int type, int*& refcount, + uchar*& datastart, uchar*& data, size_t* step) + { + PyEnsureGIL gil; + + int depth = CV_MAT_DEPTH(type); + int cn = CV_MAT_CN(type); + const int f = (int)(sizeof(size_t)/8); + int typenum = depth == CV_8U ? NPY_UBYTE : depth == CV_8S ? NPY_BYTE : + depth == CV_16U ? NPY_USHORT : depth == CV_16S ? NPY_SHORT : + depth == CV_32S ? NPY_INT : depth == CV_32F ? NPY_FLOAT : + depth == CV_64F ? NPY_DOUBLE : f*NPY_ULONGLONG + (f^1)*NPY_UINT; + int i; + npy_intp _sizes[CV_MAX_DIM+1]; + for( i = 0; i < dims; i++ ) + { + _sizes[i] = sizes[i]; + } + + if( cn > 1 ) + { + _sizes[dims++] = cn; + } + + PyObject* o = PyArray_SimpleNew(dims, _sizes, typenum); + + if(!o) + { + //CV_Error_(CV_StsError, ("The numpy array of typenum=%d, ndims=%d can not be created", typenum, dims)); + std::cerr << "The numpy array cannot be created..." << std::endl; + return; + } + refcount = refcountFromPyObject(o); + + npy_intp* _strides = PyArray_STRIDES(o); + for( i = 0; i < dims - (cn > 1); i++ ) + step[i] = (size_t)_strides[i]; + datastart = data = (uchar*)PyArray_DATA(o); + } + + void deallocate(int* refcount, uchar*, uchar*) + { + PyEnsureGIL gil; + if( !refcount ) + return; + PyObject* o = pyObjectFromRefcount(refcount); + Py_INCREF(o); + Py_DECREF(o); + } +}; + +NumpyAllocator g_numpyAllocator; + +NDArrayConverter::NDArrayConverter() { init(); } + +void NDArrayConverter::init() +{ + import_array(); +} + +cv::Mat NDArrayConverter::toMat(const PyObject *o) +{ + cv::Mat m; + + if(!o || o == Py_None) + { + if( !m.data ) + m.allocator = &g_numpyAllocator; + } + + if( !PyArray_Check(o) ) + { + failmsg("toMat: Object is not a numpy array"); + } + + int typenum = PyArray_TYPE(o); + int type = typenum == NPY_UBYTE ? CV_8U : typenum == NPY_BYTE ? CV_8S : + typenum == NPY_USHORT ? CV_16U : typenum == NPY_SHORT ? CV_16S : + typenum == NPY_INT || typenum == NPY_LONG ? CV_32S : + typenum == NPY_FLOAT ? CV_32F : + typenum == NPY_DOUBLE ? CV_64F : -1; + + if( type < 0 ) + { + failmsg("toMat: Data type = %d is not supported", typenum); + } + + int ndims = PyArray_NDIM(o); + + if(ndims >= CV_MAX_DIM) + { + failmsg("toMat: Dimensionality (=%d) is too high", ndims); + } + + int size[CV_MAX_DIM+1]; + size_t step[CV_MAX_DIM+1], elemsize = CV_ELEM_SIZE1(type); + const npy_intp* _sizes = PyArray_DIMS(o); + const npy_intp* _strides = PyArray_STRIDES(o); + bool transposed = false; + + for(int i = 0; i < ndims; i++) + { + size[i] = (int)_sizes[i]; + step[i] = (size_t)_strides[i]; + } + + if( ndims == 0 || step[ndims-1] > elemsize ) { + size[ndims] = 1; + step[ndims] = elemsize; + ndims++; + } + + if( ndims >= 2 && step[0] < step[1] ) + { + std::swap(size[0], size[1]); + std::swap(step[0], step[1]); + transposed = true; + } + + if( ndims == 3 && size[2] <= CV_CN_MAX && step[1] == elemsize*size[2] ) + { + ndims--; + type |= CV_MAKETYPE(0, size[2]); + } + + if( ndims > 2) + { + failmsg("toMat: Object has more than 2 dimensions"); + } + + m = Mat(ndims, size, type, PyArray_DATA(o), step); + + if( m.data ) + { + m.refcount = refcountFromPyObject(o); + m.addref(); // protect the original numpy array from deallocation + // (since Mat destructor will decrement the reference counter) + }; + m.allocator = &g_numpyAllocator; + + if( transposed ) + { + Mat tmp; + tmp.allocator = &g_numpyAllocator; + transpose(m, tmp); + m = tmp; + } + return m; +} + +PyObject* NDArrayConverter::toNDArray(const cv::Mat& m) +{ + if( !m.data ) + Py_RETURN_NONE; + Mat temp, *p = (Mat*)&m; + if(!p->refcount || p->allocator != &g_numpyAllocator) + { + temp.allocator = &g_numpyAllocator; + m.copyTo(temp); + p = &temp; + } + p->addref(); + return pyObjectFromRefcount(p->refcount); +} diff --git a/gpu/conversion.h b/gpu/conversion.h new file mode 100644 index 0000000..e4bc9d7 --- /dev/null +++ b/gpu/conversion.h @@ -0,0 +1,61 @@ +# ifndef __COVERSION_OPENCV_H__ +# define __COVERSION_OPENCV_H__ + +#include +#include +#include +#include +#include "numpy/ndarrayobject.h" +#include + +static PyObject* opencv_error = 0; + +static int failmsg(const char *fmt, ...); + +class PyAllowThreads; + +class PyEnsureGIL; + +#define ERRWRAP2(expr) \ +try \ +{ \ + PyAllowThreads allowThreads; \ + expr; \ +} \ +catch (const cv::Exception &e) \ +{ \ + PyErr_SetString(opencv_error, e.what()); \ + return 0; \ +} + +static PyObject* failmsgp(const char *fmt, ...); + +static size_t REFCOUNT_OFFSET = (size_t)&(((PyObject*)0)->ob_refcnt) + + (0x12345678 != *(const size_t*)"\x78\x56\x34\x12\0\0\0\0\0")*sizeof(int); + +static inline PyObject* pyObjectFromRefcount(const int* refcount) +{ + return (PyObject*)((size_t)refcount - REFCOUNT_OFFSET); +} + +static inline int* refcountFromPyObject(const PyObject* obj) +{ + return (int*)((size_t)obj + REFCOUNT_OFFSET); +} + + +class NumpyAllocator; + +enum { ARG_NONE = 0, ARG_MAT = 1, ARG_SCALAR = 2 }; + +class NDArrayConverter +{ +private: + void init(); +public: + NDArrayConverter(); + cv::Mat toMat(const PyObject* o); + PyObject* toNDArray(const cv::Mat& mat); +}; + +# endif diff --git a/gpu/data/airport.pbm b/gpu/data/airport.pbm new file mode 100644 index 0000000..6ef2c04 --- /dev/null +++ b/gpu/data/airport.pbm @@ -0,0 +1,306 @@ +P6 +500 +281 +255 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All rights reserved. +* +* Please refer to the NVIDIA end user license agreement (EULA) associated +* with this source code for terms and conditions that govern your use of +* this software. Any use, reproduction, disclosure, or distribution of +* this software and related documentation outside the terms of the EULA +* is strictly prohibited. +* +*/ + +/* CUda UTility Library */ +#ifndef _EXCEPTION_H_ +#define _EXCEPTION_H_ + +// includes, system +#include +#include +#include +#include + +//! Exception wrapper. +//! @param Std_Exception Exception out of namespace std for easy typing. +template +class Exception : public Std_Exception +{ + public: + + //! @brief Static construction interface + //! @return Alwayss throws ( Located_Exception) + //! @param file file in which the Exception occurs + //! @param line line in which the Exception occurs + //! @param detailed details on the code fragment causing the Exception + static void throw_it(const char *file, + const int line, + const char *detailed = "-"); + + //! Static construction interface + //! @return Alwayss throws ( Located_Exception) + //! @param file file in which the Exception occurs + //! @param line line in which the Exception occurs + //! @param detailed details on the code fragment causing the Exception + static void throw_it(const char *file, + const int line, + const std::string &detailed); + + //! Destructor + virtual ~Exception() throw(); + + private: + + //! Constructor, default (private) + Exception(); + + //! Constructor, standard + //! @param str string returned by what() + Exception(const std::string &str); + +}; + +//////////////////////////////////////////////////////////////////////////////// +//! Exception handler function for arbitrary exceptions +//! @param ex exception to handle +//////////////////////////////////////////////////////////////////////////////// +template +inline void +handleException(const Exception_Typ &ex) +{ + std::cerr << ex.what() << std::endl; + + exit(EXIT_FAILURE); +} + +//! Convenience macros + +//! Exception caused by dynamic program behavior, e.g. file does not exist +#define RUNTIME_EXCEPTION( msg) \ + Exception::throw_it( __FILE__, __LINE__, msg) + +//! Logic exception in program, e.g. an assert failed +#define LOGIC_EXCEPTION( msg) \ + Exception::throw_it( __FILE__, __LINE__, msg) + +//! Out of range exception +#define RANGE_EXCEPTION( msg) \ + Exception::throw_it( __FILE__, __LINE__, msg) + +//////////////////////////////////////////////////////////////////////////////// +//! Implementation + +// includes, system +#include + +//////////////////////////////////////////////////////////////////////////////// +//! Static construction interface. +//! @param Exception causing code fragment (file and line) and detailed infos. +//////////////////////////////////////////////////////////////////////////////// +/*static*/ template +void +Exception:: +throw_it(const char *file, const int line, const char *detailed) +{ + std::stringstream s; + + // Quiet heavy-weight but exceptions are not for + // performance / release versions + s << "Exception in file '" << file << "' in line " << line << "\n" + << "Detailed description: " << detailed << "\n"; + + throw Exception(s.str()); +} + +//////////////////////////////////////////////////////////////////////////////// +//! Static construction interface. +//! @param Exception causing code fragment (file and line) and detailed infos. +//////////////////////////////////////////////////////////////////////////////// +/*static*/ template +void +Exception:: +throw_it(const char *file, const int line, const std::string &msg) +{ + throw_it(file, line, msg.c_str()); +} + +//////////////////////////////////////////////////////////////////////////////// +//! Constructor, default (private). +//////////////////////////////////////////////////////////////////////////////// +template +Exception::Exception() : + Std_Exception("Unknown Exception.\n") +{ } + +//////////////////////////////////////////////////////////////////////////////// +//! Constructor, standard (private). +//! String returned by what(). +//////////////////////////////////////////////////////////////////////////////// +template +Exception::Exception(const std::string &s) : + Std_Exception(s) +{ } + +//////////////////////////////////////////////////////////////////////////////// +//! Destructor +//////////////////////////////////////////////////////////////////////////////// +template +Exception::~Exception() throw() { } + +// functions, exported + +#endif // #ifndef _EXCEPTION_H_ + diff --git a/gpu/helper_cuda.h b/gpu/helper_cuda.h new file mode 100644 index 0000000..bb2721a --- /dev/null +++ b/gpu/helper_cuda.h @@ -0,0 +1,1182 @@ +/** + * Copyright 1993-2013 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +//////////////////////////////////////////////////////////////////////////////// +// These are CUDA Helper functions for initialization and error checking + +#ifndef HELPER_CUDA_H +#define HELPER_CUDA_H + +#pragma once + +#include +#include +#include + +#include "helper_string.h" + +#ifndef EXIT_WAIVED +#define EXIT_WAIVED 2 +#endif + +// Note, it is required that your SDK sample to include the proper header files, please +// refer the CUDA examples for examples of the needed CUDA headers, which may change depending +// on which CUDA functions are used. + +// CUDA Runtime error messages +#ifdef __DRIVER_TYPES_H__ +static const char *_cudaGetErrorEnum(cudaError_t error) +{ + switch (error) + { + case cudaSuccess: + return "cudaSuccess"; + + case cudaErrorMissingConfiguration: + return "cudaErrorMissingConfiguration"; + + case cudaErrorMemoryAllocation: + return "cudaErrorMemoryAllocation"; + + case cudaErrorInitializationError: + return "cudaErrorInitializationError"; + + case cudaErrorLaunchFailure: + return "cudaErrorLaunchFailure"; + + case cudaErrorPriorLaunchFailure: + return "cudaErrorPriorLaunchFailure"; + + case cudaErrorLaunchTimeout: + return "cudaErrorLaunchTimeout"; + + case cudaErrorLaunchOutOfResources: + return "cudaErrorLaunchOutOfResources"; + + case cudaErrorInvalidDeviceFunction: + return "cudaErrorInvalidDeviceFunction"; + + case cudaErrorInvalidConfiguration: + return "cudaErrorInvalidConfiguration"; + + case cudaErrorInvalidDevice: + return "cudaErrorInvalidDevice"; + + case cudaErrorInvalidValue: + return "cudaErrorInvalidValue"; + + case cudaErrorInvalidPitchValue: + return "cudaErrorInvalidPitchValue"; + + case cudaErrorInvalidSymbol: + return "cudaErrorInvalidSymbol"; + + case cudaErrorMapBufferObjectFailed: + return "cudaErrorMapBufferObjectFailed"; + + case cudaErrorUnmapBufferObjectFailed: + return "cudaErrorUnmapBufferObjectFailed"; + + case cudaErrorInvalidHostPointer: + return "cudaErrorInvalidHostPointer"; + + case cudaErrorInvalidDevicePointer: + return "cudaErrorInvalidDevicePointer"; + + case cudaErrorInvalidTexture: + return "cudaErrorInvalidTexture"; + + case cudaErrorInvalidTextureBinding: + return "cudaErrorInvalidTextureBinding"; + + case cudaErrorInvalidChannelDescriptor: + return "cudaErrorInvalidChannelDescriptor"; + + case cudaErrorInvalidMemcpyDirection: + return "cudaErrorInvalidMemcpyDirection"; + + case cudaErrorAddressOfConstant: + return "cudaErrorAddressOfConstant"; + + case cudaErrorTextureFetchFailed: + return "cudaErrorTextureFetchFailed"; + + case cudaErrorTextureNotBound: + return "cudaErrorTextureNotBound"; + + case cudaErrorSynchronizationError: + return "cudaErrorSynchronizationError"; + + case cudaErrorInvalidFilterSetting: + return "cudaErrorInvalidFilterSetting"; + + case cudaErrorInvalidNormSetting: + return "cudaErrorInvalidNormSetting"; + + case cudaErrorMixedDeviceExecution: + return "cudaErrorMixedDeviceExecution"; + + case cudaErrorCudartUnloading: + return "cudaErrorCudartUnloading"; + + case cudaErrorUnknown: + return "cudaErrorUnknown"; + + case cudaErrorNotYetImplemented: + return "cudaErrorNotYetImplemented"; + + case cudaErrorMemoryValueTooLarge: + return "cudaErrorMemoryValueTooLarge"; + + case cudaErrorInvalidResourceHandle: + return "cudaErrorInvalidResourceHandle"; + + case cudaErrorNotReady: + return "cudaErrorNotReady"; + + case cudaErrorInsufficientDriver: + return "cudaErrorInsufficientDriver"; + + case cudaErrorSetOnActiveProcess: + return "cudaErrorSetOnActiveProcess"; + + case cudaErrorInvalidSurface: + return "cudaErrorInvalidSurface"; + + case cudaErrorNoDevice: + return "cudaErrorNoDevice"; + + case cudaErrorECCUncorrectable: + return "cudaErrorECCUncorrectable"; + + case cudaErrorSharedObjectSymbolNotFound: + return "cudaErrorSharedObjectSymbolNotFound"; + + case cudaErrorSharedObjectInitFailed: + return "cudaErrorSharedObjectInitFailed"; + + case cudaErrorUnsupportedLimit: + return "cudaErrorUnsupportedLimit"; + + case cudaErrorDuplicateVariableName: + return "cudaErrorDuplicateVariableName"; + + case cudaErrorDuplicateTextureName: + return "cudaErrorDuplicateTextureName"; + + case cudaErrorDuplicateSurfaceName: + return "cudaErrorDuplicateSurfaceName"; + + case cudaErrorDevicesUnavailable: + return "cudaErrorDevicesUnavailable"; + + case cudaErrorInvalidKernelImage: + return "cudaErrorInvalidKernelImage"; + + case cudaErrorNoKernelImageForDevice: + return "cudaErrorNoKernelImageForDevice"; + + case cudaErrorIncompatibleDriverContext: + return "cudaErrorIncompatibleDriverContext"; + + case cudaErrorPeerAccessAlreadyEnabled: + return "cudaErrorPeerAccessAlreadyEnabled"; + + case cudaErrorPeerAccessNotEnabled: + return "cudaErrorPeerAccessNotEnabled"; + + case cudaErrorDeviceAlreadyInUse: + return "cudaErrorDeviceAlreadyInUse"; + + case cudaErrorProfilerDisabled: + return "cudaErrorProfilerDisabled"; + + case cudaErrorProfilerNotInitialized: + return "cudaErrorProfilerNotInitialized"; + + case cudaErrorProfilerAlreadyStarted: + return "cudaErrorProfilerAlreadyStarted"; + + case cudaErrorProfilerAlreadyStopped: + return "cudaErrorProfilerAlreadyStopped"; + + /* Since CUDA 4.0*/ + case cudaErrorAssert: + return "cudaErrorAssert"; + + case cudaErrorTooManyPeers: + return "cudaErrorTooManyPeers"; + + case cudaErrorHostMemoryAlreadyRegistered: + return "cudaErrorHostMemoryAlreadyRegistered"; + + case cudaErrorHostMemoryNotRegistered: + return "cudaErrorHostMemoryNotRegistered"; + + /* Since CUDA 5.0 */ + case cudaErrorOperatingSystem: + return "cudaErrorOperatingSystem"; + + case cudaErrorPeerAccessUnsupported: + return "cudaErrorPeerAccessUnsupported"; + + case cudaErrorLaunchMaxDepthExceeded: + return "cudaErrorLaunchMaxDepthExceeded"; + + case cudaErrorLaunchFileScopedTex: + return "cudaErrorLaunchFileScopedTex"; + + case cudaErrorLaunchFileScopedSurf: + return "cudaErrorLaunchFileScopedSurf"; + + case cudaErrorSyncDepthExceeded: + return "cudaErrorSyncDepthExceeded"; + + case cudaErrorLaunchPendingCountExceeded: + return "cudaErrorLaunchPendingCountExceeded"; + + case cudaErrorNotPermitted: + return "cudaErrorNotPermitted"; + + case cudaErrorNotSupported: + return "cudaErrorNotSupported"; + + /* Since CUDA 6.0 */ + case cudaErrorHardwareStackError: + return "cudaErrorHardwareStackError"; + + case cudaErrorIllegalInstruction: + return "cudaErrorIllegalInstruction"; + + case cudaErrorMisalignedAddress: + return "cudaErrorMisalignedAddress"; + + case cudaErrorInvalidAddressSpace: + return "cudaErrorInvalidAddressSpace"; + + case cudaErrorInvalidPc: + return "cudaErrorInvalidPc"; + + case cudaErrorIllegalAddress: + return "cudaErrorIllegalAddress"; + + /* Since CUDA 6.5*/ + case cudaErrorInvalidPtx: + return "cudaErrorInvalidPtx"; + + case cudaErrorInvalidGraphicsContext: + return "cudaErrorInvalidGraphicsContext"; + + case cudaErrorStartupFailure: + return "cudaErrorStartupFailure"; + + case cudaErrorApiFailureBase: + return "cudaErrorApiFailureBase"; + } + + return ""; +} +#endif + +#ifdef __cuda_cuda_h__ +// CUDA Driver API errors +static const char *_cudaGetErrorEnum(CUresult error) +{ + switch (error) + { + case CUDA_SUCCESS: + return "CUDA_SUCCESS"; + + case CUDA_ERROR_INVALID_VALUE: + return "CUDA_ERROR_INVALID_VALUE"; + + case CUDA_ERROR_OUT_OF_MEMORY: + return "CUDA_ERROR_OUT_OF_MEMORY"; + + case CUDA_ERROR_NOT_INITIALIZED: + return "CUDA_ERROR_NOT_INITIALIZED"; + + case CUDA_ERROR_DEINITIALIZED: + return "CUDA_ERROR_DEINITIALIZED"; + + case CUDA_ERROR_PROFILER_DISABLED: + return "CUDA_ERROR_PROFILER_DISABLED"; + + case CUDA_ERROR_PROFILER_NOT_INITIALIZED: + return "CUDA_ERROR_PROFILER_NOT_INITIALIZED"; + + case CUDA_ERROR_PROFILER_ALREADY_STARTED: + return "CUDA_ERROR_PROFILER_ALREADY_STARTED"; + + case CUDA_ERROR_PROFILER_ALREADY_STOPPED: + return "CUDA_ERROR_PROFILER_ALREADY_STOPPED"; + + case CUDA_ERROR_NO_DEVICE: + return "CUDA_ERROR_NO_DEVICE"; + + case CUDA_ERROR_INVALID_DEVICE: + return "CUDA_ERROR_INVALID_DEVICE"; + + case CUDA_ERROR_INVALID_IMAGE: + return "CUDA_ERROR_INVALID_IMAGE"; + + case CUDA_ERROR_INVALID_CONTEXT: + return "CUDA_ERROR_INVALID_CONTEXT"; + + case CUDA_ERROR_CONTEXT_ALREADY_CURRENT: + return "CUDA_ERROR_CONTEXT_ALREADY_CURRENT"; + + case CUDA_ERROR_MAP_FAILED: + return "CUDA_ERROR_MAP_FAILED"; + + case CUDA_ERROR_UNMAP_FAILED: + return "CUDA_ERROR_UNMAP_FAILED"; + + case CUDA_ERROR_ARRAY_IS_MAPPED: + return "CUDA_ERROR_ARRAY_IS_MAPPED"; + + case CUDA_ERROR_ALREADY_MAPPED: + return "CUDA_ERROR_ALREADY_MAPPED"; + + case CUDA_ERROR_NO_BINARY_FOR_GPU: + return "CUDA_ERROR_NO_BINARY_FOR_GPU"; + + case CUDA_ERROR_ALREADY_ACQUIRED: + return "CUDA_ERROR_ALREADY_ACQUIRED"; + + case CUDA_ERROR_NOT_MAPPED: + return "CUDA_ERROR_NOT_MAPPED"; + + case CUDA_ERROR_NOT_MAPPED_AS_ARRAY: + return "CUDA_ERROR_NOT_MAPPED_AS_ARRAY"; + + case CUDA_ERROR_NOT_MAPPED_AS_POINTER: + return "CUDA_ERROR_NOT_MAPPED_AS_POINTER"; + + case CUDA_ERROR_ECC_UNCORRECTABLE: + return "CUDA_ERROR_ECC_UNCORRECTABLE"; + + case CUDA_ERROR_UNSUPPORTED_LIMIT: + return "CUDA_ERROR_UNSUPPORTED_LIMIT"; + + case CUDA_ERROR_CONTEXT_ALREADY_IN_USE: + return "CUDA_ERROR_CONTEXT_ALREADY_IN_USE"; + + case CUDA_ERROR_INVALID_SOURCE: + return "CUDA_ERROR_INVALID_SOURCE"; + + case CUDA_ERROR_FILE_NOT_FOUND: + return "CUDA_ERROR_FILE_NOT_FOUND"; + + case CUDA_ERROR_SHARED_OBJECT_SYMBOL_NOT_FOUND: + return "CUDA_ERROR_SHARED_OBJECT_SYMBOL_NOT_FOUND"; + + case CUDA_ERROR_SHARED_OBJECT_INIT_FAILED: + return "CUDA_ERROR_SHARED_OBJECT_INIT_FAILED"; + + case CUDA_ERROR_OPERATING_SYSTEM: + return "CUDA_ERROR_OPERATING_SYSTEM"; + + case CUDA_ERROR_INVALID_HANDLE: + return "CUDA_ERROR_INVALID_HANDLE"; + + case CUDA_ERROR_NOT_FOUND: + return "CUDA_ERROR_NOT_FOUND"; + + case CUDA_ERROR_NOT_READY: + return "CUDA_ERROR_NOT_READY"; + + case CUDA_ERROR_LAUNCH_FAILED: + return "CUDA_ERROR_LAUNCH_FAILED"; + + case CUDA_ERROR_LAUNCH_OUT_OF_RESOURCES: + return "CUDA_ERROR_LAUNCH_OUT_OF_RESOURCES"; + + case CUDA_ERROR_LAUNCH_TIMEOUT: + return "CUDA_ERROR_LAUNCH_TIMEOUT"; + + case CUDA_ERROR_LAUNCH_INCOMPATIBLE_TEXTURING: + return "CUDA_ERROR_LAUNCH_INCOMPATIBLE_TEXTURING"; + + case CUDA_ERROR_PEER_ACCESS_ALREADY_ENABLED: + return "CUDA_ERROR_PEER_ACCESS_ALREADY_ENABLED"; + + case CUDA_ERROR_PEER_ACCESS_NOT_ENABLED: + return "CUDA_ERROR_PEER_ACCESS_NOT_ENABLED"; + + case CUDA_ERROR_PRIMARY_CONTEXT_ACTIVE: + return "CUDA_ERROR_PRIMARY_CONTEXT_ACTIVE"; + + case CUDA_ERROR_CONTEXT_IS_DESTROYED: + return "CUDA_ERROR_CONTEXT_IS_DESTROYED"; + + case CUDA_ERROR_ASSERT: + return "CUDA_ERROR_ASSERT"; + + case CUDA_ERROR_TOO_MANY_PEERS: + return "CUDA_ERROR_TOO_MANY_PEERS"; + + case CUDA_ERROR_HOST_MEMORY_ALREADY_REGISTERED: + return "CUDA_ERROR_HOST_MEMORY_ALREADY_REGISTERED"; + + case CUDA_ERROR_HOST_MEMORY_NOT_REGISTERED: + return "CUDA_ERROR_HOST_MEMORY_NOT_REGISTERED"; + + case CUDA_ERROR_UNKNOWN: + return "CUDA_ERROR_UNKNOWN"; + } + + return ""; +} +#endif + +#ifdef CUBLAS_API_H_ +// cuBLAS API errors +static const char *_cudaGetErrorEnum(cublasStatus_t error) +{ + switch (error) + { + case CUBLAS_STATUS_SUCCESS: + return "CUBLAS_STATUS_SUCCESS"; + + case CUBLAS_STATUS_NOT_INITIALIZED: + return "CUBLAS_STATUS_NOT_INITIALIZED"; + + case CUBLAS_STATUS_ALLOC_FAILED: + return "CUBLAS_STATUS_ALLOC_FAILED"; + + case CUBLAS_STATUS_INVALID_VALUE: + return "CUBLAS_STATUS_INVALID_VALUE"; + + case CUBLAS_STATUS_ARCH_MISMATCH: + return "CUBLAS_STATUS_ARCH_MISMATCH"; + + case CUBLAS_STATUS_MAPPING_ERROR: + return "CUBLAS_STATUS_MAPPING_ERROR"; + + case CUBLAS_STATUS_EXECUTION_FAILED: + return "CUBLAS_STATUS_EXECUTION_FAILED"; + + case CUBLAS_STATUS_INTERNAL_ERROR: + return "CUBLAS_STATUS_INTERNAL_ERROR"; + } + + return ""; +} +#endif + +#ifdef _CUFFT_H_ +// cuFFT API errors +static const char *_cudaGetErrorEnum(cufftResult error) +{ + switch (error) + { + case CUFFT_SUCCESS: + return "CUFFT_SUCCESS"; + + case CUFFT_INVALID_PLAN: + return "CUFFT_INVALID_PLAN"; + + case CUFFT_ALLOC_FAILED: + return "CUFFT_ALLOC_FAILED"; + + case CUFFT_INVALID_TYPE: + return "CUFFT_INVALID_TYPE"; + + case CUFFT_INVALID_VALUE: + return "CUFFT_INVALID_VALUE"; + + case CUFFT_INTERNAL_ERROR: + return "CUFFT_INTERNAL_ERROR"; + + case CUFFT_EXEC_FAILED: + return "CUFFT_EXEC_FAILED"; + + case CUFFT_SETUP_FAILED: + return "CUFFT_SETUP_FAILED"; + + case CUFFT_INVALID_SIZE: + return "CUFFT_INVALID_SIZE"; + + case CUFFT_UNALIGNED_DATA: + return "CUFFT_UNALIGNED_DATA"; + + case CUFFT_INCOMPLETE_PARAMETER_LIST: + return "CUFFT_INCOMPLETE_PARAMETER_LIST"; + + case CUFFT_INVALID_DEVICE: + return "CUFFT_INVALID_DEVICE"; + + case CUFFT_PARSE_ERROR: + return "CUFFT_PARSE_ERROR"; + + case CUFFT_NO_WORKSPACE: + return "CUFFT_NO_WORKSPACE"; + + case CUFFT_NOT_IMPLEMENTED: + return "CUFFT_NOT_IMPLEMENTED"; + + case CUFFT_LICENSE_ERROR: + return "CUFFT_LICENSE_ERROR"; + } + + return ""; +} +#endif + + +#ifdef CUSPARSEAPI +// cuSPARSE API errors +static const char *_cudaGetErrorEnum(cusparseStatus_t error) +{ + switch (error) + { + case CUSPARSE_STATUS_SUCCESS: + return "CUSPARSE_STATUS_SUCCESS"; + + case CUSPARSE_STATUS_NOT_INITIALIZED: + return "CUSPARSE_STATUS_NOT_INITIALIZED"; + + case CUSPARSE_STATUS_ALLOC_FAILED: + return "CUSPARSE_STATUS_ALLOC_FAILED"; + + case CUSPARSE_STATUS_INVALID_VALUE: + return "CUSPARSE_STATUS_INVALID_VALUE"; + + case CUSPARSE_STATUS_ARCH_MISMATCH: + return "CUSPARSE_STATUS_ARCH_MISMATCH"; + + case CUSPARSE_STATUS_MAPPING_ERROR: + return "CUSPARSE_STATUS_MAPPING_ERROR"; + + case CUSPARSE_STATUS_EXECUTION_FAILED: + return "CUSPARSE_STATUS_EXECUTION_FAILED"; + + case CUSPARSE_STATUS_INTERNAL_ERROR: + return "CUSPARSE_STATUS_INTERNAL_ERROR"; + + case CUSPARSE_STATUS_MATRIX_TYPE_NOT_SUPPORTED: + return "CUSPARSE_STATUS_MATRIX_TYPE_NOT_SUPPORTED"; + } + + return ""; +} +#endif + +#ifdef CURAND_H_ +// cuRAND API errors +static const char *_cudaGetErrorEnum(curandStatus_t error) +{ + switch (error) + { + case CURAND_STATUS_SUCCESS: + return "CURAND_STATUS_SUCCESS"; + + case CURAND_STATUS_VERSION_MISMATCH: + return "CURAND_STATUS_VERSION_MISMATCH"; + + case CURAND_STATUS_NOT_INITIALIZED: + return "CURAND_STATUS_NOT_INITIALIZED"; + + case CURAND_STATUS_ALLOCATION_FAILED: + return "CURAND_STATUS_ALLOCATION_FAILED"; + + case CURAND_STATUS_TYPE_ERROR: + return "CURAND_STATUS_TYPE_ERROR"; + + case CURAND_STATUS_OUT_OF_RANGE: + return "CURAND_STATUS_OUT_OF_RANGE"; + + case CURAND_STATUS_LENGTH_NOT_MULTIPLE: + return "CURAND_STATUS_LENGTH_NOT_MULTIPLE"; + + case CURAND_STATUS_DOUBLE_PRECISION_REQUIRED: + return "CURAND_STATUS_DOUBLE_PRECISION_REQUIRED"; + + case CURAND_STATUS_LAUNCH_FAILURE: + return "CURAND_STATUS_LAUNCH_FAILURE"; + + case CURAND_STATUS_PREEXISTING_FAILURE: + return "CURAND_STATUS_PREEXISTING_FAILURE"; + + case CURAND_STATUS_INITIALIZATION_FAILED: + return "CURAND_STATUS_INITIALIZATION_FAILED"; + + case CURAND_STATUS_ARCH_MISMATCH: + return "CURAND_STATUS_ARCH_MISMATCH"; + + case CURAND_STATUS_INTERNAL_ERROR: + return "CURAND_STATUS_INTERNAL_ERROR"; + } + + return ""; +} +#endif + +#ifdef NV_NPPIDEFS_H +// NPP API errors +static const char *_cudaGetErrorEnum(NppStatus error) +{ + switch (error) + { + case NPP_NOT_SUPPORTED_MODE_ERROR: + return "NPP_NOT_SUPPORTED_MODE_ERROR"; + + case NPP_ROUND_MODE_NOT_SUPPORTED_ERROR: + return "NPP_ROUND_MODE_NOT_SUPPORTED_ERROR"; + + case NPP_RESIZE_NO_OPERATION_ERROR: + return "NPP_RESIZE_NO_OPERATION_ERROR"; + + case NPP_NOT_SUFFICIENT_COMPUTE_CAPABILITY: + return "NPP_NOT_SUFFICIENT_COMPUTE_CAPABILITY"; + +#if ((NPP_VERSION_MAJOR << 12) + (NPP_VERSION_MINOR << 4)) <= 0x5000 + + case NPP_BAD_ARG_ERROR: + return "NPP_BAD_ARGUMENT_ERROR"; + + case NPP_COEFF_ERROR: + return "NPP_COEFFICIENT_ERROR"; + + case NPP_RECT_ERROR: + return "NPP_RECTANGLE_ERROR"; + + case NPP_QUAD_ERROR: + return "NPP_QUADRANGLE_ERROR"; + + case NPP_MEM_ALLOC_ERR: + return "NPP_MEMORY_ALLOCATION_ERROR"; + + case NPP_HISTO_NUMBER_OF_LEVELS_ERROR: + return "NPP_HISTOGRAM_NUMBER_OF_LEVELS_ERROR"; + + case NPP_INVALID_INPUT: + return "NPP_INVALID_INPUT"; + + case NPP_POINTER_ERROR: + return "NPP_POINTER_ERROR"; + + case NPP_WARNING: + return "NPP_WARNING"; + + case NPP_ODD_ROI_WARNING: + return "NPP_ODD_ROI_WARNING"; +#else + + // These are for CUDA 5.5 or higher + case NPP_BAD_ARGUMENT_ERROR: + return "NPP_BAD_ARGUMENT_ERROR"; + + case NPP_COEFFICIENT_ERROR: + return "NPP_COEFFICIENT_ERROR"; + + case NPP_RECTANGLE_ERROR: + return "NPP_RECTANGLE_ERROR"; + + case NPP_QUADRANGLE_ERROR: + return "NPP_QUADRANGLE_ERROR"; + + case NPP_MEMORY_ALLOCATION_ERR: + return "NPP_MEMORY_ALLOCATION_ERROR"; + + case NPP_HISTOGRAM_NUMBER_OF_LEVELS_ERROR: + return "NPP_HISTOGRAM_NUMBER_OF_LEVELS_ERROR"; + + case NPP_INVALID_HOST_POINTER_ERROR: + return "NPP_INVALID_HOST_POINTER_ERROR"; + + case NPP_INVALID_DEVICE_POINTER_ERROR: + return "NPP_INVALID_DEVICE_POINTER_ERROR"; +#endif + + case NPP_LUT_NUMBER_OF_LEVELS_ERROR: + return "NPP_LUT_NUMBER_OF_LEVELS_ERROR"; + + case NPP_TEXTURE_BIND_ERROR: + return "NPP_TEXTURE_BIND_ERROR"; + + case NPP_WRONG_INTERSECTION_ROI_ERROR: + return "NPP_WRONG_INTERSECTION_ROI_ERROR"; + + case NPP_NOT_EVEN_STEP_ERROR: + return "NPP_NOT_EVEN_STEP_ERROR"; + + case NPP_INTERPOLATION_ERROR: + return "NPP_INTERPOLATION_ERROR"; + + case NPP_RESIZE_FACTOR_ERROR: + return "NPP_RESIZE_FACTOR_ERROR"; + + case NPP_HAAR_CLASSIFIER_PIXEL_MATCH_ERROR: + return "NPP_HAAR_CLASSIFIER_PIXEL_MATCH_ERROR"; + + +#if ((NPP_VERSION_MAJOR << 12) + (NPP_VERSION_MINOR << 4)) <= 0x5000 + + case NPP_MEMFREE_ERR: + return "NPP_MEMFREE_ERR"; + + case NPP_MEMSET_ERR: + return "NPP_MEMSET_ERR"; + + case NPP_MEMCPY_ERR: + return "NPP_MEMCPY_ERROR"; + + case NPP_MIRROR_FLIP_ERR: + return "NPP_MIRROR_FLIP_ERR"; +#else + + case NPP_MEMFREE_ERROR: + return "NPP_MEMFREE_ERROR"; + + case NPP_MEMSET_ERROR: + return "NPP_MEMSET_ERROR"; + + case NPP_MEMCPY_ERROR: + return "NPP_MEMCPY_ERROR"; + + case NPP_MIRROR_FLIP_ERROR: + return "NPP_MIRROR_FLIP_ERROR"; +#endif + + case NPP_ALIGNMENT_ERROR: + return "NPP_ALIGNMENT_ERROR"; + + case NPP_STEP_ERROR: + return "NPP_STEP_ERROR"; + + case NPP_SIZE_ERROR: + return "NPP_SIZE_ERROR"; + + case NPP_NULL_POINTER_ERROR: + return "NPP_NULL_POINTER_ERROR"; + + case NPP_CUDA_KERNEL_EXECUTION_ERROR: + return "NPP_CUDA_KERNEL_EXECUTION_ERROR"; + + case NPP_NOT_IMPLEMENTED_ERROR: + return "NPP_NOT_IMPLEMENTED_ERROR"; + + case NPP_ERROR: + return "NPP_ERROR"; + + case NPP_SUCCESS: + return "NPP_SUCCESS"; + + case NPP_WRONG_INTERSECTION_QUAD_WARNING: + return "NPP_WRONG_INTERSECTION_QUAD_WARNING"; + + case NPP_MISALIGNED_DST_ROI_WARNING: + return "NPP_MISALIGNED_DST_ROI_WARNING"; + + case NPP_AFFINE_QUAD_INCORRECT_WARNING: + return "NPP_AFFINE_QUAD_INCORRECT_WARNING"; + + case NPP_DOUBLE_SIZE_WARNING: + return "NPP_DOUBLE_SIZE_WARNING"; + + case NPP_WRONG_INTERSECTION_ROI_WARNING: + return "NPP_WRONG_INTERSECTION_ROI_WARNING"; + +#if ((NPP_VERSION_MAJOR << 12) + (NPP_VERSION_MINOR << 4)) >= 0x6000 + /* These are 6.0 or higher */ + case NPP_LUT_PALETTE_BITSIZE_ERROR: + return "NPP_LUT_PALETTE_BITSIZE_ERROR"; + + case NPP_ZC_MODE_NOT_SUPPORTED_ERROR: + return "NPP_ZC_MODE_NOT_SUPPORTED_ERROR"; + + case NPP_QUALITY_INDEX_ERROR: + return "NPP_QUALITY_INDEX_ERROR"; + + case NPP_CHANNEL_ORDER_ERROR: + return "NPP_CHANNEL_ORDER_ERROR"; + + case NPP_ZERO_MASK_VALUE_ERROR: + return "NPP_ZERO_MASK_VALUE_ERROR"; + + case NPP_NUMBER_OF_CHANNELS_ERROR: + return "NPP_NUMBER_OF_CHANNELS_ERROR"; + + case NPP_COI_ERROR: + return "NPP_COI_ERROR"; + + case NPP_DIVISOR_ERROR: + return "NPP_DIVISOR_ERROR"; + + case NPP_CHANNEL_ERROR: + return "NPP_CHANNEL_ERROR"; + + case NPP_STRIDE_ERROR: + return "NPP_STRIDE_ERROR"; + + case NPP_ANCHOR_ERROR: + return "NPP_ANCHOR_ERROR"; + + case NPP_MASK_SIZE_ERROR: + return "NPP_MASK_SIZE_ERROR"; + + case NPP_MOMENT_00_ZERO_ERROR: + return "NPP_MOMENT_00_ZERO_ERROR"; + + case NPP_THRESHOLD_NEGATIVE_LEVEL_ERROR: + return "NPP_THRESHOLD_NEGATIVE_LEVEL_ERROR"; + + case NPP_THRESHOLD_ERROR: + return "NPP_THRESHOLD_ERROR"; + + case NPP_CONTEXT_MATCH_ERROR: + return "NPP_CONTEXT_MATCH_ERROR"; + + case NPP_FFT_FLAG_ERROR: + return "NPP_FFT_FLAG_ERROR"; + + case NPP_FFT_ORDER_ERROR: + return "NPP_FFT_ORDER_ERROR"; + + case NPP_SCALE_RANGE_ERROR: + return "NPP_SCALE_RANGE_ERROR"; + + case NPP_DATA_TYPE_ERROR: + return "NPP_DATA_TYPE_ERROR"; + + case NPP_OUT_OFF_RANGE_ERROR: + return "NPP_OUT_OFF_RANGE_ERROR"; + + case NPP_DIVIDE_BY_ZERO_ERROR: + return "NPP_DIVIDE_BY_ZERO_ERROR"; + + case NPP_RANGE_ERROR: + return "NPP_RANGE_ERROR"; + + case NPP_NO_MEMORY_ERROR: + return "NPP_NO_MEMORY_ERROR"; + + case NPP_ERROR_RESERVED: + return "NPP_ERROR_RESERVED"; + + case NPP_NO_OPERATION_WARNING: + return "NPP_NO_OPERATION_WARNING"; + + case NPP_DIVIDE_BY_ZERO_WARNING: + return "NPP_DIVIDE_BY_ZERO_WARNING"; +#endif + + } + + return ""; +} +#endif + +#ifdef __DRIVER_TYPES_H__ +#ifndef DEVICE_RESET +#define DEVICE_RESET cudaDeviceReset(); +#endif +#else +#ifndef DEVICE_RESET +#define DEVICE_RESET +#endif +#endif + +template< typename T > +void check(T result, char const *const func, const char *const file, int const line) +{ + if (result) + { + fprintf(stderr, "CUDA error at %s:%d code=%d(%s) \"%s\" \n", + file, line, static_cast(result), _cudaGetErrorEnum(result), func); + DEVICE_RESET + // Make sure we call CUDA Device Reset before exiting + exit(EXIT_FAILURE); + } +} + +#ifdef __DRIVER_TYPES_H__ +// This will output the proper CUDA error strings in the event that a CUDA host call returns an error +#define checkCudaErrors(val) check ( (val), #val, __FILE__, __LINE__ ) + +// This will output the proper error string when calling cudaGetLastError +#define getLastCudaError(msg) __getLastCudaError (msg, __FILE__, __LINE__) + +inline void __getLastCudaError(const char *errorMessage, const char *file, const int line) +{ + cudaError_t err = cudaGetLastError(); + + if (cudaSuccess != err) + { + fprintf(stderr, "%s(%i) : getLastCudaError() CUDA error : %s : (%d) %s.\n", + file, line, errorMessage, (int)err, cudaGetErrorString(err)); + DEVICE_RESET + exit(EXIT_FAILURE); + } +} +#endif + +#ifndef MAX +#define MAX(a,b) (a > b ? a : b) +#endif + +// Beginning of GPU Architecture definitions +inline int _ConvertSMVer2Cores(int major, int minor) +{ + // Defines for GPU Architecture types (using the SM version to determine the # of cores per SM + typedef struct + { + int SM; // 0xMm (hexidecimal notation), M = SM Major version, and m = SM minor version + int Cores; + } sSMtoCores; + + sSMtoCores nGpuArchCoresPerSM[] = + { + { 0x10, 8 }, // Tesla Generation (SM 1.0) G80 class + { 0x11, 8 }, // Tesla Generation (SM 1.1) G8x class + { 0x12, 8 }, // Tesla Generation (SM 1.2) G9x class + { 0x13, 8 }, // Tesla Generation (SM 1.3) GT200 class + { 0x20, 32 }, // Fermi Generation (SM 2.0) GF100 class + { 0x21, 48 }, // Fermi Generation (SM 2.1) GF10x class + { 0x30, 192}, // Kepler Generation (SM 3.0) GK10x class + { 0x32, 192}, // Kepler Generation (SM 3.2) GK10x class + { 0x35, 192}, // Kepler Generation (SM 3.5) GK11x class + { 0x37, 192}, // Kepler Generation (SM 3.7) GK21x class + { 0x50, 128}, // Maxwell Generation (SM 5.0) GM10x class + { -1, -1 } + }; + + int index = 0; + + while (nGpuArchCoresPerSM[index].SM != -1) + { + if (nGpuArchCoresPerSM[index].SM == ((major << 4) + minor)) + { + return nGpuArchCoresPerSM[index].Cores; + } + + index++; + } + + // If we don't find the values, we default use the previous one to run properly + printf("MapSMtoCores for SM %d.%d is undefined. Default to use %d Cores/SM\n", major, minor, nGpuArchCoresPerSM[index-1].Cores); + return nGpuArchCoresPerSM[index-1].Cores; +} +// end of GPU Architecture definitions + +#ifdef __CUDA_RUNTIME_H__ +// General GPU Device CUDA Initialization +inline int gpuDeviceInit(int devID) +{ + int device_count; + checkCudaErrors(cudaGetDeviceCount(&device_count)); + + if (device_count == 0) + { + fprintf(stderr, "gpuDeviceInit() CUDA error: no devices supporting CUDA.\n"); + exit(EXIT_FAILURE); + } + + if (devID < 0) + { + devID = 0; + } + + if (devID > device_count-1) + { + fprintf(stderr, "\n"); + fprintf(stderr, ">> %d CUDA capable GPU device(s) detected. <<\n", device_count); + fprintf(stderr, ">> gpuDeviceInit (-device=%d) is not a valid GPU device. <<\n", devID); + fprintf(stderr, "\n"); + return -devID; + } + + cudaDeviceProp deviceProp; + checkCudaErrors(cudaGetDeviceProperties(&deviceProp, devID)); + + if (deviceProp.computeMode == cudaComputeModeProhibited) + { + fprintf(stderr, "Error: device is running in , no threads can use ::cudaSetDevice().\n"); + return -1; + } + + if (deviceProp.major < 1) + { + fprintf(stderr, "gpuDeviceInit(): GPU device does not support CUDA.\n"); + exit(EXIT_FAILURE); + } + + checkCudaErrors(cudaSetDevice(devID)); + printf("gpuDeviceInit() CUDA Device [%d]: \"%s\n", devID, deviceProp.name); + + return devID; +} + +// This function returns the best GPU (with maximum GFLOPS) +inline int gpuGetMaxGflopsDeviceId() +{ + int current_device = 0, sm_per_multiproc = 0; + int max_perf_device = 0; + int device_count = 0, best_SM_arch = 0; + int devices_prohibited = 0; + + unsigned long long max_compute_perf = 0; + cudaDeviceProp deviceProp; + cudaGetDeviceCount(&device_count); + + checkCudaErrors(cudaGetDeviceCount(&device_count)); + + if (device_count == 0) + { + fprintf(stderr, "gpuGetMaxGflopsDeviceId() CUDA error: no devices supporting CUDA.\n"); + exit(EXIT_FAILURE); + } + + // Find the best major SM Architecture GPU device + while (current_device < device_count) + { + cudaGetDeviceProperties(&deviceProp, current_device); + + // If this GPU is not running on Compute Mode prohibited, then we can add it to the list + if (deviceProp.computeMode != cudaComputeModeProhibited) + { + if (deviceProp.major > 0 && deviceProp.major < 9999) + { + best_SM_arch = MAX(best_SM_arch, deviceProp.major); + } + } + else + { + devices_prohibited++; + } + + current_device++; + } + + if (devices_prohibited == device_count) + { + fprintf(stderr, "gpuGetMaxGflopsDeviceId() CUDA error: all devices have compute mode prohibited.\n"); + exit(EXIT_FAILURE); + } + + // Find the best CUDA capable GPU device + current_device = 0; + + while (current_device < device_count) + { + cudaGetDeviceProperties(&deviceProp, current_device); + + // If this GPU is not running on Compute Mode prohibited, then we can add it to the list + if (deviceProp.computeMode != cudaComputeModeProhibited) + { + if (deviceProp.major == 9999 && deviceProp.minor == 9999) + { + sm_per_multiproc = 1; + } + else + { + sm_per_multiproc = _ConvertSMVer2Cores(deviceProp.major, deviceProp.minor); + } + + unsigned long long compute_perf = (unsigned long long) deviceProp.multiProcessorCount * sm_per_multiproc * deviceProp.clockRate; + + if (compute_perf > max_compute_perf) + { + // If we find GPU with SM major > 2, search only these + if (best_SM_arch > 2) + { + // If our device==dest_SM_arch, choose this, or else pass + if (deviceProp.major == best_SM_arch) + { + max_compute_perf = compute_perf; + max_perf_device = current_device; + } + } + else + { + max_compute_perf = compute_perf; + max_perf_device = current_device; + } + } + } + + ++current_device; + } + + return max_perf_device; +} + + +// Initialization code to find the best CUDA Device +inline int findCudaDevice(int argc, const char **argv) +{ + cudaDeviceProp deviceProp; + int devID = 0; + + // If the command-line has a device number specified, use it + if (checkCmdLineFlag(argc, argv, "device")) + { + devID = getCmdLineArgumentInt(argc, argv, "device="); + + if (devID < 0) + { + printf("Invalid command line parameter\n "); + exit(EXIT_FAILURE); + } + else + { + devID = gpuDeviceInit(devID); + + if (devID < 0) + { + printf("exiting...\n"); + exit(EXIT_FAILURE); + } + } + } + else + { + // Otherwise pick the device with highest Gflops/s + devID = gpuGetMaxGflopsDeviceId(); + checkCudaErrors(cudaSetDevice(devID)); + checkCudaErrors(cudaGetDeviceProperties(&deviceProp, devID)); + printf("GPU Device %d: \"%s\" with compute capability %d.%d\n\n", devID, deviceProp.name, deviceProp.major, deviceProp.minor); + } + + return devID; +} + +// General check for CUDA GPU SM Capabilities +inline bool checkCudaCapabilities(int major_version, int minor_version) +{ + cudaDeviceProp deviceProp; + deviceProp.major = 0; + deviceProp.minor = 0; + int dev; + + checkCudaErrors(cudaGetDevice(&dev)); + checkCudaErrors(cudaGetDeviceProperties(&deviceProp, dev)); + + if ((deviceProp.major > major_version) || + (deviceProp.major == major_version && deviceProp.minor >= minor_version)) + { + printf(" Device %d: <%16s >, Compute SM %d.%d detected\n", dev, deviceProp.name, deviceProp.major, deviceProp.minor); + return true; + } + else + { + printf(" No GPU device was found that can support CUDA compute capability %d.%d.\n", major_version, minor_version); + return false; + } +} +#endif + +// end of CUDA Helper Functions + + +#endif diff --git a/gpu/helper_functions.h b/gpu/helper_functions.h new file mode 100644 index 0000000..57277d6 --- /dev/null +++ b/gpu/helper_functions.h @@ -0,0 +1,42 @@ +/** + * Copyright 1993-2013 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +// These are helper functions for the SDK samples (string parsing, timers, image helpers, etc) +#ifndef HELPER_FUNCTIONS_H +#define HELPER_FUNCTIONS_H + +#ifdef WIN32 +#pragma warning(disable:4996) +#endif + +// includes, project +#include +#include +#include +#include +#include "exception.h" +#include + +#include +#include +#include +#include + +// includes, timer, string parsing, image helpers +#include "helper_timer.h" // helper functions for timers +#include "helper_string.h" // helper functions for string parsing +#include "helper_image.h" // helper functions for image compare, dump, data comparisons + +#ifndef EXIT_WAIVED +#define EXIT_WAIVED 2 +#endif + +#endif // HELPER_FUNCTIONS_H diff --git a/gpu/helper_image.h b/gpu/helper_image.h new file mode 100644 index 0000000..4c202c0 --- /dev/null +++ b/gpu/helper_image.h @@ -0,0 +1,1110 @@ +/** + * Copyright 1993-2013 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +// These are helper functions for the SDK samples (image,bitmap) +#ifndef HELPER_IMAGE_H +#define HELPER_IMAGE_H + +#include +#include +#include +#include +#include + +#include +#include "exception.h" +#include + +#ifndef MIN +#define MIN(a,b) ((a < b) ? a : b) +#endif +#ifndef MAX +#define MAX(a,b) ((a > b) ? a : b) +#endif + +#ifndef EXIT_WAIVED +#define EXIT_WAIVED 2 +#endif + +#include "helper_string.h" + +// namespace unnamed (internal) +namespace +{ + //! size of PGM file header + const unsigned int PGMHeaderSize = 0x40; + + // types + + //! Data converter from unsigned char / unsigned byte to type T + template + struct ConverterFromUByte; + + //! Data converter from unsigned char / unsigned byte + template<> + struct ConverterFromUByte + { + //! Conversion operator + //! @return converted value + //! @param val value to convert + float operator()(const unsigned char &val) + { + return static_cast(val); + } + }; + + //! Data converter from unsigned char / unsigned byte to float + template<> + struct ConverterFromUByte + { + //! Conversion operator + //! @return converted value + //! @param val value to convert + float operator()(const unsigned char &val) + { + return static_cast(val) / 255.0f; + } + }; + + //! Data converter from unsigned char / unsigned byte to type T + template + struct ConverterToUByte; + + //! Data converter from unsigned char / unsigned byte to unsigned int + template<> + struct ConverterToUByte + { + //! Conversion operator (essentially a passthru + //! @return converted value + //! @param val value to convert + unsigned char operator()(const unsigned char &val) + { + return val; + } + }; + + //! Data converter from unsigned char / unsigned byte to unsigned int + template<> + struct ConverterToUByte + { + //! Conversion operator + //! @return converted value + //! @param val value to convert + unsigned char operator()(const float &val) + { + return static_cast(val * 255.0f); + } + }; +} + +#if defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) +#ifndef FOPEN +#define FOPEN(fHandle,filename,mode) fopen_s(&fHandle, filename, mode) +#endif +#ifndef FOPEN_FAIL +#define FOPEN_FAIL(result) (result != 0) +#endif +#ifndef SSCANF +#define SSCANF sscanf_s +#endif +#else +#ifndef FOPEN +#define FOPEN(fHandle,filename,mode) (fHandle = fopen(filename, mode)) +#endif +#ifndef FOPEN_FAIL +#define FOPEN_FAIL(result) (result == NULL) +#endif +#ifndef SSCANF +#define SSCANF sscanf +#endif +#endif + +inline bool +__loadPPM(const char *file, unsigned char **data, + unsigned int *w, unsigned int *h, unsigned int *channels) +{ + FILE *fp = NULL; + + if (FOPEN_FAIL(FOPEN(fp, file, "rb"))) + { + std::cerr << "__LoadPPM() : Failed to open file: " << file << std::endl; + return false; + } + + // check header + char header[PGMHeaderSize]; + + if (fgets(header, PGMHeaderSize, fp) == NULL) + { + std::cerr << "__LoadPPM() : reading PGM header returned NULL" << std::endl; + return false; + } + + if (strncmp(header, "P5", 2) == 0) + { + *channels = 1; + } + else if (strncmp(header, "P6", 2) == 0) + { + *channels = 3; + } + else + { + std::cerr << "__LoadPPM() : File is not a PPM or PGM image" << std::endl; + *channels = 0; + return false; + } + + // parse header, read maxval, width and height + unsigned int width = 0; + unsigned int height = 0; + unsigned int maxval = 0; + unsigned int i = 0; + + while (i < 3) + { + if (fgets(header, PGMHeaderSize, fp) == NULL) + { + std::cerr << "__LoadPPM() : reading PGM header returned NULL" << std::endl; + return false; + } + + if (header[0] == '#') + { + continue; + } + + if (i == 0) + { + i += SSCANF(header, "%u %u %u", &width, &height, &maxval); + } + else if (i == 1) + { + i += SSCANF(header, "%u %u", &height, &maxval); + } + else if (i == 2) + { + i += SSCANF(header, "%u", &maxval); + } + } + + // check if given handle for the data is initialized + if (NULL != *data) + { + if (*w != width || *h != height) + { + std::cerr << "__LoadPPM() : Invalid image dimensions." << std::endl; + } + } + else + { + *data = (unsigned char *) malloc(sizeof(unsigned char) * width * height **channels); + *w = width; + *h = height; + } + + // read and close file + if (fread(*data, sizeof(unsigned char), width * height **channels, fp) == 0) + { + std::cerr << "__LoadPPM() read data returned error." << std::endl; + } + + fclose(fp); + + return true; +} + +template +inline bool +sdkLoadPGM(const char *file, T **data, unsigned int *w, unsigned int *h) +{ + unsigned char *idata = NULL; + unsigned int channels; + + if (true != __loadPPM(file, &idata, w, h, &channels)) + { + return false; + } + + unsigned int size = *w **h * channels; + + // initialize mem if necessary + // the correct size is checked / set in loadPGMc() + if (NULL == *data) + { + *data = (T *) malloc(sizeof(T) * size); + } + + // copy and cast data + std::transform(idata, idata + size, *data, ConverterFromUByte()); + + free(idata); + + return true; +} + +template +inline bool +sdkLoadPPM4(const char *file, T **data, + unsigned int *w,unsigned int *h) +{ + unsigned char *idata = 0; + unsigned int channels; + + if (__loadPPM(file, &idata, w, h, &channels)) + { + // pad 4th component + int size = *w **h; + // keep the original pointer + unsigned char *idata_orig = idata; + *data = (T *) malloc(sizeof(T) * size * 4); + unsigned char *ptr = *data; + + for (int i=0; i 0); + assert(h > 0); + + std::fstream fh(file, std::fstream::out | std::fstream::binary); + + if (fh.bad()) + { + std::cerr << "__savePPM() : Opening file failed." << std::endl; + return false; + } + + if (channels == 1) + { + fh << "P5\n"; + } + else if (channels == 3) + { + fh << "P6\n"; + } + else + { + std::cerr << "__savePPM() : Invalid number of channels." << std::endl; + return false; + } + + fh << w << "\n" << h << "\n" << 0xff << std::endl; + + for (unsigned int i = 0; (i < (w*h*channels)) && fh.good(); ++i) + { + fh << data[i]; + } + + fh.flush(); + + if (fh.bad()) + { + std::cerr << "__savePPM() : Writing data failed." << std::endl; + return false; + } + + fh.close(); + + return true; +} + +template +inline bool +sdkSavePGM(const char *file, T *data, unsigned int w, unsigned int h) +{ + unsigned int size = w * h; + unsigned char *idata = + (unsigned char *) malloc(sizeof(unsigned char) * size); + + std::transform(data, data + size, idata, ConverterToUByte()); + + // write file + bool result = __savePPM(file, idata, w, h, 1); + + // cleanup + free(idata); + + return result; +} + +inline bool +sdkSavePPM4ub(const char *file, unsigned char *data, + unsigned int w, unsigned int h) +{ + // strip 4th component + int size = w * h; + unsigned char *ndata = (unsigned char *) malloc(sizeof(unsigned char) * size*3); + unsigned char *ptr = ndata; + + for (int i=0; i +inline bool +sdkReadFile(const char *filename, T **data, unsigned int *len, bool verbose) +{ + // check input arguments + assert(NULL != filename); + assert(NULL != len); + + // intermediate storage for the data read + std::vector data_read; + + // open file for reading + FILE *fh = NULL; + + // check if filestream is valid + if (FOPEN_FAIL(FOPEN(fh, filename, "r"))) + { + printf("Unable to open input file: %s\n", filename); + return false; + } + + // read all data elements + T token; + + while (!feof(fh)) + { + fscanf(fh, "%f", &token); + data_read.push_back(token); + } + + // the last element is read twice + data_read.pop_back(); + fclose(fh); + + // check if the given handle is already initialized + if (NULL != *data) + { + if (*len != data_read.size()) + { + std::cerr << "sdkReadFile() : Initialized memory given but " + << "size mismatch with signal read " + << "(data read / data init = " << (unsigned int)data_read.size() + << " / " << *len << ")" << std::endl; + + return false; + } + } + else + { + // allocate storage for the data read + *data = (T *) malloc(sizeof(T) * data_read.size()); + // store signal size + *len = static_cast(data_read.size()); + } + + // copy data + memcpy(*data, &data_read.front(), sizeof(T) * data_read.size()); + + return true; +} + +////////////////////////////////////////////////////////////////////////////// +//! Read file \filename and return the data +//! @return bool if reading the file succeeded, otherwise false +//! @param filename name of the source file +//! @param data uninitialized pointer, returned initialized and pointing to +//! the data read +//! @param len number of data elements in data, -1 on error +////////////////////////////////////////////////////////////////////////////// +template +inline bool +sdkReadFileBlocks(const char *filename, T **data, unsigned int *len, unsigned int block_num, unsigned int block_size, bool verbose) +{ + // check input arguments + assert(NULL != filename); + assert(NULL != len); + + // open file for reading + FILE *fh = fopen(filename, "rb"); + + if (fh == NULL && verbose) + { + std::cerr << "sdkReadFile() : Opening file failed." << std::endl; + return false; + } + + // check if the given handle is already initialized + // allocate storage for the data read + data[block_num] = (T *) malloc(block_size); + + // read all data elements + fseek(fh, block_num * block_size, SEEK_SET); + *len = fread(data[block_num], sizeof(T), block_size/sizeof(T), fh); + + fclose(fh); + + return true; +} + +////////////////////////////////////////////////////////////////////////////// +//! Write a data file \filename +//! @return true if writing the file succeeded, otherwise false +//! @param filename name of the source file +//! @param data data to write +//! @param len number of data elements in data, -1 on error +//! @param epsilon epsilon for comparison +////////////////////////////////////////////////////////////////////////////// +template +inline bool +sdkWriteFile(const char *filename, const T *data, unsigned int len, + const S epsilon, bool verbose, bool append = false) +{ + assert(NULL != filename); + assert(NULL != data); + + // open file for writing + // if (append) { + std::fstream fh(filename, std::fstream::out | std::fstream::ate); + + if (verbose) + { + std::cerr << "sdkWriteFile() : Open file " << filename << " for write/append." << std::endl; + } + + /* } else { + std::fstream fh(filename, std::fstream::out); + if (verbose) { + std::cerr << "sdkWriteFile() : Open file " << filename << " for write." << std::endl; + } + } + */ + + // check if filestream is valid + if (! fh.good()) + { + if (verbose) + { + std::cerr << "sdkWriteFile() : Opening file failed." << std::endl; + } + + return false; + } + + // first write epsilon + fh << "# " << epsilon << "\n"; + + // write data + for (unsigned int i = 0; (i < len) && (fh.good()); ++i) + { + fh << data[i] << ' '; + } + + // Check if writing succeeded + if (! fh.good()) + { + if (verbose) + { + std::cerr << "sdkWriteFile() : Writing file failed." << std::endl; + } + + return false; + } + + // file ends with nl + fh << std::endl; + + return true; +} + +////////////////////////////////////////////////////////////////////////////// +//! Compare two arrays of arbitrary type +//! @return true if \a reference and \a data are identical, otherwise false +//! @param reference timer_interface to the reference data / gold image +//! @param data handle to the computed data +//! @param len number of elements in reference and data +//! @param epsilon epsilon to use for the comparison +////////////////////////////////////////////////////////////////////////////// +template +inline bool +compareData(const T *reference, const T *data, const unsigned int len, + const S epsilon, const float threshold) +{ + assert(epsilon >= 0); + + bool result = true; + unsigned int error_count = 0; + + for (unsigned int i = 0; i < len; ++i) + { + float diff = (float)reference[i] - (float)data[i]; + bool comp = (diff <= epsilon) && (diff >= -epsilon); + result &= comp; + + error_count += !comp; + +#if 0 + + if (! comp) + { + std::cerr << "ERROR, i = " << i << ",\t " + << reference[i] << " / " + << data[i] + << " (reference / data)\n"; + } + +#endif + } + + if (threshold == 0.0f) + { + return (result) ? true : false; + } + else + { + if (error_count) + { + printf("%4.2f(%%) of bytes mismatched (count=%d)\n", (float)error_count*100/(float)len, error_count); + } + + return (len*threshold > error_count) ? true : false; + } +} + +#ifndef __MIN_EPSILON_ERROR +#define __MIN_EPSILON_ERROR 1e-3f +#endif + +////////////////////////////////////////////////////////////////////////////// +//! Compare two arrays of arbitrary type +//! @return true if \a reference and \a data are identical, otherwise false +//! @param reference handle to the reference data / gold image +//! @param data handle to the computed data +//! @param len number of elements in reference and data +//! @param epsilon epsilon to use for the comparison +//! @param epsilon threshold % of (# of bytes) for pass/fail +////////////////////////////////////////////////////////////////////////////// +template +inline bool +compareDataAsFloatThreshold(const T *reference, const T *data, const unsigned int len, + const S epsilon, const float threshold) +{ + assert(epsilon >= 0); + + // If we set epsilon to be 0, let's set a minimum threshold + float max_error = MAX((float)epsilon, __MIN_EPSILON_ERROR); + int error_count = 0; + bool result = true; + + for (unsigned int i = 0; i < len; ++i) + { + float diff = fabs((float)reference[i] - (float)data[i]); + bool comp = (diff < max_error); + result &= comp; + + if (! comp) + { + error_count++; +#if 0 + + if (error_count < 50) + { + printf("\n ERROR(epsilon=%4.3f), i=%d, (ref)0x%02x / (data)0x%02x / (diff)%d\n", + max_error, i, + *(unsigned int *)&reference[i], + *(unsigned int *)&data[i], + (unsigned int)diff); + } + +#endif + } + } + + if (threshold == 0.0f) + { + if (error_count) + { + printf("total # of errors = %d\n", error_count); + } + + return (error_count == 0) ? true : false; + } + else + { + if (error_count) + { + printf("%4.2f(%%) of bytes mismatched (count=%d)\n", (float)error_count*100/(float)len, error_count); + } + + return ((len*threshold > error_count) ? true : false); + } +} + +inline +void sdkDumpBin(void *data, unsigned int bytes, const char *filename) +{ + printf("sdkDumpBin: <%s>\n", filename); + FILE *fp; + FOPEN(fp, filename, "wb"); + fwrite(data, bytes, 1, fp); + fflush(fp); + fclose(fp); +} + +inline +bool sdkCompareBin2BinUint(const char *src_file, const char *ref_file, unsigned int nelements, const float epsilon, const float threshold, char *exec_path) +{ + unsigned int *src_buffer, *ref_buffer; + FILE *src_fp = NULL, *ref_fp = NULL; + + unsigned long error_count = 0; + size_t fsize = 0; + + if (FOPEN_FAIL(FOPEN(src_fp, src_file, "rb"))) + { + printf("compareBin2Bin unable to open src_file: %s\n", src_file); + error_count++; + } + + char *ref_file_path = sdkFindFilePath(ref_file, exec_path); + + if (ref_file_path == NULL) + { + printf("compareBin2Bin unable to find <%s> in <%s>\n", ref_file, exec_path); + printf(">>> Check info.xml and [project//data] folder <%s> <<<\n", ref_file); + printf("Aborting comparison!\n"); + printf(" FAILED\n"); + error_count++; + + if (src_fp) + { + fclose(src_fp); + } + + if (ref_fp) + { + fclose(ref_fp); + } + } + else + { + if (FOPEN_FAIL(FOPEN(ref_fp, ref_file_path, "rb"))) + { + printf("compareBin2Bin unable to open ref_file: %s\n", ref_file_path); + error_count++; + } + + if (src_fp && ref_fp) + { + src_buffer = (unsigned int *)malloc(nelements*sizeof(unsigned int)); + ref_buffer = (unsigned int *)malloc(nelements*sizeof(unsigned int)); + + fsize = fread(src_buffer, nelements, sizeof(unsigned int), src_fp); + fsize = fread(ref_buffer, nelements, sizeof(unsigned int), ref_fp); + + printf("> compareBin2Bin nelements=%d, epsilon=%4.2f, threshold=%4.2f\n", nelements, epsilon, threshold); + printf(" src_file <%s>, size=%d bytes\n", src_file, (int)fsize); + printf(" ref_file <%s>, size=%d bytes\n", ref_file_path, (int)fsize); + + if (!compareData(ref_buffer, src_buffer, nelements, epsilon, threshold)) + { + error_count++; + } + + fclose(src_fp); + fclose(ref_fp); + + free(src_buffer); + free(ref_buffer); + } + else + { + if (src_fp) + { + fclose(src_fp); + } + + if (ref_fp) + { + fclose(ref_fp); + } + } + } + + if (error_count == 0) + { + printf(" OK\n"); + } + else + { + printf(" FAILURE: %d errors...\n", (unsigned int)error_count); + } + + return (error_count == 0); // returns true if all pixels pass +} + +inline +bool sdkCompareBin2BinFloat(const char *src_file, const char *ref_file, unsigned int nelements, const float epsilon, const float threshold, char *exec_path) +{ + float *src_buffer, *ref_buffer; + FILE *src_fp = NULL, *ref_fp = NULL; + size_t fsize = 0; + + unsigned long error_count = 0; + + if (FOPEN_FAIL(FOPEN(src_fp, src_file, "rb"))) + { + printf("compareBin2Bin unable to open src_file: %s\n", src_file); + error_count = 1; + } + + char *ref_file_path = sdkFindFilePath(ref_file, exec_path); + + if (ref_file_path == NULL) + { + printf("compareBin2Bin unable to find <%s> in <%s>\n", ref_file, exec_path); + printf(">>> Check info.xml and [project//data] folder <%s> <<<\n", exec_path); + printf("Aborting comparison!\n"); + printf(" FAILED\n"); + error_count++; + + if (src_fp) + { + fclose(src_fp); + } + + if (ref_fp) + { + fclose(ref_fp); + } + } + else + { + if (FOPEN_FAIL(FOPEN(ref_fp, ref_file_path, "rb"))) + { + printf("compareBin2Bin unable to open ref_file: %s\n", ref_file_path); + error_count = 1; + } + + if (src_fp && ref_fp) + { + src_buffer = (float *)malloc(nelements*sizeof(float)); + ref_buffer = (float *)malloc(nelements*sizeof(float)); + + fsize = fread(src_buffer, nelements, sizeof(float), src_fp); + fsize = fread(ref_buffer, nelements, sizeof(float), ref_fp); + + printf("> compareBin2Bin nelements=%d, epsilon=%4.2f, threshold=%4.2f\n", nelements, epsilon, threshold); + printf(" src_file <%s>, size=%d bytes\n", src_file, (int)fsize); + printf(" ref_file <%s>, size=%d bytes\n", ref_file_path, (int)fsize); + + if (!compareDataAsFloatThreshold(ref_buffer, src_buffer, nelements, epsilon, threshold)) + { + error_count++; + } + + fclose(src_fp); + fclose(ref_fp); + + free(src_buffer); + free(ref_buffer); + } + else + { + if (src_fp) + { + fclose(src_fp); + } + + if (ref_fp) + { + fclose(ref_fp); + } + } + } + + if (error_count == 0) + { + printf(" OK\n"); + } + else + { + printf(" FAILURE: %d errors...\n", (unsigned int)error_count); + } + + return (error_count == 0); // returns true if all pixels pass +} + +inline bool +sdkCompareL2fe(const float *reference, const float *data, + const unsigned int len, const float epsilon) +{ + assert(epsilon >= 0); + + float error = 0; + float ref = 0; + + for (unsigned int i = 0; i < len; ++i) + { + + float diff = reference[i] - data[i]; + error += diff * diff; + ref += reference[i] * reference[i]; + } + + float normRef = sqrtf(ref); + + if (fabs(ref) < 1e-7) + { +#ifdef _DEBUG + std::cerr << "ERROR, reference l2-norm is 0\n"; +#endif + return false; + } + + float normError = sqrtf(error); + error = normError / normRef; + bool result = error < epsilon; +#ifdef _DEBUG + + if (! result) + { + std::cerr << "ERROR, l2-norm error " + << error << " is greater than epsilon " << epsilon << "\n"; + } + +#endif + + return result; +} + +inline bool +sdkLoadPPMub(const char *file, unsigned char **data, + unsigned int *w,unsigned int *h) +{ + unsigned int channels; + return __loadPPM(file, data, w, h, &channels); +} + +inline bool +sdkLoadPPM4ub(const char *file, unsigned char **data, + unsigned int *w, unsigned int *h) +{ + unsigned char *idata = 0; + unsigned int channels; + + if (__loadPPM(file, &idata, w, h, &channels)) + { + // pad 4th component + int size = *w **h; + // keep the original pointer + unsigned char *idata_orig = idata; + *data = (unsigned char *) malloc(sizeof(unsigned char) * size * 4); + unsigned char *ptr = *data; + + for (int i=0; i Compare (a)rendered: <" << src_file << ">\n"; + std::cerr << "> (b)reference: <" << ref_file << ">\n"; + } + + + if (sdkLoadPPM4ub(ref_file, &ref_data, &ref_width, &ref_height) != true) + { + if (verboseErrors) + { + std::cerr << "PPMvsPPM: unable to load ref image file: "<< ref_file << "\n"; + } + + return false; + } + + if (sdkLoadPPM4ub(src_file, &src_data, &src_width, &src_height) != true) + { + std::cerr << "PPMvsPPM: unable to load src image file: " << src_file << "\n"; + return false; + } + + if (src_height != ref_height || src_width != ref_width) + { + if (verboseErrors) std::cerr << "PPMvsPPM: source and ref size mismatch (" << src_width << + "," << src_height << ")vs(" << ref_width << "," << ref_height << ")\n"; + } + + if (verboseErrors) std::cerr << "PPMvsPPM: comparing images size (" << src_width << + "," << src_height << ") epsilon(" << epsilon << "), threshold(" << threshold*100 << "%)\n"; + + if (compareData(ref_data, src_data, src_width*src_height*4, epsilon, threshold) == false) + { + error_count=1; + } + + if (error_count == 0) + { + if (verboseErrors) + { + std::cerr << " OK\n\n"; + } + } + else + { + if (verboseErrors) + { + std::cerr << " FAILURE! "< Compare (a)rendered: <" << src_file << ">\n"; + std::cerr << "> (b)reference: <" << ref_file << ">\n"; + } + + + if (sdkLoadPPMub(ref_file, &ref_data, &ref_width, &ref_height) != true) + { + if (verboseErrors) + { + std::cerr << "PGMvsPGM: unable to load ref image file: "<< ref_file << "\n"; + } + + return false; + } + + if (sdkLoadPPMub(src_file, &src_data, &src_width, &src_height) != true) + { + std::cerr << "PGMvsPGM: unable to load src image file: " << src_file << "\n"; + return false; + } + + if (src_height != ref_height || src_width != ref_width) + { + if (verboseErrors) std::cerr << "PGMvsPGM: source and ref size mismatch (" << src_width << + "," << src_height << ")vs(" << ref_width << "," << ref_height << ")\n"; + } + + if (verboseErrors) std::cerr << "PGMvsPGM: comparing images size (" << src_width << + "," << src_height << ") epsilon(" << epsilon << "), threshold(" << threshold*100 << "%)\n"; + + if (compareData(ref_data, src_data, src_width*src_height, epsilon, threshold) == false) + { + error_count=1; + } + + if (error_count == 0) + { + if (verboseErrors) + { + std::cerr << " OK\n\n"; + } + } + else + { + if (verboseErrors) + { + std::cerr << " FAILURE! "< +#include +#include +#include + +#if defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) +#ifndef _CRT_SECURE_NO_DEPRECATE +#define _CRT_SECURE_NO_DEPRECATE +#endif +#ifndef STRCASECMP +#define STRCASECMP _stricmp +#endif +#ifndef STRNCASECMP +#define STRNCASECMP _strnicmp +#endif +#ifndef STRCPY +#define STRCPY(sFilePath, nLength, sPath) strcpy_s(sFilePath, nLength, sPath) +#endif + +#ifndef FOPEN +#define FOPEN(fHandle,filename,mode) fopen_s(&fHandle, filename, mode) +#endif +#ifndef FOPEN_FAIL +#define FOPEN_FAIL(result) (result != 0) +#endif +#ifndef SSCANF +#define SSCANF sscanf_s +#endif +#ifndef SPRINTF +#define SPRINTF sprintf_s +#endif +#else // Linux Includes +#include +#include + +#ifndef STRCASECMP +#define STRCASECMP strcasecmp +#endif +#ifndef STRNCASECMP +#define STRNCASECMP strncasecmp +#endif +#ifndef STRCPY +#define STRCPY(sFilePath, nLength, sPath) strcpy(sFilePath, sPath) +#endif + +#ifndef FOPEN +#define FOPEN(fHandle,filename,mode) (fHandle = fopen(filename, mode)) +#endif +#ifndef FOPEN_FAIL +#define FOPEN_FAIL(result) (result == NULL) +#endif +#ifndef SSCANF +#define SSCANF sscanf +#endif +#ifndef SPRINTF +#define SPRINTF sprintf +#endif +#endif + +#ifndef EXIT_WAIVED +#define EXIT_WAIVED 2 +#endif + +// CUDA Utility Helper Functions +inline int stringRemoveDelimiter(char delimiter, const char *string) +{ + int string_start = 0; + + while (string[string_start] == delimiter) + { + string_start++; + } + + if (string_start >= (int)strlen(string)-1) + { + return 0; + } + + return string_start; +} + +inline int getFileExtension(char *filename, char **extension) +{ + int string_length = (int)strlen(filename); + + while (filename[string_length--] != '.') + { + if (string_length == 0) + break; + } + + if (string_length > 0) string_length += 2; + + if (string_length == 0) + *extension = NULL; + else + *extension = &filename[string_length]; + + return string_length; +} + + +inline bool checkCmdLineFlag(const int argc, const char **argv, const char *string_ref) +{ + bool bFound = false; + + if (argc >= 1) + { + for (int i=1; i < argc; i++) + { + int string_start = stringRemoveDelimiter('-', argv[i]); + const char *string_argv = &argv[i][string_start]; + + const char *equal_pos = strchr(string_argv, '='); + int argv_length = (int)(equal_pos == 0 ? strlen(string_argv) : equal_pos - string_argv); + + int length = (int)strlen(string_ref); + + if (length == argv_length && !STRNCASECMP(string_argv, string_ref, length)) + { + bFound = true; + continue; + } + } + } + + return bFound; +} + +// This function wraps the CUDA Driver API into a template function +template +inline bool getCmdLineArgumentValue(const int argc, const char **argv, const char *string_ref, T *value) +{ + bool bFound = false; + + if (argc >= 1) + { + for (int i=1; i < argc; i++) + { + int string_start = stringRemoveDelimiter('-', argv[i]); + const char *string_argv = &argv[i][string_start]; + int length = (int)strlen(string_ref); + + if (!STRNCASECMP(string_argv, string_ref, length)) + { + if (length+1 <= (int)strlen(string_argv)) + { + int auto_inc = (string_argv[length] == '=') ? 1 : 0; + *value = (T)atoi(&string_argv[length + auto_inc]); + } + + bFound = true; + i=argc; + } + } + } + + return bFound; +} + +inline int getCmdLineArgumentInt(const int argc, const char **argv, const char *string_ref) +{ + bool bFound = false; + int value = -1; + + if (argc >= 1) + { + for (int i=1; i < argc; i++) + { + int string_start = stringRemoveDelimiter('-', argv[i]); + const char *string_argv = &argv[i][string_start]; + int length = (int)strlen(string_ref); + + if (!STRNCASECMP(string_argv, string_ref, length)) + { + if (length+1 <= (int)strlen(string_argv)) + { + int auto_inc = (string_argv[length] == '=') ? 1 : 0; + value = atoi(&string_argv[length + auto_inc]); + } + else + { + value = 0; + } + + bFound = true; + continue; + } + } + } + + if (bFound) + { + return value; + } + else + { + return 0; + } +} + +inline float getCmdLineArgumentFloat(const int argc, const char **argv, const char *string_ref) +{ + bool bFound = false; + float value = -1; + + if (argc >= 1) + { + for (int i=1; i < argc; i++) + { + int string_start = stringRemoveDelimiter('-', argv[i]); + const char *string_argv = &argv[i][string_start]; + int length = (int)strlen(string_ref); + + if (!STRNCASECMP(string_argv, string_ref, length)) + { + if (length+1 <= (int)strlen(string_argv)) + { + int auto_inc = (string_argv[length] == '=') ? 1 : 0; + value = (float)atof(&string_argv[length + auto_inc]); + } + else + { + value = 0.f; + } + + bFound = true; + continue; + } + } + } + + if (bFound) + { + return value; + } + else + { + return 0; + } +} + +inline bool getCmdLineArgumentString(const int argc, const char **argv, + const char *string_ref, char **string_retval) +{ + bool bFound = false; + + if (argc >= 1) + { + for (int i=1; i < argc; i++) + { + int string_start = stringRemoveDelimiter('-', argv[i]); + char *string_argv = (char *)&argv[i][string_start]; + int length = (int)strlen(string_ref); + + if (!STRNCASECMP(string_argv, string_ref, length)) + { + *string_retval = &string_argv[length+1]; + bFound = true; + continue; + } + } + } + + if (!bFound) + { + *string_retval = NULL; + } + + return bFound; +} + +////////////////////////////////////////////////////////////////////////////// +//! Find the path for a file assuming that +//! files are found in the searchPath. +//! +//! @return the path if succeeded, otherwise 0 +//! @param filename name of the file +//! @param executable_path optional absolute path of the executable +////////////////////////////////////////////////////////////////////////////// +inline char *sdkFindFilePath(const char *filename, const char *executable_path) +{ + // defines a variable that is replaced with the name of the executable + + // Typical relative search paths to locate needed companion files (e.g. sample input data, or JIT source files) + // The origin for the relative search may be the .exe file, a .bat file launching an .exe, a browser .exe launching the .exe or .bat, etc + const char *searchPath[] = + { + "./", // same dir + "./common/", // "/common/" subdir + "./common/data/", // "/common/data/" subdir + "./data/", // "/data/" subdir + "./src/", // "/src/" subdir + "./src//data/", // "/src//data/" subdir + "./inc/", // "/inc/" subdir + "./0_Simple/", // "/0_Simple/" subdir + "./1_Utilities/", // "/1_Utilities/" subdir + "./2_Graphics/", // "/2_Graphics/" subdir + "./3_Imaging/", // "/3_Imaging/" subdir + "./4_Financial/", // "/4_Financial/" subdir + "./5_Simulations/", // "/5_Simulations/" subdir + "./6_Advanced/", // "/6_Advanced/" subdir + "./7_CUDALibraries/", // "/7_CUDALibraries/" subdir + "./8_Android/", // "/8_Android/" subdir + "./samples/", // "/samples/" subdir + + "../", // up 1 in tree + "../common/", // up 1 in tree, "/common/" subdir + "../common/data/", // up 1 in tree, "/common/data/" subdir + "../data/", // up 1 in tree, "/data/" subdir + "../src/", // up 1 in tree, "/src/" subdir + "../inc/", // up 1 in tree, "/inc/" subdir + + "../0_Simple//data/", // up 1 in tree, "/0_Simple//" subdir + "../1_Utilities//data/", // up 1 in tree, "/1_Utilities//" subdir + "../2_Graphics//data/", // up 1 in tree, "/2_Graphics//" subdir + "../3_Imaging//data/", // up 1 in tree, "/3_Imaging//" subdir + "../4_Financial//data/", // up 1 in tree, "/4_Financial//" subdir + "../5_Simulations//data/", // up 1 in tree, "/5_Simulations//" subdir + "../6_Advanced//data/", // up 1 in tree, "/6_Advanced//" subdir + "../7_CUDALibraries//data/",// up 1 in tree, "/7_CUDALibraries//" subdir + "../8_Android//data/", // up 1 in tree, "/8_Android//" subdir + "../samples//data/", // up 1 in tree, "/samples//" subdir + "../../", // up 2 in tree + "../../common/", // up 2 in tree, "/common/" subdir + "../../common/data/", // up 2 in tree, "/common/data/" subdir + "../../data/", // up 2 in tree, "/data/" subdir + "../../src/", // up 2 in tree, "/src/" subdir + "../../inc/", // up 2 in tree, "/inc/" subdir + "../../sandbox//data/", // up 2 in tree, "/sandbox//" subdir + "../../0_Simple//data/", // up 2 in tree, "/0_Simple//" subdir + "../../1_Utilities//data/", // up 2 in tree, "/1_Utilities//" subdir + "../../2_Graphics//data/", // up 2 in tree, "/2_Graphics//" subdir + "../../3_Imaging//data/", // up 2 in tree, "/3_Imaging//" subdir + "../../4_Financial//data/", // up 2 in tree, "/4_Financial//" subdir + "../../5_Simulations//data/", // up 2 in tree, "/5_Simulations//" subdir + "../../6_Advanced//data/", // up 2 in tree, "/6_Advanced//" subdir + "../../7_CUDALibraries//data/", // up 2 in tree, "/7_CUDALibraries//" subdir + "../../8_Android//data/", // up 2 in tree, "/8_Android//" subdir + "../../samples//data/", // up 2 in tree, "/samples//" subdir + "../../../", // up 3 in tree + "../../../src//", // up 3 in tree, "/src//" subdir + "../../../src//data/", // up 3 in tree, "/src//data/" subdir + "../../../src//src/", // up 3 in tree, "/src//src/" subdir + "../../../src//inc/", // up 3 in tree, "/src//inc/" subdir + "../../../sandbox//", // up 3 in tree, "/sandbox//" subdir + "../../../sandbox//data/", // up 3 in tree, "/sandbox//data/" subdir + "../../../sandbox//src/", // up 3 in tree, "/sandbox//src/" subdir + "../../../sandbox//inc/", // up 3 in tree, "/sandbox//inc/" subdir + "../../../0_Simple//data/", // up 3 in tree, "/0_Simple//" subdir + "../../../1_Utilities//data/", // up 3 in tree, "/1_Utilities//" subdir + "../../../2_Graphics//data/", // up 3 in tree, "/2_Graphics//" subdir + "../../../3_Imaging//data/", // up 3 in tree, "/3_Imaging//" subdir + "../../../4_Financial//data/", // up 3 in tree, "/4_Financial//" subdir + "../../../5_Simulations//data/", // up 3 in tree, "/5_Simulations//" subdir + "../../../6_Advanced//data/", // up 3 in tree, "/6_Advanced//" subdir + "../../../7_CUDALibraries//data/", // up 3 in tree, "/7_CUDALibraries//" subdir + "../../../8_Android//data/", // up 3 in tree, "/8_Android//" subdir + "../../../samples//data/", // up 3 in tree, "/samples//" subdir + "../../../common/", // up 3 in tree, "../../../common/" subdir + "../../../common/data/", // up 3 in tree, "../../../common/data/" subdir + "../../../data/", // up 3 in tree, "../../../data/" subdir + "../../../../", // up 4 in tree + "../../../../src//", // up 4 in tree, "/src//" subdir + "../../../../src//data/", // up 4 in tree, "/src//data/" subdir + "../../../../src//src/", // up 4 in tree, "/src//src/" subdir + "../../../../src//inc/", // up 4 in tree, "/src//inc/" subdir + "../../../../sandbox//", // up 4 in tree, "/sandbox//" subdir + "../../../../sandbox//data/", // up 4 in tree, "/sandbox//data/" subdir + "../../../../sandbox//src/", // up 4 in tree, "/sandbox//src/" subdir + "../../../../sandbox//inc/", // up 4 in tree, "/sandbox//inc/" subdir + "../../../../0_Simple//data/", // up 4 in tree, "/0_Simple//" subdir + "../../../../1_Utilities//data/", // up 4 in tree, "/1_Utilities//" subdir + "../../../../2_Graphics//data/", // up 4 in tree, "/2_Graphics//" subdir + "../../../../3_Imaging//data/", // up 4 in tree, "/3_Imaging//" subdir + "../../../../4_Financial//data/", // up 4 in tree, "/4_Financial//" subdir + "../../../../5_Simulations//data/",// up 4 in tree, "/5_Simulations//" subdir + "../../../../6_Advanced//data/", // up 4 in tree, "/6_Advanced//" subdir + "../../../../7_CUDALibraries//data/", // up 4 in tree, "/7_CUDALibraries//" subdir + "../../../../8_Android//data/", // up 4 in tree, "/8_Android//" subdir + "../../../../samples//data/", // up 4 in tree, "/samples//" subdir + "../../../../common/", // up 4 in tree, "../../../common/" subdir + "../../../../common/data/", // up 4 in tree, "../../../common/data/" subdir + "../../../../data/", // up 4 in tree, "../../../data/" subdir + "../../../../../", // up 5 in tree + "../../../../../src//", // up 5 in tree, "/src//" subdir + "../../../../../src//data/", // up 5 in tree, "/src//data/" subdir + "../../../../../src//src/", // up 5 in tree, "/src//src/" subdir + "../../../../../src//inc/", // up 5 in tree, "/src//inc/" subdir + "../../../../../sandbox//", // up 5 in tree, "/sandbox//" subdir + "../../../../../sandbox//data/", // up 5 in tree, "/sandbox//data/" subdir + "../../../../../sandbox//src/", // up 5 in tree, "/sandbox//src/" subdir + "../../../../../sandbox//inc/", // up 5 in tree, "/sandbox//inc/" subdir + "../../../../../0_Simple//data/", // up 5 in tree, "/0_Simple//" subdir + "../../../../../1_Utilities//data/", // up 5 in tree, "/1_Utilities//" subdir + "../../../../../2_Graphics//data/", // up 5 in tree, "/2_Graphics//" subdir + "../../../../../3_Imaging//data/", // up 5 in tree, "/3_Imaging//" subdir + "../../../../../4_Financial//data/", // up 5 in tree, "/4_Financial//" subdir + "../../../../../5_Simulations//data/",// up 5 in tree, "/5_Simulations//" subdir + "../../../../../6_Advanced//data/", // up 5 in tree, "/6_Advanced//" subdir + "../../../../../7_CUDALibraries//data/", // up 5 in tree, "/7_CUDALibraries//" subdir + "../../../../../8_Android//data/", // up 5 in tree, "/8_Android//" subdir + "../../../../../samples//data/", // up 5 in tree, "/samples//" subdir + "../../../../../common/", // up 5 in tree, "../../../common/" subdir + "../../../../../common/data/", // up 5 in tree, "../../../common/data/" subdir + }; + + // Extract the executable name + std::string executable_name; + + if (executable_path != 0) + { + executable_name = std::string(executable_path); + +#if defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) + // Windows path delimiter + size_t delimiter_pos = executable_name.find_last_of('\\'); + executable_name.erase(0, delimiter_pos + 1); + + if (executable_name.rfind(".exe") != std::string::npos) + { + // we strip .exe, only if the .exe is found + executable_name.resize(executable_name.size() - 4); + } + +#else + // Linux & OSX path delimiter + size_t delimiter_pos = executable_name.find_last_of('/'); + executable_name.erase(0,delimiter_pos+1); +#endif + } + + // Loop over all search paths and return the first hit + for (unsigned int i = 0; i < sizeof(searchPath)/sizeof(char *); ++i) + { + std::string path(searchPath[i]); + size_t executable_name_pos = path.find(""); + + // If there is executable_name variable in the searchPath + // replace it with the value + if (executable_name_pos != std::string::npos) + { + if (executable_path != 0) + { + path.replace(executable_name_pos, strlen(""), executable_name); + } + else + { + // Skip this path entry if no executable argument is given + continue; + } + } + +#ifdef _DEBUG + printf("sdkFindFilePath <%s> in %s\n", filename, path.c_str()); +#endif + + // Test if the file exists + path.append(filename); + FILE *fp; + FOPEN(fp, path.c_str(), "rb"); + + if (fp != NULL) + { + fclose(fp); + // File found + // returning an allocated array here for backwards compatibility reasons + char *file_path = (char *) malloc(path.length() + 1); + STRCPY(file_path, path.length() + 1, path.c_str()); + return file_path; + } + + if (fp) + { + fclose(fp); + } + } + + // File not found + return 0; +} + +#endif diff --git a/gpu/helper_timer.h b/gpu/helper_timer.h new file mode 100644 index 0000000..4b6e434 --- /dev/null +++ b/gpu/helper_timer.h @@ -0,0 +1,499 @@ +/** + * Copyright 1993-2013 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +// Helper Timing Functions +#ifndef HELPER_TIMER_H +#define HELPER_TIMER_H + +#ifndef EXIT_WAIVED +#define EXIT_WAIVED 2 +#endif + +// includes, system +#include + +// includes, project +#include "exception.h" + +// Definition of the StopWatch Interface, this is used if we don't want to use the CUT functions +// But rather in a self contained class interface +class StopWatchInterface +{ + public: + StopWatchInterface() {}; + virtual ~StopWatchInterface() {}; + + public: + //! Start time measurement + virtual void start() = 0; + + //! Stop time measurement + virtual void stop() = 0; + + //! Reset time counters to zero + virtual void reset() = 0; + + //! Time in msec. after start. If the stop watch is still running (i.e. there + //! was no call to stop()) then the elapsed time is returned, otherwise the + //! time between the last start() and stop call is returned + virtual float getTime() = 0; + + //! Mean time to date based on the number of times the stopwatch has been + //! _stopped_ (ie finished sessions) and the current total time + virtual float getAverageTime() = 0; +}; + + +////////////////////////////////////////////////////////////////// +// Begin Stopwatch timer class definitions for all OS platforms // +////////////////////////////////////////////////////////////////// +#if defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) +// includes, system +#define WINDOWS_LEAN_AND_MEAN +#include +#undef min +#undef max + +//! Windows specific implementation of StopWatch +class StopWatchWin : public StopWatchInterface +{ + public: + //! Constructor, default + StopWatchWin() : + start_time(), end_time(), + diff_time(0.0f), total_time(0.0f), + running(false), clock_sessions(0), freq(0), freq_set(false) + { + if (! freq_set) + { + // helper variable + LARGE_INTEGER temp; + + // get the tick frequency from the OS + QueryPerformanceFrequency((LARGE_INTEGER *) &temp); + + // convert to type in which it is needed + freq = ((double) temp.QuadPart) / 1000.0; + + // rememeber query + freq_set = true; + } + }; + + // Destructor + ~StopWatchWin() { }; + + public: + //! Start time measurement + inline void start(); + + //! Stop time measurement + inline void stop(); + + //! Reset time counters to zero + inline void reset(); + + //! Time in msec. after start. If the stop watch is still running (i.e. there + //! was no call to stop()) then the elapsed time is returned, otherwise the + //! time between the last start() and stop call is returned + inline float getTime(); + + //! Mean time to date based on the number of times the stopwatch has been + //! _stopped_ (ie finished sessions) and the current total time + inline float getAverageTime(); + + private: + // member variables + + //! Start of measurement + LARGE_INTEGER start_time; + //! End of measurement + LARGE_INTEGER end_time; + + //! Time difference between the last start and stop + float diff_time; + + //! TOTAL time difference between starts and stops + float total_time; + + //! flag if the stop watch is running + bool running; + + //! Number of times clock has been started + //! and stopped to allow averaging + int clock_sessions; + + //! tick frequency + double freq; + + //! flag if the frequency has been set + bool freq_set; +}; + +// functions, inlined + +//////////////////////////////////////////////////////////////////////////////// +//! Start time measurement +//////////////////////////////////////////////////////////////////////////////// +inline void +StopWatchWin::start() +{ + QueryPerformanceCounter((LARGE_INTEGER *) &start_time); + running = true; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Stop time measurement and increment add to the current diff_time summation +//! variable. Also increment the number of times this clock has been run. +//////////////////////////////////////////////////////////////////////////////// +inline void +StopWatchWin::stop() +{ + QueryPerformanceCounter((LARGE_INTEGER *) &end_time); + diff_time = (float) + (((double) end_time.QuadPart - (double) start_time.QuadPart) / freq); + + total_time += diff_time; + clock_sessions++; + running = false; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Reset the timer to 0. Does not change the timer running state but does +//! recapture this point in time as the current start time if it is running. +//////////////////////////////////////////////////////////////////////////////// +inline void +StopWatchWin::reset() +{ + diff_time = 0; + total_time = 0; + clock_sessions = 0; + + if (running) + { + QueryPerformanceCounter((LARGE_INTEGER *) &start_time); + } +} + + +//////////////////////////////////////////////////////////////////////////////// +//! Time in msec. after start. If the stop watch is still running (i.e. there +//! was no call to stop()) then the elapsed time is returned added to the +//! current diff_time sum, otherwise the current summed time difference alone +//! is returned. +//////////////////////////////////////////////////////////////////////////////// +inline float +StopWatchWin::getTime() +{ + // Return the TOTAL time to date + float retval = total_time; + + if (running) + { + LARGE_INTEGER temp; + QueryPerformanceCounter((LARGE_INTEGER *) &temp); + retval += (float) + (((double)(temp.QuadPart - start_time.QuadPart)) / freq); + } + + return retval; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Time in msec. for a single run based on the total number of COMPLETED runs +//! and the total time. +//////////////////////////////////////////////////////////////////////////////// +inline float +StopWatchWin::getAverageTime() +{ + return (clock_sessions > 0) ? (total_time/clock_sessions) : 0.0f; +} +#else +// Declarations for Stopwatch on Linux and Mac OSX +// includes, system +#include +#include + +//! Windows specific implementation of StopWatch +class StopWatchLinux : public StopWatchInterface +{ + public: + //! Constructor, default + StopWatchLinux() : + start_time(), diff_time(0.0), total_time(0.0), + running(false), clock_sessions(0) + { }; + + // Destructor + virtual ~StopWatchLinux() + { }; + + public: + //! Start time measurement + inline void start(); + + //! Stop time measurement + inline void stop(); + + //! Reset time counters to zero + inline void reset(); + + //! Time in msec. after start. If the stop watch is still running (i.e. there + //! was no call to stop()) then the elapsed time is returned, otherwise the + //! time between the last start() and stop call is returned + inline float getTime(); + + //! Mean time to date based on the number of times the stopwatch has been + //! _stopped_ (ie finished sessions) and the current total time + inline float getAverageTime(); + + private: + + // helper functions + + //! Get difference between start time and current time + inline float getDiffTime(); + + private: + + // member variables + + //! Start of measurement + struct timeval start_time; + + //! Time difference between the last start and stop + float diff_time; + + //! TOTAL time difference between starts and stops + float total_time; + + //! flag if the stop watch is running + bool running; + + //! Number of times clock has been started + //! and stopped to allow averaging + int clock_sessions; +}; + +// functions, inlined + +//////////////////////////////////////////////////////////////////////////////// +//! Start time measurement +//////////////////////////////////////////////////////////////////////////////// +inline void +StopWatchLinux::start() +{ + gettimeofday(&start_time, 0); + running = true; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Stop time measurement and increment add to the current diff_time summation +//! variable. Also increment the number of times this clock has been run. +//////////////////////////////////////////////////////////////////////////////// +inline void +StopWatchLinux::stop() +{ + diff_time = getDiffTime(); + total_time += diff_time; + running = false; + clock_sessions++; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Reset the timer to 0. Does not change the timer running state but does +//! recapture this point in time as the current start time if it is running. +//////////////////////////////////////////////////////////////////////////////// +inline void +StopWatchLinux::reset() +{ + diff_time = 0; + total_time = 0; + clock_sessions = 0; + + if (running) + { + gettimeofday(&start_time, 0); + } +} + +//////////////////////////////////////////////////////////////////////////////// +//! Time in msec. after start. If the stop watch is still running (i.e. there +//! was no call to stop()) then the elapsed time is returned added to the +//! current diff_time sum, otherwise the current summed time difference alone +//! is returned. +//////////////////////////////////////////////////////////////////////////////// +inline float +StopWatchLinux::getTime() +{ + // Return the TOTAL time to date + float retval = total_time; + + if (running) + { + retval += getDiffTime(); + } + + return retval; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Time in msec. for a single run based on the total number of COMPLETED runs +//! and the total time. +//////////////////////////////////////////////////////////////////////////////// +inline float +StopWatchLinux::getAverageTime() +{ + return (clock_sessions > 0) ? (total_time/clock_sessions) : 0.0f; +} +//////////////////////////////////////////////////////////////////////////////// + +//////////////////////////////////////////////////////////////////////////////// +inline float +StopWatchLinux::getDiffTime() +{ + struct timeval t_time; + gettimeofday(&t_time, 0); + + // time difference in milli-seconds + return (float)(1000.0 * (t_time.tv_sec - start_time.tv_sec) + + (0.001 * (t_time.tv_usec - start_time.tv_usec))); +} +#endif // WIN32 + +//////////////////////////////////////////////////////////////////////////////// +//! Timer functionality exported + +//////////////////////////////////////////////////////////////////////////////// +//! Create a new timer +//! @return true if a time has been created, otherwise false +//! @param name of the new timer, 0 if the creation failed +//////////////////////////////////////////////////////////////////////////////// +inline bool +sdkCreateTimer(StopWatchInterface **timer_interface) +{ + //printf("sdkCreateTimer called object %08x\n", (void *)*timer_interface); +#if defined(WIN32) || defined(_WIN32) || defined(WIN64) || defined(_WIN64) + *timer_interface = (StopWatchInterface *)new StopWatchWin(); +#else + *timer_interface = (StopWatchInterface *)new StopWatchLinux(); +#endif + return (*timer_interface != NULL) ? true : false; +} + + +//////////////////////////////////////////////////////////////////////////////// +//! Delete a timer +//! @return true if a time has been deleted, otherwise false +//! @param name of the timer to delete +//////////////////////////////////////////////////////////////////////////////// +inline bool +sdkDeleteTimer(StopWatchInterface **timer_interface) +{ + //printf("sdkDeleteTimer called object %08x\n", (void *)*timer_interface); + if (*timer_interface) + { + delete *timer_interface; + *timer_interface = NULL; + } + + return true; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Start the time with name \a name +//! @param name name of the timer to start +//////////////////////////////////////////////////////////////////////////////// +inline bool +sdkStartTimer(StopWatchInterface **timer_interface) +{ + //printf("sdkStartTimer called object %08x\n", (void *)*timer_interface); + if (*timer_interface) + { + (*timer_interface)->start(); + } + + return true; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Stop the time with name \a name. Does not reset. +//! @param name name of the timer to stop +//////////////////////////////////////////////////////////////////////////////// +inline bool +sdkStopTimer(StopWatchInterface **timer_interface) +{ + // printf("sdkStopTimer called object %08x\n", (void *)*timer_interface); + if (*timer_interface) + { + (*timer_interface)->stop(); + } + + return true; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Resets the timer's counter. +//! @param name name of the timer to reset. +//////////////////////////////////////////////////////////////////////////////// +inline bool +sdkResetTimer(StopWatchInterface **timer_interface) +{ + // printf("sdkResetTimer called object %08x\n", (void *)*timer_interface); + if (*timer_interface) + { + (*timer_interface)->reset(); + } + + return true; +} + +//////////////////////////////////////////////////////////////////////////////// +//! Return the average time for timer execution as the total time +//! for the timer dividied by the number of completed (stopped) runs the timer +//! has made. +//! Excludes the current running time if the timer is currently running. +//! @param name name of the timer to return the time of +//////////////////////////////////////////////////////////////////////////////// +inline float +sdkGetAverageTimerValue(StopWatchInterface **timer_interface) +{ + // printf("sdkGetAverageTimerValue called object %08x\n", (void *)*timer_interface); + if (*timer_interface) + { + return (*timer_interface)->getAverageTime(); + } + else + { + return 0.0f; + } +} + +//////////////////////////////////////////////////////////////////////////////// +//! Total execution time for the timer over all runs since the last reset +//! or timer creation. +//! @param name name of the timer to obtain the value of. +//////////////////////////////////////////////////////////////////////////////// +inline float +sdkGetTimerValue(StopWatchInterface **timer_interface) +{ + // printf("sdkGetTimerValue called object %08x\n", (void *)*timer_interface); + if (*timer_interface) + { + return (*timer_interface)->getTime(); + } + else + { + return 0.0f; + } +} + +#endif // HELPER_TIMER_H diff --git a/gpu/kernels.cuh b/gpu/kernels.cuh new file mode 100644 index 0000000..0907dfb --- /dev/null +++ b/gpu/kernels.cuh @@ -0,0 +1,208 @@ +/* + * Copyright 1993-2014 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +/* + * Various kernels and functors used throughout the algorithm. For details + * on usage see "SegmentationTreeBuilder::invokeStep()". + */ + +#ifndef _KERNELS_H_ +#define _KERNELS_H_ + +#include +#include + +#include "common.cuh" + +// Functors used with thrust library. +template +struct IsGreaterEqualThan : public thrust::unary_function +{ + __host__ __device__ IsGreaterEqualThan(uint upperBound) : + upperBound_(upperBound) {} + + __host__ __device__ bool operator()(const Input &value) const + { + return value >= upperBound_; + } + + uint upperBound_; +}; + +// CUDA kernels. +__global__ void addScalar(uint *array, int scalar, uint size) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < size) + { + array[tid] += scalar; + } +} + +__global__ void markSegments(const uint *verticesOffsets, + uint *flags, + uint verticesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < verticesCount) + { + flags[verticesOffsets[tid]] = 1; + } +} + +__global__ void getVerticesMapping(const uint *clusteredVerticesIDs, + const uint *newVerticesIDs, + uint *verticesMapping, + uint verticesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < verticesCount) + { + uint vertexID = clusteredVerticesIDs[tid]; + verticesMapping[vertexID] = newVerticesIDs[tid]; + } +} + +__global__ void getSuccessors(const uint *verticesOffsets, + const uint *minScannedEdges, + uint *successors, + uint verticesCount, + uint edgesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < verticesCount) + { + uint successorPos = (tid < verticesCount - 1) ? + (verticesOffsets[tid + 1] - 1) : + (edgesCount - 1); + + successors[tid] = minScannedEdges[successorPos]; + } +} + +__global__ void removeCycles(uint *successors, + uint verticesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < verticesCount) + { + uint successor = successors[tid]; + uint nextSuccessor = successors[successor]; + + if (tid == nextSuccessor) + { + if (tid < successor) + { + successors[tid] = tid; + } + else + { + successors[successor] = successor; + } + } + } +} + +__global__ void getRepresentatives(const uint *successors, + uint *representatives, + uint verticesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < verticesCount) + { + uint successor = successors[tid]; + uint nextSuccessor = successors[successor]; + + while (successor != nextSuccessor) + { + successor = nextSuccessor; + nextSuccessor = successors[nextSuccessor]; + } + + representatives[tid] = successor; + } +} + +__global__ void invalidateLoops(const uint *startpoints, + const uint *verticesMapping, + uint *edges, + uint edgesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < edgesCount) + { + uint startpoint = startpoints[tid]; + uint &endpoint = edges[tid]; + + uint newStartpoint = verticesMapping[startpoint]; + uint newEndpoint = verticesMapping[endpoint]; + + if (newStartpoint == newEndpoint) + { + endpoint = UINT_MAX; + } + } +} + +__global__ void calculateEdgesInfo(const uint *startpoints, + const uint *verticesMapping, + const uint *edges, + const float *weights, + uint *newStartpoints, + uint *survivedEdgesIDs, + uint edgesCount, + uint newVerticesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < edgesCount) + { + uint startpoint = startpoints[tid]; + uint endpoint = edges[tid]; + + newStartpoints[tid] = endpoint < UINT_MAX ? + verticesMapping[startpoint] : + newVerticesCount + verticesMapping[startpoint]; + + survivedEdgesIDs[tid] = endpoint < UINT_MAX ? + tid : + UINT_MAX; + } +} + +__global__ void makeNewEdges(const uint *survivedEdgesIDs, + const uint *verticesMapping, + const uint *edges, + const float *weights, + uint *newEdges, + float *newWeights, + uint edgesCount) +{ + uint tid = blockIdx.x * blockDim.x + threadIdx.x; + + if (tid < edgesCount) + { + uint edgeID = survivedEdgesIDs[tid]; + uint oldEdge = edges[edgeID]; + + newEdges[tid] = verticesMapping[oldEdge]; + newWeights[tid] = weights[edgeID]; + } +} + +#endif // #ifndef _KERNELS_H_ diff --git a/gpu/level_0.png b/gpu/level_0.png new file mode 100644 index 0000000..b9d9489 Binary files /dev/null and b/gpu/level_0.png differ diff --git a/gpu/level_1.png b/gpu/level_1.png new file mode 100644 index 0000000..0765622 Binary files /dev/null and b/gpu/level_1.png differ diff --git a/gpu/level_2.png b/gpu/level_2.png new file mode 100644 index 0000000..fb85bb1 Binary files /dev/null and b/gpu/level_2.png differ diff --git a/gpu/level_3.png b/gpu/level_3.png new file mode 100644 index 0000000..40ce0d8 Binary files /dev/null and b/gpu/level_3.png differ diff --git a/gpu/level_4.png b/gpu/level_4.png new file mode 100644 index 0000000..e193ea3 Binary files /dev/null and b/gpu/level_4.png differ diff --git a/gpu/level_5.png b/gpu/level_5.png new file mode 100644 index 0000000..e32e0e1 Binary files /dev/null and b/gpu/level_5.png differ diff --git a/gpu/level_6.png b/gpu/level_6.png new file mode 100644 index 0000000..00dd3a6 Binary files /dev/null and b/gpu/level_6.png differ diff --git a/gpu/level_7.png b/gpu/level_7.png new file mode 100644 index 0000000..2bf2751 Binary files /dev/null and b/gpu/level_7.png differ diff --git a/gpu/level_8.png b/gpu/level_8.png new file mode 100644 index 0000000..f8587dc Binary files /dev/null and b/gpu/level_8.png differ diff --git a/gpu/main.cpp b/gpu/main.cpp new file mode 100644 index 0000000..ca1bbd5 --- /dev/null +++ b/gpu/main.cpp @@ -0,0 +1,37 @@ +#include "conversion.h" +#include + +#include "segmentationTree.h" + +using namespace boost::python; + + +PyObject * computeSegmentationLevels(PyObject * image_) { + NDArrayConverter cvt; + cv::Mat image = cvt.toMat(image_); + std::vector levels = computeSegmentationLevels_(image); + PyArrayObject * arr; + int dims[1] = { levels.size() }; + arr = (PyArrayObject *) PyArray_FromDims(1, dims, 'O'); + PyObject ** data = (PyObject **)arr->data; + for (int i = 0; i < levels.size(); i++) + data[i] = cvt.toNDArray(levels[i]); + + return PyArray_Return(arr); +} + +static void init_ar() { + Py_Initialize(); + import_array(); +} + +BOOST_PYTHON_MODULE(gpu_segmentation) { + init_ar(); + + def("startCuda", startCuda); + def("stopCuda", stopCuda); + def("computeSegmentationLevels", computeSegmentationLevels); +} + +int main(int argc, char * argv[]) { +} diff --git a/gpu/readme.txt b/gpu/readme.txt new file mode 100644 index 0000000..1a48a89 --- /dev/null +++ b/gpu/readme.txt @@ -0,0 +1,6 @@ +Sample: CUDA Segmentation Tree Thrust Library +Minimum spec: SM 1.3 + +This sample demonstrates an approach to the image segmentation trees construction. This method is based on Boruvka's MST algorithm. + +Key concepts: diff --git a/gpu/segmentationTree.cpp b/gpu/segmentationTree.cpp new file mode 100644 index 0000000..8cb73c5 --- /dev/null +++ b/gpu/segmentationTree.cpp @@ -0,0 +1,1197 @@ +/* + * Copyright 1993-2014 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +/* + * This application demonstrates an approach to the image segmentation + * trees construction. It is based on Boruvka's MST algorithm. + * Here's the complete list of references: + * 1) V. Vineet et al, "Fast Minimum Spanning Tree for + * Large Graphs on the GPU"; + * 2) P. Felzenszwalb et al, "Efficient Graph-Based Image Segmentation"; + * 3) A. Ion et al, "Considerations Regarding the Minimum Spanning + * Tree Pyramid Segmentation Method". + */ + +// System includes. +#include +#include +#include +#include + +// STL includes. +#include +#include +#include +#include +#include +#include +#include + +// Thrust library includes. +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include +#include + +// Sample framework includes. +#include "helper_functions.h" +#include "helper_cuda.h" + +// Project includes. +#include "common.cuh" + +// Kernels. +#include "kernels.cuh" + +#include + +using std::cin; +using std::cout; +using std::endl; +using std::vector; +using std::list; +using std::deque; + +// Very simple von Neumann middle-square prng. rand() is different across +// various OS platforms, which makes testing and the output inconsistent. +int myrand(void) +{ + static int seed = 72191; + char sq[22]; + + seed *= seed; + sprintf(sq, "%010d", seed); + // pull the middle 5 digits out of sq + sq[8] = 0; + seed = atoi(&sq[3]); + + return seed; +} + +// Simple memory pool class. It is nothing more than array of fixed-sized +// arrays. +template +class DeviceMemoryPool +{ + public: + // The parameters of the constructor are as follows: + // 1) uint chunkSize --- size of the particular array; + // 2) uint chunksCount --- number of fixed-sized arrays. + DeviceMemoryPool(uint chunkSize, uint chunksCount) : + chunkSize_(chunkSize) + { + chunkRawSize_ = (chunkSize * sizeof(T) + 511) & ~511; + + try + { + basePtr_ = + thrust::device_malloc(chunkRawSize_ * chunksCount); + } + catch (thrust::system_error &e) + { + cout << "Pool memory allocation failed (" << e.what() << ")" + << endl; + exit(EXIT_FAILURE); + } + + for (uint chunkIndex = 0; chunkIndex < chunksCount; ++chunkIndex) + { + chunks_.push_back( + thrust::device_ptr( + reinterpret_cast( + static_cast(basePtr_.get()) + + chunkRawSize_ * chunkIndex))); + } + } + + ~DeviceMemoryPool() + { + try + { + thrust::device_free(basePtr_); + } + catch (thrust::system_error &e) + { + cout << "Pool memory allocation failed (" << e.what() << ")" + << endl; + exit(EXIT_FAILURE); + } + } + + // Returns an address of the first available array + // in the memory pool. + thrust::device_ptr get() + { + thrust::device_ptr ptr(chunks_.back()); + chunks_.pop_back(); + + return ptr; + } + + // Pushes an address stored in "ptr" to the list + // of available arrays of the memory pool. + // It should be noted that it is user who is responsible for returning + // the previously requested memory to the appropriate pool. + inline void put(const thrust::device_ptr &ptr) + { + chunks_.push_back(ptr); + } + + uint totalFreeChunks() const + { + return chunks_.size(); + } + + private: + uint chunkSize_, chunkRawSize_; + thrust::device_ptr basePtr_; + + list< thrust::device_ptr > chunks_; +}; + +// Graph structure. +struct Graph +{ + Graph() {} + + Graph(uint verticesCount, uint edgesCount) : + vertices(verticesCount), + edges(edgesCount), + weights(edgesCount) + {} + + // This vector stores offsets for each vertex in "edges" and "weights" + // vectors. For example: + // "vertices[0]" is an index of the first outgoing edge of vertex #0, + // "vertices[1]" is an index of the first outgoing edge of vertex #1, etc. + vector vertices; + + // This vector stores indices of endpoints of the corresponding edges. + // For example, "edges[vertices[0]]" is the first neighbouring vertex + // of vertex #0. + vector edges; + + // This vector stores weights of the corresponding edges. + vector weights; +}; + +// Simple segmentation tree class. +// Each level of the tree corresponds to the segmentation. +// See "Level" class for the details. +class Pyramid +{ + public: + void addLevel(uint totalSuperNodes, + uint totalNodes, + thrust::device_ptr superVerticesOffsets, + thrust::device_ptr verticesIDs) + { + levels_.push_back(Level(totalSuperNodes, totalNodes)); + levels_.back().buildFromDeviceData(superVerticesOffsets, + verticesIDs); + } + + uint levelsCount() const + { + return static_cast(levels_.size()); + } + + void dump(uint width, uint height) const + { + char filename[256], format[256]; + uint levelIndex = 0; + + uint requiredDigitsCount = + static_cast(log10(static_cast(levelsCount()))) + + 1; + sprintf(format, "level_%%0%uu.png", requiredDigitsCount); + + for (LevelsIterator level = levels_.rbegin(); + level != levels_.rend(); + ++level, ++levelIndex) + { + + sprintf(filename, format, levelIndex); + dumpLevel(level, width, height, filename); + } + } + + private: + // Level of the segmentation tree. + class Level + { + public: + Level(uint totalSuperNodes, uint totalNodes) : + superNodesOffsets_(totalSuperNodes), nodes_(totalNodes) + { + } + + void buildFromDeviceData( + thrust::device_ptr superVerticesOffsets, + thrust::device_ptr verticesIDs) + { + checkCudaErrors( + cudaMemcpy(&(superNodesOffsets_[0]), + superVerticesOffsets.get(), + sizeof(uint) * superNodesOffsets_.size(), + cudaMemcpyDeviceToHost)); + + checkCudaErrors( + cudaMemcpy(&(nodes_[0]), + verticesIDs.get(), + sizeof(uint) * nodes_.size(), + cudaMemcpyDeviceToHost)); + } + + private: + friend class Pyramid; + + // The pair of the following vectors describes the + // relation between the consecutive levels. + // Consider an example. Let the index of the current level be n. + // Then nodes of level #(n-1) with indices stored in + // "nodes[superNodesOffsets_[0]]", + // "nodes[superNodesOffsets_[0] + 1]", + // ..., + // "nodes[superNodesOffsets_[1] - 1]" + // correspond to vertex #0 of level #n. An so on. + vector superNodesOffsets_; + vector nodes_; + }; + + typedef list::const_reverse_iterator LevelsIterator; + + // Dumps level to the file "level_n.ppm" where n + // is index of the level. Segments are drawn in random colors. + void dumpLevel(LevelsIterator level, + uint width, + uint height, + const char *filename) const + { + deque< std::pair > nodesQueue; + + uint totalSegments; + + { + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + totalSegments = static_cast(superNodesOffsets.size()); + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + vector colors(3 * totalSegments); + + for (uint colorIndex = 0; colorIndex < totalSegments; ++colorIndex) + { + colors[colorIndex * 3 ] = myrand() % 256; + colors[colorIndex * 3 + 1] = myrand() % 256; + colors[colorIndex * 3 + 2] = myrand() % 256; + } + + //uchar *image = new uchar[width * height * 3]; + cv::Mat image(height, width, CV_8UC3); + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image.at(pixelIndex)[0] = colors[pixelSegment * 3 ]; + image.at(pixelIndex)[1] = colors[pixelSegment * 3 + 1]; + image.at(pixelIndex)[2] = colors[pixelSegment * 3 + 2]; + } + + cv::imwrite(filename, image); + } + + // Dumps level to the file "level_n.ppm" where n + // is index of the level. Segments are drawn in random colors. +/* void dumpLevel(LevelsIterator level, + uint width, + uint height, + const char *filename) const + { + deque< std::pair > nodesQueue; + + uint totalSegments; + + { + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + totalSegments = static_cast(superNodesOffsets.size()); + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + vector colors(3 * totalSegments); + + for (uint colorIndex = 0; colorIndex < totalSegments; ++colorIndex) + { + colors[colorIndex * 3 ] = myrand() % 256; + colors[colorIndex * 3 + 1] = myrand() % 256; + colors[colorIndex * 3 + 2] = myrand() % 256; + } + + uchar *image = new uchar[width * height * 3]; + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image[pixelIndex * 3 ] = colors[pixelSegment * 3 ]; + image[pixelIndex * 3 + 1] = colors[pixelSegment * 3 + 1]; + image[pixelIndex * 3 + 2] = colors[pixelSegment * 3 + 2]; + } + + __savePPM(filename, image, width, height, 3); + + delete[] image; + }*/ + + list levels_; +}; + +// The class that encapsulates the main algorithm. +class SegmentationTreeBuilder +{ + public: + SegmentationTreeBuilder():verticesCount_(0),edgesCount_(0) {} + + ~SegmentationTreeBuilder() {} + + // Repeatedly invokes the step of the algorithm + // until the limiting segmentation is found. + // Returns time (in ms) spent on building the tree. + float run(const Graph &graph, Pyramid &segmentations) + { + cudaEvent_t start, stop; + + cudaEventCreate(&start); + cudaEventCreate(&stop); + + cudaEventRecord(start, 0); + + // Allocate required memory pools. We need just 4 types of arrays. + MemoryPoolsCollection pools = + { + DeviceMemoryPool( + static_cast(graph.vertices.size()), + kUintVerticesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.vertices.size()), + kFloatVerticesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.edges.size()), + kUintEdgesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.edges.size()), + kFloatEdgesPoolsRequired) + }; + + // Initialize internal variables + try + { + initalizeData(graph, pools); + } + catch (thrust::system_error &e) + { + cout << "Initialization failed (" << e.what() << ")" << endl; + exit(EXIT_FAILURE); + } + + // Run steps + AlgorithmStatus status; + + try + { + do + { + status = invokeStep(pools, segmentations); + } + while (status != ALGORITHM_FINISHED); + } + catch (thrust::system_error &e) + { + cout << "Algorithm failed (" << e.what() << ")" << endl; + exit(EXIT_FAILURE); + } + + cudaEventRecord(stop, 0); + cudaEventSynchronize(stop); + + float elapsedTime; + cudaEventElapsedTime(&elapsedTime, start, stop); + + return elapsedTime; + } + + private: + void printMemoryUsage() + { + size_t availableMemory, totalMemory, usedMemory; + + cudaMemGetInfo(&availableMemory, &totalMemory); + usedMemory = totalMemory - availableMemory; + + cout << "Device memory: used " << usedMemory + << " available " << availableMemory + << " total " << totalMemory << endl; + } + + struct MemoryPoolsCollection + { + DeviceMemoryPool uintVertices; + DeviceMemoryPool floatVertices; + DeviceMemoryPool uintEdges; + DeviceMemoryPool floatEdges; + }; + + static const uint kUintVerticesPoolsRequired = 8; + static const uint kFloatVerticesPoolsRequired = 3; + static const uint kUintEdgesPoolsRequired = 8; + static const uint kFloatEdgesPoolsRequired = 4; + + void initalizeData(const Graph &graph, MemoryPoolsCollection &pools) + { + // Get memory for the internal variables + verticesCount_ = static_cast(graph.vertices.size()); + edgesCount_ = static_cast(graph.edges.size()); + + dVertices_ = pools.uintVertices.get(); + dEdges_ = pools.uintEdges.get(); + dWeights_ = pools.floatEdges.get(); + + dOutputEdgesFlags_ = pools.uintEdges.get(); + + // Copy graph to the device memory + checkCudaErrors(cudaMemcpy(dVertices_.get(), + &(graph.vertices[0]), + sizeof(uint) * verticesCount_, + cudaMemcpyHostToDevice)); + checkCudaErrors(cudaMemcpy(dEdges_.get(), + &(graph.edges[0]), + sizeof(uint) * edgesCount_, + cudaMemcpyHostToDevice)); + checkCudaErrors(cudaMemcpy(dWeights_.get(), + &(graph.weights[0]), + sizeof(float) * edgesCount_, + cudaMemcpyHostToDevice)); + + + thrust::fill(dOutputEdgesFlags_, + dOutputEdgesFlags_ + edgesCount_, + 0); + } + + static const uint kMaxThreadsPerBlock = 256; + + // Calculates grid parameters of the consecutive kernel calls + // based on the number of elements in the array. + void calculateThreadsDistribution(uint totalElements, + uint &blocksCount, + uint &threadsPerBlockCount) + { + if (totalElements > kMaxThreadsPerBlock) + { + blocksCount = + (totalElements + kMaxThreadsPerBlock - 1) / + kMaxThreadsPerBlock; + + threadsPerBlockCount = kMaxThreadsPerBlock; + } + else + { + blocksCount = 1; + threadsPerBlockCount = totalElements; + } + } + + enum AlgorithmStatus { ALGORITHM_NOT_FINISHED, ALGORITHM_FINISHED }; + + AlgorithmStatus invokeStep(MemoryPoolsCollection &pools, + Pyramid &segmentations) + { + uint blocksCount, threadsPerBlockCount; + + calculateThreadsDistribution(edgesCount_, + blocksCount, + threadsPerBlockCount); + dim3 gridDimsForEdges(blocksCount, 1, 1); + dim3 blockDimsForEdges(threadsPerBlockCount, 1, 1); + + calculateThreadsDistribution(verticesCount_, + blocksCount, + threadsPerBlockCount); + dim3 gridDimsForVertices(blocksCount, 1, 1); + dim3 blockDimsForVertices(threadsPerBlockCount, 1, 1); + + thrust::device_ptr dEdgesFlags = pools.uintEdges.get(); + + thrust::fill(dEdgesFlags, dEdgesFlags + edgesCount_, 0); + + // Mark the first edge for each vertex in "dEdgesFlags" + markSegments<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dVertices_.get(), dEdgesFlags.get(), verticesCount_); + getLastCudaError("markSegments launch failed."); + + // Now find minimum edges for each vertex. + thrust::device_ptr dMinScannedEdges = + pools.uintEdges.get(); + thrust::device_ptr dMinScannedWeights = + pools.floatEdges.get(); + + thrust::inclusive_scan_by_key( + dEdgesFlags, + dEdgesFlags + edgesCount_, + thrust::make_zip_iterator( + thrust::make_tuple(dWeights_, dEdges_)), + thrust::make_zip_iterator( + thrust::make_tuple(dMinScannedWeights, dMinScannedEdges)), + thrust::greater_equal(), + thrust::minimum< thrust::tuple >()); + + // To make things clear. + // Let "dEdgesFlags" denote groups of edges that + // correspond to the same vertices. Then the last edge of each group + // (in "dMinScannedEdges" and "dMinScannedWeights") is now minimal. + + // Calculate a successor vertex for each vertex. A successor of the + // vertex v is a neighbouring vertex connected to v + // by the minimal edge. + thrust::device_ptr dSuccessors = pools.uintVertices.get(); + + getSuccessors<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dVertices_.get(), + dMinScannedEdges.get(), + dSuccessors.get(), + verticesCount_, + edgesCount_); + getLastCudaError("getSuccessors launch failed."); + + pools.uintEdges.put(dMinScannedEdges); + pools.floatEdges.put(dMinScannedWeights); + + // Remove cyclic successor dependencies. Note that there can be only + // two vertices in a cycle. See [1] for details. + removeCycles<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dSuccessors.get(), verticesCount_); + getLastCudaError("removeCycles launch failed."); + + // Build up an array of startpoints for edges. As already stated, + // each group of edges denoted by "dEdgesFlags" + // has the same startpoint. + thrust::device_ptr dStartpoints = pools.uintEdges.get(); + + thrust::inclusive_scan(dEdgesFlags, + dEdgesFlags + edgesCount_, + dStartpoints); + + addScalar<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), -1, edgesCount_); + getLastCudaError("addScalar launch failed."); + + // Shrink the chains of successors. New successors will eventually + // represent superpixels of the new level. + thrust::device_ptr dRepresentatives = + pools.uintVertices.get(); + + getRepresentatives + <<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dSuccessors.get(), + dRepresentatives.get(), + verticesCount_); + getLastCudaError("getRepresentatives launch failed."); + + swap(dSuccessors, dRepresentatives); + + pools.uintVertices.put(dRepresentatives); + + // Group vertices by successors' indices. + thrust::device_ptr dClusteredVerticesIDs = + pools.uintVertices.get(); + + thrust::sequence(dClusteredVerticesIDs, + dClusteredVerticesIDs + verticesCount_); + + thrust::sort( + thrust::make_zip_iterator( + thrust::make_tuple( + thrust::device_ptr (dSuccessors), + thrust::device_ptr (dClusteredVerticesIDs))), + thrust::make_zip_iterator( + thrust::make_tuple( + thrust::device_ptr (dSuccessors + + verticesCount_), + thrust::device_ptr (dClusteredVerticesIDs + + verticesCount_)))); + + // Mark those groups. + thrust::device_ptr dVerticesFlags_ = pools.uintVertices.get(); + + thrust::fill(dVerticesFlags_, dVerticesFlags_ + verticesCount_, 0); + + thrust::adjacent_difference(dSuccessors, + dSuccessors + verticesCount_, + dVerticesFlags_, + thrust::not_equal_to()); + + cudaMemset((void *) dVerticesFlags_.get(), 0, sizeof(uint)); + + // Assign new indices to the successors (the indices of vertices + // at the new level). + thrust::device_ptr dNewVerticesIDs_ = + pools.uintVertices.get(); + + thrust::inclusive_scan(dVerticesFlags_, + dVerticesFlags_ + verticesCount_, + dNewVerticesIDs_); + + pools.uintVertices.put(dVerticesFlags_); + + // Now we can calculate number of resulting superpixels easily. + uint newVerticesCount; + cudaMemcpy(&newVerticesCount, + (dNewVerticesIDs_ + verticesCount_ - 1).get(), + sizeof(uint), + cudaMemcpyDeviceToHost); + ++newVerticesCount; + + // There are two special cases when we can stop our algorithm: + // 1) number of vertices in the graph remained unchanged; + // 2) only one vertex remains. + if (newVerticesCount == verticesCount_) + { + return ALGORITHM_FINISHED; + } + else if (newVerticesCount == 1) + { + thrust::device_ptr dDummyVerticesOffsets = + pools.uintVertices.get(); + + cudaMemset((void *) dDummyVerticesOffsets.get(), + 0, + sizeof(uint)); + + thrust::device_ptr dDummyVerticesIDs = + pools.uintVertices.get(); + + thrust::sequence(dDummyVerticesIDs, + dDummyVerticesIDs + verticesCount_); + + segmentations.addLevel(1, + verticesCount_, + dDummyVerticesOffsets, + dDummyVerticesIDs); + + return ALGORITHM_FINISHED; + } + + // Calculate how old vertices IDs map to new vertices IDs. + thrust::device_ptr dVerticesMapping = + pools.uintVertices.get(); + + getVerticesMapping + <<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dClusteredVerticesIDs.get(), + dNewVerticesIDs_.get(), + dVerticesMapping.get(), + verticesCount_); + getLastCudaError("getVerticesMapping launch failed."); + + pools.uintVertices.put(dNewVerticesIDs_); + pools.uintVertices.put(dClusteredVerticesIDs); + pools.uintVertices.put(dSuccessors); + + // Invalidate self-loops in the reduced graph (the graph + // produced by merging all old vertices that have + // the same successor). + invalidateLoops<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), + dVerticesMapping.get(), + dEdges_.get(), + edgesCount_); + getLastCudaError("invalidateLoops launch failed."); + + // Calculate various information about the surviving + // (new startpoints IDs and IDs of edges) and + // non-surviving/contracted edges (their weights). + thrust::device_ptr dNewStartpoints = pools.uintEdges.get(); + thrust::device_ptr dSurvivedEdgesIDs = pools.uintEdges.get(); + + calculateEdgesInfo<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), + dVerticesMapping.get(), + dEdges_.get(), + dWeights_.get(), + dNewStartpoints.get(), + dSurvivedEdgesIDs.get(), + edgesCount_, + newVerticesCount); + getLastCudaError("calculateEdgesInfo launch failed."); + + pools.uintEdges.put(dStartpoints); + + // Group that information by the new startpoints IDs. + // Keep in mind that we want to build new (reduced) graph and apply + // the step of the algorithm to that one. Hence we need to + // preserve the structure of the original graph: neighbours and + // weights should be grouped by vertex. + thrust::sort( + thrust::make_zip_iterator( + thrust::make_tuple(dNewStartpoints, + dSurvivedEdgesIDs)), + thrust::make_zip_iterator( + thrust::make_tuple(dNewStartpoints + edgesCount_, + dSurvivedEdgesIDs + edgesCount_))); + + // Find the group of contracted edges. + uint *invalidEdgesPtr = + thrust::find_if( + dNewStartpoints, + dNewStartpoints + edgesCount_, + IsGreaterEqualThan(newVerticesCount)).get(); + + // Calculate how many edes there are in the reduced graph. + uint validEdgesCount = + static_cast(invalidEdgesPtr - dNewStartpoints.get()); + + // Mark groups of edges correspoding to the same vertex in the + // reduced graph. + thrust::adjacent_difference(dNewStartpoints, + dNewStartpoints + edgesCount_, + dEdgesFlags, + thrust::not_equal_to()); + + cudaMemset((void *) dEdgesFlags.get(), 0, sizeof(uint)); + cudaMemset((void *) dEdgesFlags.get(), 1, 1); + + pools.uintEdges.put(dNewStartpoints); + + // Now we are able to build the reduced graph. See "Graph" + // class for the details on the graph's internal structure. + + // Calculate vertices' offsets for the reduced graph. + thrust::copy_if(thrust::make_counting_iterator(0U), + thrust::make_counting_iterator(validEdgesCount), + dEdgesFlags, + dVertices_, + thrust::identity()).get(); + + pools.uintEdges.put(dEdgesFlags); + + // Build up a neighbourhood for each vertex in the reduced graph + // (this includes recalculating edges' weights). + calculateThreadsDistribution(validEdgesCount, + blocksCount, + threadsPerBlockCount); + dim3 newGridDimsForEdges(blocksCount, 1, 1); + dim3 newBlockDimsForEdges(threadsPerBlockCount, 1, 1); + + thrust::device_ptr dNewEdges = pools.uintEdges.get(); + thrust::device_ptr dNewWeights = pools.floatEdges.get(); + + makeNewEdges<<< newGridDimsForEdges, + newBlockDimsForEdges, + 0 >>> + (dSurvivedEdgesIDs.get(), + dVerticesMapping.get(), + dEdges_.get(), + dWeights_.get(), + dNewEdges.get(), + dNewWeights.get(), + validEdgesCount); + getLastCudaError("makeNewEdges launch failed."); + + swap(dEdges_, dNewEdges); + swap(dWeights_, dNewWeights); + + pools.uintEdges.put(dNewEdges); + pools.floatEdges.put(dNewWeights); + + pools.uintEdges.put(dSurvivedEdgesIDs); + + // The graph's reconstruction is now finished. + + // Build new level of the segementation tree. It is a trivial task + // as we already have "dVerticesMapping" that contains all + // sufficient information about the vertices' transformations. + thrust::device_ptr dVerticesIDs = + pools.uintVertices.get(); + thrust::device_ptr dNewVerticesOffsets = + pools.uintVertices.get(); + + thrust::sequence(dVerticesIDs, dVerticesIDs + verticesCount_); + + thrust::sort_by_key(dVerticesMapping, + dVerticesMapping + verticesCount_, + dVerticesIDs); + + thrust::unique_by_key_copy(dVerticesMapping, + dVerticesMapping + verticesCount_, + thrust::make_counting_iterator(0), + thrust::make_discard_iterator(), + dNewVerticesOffsets); + + segmentations.addLevel(newVerticesCount, + verticesCount_, + dNewVerticesOffsets, + dVerticesIDs); + + pools.uintVertices.put(dVerticesIDs); + pools.uintVertices.put(dNewVerticesOffsets); + pools.uintVertices.put(dVerticesMapping); + + // We can now safely set new counts for vertices and edges. + verticesCount_ = newVerticesCount; + edgesCount_ = validEdgesCount; + + return ALGORITHM_NOT_FINISHED; + } + + uint verticesCount_; + uint edgesCount_; + + thrust::device_ptr dVertices_; + thrust::device_ptr dEdges_; + thrust::device_ptr dWeights_; + + thrust::device_ptr dOutputEdgesFlags_; +}; + +// Loads PPM image. +int loadImage(const char *filename, + const char *executablePath, + vector &data, + uint &width, + uint &height) +{ + const char *imagePath = sdkFindFilePath(filename, executablePath); + + if (imagePath == NULL) + { + return -1; + } + + uchar *dataHandle = NULL; + unsigned int channels; + + if (!__loadPPM(imagePath, &dataHandle, &width, &height, &channels)) + { + return -1; + } + + data.assign(reinterpret_cast(dataHandle), + reinterpret_cast(dataHandle) + width * height); + + free(reinterpret_cast(dataHandle)); + + return 0; +} + +inline float distance(const cv::Vec3b & first, const cv::Vec3b & second) +{ + int dx = static_cast(first[0]) - static_cast(second[0]); + int dy = static_cast(first[1]) - static_cast(second[1]); + int dz = static_cast(first[2]) - static_cast(second[2]); + + uint sqrResult = dx * dx + dy * dy + dz * dz; + + return sqrt(static_cast(sqrResult)); +} + +// Builds a net-graph for the image with 4-connected pixels. +void buildGraph(const cv::Mat & image, + uint width, + uint height, + Graph &graph) +{ + uint totalNodes = static_cast(image.total()); + + graph.vertices.resize(totalNodes); + graph.edges.reserve(4 * totalNodes - 2 * (width + height)); + graph.weights.reserve(graph.edges.size()); + + uint edgesProcessed = 0; + + for (uint y = 0; y < height; ++y) + { + for (uint x = 0; x < width; ++x) + { + uint nodeIndex = y * width + x; + const cv::Vec3b & centerPixel = image.at(nodeIndex); + + graph.vertices[nodeIndex] = edgesProcessed; + + if (y > 0) + { + uint lowerNodeIndex = (y - 1) * width + x; + const cv::Vec3b & lowerPixel = image.at(lowerNodeIndex); + + graph.edges.push_back(lowerNodeIndex); + graph.weights.push_back(distance(centerPixel, lowerPixel)); + + ++edgesProcessed; + } + + if (y + 1 < height) + { + uint upperNodeIndex = (y + 1) * width + x; + const cv::Vec3b & upperPixel = image.at(upperNodeIndex); + + graph.edges.push_back(upperNodeIndex); + graph.weights.push_back(distance(centerPixel, upperPixel)); + + ++edgesProcessed; + } + + if (x > 0) + { + uint leftNodeIndex = y * width + x - 1; + const cv::Vec3b & leftPixel = image.at(leftNodeIndex); + + graph.edges.push_back(leftNodeIndex); + graph.weights.push_back(distance(centerPixel, leftPixel)); + + ++edgesProcessed; + } + + if (x + 1 < width) + { + uint rightNodeIndex = y * width + x + 1; + const cv::Vec3b & rightPixel = image.at(rightNodeIndex); + + graph.edges.push_back(rightNodeIndex); + graph.weights.push_back(distance(centerPixel, rightPixel)); + + ++edgesProcessed; + } + } + } +} + +static char *kDefaultImageName = (char*)"test.ppm"; + +int main(int argc, char **argv) +{ + //vector image; + char *imageName; + + printf("%s Starting...\n\n", argv[0]); + + imageName = kDefaultImageName; + + if (checkCmdLineFlag(argc, (const char **) argv, "file")) + { + getCmdLineArgumentString(argc, + (const char **) argv, + "file", + &imageName); + } + + cv::Mat image = cv::imread(imageName); + if (image.empty()) + { + printf("Failed to open <%s>, program exit...\n", imageName); + exit(EXIT_FAILURE); + } + + int devID = findCudaDevice(argc, (const char **)argv); + cudaDeviceProp deviceProp; + checkCudaErrors(cudaGetDeviceProperties(&deviceProp, devID)); + + // This requires a minimum of SM 1.3 to be able to run + if ((deviceProp.major > 1) || + (deviceProp.major == 1 && deviceProp.minor >= 3)) + { + Graph graph; + buildGraph(image, image.cols, image.rows, graph); + + Pyramid segmentations; + + cout << "* Building segmentation tree... "; + cout.flush(); + + SegmentationTreeBuilder algo; + float elapsedTime = algo.run(graph, segmentations); + + cout << "done in " << elapsedTime << " (ms)" << endl; + + cout << "* Dumping levels for each tree..." << endl << endl; + + segmentations.dump(image.cols, image.rows); + + /*bool bResults[2]; + + bResults[0] = sdkComparePPM("level_00.ppm", + sdkFindFilePath("ref_00.ppm", argv[0]), + 5.0f, + 0.15f, + false); + bResults[1] = sdkComparePPM("level_09.ppm", + sdkFindFilePath("ref_09.ppm", argv[0]), + 5.0f, + 0.15f, + false);*/ + + // cudaDeviceReset causes the driver to clean up all state. While + // not mandatory in normal operation, it is good practice. It is also + // needed to ensure correct operation when the application is being + // profiled. Calling cudaDeviceReset causes all profile data to be + // flushed before the application exits + cudaDeviceReset(); + //exit((bResults[0] && bResults[1]) ? EXIT_SUCCESS : EXIT_FAILURE); + exit(EXIT_SUCCESS); + } + else + { + printf("segmentationTreeThrust requires a GPU with Compute Capability " + "1.3 or higher, exiting...\n\n"); + + // cudaDeviceReset causes the driver to clean up all state. While + // not mandatory in normal operation, it is good practice. It is also + // needed to ensure correct operation when the application is being + // profiled. Calling cudaDeviceReset causes all profile data to be + // flushed before the application exits + cudaDeviceReset(); + exit(EXIT_SUCCESS); + } +} diff --git a/gpu/segmentationTree.cu b/gpu/segmentationTree.cu new file mode 100644 index 0000000..af89023 --- /dev/null +++ b/gpu/segmentationTree.cu @@ -0,0 +1,1306 @@ +/* + * Copyright 1993-2014 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +/* + * This application demonstrates an approach to the image segmentation + * trees construction. It is based on Boruvka's MST algorithm. + * Here's the complete std::list of references: + * 1) V. Vineet et al, "Fast Minimum Spanning Tree for + * Large Graphs on the GPU"; + * 2) P. Felzenszwalb et al, "Efficient Graph-Based Image Segmentation"; + * 3) A. Ion et al, "Considerations Regarding the Minimum Spanning + * Tree Pyramid Segmentation Method". + */ + +// System includes. +#include +#include +#include +#include + +// STL includes. +#include +#include +#include +#include +#include +#include +#include + +// Thrust library includes. +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include +#include + +// Sample framework includes. +#include "helper_functions.h" +#include "helper_cuda.h" + +// Project includes. +#include "common.cuh" + +// Kernels. +#include "kernels.cuh" + +//#include + +#include "segmentationTree.h" +//#include "conversion.h" + +//using namespace boost::python; + +// Very simple von Neumann middle-square prng. rand() is different across +// various OS platforms, which makes testing and the output inconsistent. +int myrand(void) +{ + static int seed = 72191; + char sq[22]; + + seed *= seed; + sprintf(sq, "%010d", seed); + // pull the middle 5 digits out of sq + sq[8] = 0; + seed = atoi(&sq[3]); + + return seed; +} + +// Simple memory pool class. It is nothing more than array of fixed-sized +// arrays. +template +class DeviceMemoryPool +{ + public: + // The parameters of the constructor are as follows: + // 1) uint chunkSize --- size of the particular array; + // 2) uint chunksCount --- number of fixed-sized arrays. + DeviceMemoryPool(uint chunkSize, uint chunksCount) : + chunkSize_(chunkSize) + { + chunkRawSize_ = (chunkSize * sizeof(T) + 511) & ~511; + + try + { + basePtr_ = + thrust::device_malloc(chunkRawSize_ * chunksCount); + } + catch (thrust::system_error &e) + { + std::cout << "Pool memory allocation failed (" << e.what() << ")" + << std::endl; + exit(EXIT_FAILURE); + } + + for (uint chunkIndex = 0; chunkIndex < chunksCount; ++chunkIndex) + { + chunks_.push_back( + thrust::device_ptr( + reinterpret_cast( + static_cast(basePtr_.get()) + + chunkRawSize_ * chunkIndex))); + } + } + + ~DeviceMemoryPool() + { + try + { + thrust::device_free(basePtr_); + } + catch (thrust::system_error &e) + { + std::cout << "Pool memory allocation failed (" << e.what() << ")" + << std::endl; + exit(EXIT_FAILURE); + } + } + + // Returns an address of the first available array + // in the memory pool. + thrust::device_ptr get() + { + thrust::device_ptr ptr(chunks_.back()); + chunks_.pop_back(); + + return ptr; + } + + // Pushes an address stored in "ptr" to the std::list + // of available arrays of the memory pool. + // It should be noted that it is user who is responsible for returning + // the previously requested memory to the appropriate pool. + inline void put(const thrust::device_ptr &ptr) + { + chunks_.push_back(ptr); + } + + uint totalFreeChunks() const + { + return chunks_.size(); + } + + private: + uint chunkSize_, chunkRawSize_; + thrust::device_ptr basePtr_; + + std::list< thrust::device_ptr > chunks_; +}; + +// Graph structure. +struct Graph +{ + Graph() {} + + Graph(uint verticesCount, uint edgesCount) : + vertices(verticesCount), + edges(edgesCount), + weights(edgesCount) + {} + + // This std::vector stores offsets for each vertex in "edges" and "weights" + // std::vectors. For example: + // "vertices[0]" is an index of the first outgoing edge of vertex #0, + // "vertices[1]" is an index of the first outgoing edge of vertex #1, etc. + std::vector vertices; + + // This std::vector stores indices of endpoints of the corresponding edges. + // For example, "edges[vertices[0]]" is the first neighbouring vertex + // of vertex #0. + std::vector edges; + + // This std::vector stores weights of the corresponding edges. + std::vector weights; +}; + +// Simple segmentation tree class. +// Each level of the tree corresponds to the segmentation. +// See "Level" class for the details. +class Pyramid +{ + public: + void addLevel(uint totalSuperNodes, + uint totalNodes, + thrust::device_ptr superVerticesOffsets, + thrust::device_ptr verticesIDs) + { + levels_.push_back(Level(totalSuperNodes, totalNodes)); + levels_.back().buildFromDeviceData(superVerticesOffsets, + verticesIDs); + } + + uint levelsCount() const + { + return static_cast(levels_.size()); + } + + std::vector getLevels(uint width, uint height) const { + uint levelIndex = 0; + + std::vector levels; + for (LevelsIterator level = levels_.rbegin(); + level != levels_.rend(); + ++level, ++levelIndex) + { + levels.push_back(getLevel(level, width, height)); + } + + return levels; + } + + void dump(uint width, uint height) const + { + char filename[256], format[256]; + uint levelIndex = 0; + + uint requiredDigitsCount = + static_cast(log10(static_cast(levelsCount()))) + + 1; + sprintf(format, "level_%%0%uu.png", requiredDigitsCount); + + for (LevelsIterator level = levels_.rbegin(); + level != levels_.rend(); + ++level, ++levelIndex) + { + + sprintf(filename, format, levelIndex); + dumpLevel(level, width, height, filename); + } + } + + private: + // Level of the segmentation tree. + class Level + { + public: + Level(uint totalSuperNodes, uint totalNodes) : + superNodesOffsets_(totalSuperNodes), nodes_(totalNodes) + { + } + + void buildFromDeviceData( + thrust::device_ptr superVerticesOffsets, + thrust::device_ptr verticesIDs) + { + checkCudaErrors( + cudaMemcpy(&(superNodesOffsets_[0]), + superVerticesOffsets.get(), + sizeof(uint) * superNodesOffsets_.size(), + cudaMemcpyDeviceToHost)); + + checkCudaErrors( + cudaMemcpy(&(nodes_[0]), + verticesIDs.get(), + sizeof(uint) * nodes_.size(), + cudaMemcpyDeviceToHost)); + } + + private: + friend class Pyramid; + + // The pair of the following std::vectors describes the + // relation between the consecutive levels. + // Consider an example. Let the index of the current level be n. + // Then nodes of level #(n-1) with indices stored in + // "nodes[superNodesOffsets_[0]]", + // "nodes[superNodesOffsets_[0] + 1]", + // ..., + // "nodes[superNodesOffsets_[1] - 1]" + // correspond to vertex #0 of level #n. An so on. + std::vector superNodesOffsets_; + std::vector nodes_; + }; + + typedef std::list::const_reverse_iterator LevelsIterator; + + cv::Mat getLevel(LevelsIterator level, uint width, uint height) const { + std::deque< std::pair > nodesQueue; + + { + const std::vector &superNodesOffsets = + level->superNodesOffsets_; + const std::vector &nodes = + level->nodes_; + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const std::vector &superNodesOffsets = + level->superNodesOffsets_; + const std::vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + cv::Mat image(height, width, CV_32SC1); + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image.at(pixelIndex) = pixelSegment; + } + + return image; + } + + // Dumps level to the file "level_n.ppm" where n + // is index of the level. Segments are drawn in random colors. + void dumpLevel(LevelsIterator level, + uint width, + uint height, + const char *filename) const + { + std::deque< std::pair > nodesQueue; + + uint totalSegments; + + { + const std::vector &superNodesOffsets = + level->superNodesOffsets_; + const std::vector &nodes = + level->nodes_; + + totalSegments = static_cast(superNodesOffsets.size()); + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const std::vector &superNodesOffsets = + level->superNodesOffsets_; + const std::vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + std::vector colors(3 * totalSegments); + + for (uint colorIndex = 0; colorIndex < totalSegments; ++colorIndex) + { + colors[colorIndex * 3 ] = myrand() % 256; + colors[colorIndex * 3 + 1] = myrand() % 256; + colors[colorIndex * 3 + 2] = myrand() % 256; + } + + //uchar *image = new uchar[width * height * 3]; + cv::Mat image(height, width, CV_8UC3); + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image.at(pixelIndex)[0] = colors[pixelSegment * 3 ]; + image.at(pixelIndex)[1] = colors[pixelSegment * 3 + 1]; + image.at(pixelIndex)[2] = colors[pixelSegment * 3 + 2]; + } + + cv::imwrite(filename, image); + } + + // Dumps level to the file "level_n.ppm" where n + // is index of the level. Segments are drawn in random colors. +/* void dumpLevel(LevelsIterator level, + uint width, + uint height, + const char *filename) const + { + std::deque< std::pair > nodesQueue; + + uint totalSegments; + + { + const std::vector &superNodesOffsets = + level->superNodesOffsets_; + const std::vector &nodes = + level->nodes_; + + totalSegments = static_cast(superNodesOffsets.size()); + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const std::vector &superNodesOffsets = + level->superNodesOffsets_; + const std::vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + std::vector colors(3 * totalSegments); + + for (uint colorIndex = 0; colorIndex < totalSegments; ++colorIndex) + { + colors[colorIndex * 3 ] = myrand() % 256; + colors[colorIndex * 3 + 1] = myrand() % 256; + colors[colorIndex * 3 + 2] = myrand() % 256; + } + + uchar *image = new uchar[width * height * 3]; + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image[pixelIndex * 3 ] = colors[pixelSegment * 3 ]; + image[pixelIndex * 3 + 1] = colors[pixelSegment * 3 + 1]; + image[pixelIndex * 3 + 2] = colors[pixelSegment * 3 + 2]; + } + + __savePPM(filename, image, width, height, 3); + + delete[] image; + }*/ + + std::list levels_; +}; + +// The class that encapsulates the main algorithm. +class SegmentationTreeBuilder +{ + public: + SegmentationTreeBuilder():verticesCount_(0),edgesCount_(0) {} + + ~SegmentationTreeBuilder() {} + + // Repeatedly invokes the step of the algorithm + // until the limiting segmentation is found. + // Returns time (in ms) spent on building the tree. + float run(const Graph &graph, Pyramid &segmentations) + { + cudaEvent_t start, stop; + + cudaEventCreate(&start); + cudaEventCreate(&stop); + + cudaEventRecord(start, 0); + + // Allocate required memory pools. We need just 4 types of arrays. + MemoryPoolsCollection pools = + { + DeviceMemoryPool( + static_cast(graph.vertices.size()), + kUintVerticesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.vertices.size()), + kFloatVerticesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.edges.size()), + kUintEdgesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.edges.size()), + kFloatEdgesPoolsRequired) + }; + + // Initialize internal variables + try + { + initalizeData(graph, pools); + } + catch (thrust::system_error &e) + { + std::cout << "Initialization failed (" << e.what() << ")" << std::endl; + exit(EXIT_FAILURE); + } + + // Run steps + AlgorithmStatus status; + + try + { + do + { + status = invokeStep(pools, segmentations); + } + while (status != ALGORITHM_FINISHED); + } + catch (thrust::system_error &e) + { + std::cout << "Algorithm failed (" << e.what() << ")" << std::endl; + exit(EXIT_FAILURE); + } + + cudaEventRecord(stop, 0); + cudaEventSynchronize(stop); + + float elapsedTime; + cudaEventElapsedTime(&elapsedTime, start, stop); + + return elapsedTime; + } + + private: + void printMemoryUsage() + { + size_t availableMemory, totalMemory, usedMemory; + + cudaMemGetInfo(&availableMemory, &totalMemory); + usedMemory = totalMemory - availableMemory; + + std::cout << "Device memory: used " << usedMemory + << " available " << availableMemory + << " total " << totalMemory << std::endl; + } + + struct MemoryPoolsCollection + { + DeviceMemoryPool uintVertices; + DeviceMemoryPool floatVertices; + DeviceMemoryPool uintEdges; + DeviceMemoryPool floatEdges; + }; + + static const uint kUintVerticesPoolsRequired = 8; + static const uint kFloatVerticesPoolsRequired = 3; + static const uint kUintEdgesPoolsRequired = 8; + static const uint kFloatEdgesPoolsRequired = 4; + + void initalizeData(const Graph &graph, MemoryPoolsCollection &pools) + { + // Get memory for the internal variables + verticesCount_ = static_cast(graph.vertices.size()); + edgesCount_ = static_cast(graph.edges.size()); + + dVertices_ = pools.uintVertices.get(); + dEdges_ = pools.uintEdges.get(); + dWeights_ = pools.floatEdges.get(); + + dOutputEdgesFlags_ = pools.uintEdges.get(); + + // Copy graph to the device memory + checkCudaErrors(cudaMemcpy(dVertices_.get(), + &(graph.vertices[0]), + sizeof(uint) * verticesCount_, + cudaMemcpyHostToDevice)); + checkCudaErrors(cudaMemcpy(dEdges_.get(), + &(graph.edges[0]), + sizeof(uint) * edgesCount_, + cudaMemcpyHostToDevice)); + checkCudaErrors(cudaMemcpy(dWeights_.get(), + &(graph.weights[0]), + sizeof(float) * edgesCount_, + cudaMemcpyHostToDevice)); + + + thrust::fill(dOutputEdgesFlags_, + dOutputEdgesFlags_ + edgesCount_, + 0); + } + + static const uint kMaxThreadsPerBlock = 256; + + // Calculates grid parameters of the consecutive kernel calls + // based on the number of elements in the array. + void calculateThreadsDistribution(uint totalElements, + uint &blocksCount, + uint &threadsPerBlockCount) + { + if (totalElements > kMaxThreadsPerBlock) + { + blocksCount = + (totalElements + kMaxThreadsPerBlock - 1) / + kMaxThreadsPerBlock; + + threadsPerBlockCount = kMaxThreadsPerBlock; + } + else + { + blocksCount = 1; + threadsPerBlockCount = totalElements; + } + } + + enum AlgorithmStatus { ALGORITHM_NOT_FINISHED, ALGORITHM_FINISHED }; + + AlgorithmStatus invokeStep(MemoryPoolsCollection &pools, + Pyramid &segmentations) + { + uint blocksCount, threadsPerBlockCount; + + calculateThreadsDistribution(edgesCount_, + blocksCount, + threadsPerBlockCount); + dim3 gridDimsForEdges(blocksCount, 1, 1); + dim3 blockDimsForEdges(threadsPerBlockCount, 1, 1); + + calculateThreadsDistribution(verticesCount_, + blocksCount, + threadsPerBlockCount); + dim3 gridDimsForVertices(blocksCount, 1, 1); + dim3 blockDimsForVertices(threadsPerBlockCount, 1, 1); + + thrust::device_ptr dEdgesFlags = pools.uintEdges.get(); + + thrust::fill(dEdgesFlags, dEdgesFlags + edgesCount_, 0); + + // Mark the first edge for each vertex in "dEdgesFlags" + markSegments<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dVertices_.get(), dEdgesFlags.get(), verticesCount_); + getLastCudaError("markSegments launch failed."); + + // Now find minimum edges for each vertex. + thrust::device_ptr dMinScannedEdges = + pools.uintEdges.get(); + thrust::device_ptr dMinScannedWeights = + pools.floatEdges.get(); + + thrust::inclusive_scan_by_key( + dEdgesFlags, + dEdgesFlags + edgesCount_, + thrust::make_zip_iterator( + thrust::make_tuple(dWeights_, dEdges_)), + thrust::make_zip_iterator( + thrust::make_tuple(dMinScannedWeights, dMinScannedEdges)), + thrust::greater_equal(), + thrust::minimum< thrust::tuple >()); + + // To make things clear. + // Let "dEdgesFlags" denote groups of edges that + // correspond to the same vertices. Then the last edge of each group + // (in "dMinScannedEdges" and "dMinScannedWeights") is now minimal. + + // Calculate a successor vertex for each vertex. A successor of the + // vertex v is a neighbouring vertex connected to v + // by the minimal edge. + thrust::device_ptr dSuccessors = pools.uintVertices.get(); + + getSuccessors<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dVertices_.get(), + dMinScannedEdges.get(), + dSuccessors.get(), + verticesCount_, + edgesCount_); + getLastCudaError("getSuccessors launch failed."); + + pools.uintEdges.put(dMinScannedEdges); + pools.floatEdges.put(dMinScannedWeights); + + // Remove cyclic successor dependencies. Note that there can be only + // two vertices in a cycle. See [1] for details. + removeCycles<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dSuccessors.get(), verticesCount_); + getLastCudaError("removeCycles launch failed."); + + // Build up an array of startpoints for edges. As already stated, + // each group of edges denoted by "dEdgesFlags" + // has the same startpoint. + thrust::device_ptr dStartpoints = pools.uintEdges.get(); + + thrust::inclusive_scan(dEdgesFlags, + dEdgesFlags + edgesCount_, + dStartpoints); + + addScalar<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), -1, edgesCount_); + getLastCudaError("addScalar launch failed."); + + // Shrink the chains of successors. New successors will eventually + // represent superpixels of the new level. + thrust::device_ptr dRepresentatives = + pools.uintVertices.get(); + + getRepresentatives + <<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dSuccessors.get(), + dRepresentatives.get(), + verticesCount_); + getLastCudaError("getRepresentatives launch failed."); + + swap(dSuccessors, dRepresentatives); + + pools.uintVertices.put(dRepresentatives); + + // Group vertices by successors' indices. + thrust::device_ptr dClusteredVerticesIDs = + pools.uintVertices.get(); + + thrust::sequence(dClusteredVerticesIDs, + dClusteredVerticesIDs + verticesCount_); + + thrust::sort( + thrust::make_zip_iterator( + thrust::make_tuple( + thrust::device_ptr (dSuccessors), + thrust::device_ptr (dClusteredVerticesIDs))), + thrust::make_zip_iterator( + thrust::make_tuple( + thrust::device_ptr (dSuccessors + + verticesCount_), + thrust::device_ptr (dClusteredVerticesIDs + + verticesCount_)))); + + // Mark those groups. + thrust::device_ptr dVerticesFlags_ = pools.uintVertices.get(); + + thrust::fill(dVerticesFlags_, dVerticesFlags_ + verticesCount_, 0); + + thrust::adjacent_difference(dSuccessors, + dSuccessors + verticesCount_, + dVerticesFlags_, + thrust::not_equal_to()); + + cudaMemset((void *) dVerticesFlags_.get(), 0, sizeof(uint)); + + // Assign new indices to the successors (the indices of vertices + // at the new level). + thrust::device_ptr dNewVerticesIDs_ = + pools.uintVertices.get(); + + thrust::inclusive_scan(dVerticesFlags_, + dVerticesFlags_ + verticesCount_, + dNewVerticesIDs_); + + pools.uintVertices.put(dVerticesFlags_); + + // Now we can calculate number of resulting superpixels easily. + uint newVerticesCount; + cudaMemcpy(&newVerticesCount, + (dNewVerticesIDs_ + verticesCount_ - 1).get(), + sizeof(uint), + cudaMemcpyDeviceToHost); + ++newVerticesCount; + + // There are two special cases when we can stop our algorithm: + // 1) number of vertices in the graph remained unchanged; + // 2) only one vertex remains. + if (newVerticesCount == verticesCount_) + { + return ALGORITHM_FINISHED; + } + else if (newVerticesCount == 1) + { + thrust::device_ptr dDummyVerticesOffsets = + pools.uintVertices.get(); + + cudaMemset((void *) dDummyVerticesOffsets.get(), + 0, + sizeof(uint)); + + thrust::device_ptr dDummyVerticesIDs = + pools.uintVertices.get(); + + thrust::sequence(dDummyVerticesIDs, + dDummyVerticesIDs + verticesCount_); + + segmentations.addLevel(1, + verticesCount_, + dDummyVerticesOffsets, + dDummyVerticesIDs); + + return ALGORITHM_FINISHED; + } + + // Calculate how old vertices IDs map to new vertices IDs. + thrust::device_ptr dVerticesMapping = + pools.uintVertices.get(); + + getVerticesMapping + <<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dClusteredVerticesIDs.get(), + dNewVerticesIDs_.get(), + dVerticesMapping.get(), + verticesCount_); + getLastCudaError("getVerticesMapping launch failed."); + + pools.uintVertices.put(dNewVerticesIDs_); + pools.uintVertices.put(dClusteredVerticesIDs); + pools.uintVertices.put(dSuccessors); + + // Invalidate self-loops in the reduced graph (the graph + // produced by merging all old vertices that have + // the same successor). + invalidateLoops<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), + dVerticesMapping.get(), + dEdges_.get(), + edgesCount_); + getLastCudaError("invalidateLoops launch failed."); + + // Calculate various information about the surviving + // (new startpoints IDs and IDs of edges) and + // non-surviving/contracted edges (their weights). + thrust::device_ptr dNewStartpoints = pools.uintEdges.get(); + thrust::device_ptr dSurvivedEdgesIDs = pools.uintEdges.get(); + + calculateEdgesInfo<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), + dVerticesMapping.get(), + dEdges_.get(), + dWeights_.get(), + dNewStartpoints.get(), + dSurvivedEdgesIDs.get(), + edgesCount_, + newVerticesCount); + getLastCudaError("calculateEdgesInfo launch failed."); + + pools.uintEdges.put(dStartpoints); + + // Group that information by the new startpoints IDs. + // Keep in mind that we want to build new (reduced) graph and apply + // the step of the algorithm to that one. Hence we need to + // preserve the structure of the original graph: neighbours and + // weights should be grouped by vertex. + thrust::sort( + thrust::make_zip_iterator( + thrust::make_tuple(dNewStartpoints, + dSurvivedEdgesIDs)), + thrust::make_zip_iterator( + thrust::make_tuple(dNewStartpoints + edgesCount_, + dSurvivedEdgesIDs + edgesCount_))); + + // Find the group of contracted edges. + uint *invalidEdgesPtr = + thrust::find_if( + dNewStartpoints, + dNewStartpoints + edgesCount_, + IsGreaterEqualThan(newVerticesCount)).get(); + + // Calculate how many edes there are in the reduced graph. + uint validEdgesCount = + static_cast(invalidEdgesPtr - dNewStartpoints.get()); + + // Mark groups of edges correspoding to the same vertex in the + // reduced graph. + thrust::adjacent_difference(dNewStartpoints, + dNewStartpoints + edgesCount_, + dEdgesFlags, + thrust::not_equal_to()); + + cudaMemset((void *) dEdgesFlags.get(), 0, sizeof(uint)); + cudaMemset((void *) dEdgesFlags.get(), 1, 1); + + pools.uintEdges.put(dNewStartpoints); + + // Now we are able to build the reduced graph. See "Graph" + // class for the details on the graph's internal structure. + + // Calculate vertices' offsets for the reduced graph. + thrust::copy_if(thrust::make_counting_iterator(0U), + thrust::make_counting_iterator(validEdgesCount), + dEdgesFlags, + dVertices_, + thrust::identity()).get(); + + pools.uintEdges.put(dEdgesFlags); + + // Build up a neighbourhood for each vertex in the reduced graph + // (this includes recalculating edges' weights). + calculateThreadsDistribution(validEdgesCount, + blocksCount, + threadsPerBlockCount); + dim3 newGridDimsForEdges(blocksCount, 1, 1); + dim3 newBlockDimsForEdges(threadsPerBlockCount, 1, 1); + + thrust::device_ptr dNewEdges = pools.uintEdges.get(); + thrust::device_ptr dNewWeights = pools.floatEdges.get(); + + makeNewEdges<<< newGridDimsForEdges, + newBlockDimsForEdges, + 0 >>> + (dSurvivedEdgesIDs.get(), + dVerticesMapping.get(), + dEdges_.get(), + dWeights_.get(), + dNewEdges.get(), + dNewWeights.get(), + validEdgesCount); + getLastCudaError("makeNewEdges launch failed."); + + swap(dEdges_, dNewEdges); + swap(dWeights_, dNewWeights); + + pools.uintEdges.put(dNewEdges); + pools.floatEdges.put(dNewWeights); + + pools.uintEdges.put(dSurvivedEdgesIDs); + + // The graph's reconstruction is now finished. + + // Build new level of the segementation tree. It is a trivial task + // as we already have "dVerticesMapping" that contains all + // sufficient information about the vertices' transformations. + thrust::device_ptr dVerticesIDs = + pools.uintVertices.get(); + thrust::device_ptr dNewVerticesOffsets = + pools.uintVertices.get(); + + thrust::sequence(dVerticesIDs, dVerticesIDs + verticesCount_); + + thrust::sort_by_key(dVerticesMapping, + dVerticesMapping + verticesCount_, + dVerticesIDs); + + thrust::unique_by_key_copy(dVerticesMapping, + dVerticesMapping + verticesCount_, + thrust::make_counting_iterator(0), + thrust::make_discard_iterator(), + dNewVerticesOffsets); + + segmentations.addLevel(newVerticesCount, + verticesCount_, + dNewVerticesOffsets, + dVerticesIDs); + + pools.uintVertices.put(dVerticesIDs); + pools.uintVertices.put(dNewVerticesOffsets); + pools.uintVertices.put(dVerticesMapping); + + // We can now safely set new counts for vertices and edges. + verticesCount_ = newVerticesCount; + edgesCount_ = validEdgesCount; + + return ALGORITHM_NOT_FINISHED; + } + + uint verticesCount_; + uint edgesCount_; + + thrust::device_ptr dVertices_; + thrust::device_ptr dEdges_; + thrust::device_ptr dWeights_; + + thrust::device_ptr dOutputEdgesFlags_; +}; + +// Loads PPM image. +int loadImage(const char *filename, + const char *executablePath, + std::vector &data, + uint &width, + uint &height) +{ + const char *imagePath = sdkFindFilePath(filename, executablePath); + + if (imagePath == NULL) + { + return -1; + } + + uchar *dataHandle = NULL; + unsigned int channels; + + if (!__loadPPM(imagePath, &dataHandle, &width, &height, &channels)) + { + return -1; + } + + data.assign(reinterpret_cast(dataHandle), + reinterpret_cast(dataHandle) + width * height); + + free(reinterpret_cast(dataHandle)); + + return 0; +} + +inline float distance(const cv::Vec3b & first, const cv::Vec3b & second) +{ + int dx = static_cast(first[0]) - static_cast(second[0]); + int dy = static_cast(first[1]) - static_cast(second[1]); + int dz = static_cast(first[2]) - static_cast(second[2]); + + uint sqrResult = dx * dx + dy * dy + dz * dz; + + return sqrt(static_cast(sqrResult)); +} + +// Builds a net-graph for the image with 4-connected pixels. +void buildGraph(const cv::Mat & image, + uint width, + uint height, + Graph &graph) +{ + uint totalNodes = static_cast(image.total()); + + graph.vertices.resize(totalNodes); + graph.edges.reserve(4 * totalNodes - 2 * (width + height)); + graph.weights.reserve(graph.edges.size()); + + uint edgesProcessed = 0; + + for (uint y = 0; y < height; ++y) + { + for (uint x = 0; x < width; ++x) + { + uint nodeIndex = y * width + x; + const cv::Vec3b & centerPixel = image.at(nodeIndex); + + graph.vertices[nodeIndex] = edgesProcessed; + + if (y > 0) + { + uint lowerNodeIndex = (y - 1) * width + x; + const cv::Vec3b & lowerPixel = image.at(lowerNodeIndex); + + graph.edges.push_back(lowerNodeIndex); + graph.weights.push_back(distance(centerPixel, lowerPixel)); + + ++edgesProcessed; + } + + if (y + 1 < height) + { + uint upperNodeIndex = (y + 1) * width + x; + const cv::Vec3b & upperPixel = image.at(upperNodeIndex); + + graph.edges.push_back(upperNodeIndex); + graph.weights.push_back(distance(centerPixel, upperPixel)); + + ++edgesProcessed; + } + + if (x > 0) + { + uint leftNodeIndex = y * width + x - 1; + const cv::Vec3b & leftPixel = image.at(leftNodeIndex); + + graph.edges.push_back(leftNodeIndex); + graph.weights.push_back(distance(centerPixel, leftPixel)); + + ++edgesProcessed; + } + + if (x + 1 < width) + { + uint rightNodeIndex = y * width + x + 1; + const cv::Vec3b & rightPixel = image.at(rightNodeIndex); + + graph.edges.push_back(rightNodeIndex); + graph.weights.push_back(distance(centerPixel, rightPixel)); + + ++edgesProcessed; + } + } + } +} + +bool startCuda() { + int devID = findCudaDevice(0, NULL); + cudaDeviceProp deviceProp; + checkCudaErrors(cudaGetDeviceProperties(&deviceProp, devID)); + if ((deviceProp.major > 1) || + (deviceProp.major == 1 && deviceProp.minor >= 3)) + return true; + else { + std::cerr << "SegmentationTree requires a CUDA device with compute capability 1.3 or higher." << std::endl; + stopCuda(); + return false; + } +} + +std::vector computeSegmentationLevels_(const cv::Mat & image) { + Graph graph; + buildGraph(image, image.cols, image.rows, graph); + + Pyramid segmentations; + + //std::cout << "* Building segmentation tree... "; + //std::cout.flush(); + + SegmentationTreeBuilder algo; + float elapsedTime = algo.run(graph, segmentations); + + //std::cout << "done in " << elapsedTime << " (ms)" << std::endl; + + //std::cout << "* Dumping levels for each tree..." << std::endl << std::endl; + + return segmentations.getLevels(image.cols, image.rows); +} + +void stopCuda() { + cudaDeviceReset(); +} + +/*PyObject * computeSegmentationLevels(PyObject * image_) { + NDArrayConverter cvt; + cv::Mat image = cvt.toMat(image_); + std::vector levels = computeSegmentationLevels_(image); + PyArrayObject * arr; + int dims[1] = { levels.size() }; + arr = (PyArrayObject *) PyArray_FromDims(1, dims, 'O'); + PyObject ** data = (PyObject **)arr->data; + for (int i = 0; i < levels.size(); i++) + data[i] = cvt.toNDArray(levels[i]); + + return PyArray_Return(arr); +} + +static void init_ar() { + Py_Initialize(); + import_array(); +} + +BOOST_PYTHON_MODULE(gpu_segmentation) { + init_ar(); + + def("startCuda", startCuda); + def("stopCuda", stopCuda); + def("computeSegmentationLevels", computeSegmentationLevels); +}*/ + +/*static char *kDefaultImageName = (char*)"test.ppm"; + +int main(int argc, char *argv[]) +{ + //std::vector image; + char *imageName; + + printf("%s Starting...\n\n", argv[0]); + + imageName = kDefaultImageName; + + if (checkCmdLineFlag(argc, (const char **) argv, "file")) + { + getCmdLineArgumentString(argc, + (const char **) argv, + "file", + &imageName); + } + + cv::Mat image = cv::imread(imageName); + if (image.empty()) + { + printf("Failed to open <%s>, program exit...\n", imageName); + exit(EXIT_FAILURE); + } + + startCuda(argc, argv); + std::vector levels = computeSegmentationLevels_(image); + stopCuda(); + + cv::namedWindow("Image", cv::WINDOW_NORMAL); + for (int i = 0; i < levels.size(); i++) { + cv::Mat im; + cv::normalize(levels[i], im, 0, 255, cv::NORM_MINMAX, CV_8UC1); + cv::imshow("Image", im); + cv::waitKey(); + } + + exit(EXIT_SUCCESS); +}*/ diff --git a/gpu/segmentationTree.cu_bk b/gpu/segmentationTree.cu_bk new file mode 100644 index 0000000..d44a507 --- /dev/null +++ b/gpu/segmentationTree.cu_bk @@ -0,0 +1,1124 @@ +/* + * Copyright 1993-2014 NVIDIA Corporation. All rights reserved. + * + * Please refer to the NVIDIA end user license agreement (EULA) associated + * with this source code for terms and conditions that govern your use of + * this software. Any use, reproduction, disclosure, or distribution of + * this software and related documentation outside the terms of the EULA + * is strictly prohibited. + * + */ + +/* + * This application demonstrates an approach to the image segmentation + * trees construction. It is based on Boruvka's MST algorithm. + * Here's the complete list of references: + * 1) V. Vineet et al, "Fast Minimum Spanning Tree for + * Large Graphs on the GPU"; + * 2) P. Felzenszwalb et al, "Efficient Graph-Based Image Segmentation"; + * 3) A. Ion et al, "Considerations Regarding the Minimum Spanning + * Tree Pyramid Segmentation Method". + */ + +// System includes. +#include +#include +#include +#include + +// STL includes. +#include +#include +#include +#include +#include +#include +#include + +// Thrust library includes. +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include +#include + +// Sample framework includes. +#include "helper_functions.h" +#include "helper_cuda.h" + +// Project includes. +#include "common.cuh" + +// Kernels. +#include "kernels.cuh" + +#include + +#include "segmentationTree.h" + +using std::cin; +using std::cout; +using std::endl; +using std::vector; +using std::list; +using std::deque; + +// Very simple von Neumann middle-square prng. rand() is different across +// various OS platforms, which makes testing and the output inconsistent. +int myrand(void) +{ + static int seed = 72191; + char sq[22]; + + seed *= seed; + sprintf(sq, "%010d", seed); + // pull the middle 5 digits out of sq + sq[8] = 0; + seed = atoi(&sq[3]); + + return seed; +} + +// Simple memory pool class. It is nothing more than array of fixed-sized +// arrays. +template +class DeviceMemoryPool +{ + public: + // The parameters of the constructor are as follows: + // 1) uint chunkSize --- size of the particular array; + // 2) uint chunksCount --- number of fixed-sized arrays. + DeviceMemoryPool(uint chunkSize, uint chunksCount) : + chunkSize_(chunkSize) + { + chunkRawSize_ = (chunkSize * sizeof(T) + 511) & ~511; + + try + { + basePtr_ = + thrust::device_malloc(chunkRawSize_ * chunksCount); + } + catch (thrust::system_error &e) + { + cout << "Pool memory allocation failed (" << e.what() << ")" + << endl; + exit(EXIT_FAILURE); + } + + for (uint chunkIndex = 0; chunkIndex < chunksCount; ++chunkIndex) + { + chunks_.push_back( + thrust::device_ptr( + reinterpret_cast( + static_cast(basePtr_.get()) + + chunkRawSize_ * chunkIndex))); + } + } + + ~DeviceMemoryPool() + { + try + { + thrust::device_free(basePtr_); + } + catch (thrust::system_error &e) + { + cout << "Pool memory allocation failed (" << e.what() << ")" + << endl; + exit(EXIT_FAILURE); + } + } + + // Returns an address of the first available array + // in the memory pool. + thrust::device_ptr get() + { + thrust::device_ptr ptr(chunks_.back()); + chunks_.pop_back(); + + return ptr; + } + + // Pushes an address stored in "ptr" to the list + // of available arrays of the memory pool. + // It should be noted that it is user who is responsible for returning + // the previously requested memory to the appropriate pool. + inline void put(const thrust::device_ptr &ptr) + { + chunks_.push_back(ptr); + } + + uint totalFreeChunks() const + { + return chunks_.size(); + } + + private: + uint chunkSize_, chunkRawSize_; + thrust::device_ptr basePtr_; + + list< thrust::device_ptr > chunks_; +}; + +// Graph structure. +Graph::Graph(uint verticesCount, uint edgesCount) : + vertices(verticesCount), + edges(edgesCount), + weights(edgesCount) +{} + +// Simple segmentation tree class. +// Each level of the tree corresponds to the segmentation. +// See "Level" class for the details. +void Pyramid::addLevel(uint totalSuperNodes, + uint totalNodes, + thrust::device_ptr superVerticesOffsets, + thrust::device_ptr verticesIDs) +{ + levels_.push_back(Level(totalSuperNodes, totalNodes)); + levels_.back().buildFromDeviceData(superVerticesOffsets, verticesIDs); +} + + +void Pyramid::dump(uint width, uint height) const +{ + char filename[256], format[256]; + uint levelIndex = 0; + + uint requiredDigitsCount = + static_cast(log10(static_cast(levelsCount()))) + + 1; + sprintf(format, "level_%%0%uu.png", requiredDigitsCount); + + for (LevelsIterator level = levels_.rbegin(); + level != levels_.rend(); + ++level, ++levelIndex) + { + + sprintf(filename, format, levelIndex); + dumpLevel(level, width, height, filename); + } +} + +// Dumps level to the file "level_n.ppm" where n +// is index of the level. Segments are drawn in random colors. +void Pyramid::dumpLevel(LevelsIterator level, + uint width, + uint height, + const char *filename) const +{ + deque< std::pair > nodesQueue; + + uint totalSegments; + + { + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + totalSegments = static_cast(superNodesOffsets.size()); + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + vector colors(3 * totalSegments); + + for (uint colorIndex = 0; colorIndex < totalSegments; ++colorIndex) + { + colors[colorIndex * 3 ] = myrand() % 256; + colors[colorIndex * 3 + 1] = myrand() % 256; + colors[colorIndex * 3 + 2] = myrand() % 256; + } + + //uchar *image = new uchar[width * height * 3]; + cv::Mat image(height, width, CV_8UC3); + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image.at(pixelIndex)[0] = colors[pixelSegment * 3 ]; + image.at(pixelIndex)[1] = colors[pixelSegment * 3 + 1]; + image.at(pixelIndex)[2] = colors[pixelSegment * 3 + 2]; + } + + cv::imwrite(filename, image); +} + + // Dumps level to the file "level_n.ppm" where n + // is index of the level. Segments are drawn in random colors. +/* void dumpLevel(LevelsIterator level, + uint width, + uint height, + const char *filename) const + { + deque< std::pair > nodesQueue; + + uint totalSegments; + + { + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + totalSegments = static_cast(superNodesOffsets.size()); + + for (uint superNodeIndex = 0, nodeIndex = 0; + superNodeIndex < superNodesOffsets.size(); + ++superNodeIndex) + { + + uint superNodeEnd = + superNodeIndex + 1 < superNodesOffsets.size() ? + superNodesOffsets[superNodeIndex + 1] : + static_cast(nodes.size()); + + for (; nodeIndex < superNodeEnd; ++nodeIndex) + { + nodesQueue.push_back(std::make_pair(nodes[nodeIndex], + superNodeIndex)); + } + } + } + + ++level; + + while (level != levels_.rend()) + { + uint superNodesCount = static_cast(nodesQueue.size()); + + const vector &superNodesOffsets = + level->superNodesOffsets_; + const vector &nodes = + level->nodes_; + + while (superNodesCount--) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint superNodeBegin = superNodesOffsets[currentNode.first]; + + uint superNodeEnd = + currentNode.first + 1 < superNodesOffsets.size() ? + superNodesOffsets[currentNode.first + 1] : + static_cast(nodes.size()); + + for (uint nodeIndex = superNodeBegin; + nodeIndex < superNodeEnd; + ++nodeIndex) + { + + nodesQueue.push_back( + std::make_pair(nodes[nodeIndex], + currentNode.second)); + } + } + + ++level; + } + + vector colors(3 * totalSegments); + + for (uint colorIndex = 0; colorIndex < totalSegments; ++colorIndex) + { + colors[colorIndex * 3 ] = myrand() % 256; + colors[colorIndex * 3 + 1] = myrand() % 256; + colors[colorIndex * 3 + 2] = myrand() % 256; + } + + uchar *image = new uchar[width * height * 3]; + + while (!nodesQueue.empty()) + { + std::pair currentNode = nodesQueue.front(); + nodesQueue.pop_front(); + + uint pixelIndex = currentNode.first; + uint pixelSegment = currentNode.second; + + image[pixelIndex * 3 ] = colors[pixelSegment * 3 ]; + image[pixelIndex * 3 + 1] = colors[pixelSegment * 3 + 1]; + image[pixelIndex * 3 + 2] = colors[pixelSegment * 3 + 2]; + } + + __savePPM(filename, image, width, height, 3); + + delete[] image; + }*/ + +// The class that encapsulates the main algorithm. +class SegmentationTreeBuilder +{ + public: + SegmentationTreeBuilder():verticesCount_(0),edgesCount_(0) {} + + ~SegmentationTreeBuilder() {} + + // Repeatedly invokes the step of the algorithm + // until the limiting segmentation is found. + // Returns time (in ms) spent on building the tree. + float run(const Graph &graph, Pyramid &segmentations) + { + cudaEvent_t start, stop; + + cudaEventCreate(&start); + cudaEventCreate(&stop); + + cudaEventRecord(start, 0); + + // Allocate required memory pools. We need just 4 types of arrays. + MemoryPoolsCollection pools = + { + DeviceMemoryPool( + static_cast(graph.vertices.size()), + kUintVerticesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.vertices.size()), + kFloatVerticesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.edges.size()), + kUintEdgesPoolsRequired), + DeviceMemoryPool( + static_cast(graph.edges.size()), + kFloatEdgesPoolsRequired) + }; + + // Initialize internal variables + try + { + initalizeData(graph, pools); + } + catch (thrust::system_error &e) + { + cout << "Initialization failed (" << e.what() << ")" << endl; + exit(EXIT_FAILURE); + } + + // Run steps + AlgorithmStatus status; + + try + { + do + { + status = invokeStep(pools, segmentations); + } + while (status != ALGORITHM_FINISHED); + } + catch (thrust::system_error &e) + { + cout << "Algorithm failed (" << e.what() << ")" << endl; + exit(EXIT_FAILURE); + } + + cudaEventRecord(stop, 0); + cudaEventSynchronize(stop); + + float elapsedTime; + cudaEventElapsedTime(&elapsedTime, start, stop); + + return elapsedTime; + } + + private: + void printMemoryUsage() + { + size_t availableMemory, totalMemory, usedMemory; + + cudaMemGetInfo(&availableMemory, &totalMemory); + usedMemory = totalMemory - availableMemory; + + cout << "Device memory: used " << usedMemory + << " available " << availableMemory + << " total " << totalMemory << endl; + } + + struct MemoryPoolsCollection + { + DeviceMemoryPool uintVertices; + DeviceMemoryPool floatVertices; + DeviceMemoryPool uintEdges; + DeviceMemoryPool floatEdges; + }; + + static const uint kUintVerticesPoolsRequired = 8; + static const uint kFloatVerticesPoolsRequired = 3; + static const uint kUintEdgesPoolsRequired = 8; + static const uint kFloatEdgesPoolsRequired = 4; + + void initalizeData(const Graph &graph, MemoryPoolsCollection &pools) + { + // Get memory for the internal variables + verticesCount_ = static_cast(graph.vertices.size()); + edgesCount_ = static_cast(graph.edges.size()); + + dVertices_ = pools.uintVertices.get(); + dEdges_ = pools.uintEdges.get(); + dWeights_ = pools.floatEdges.get(); + + dOutputEdgesFlags_ = pools.uintEdges.get(); + + // Copy graph to the device memory + checkCudaErrors(cudaMemcpy(dVertices_.get(), + &(graph.vertices[0]), + sizeof(uint) * verticesCount_, + cudaMemcpyHostToDevice)); + checkCudaErrors(cudaMemcpy(dEdges_.get(), + &(graph.edges[0]), + sizeof(uint) * edgesCount_, + cudaMemcpyHostToDevice)); + checkCudaErrors(cudaMemcpy(dWeights_.get(), + &(graph.weights[0]), + sizeof(float) * edgesCount_, + cudaMemcpyHostToDevice)); + + + thrust::fill(dOutputEdgesFlags_, + dOutputEdgesFlags_ + edgesCount_, + 0); + } + + static const uint kMaxThreadsPerBlock = 256; + + // Calculates grid parameters of the consecutive kernel calls + // based on the number of elements in the array. + void calculateThreadsDistribution(uint totalElements, + uint &blocksCount, + uint &threadsPerBlockCount) + { + if (totalElements > kMaxThreadsPerBlock) + { + blocksCount = + (totalElements + kMaxThreadsPerBlock - 1) / + kMaxThreadsPerBlock; + + threadsPerBlockCount = kMaxThreadsPerBlock; + } + else + { + blocksCount = 1; + threadsPerBlockCount = totalElements; + } + } + + enum AlgorithmStatus { ALGORITHM_NOT_FINISHED, ALGORITHM_FINISHED }; + + AlgorithmStatus invokeStep(MemoryPoolsCollection &pools, + Pyramid &segmentations) + { + uint blocksCount, threadsPerBlockCount; + + calculateThreadsDistribution(edgesCount_, + blocksCount, + threadsPerBlockCount); + dim3 gridDimsForEdges(blocksCount, 1, 1); + dim3 blockDimsForEdges(threadsPerBlockCount, 1, 1); + + calculateThreadsDistribution(verticesCount_, + blocksCount, + threadsPerBlockCount); + dim3 gridDimsForVertices(blocksCount, 1, 1); + dim3 blockDimsForVertices(threadsPerBlockCount, 1, 1); + + thrust::device_ptr dEdgesFlags = pools.uintEdges.get(); + + thrust::fill(dEdgesFlags, dEdgesFlags + edgesCount_, 0); + + // Mark the first edge for each vertex in "dEdgesFlags" + markSegments<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dVertices_.get(), dEdgesFlags.get(), verticesCount_); + getLastCudaError("markSegments launch failed."); + + // Now find minimum edges for each vertex. + thrust::device_ptr dMinScannedEdges = + pools.uintEdges.get(); + thrust::device_ptr dMinScannedWeights = + pools.floatEdges.get(); + + thrust::inclusive_scan_by_key( + dEdgesFlags, + dEdgesFlags + edgesCount_, + thrust::make_zip_iterator( + thrust::make_tuple(dWeights_, dEdges_)), + thrust::make_zip_iterator( + thrust::make_tuple(dMinScannedWeights, dMinScannedEdges)), + thrust::greater_equal(), + thrust::minimum< thrust::tuple >()); + + // To make things clear. + // Let "dEdgesFlags" denote groups of edges that + // correspond to the same vertices. Then the last edge of each group + // (in "dMinScannedEdges" and "dMinScannedWeights") is now minimal. + + // Calculate a successor vertex for each vertex. A successor of the + // vertex v is a neighbouring vertex connected to v + // by the minimal edge. + thrust::device_ptr dSuccessors = pools.uintVertices.get(); + + getSuccessors<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dVertices_.get(), + dMinScannedEdges.get(), + dSuccessors.get(), + verticesCount_, + edgesCount_); + getLastCudaError("getSuccessors launch failed."); + + pools.uintEdges.put(dMinScannedEdges); + pools.floatEdges.put(dMinScannedWeights); + + // Remove cyclic successor dependencies. Note that there can be only + // two vertices in a cycle. See [1] for details. + removeCycles<<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dSuccessors.get(), verticesCount_); + getLastCudaError("removeCycles launch failed."); + + // Build up an array of startpoints for edges. As already stated, + // each group of edges denoted by "dEdgesFlags" + // has the same startpoint. + thrust::device_ptr dStartpoints = pools.uintEdges.get(); + + thrust::inclusive_scan(dEdgesFlags, + dEdgesFlags + edgesCount_, + dStartpoints); + + addScalar<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), -1, edgesCount_); + getLastCudaError("addScalar launch failed."); + + // Shrink the chains of successors. New successors will eventually + // represent superpixels of the new level. + thrust::device_ptr dRepresentatives = + pools.uintVertices.get(); + + getRepresentatives + <<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dSuccessors.get(), + dRepresentatives.get(), + verticesCount_); + getLastCudaError("getRepresentatives launch failed."); + + swap(dSuccessors, dRepresentatives); + + pools.uintVertices.put(dRepresentatives); + + // Group vertices by successors' indices. + thrust::device_ptr dClusteredVerticesIDs = + pools.uintVertices.get(); + + thrust::sequence(dClusteredVerticesIDs, + dClusteredVerticesIDs + verticesCount_); + + thrust::sort( + thrust::make_zip_iterator( + thrust::make_tuple( + thrust::device_ptr (dSuccessors), + thrust::device_ptr (dClusteredVerticesIDs))), + thrust::make_zip_iterator( + thrust::make_tuple( + thrust::device_ptr (dSuccessors + + verticesCount_), + thrust::device_ptr (dClusteredVerticesIDs + + verticesCount_)))); + + // Mark those groups. + thrust::device_ptr dVerticesFlags_ = pools.uintVertices.get(); + + thrust::fill(dVerticesFlags_, dVerticesFlags_ + verticesCount_, 0); + + thrust::adjacent_difference(dSuccessors, + dSuccessors + verticesCount_, + dVerticesFlags_, + thrust::not_equal_to()); + + cudaMemset((void *) dVerticesFlags_.get(), 0, sizeof(uint)); + + // Assign new indices to the successors (the indices of vertices + // at the new level). + thrust::device_ptr dNewVerticesIDs_ = + pools.uintVertices.get(); + + thrust::inclusive_scan(dVerticesFlags_, + dVerticesFlags_ + verticesCount_, + dNewVerticesIDs_); + + pools.uintVertices.put(dVerticesFlags_); + + // Now we can calculate number of resulting superpixels easily. + uint newVerticesCount; + cudaMemcpy(&newVerticesCount, + (dNewVerticesIDs_ + verticesCount_ - 1).get(), + sizeof(uint), + cudaMemcpyDeviceToHost); + ++newVerticesCount; + + // There are two special cases when we can stop our algorithm: + // 1) number of vertices in the graph remained unchanged; + // 2) only one vertex remains. + if (newVerticesCount == verticesCount_) + { + return ALGORITHM_FINISHED; + } + else if (newVerticesCount == 1) + { + thrust::device_ptr dDummyVerticesOffsets = + pools.uintVertices.get(); + + cudaMemset((void *) dDummyVerticesOffsets.get(), + 0, + sizeof(uint)); + + thrust::device_ptr dDummyVerticesIDs = + pools.uintVertices.get(); + + thrust::sequence(dDummyVerticesIDs, + dDummyVerticesIDs + verticesCount_); + + segmentations.addLevel(1, + verticesCount_, + dDummyVerticesOffsets, + dDummyVerticesIDs); + + return ALGORITHM_FINISHED; + } + + // Calculate how old vertices IDs map to new vertices IDs. + thrust::device_ptr dVerticesMapping = + pools.uintVertices.get(); + + getVerticesMapping + <<< gridDimsForVertices, blockDimsForVertices, 0 >>> + (dClusteredVerticesIDs.get(), + dNewVerticesIDs_.get(), + dVerticesMapping.get(), + verticesCount_); + getLastCudaError("getVerticesMapping launch failed."); + + pools.uintVertices.put(dNewVerticesIDs_); + pools.uintVertices.put(dClusteredVerticesIDs); + pools.uintVertices.put(dSuccessors); + + // Invalidate self-loops in the reduced graph (the graph + // produced by merging all old vertices that have + // the same successor). + invalidateLoops<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), + dVerticesMapping.get(), + dEdges_.get(), + edgesCount_); + getLastCudaError("invalidateLoops launch failed."); + + // Calculate various information about the surviving + // (new startpoints IDs and IDs of edges) and + // non-surviving/contracted edges (their weights). + thrust::device_ptr dNewStartpoints = pools.uintEdges.get(); + thrust::device_ptr dSurvivedEdgesIDs = pools.uintEdges.get(); + + calculateEdgesInfo<<< gridDimsForEdges, blockDimsForEdges, 0 >>> + (dStartpoints.get(), + dVerticesMapping.get(), + dEdges_.get(), + dWeights_.get(), + dNewStartpoints.get(), + dSurvivedEdgesIDs.get(), + edgesCount_, + newVerticesCount); + getLastCudaError("calculateEdgesInfo launch failed."); + + pools.uintEdges.put(dStartpoints); + + // Group that information by the new startpoints IDs. + // Keep in mind that we want to build new (reduced) graph and apply + // the step of the algorithm to that one. Hence we need to + // preserve the structure of the original graph: neighbours and + // weights should be grouped by vertex. + thrust::sort( + thrust::make_zip_iterator( + thrust::make_tuple(dNewStartpoints, + dSurvivedEdgesIDs)), + thrust::make_zip_iterator( + thrust::make_tuple(dNewStartpoints + edgesCount_, + dSurvivedEdgesIDs + edgesCount_))); + + // Find the group of contracted edges. + uint *invalidEdgesPtr = + thrust::find_if( + dNewStartpoints, + dNewStartpoints + edgesCount_, + IsGreaterEqualThan(newVerticesCount)).get(); + + // Calculate how many edes there are in the reduced graph. + uint validEdgesCount = + static_cast(invalidEdgesPtr - dNewStartpoints.get()); + + // Mark groups of edges correspoding to the same vertex in the + // reduced graph. + thrust::adjacent_difference(dNewStartpoints, + dNewStartpoints + edgesCount_, + dEdgesFlags, + thrust::not_equal_to()); + + cudaMemset((void *) dEdgesFlags.get(), 0, sizeof(uint)); + cudaMemset((void *) dEdgesFlags.get(), 1, 1); + + pools.uintEdges.put(dNewStartpoints); + + // Now we are able to build the reduced graph. See "Graph" + // class for the details on the graph's internal structure. + + // Calculate vertices' offsets for the reduced graph. + thrust::copy_if(thrust::make_counting_iterator(0U), + thrust::make_counting_iterator(validEdgesCount), + dEdgesFlags, + dVertices_, + thrust::identity()).get(); + + pools.uintEdges.put(dEdgesFlags); + + // Build up a neighbourhood for each vertex in the reduced graph + // (this includes recalculating edges' weights). + calculateThreadsDistribution(validEdgesCount, + blocksCount, + threadsPerBlockCount); + dim3 newGridDimsForEdges(blocksCount, 1, 1); + dim3 newBlockDimsForEdges(threadsPerBlockCount, 1, 1); + + thrust::device_ptr dNewEdges = pools.uintEdges.get(); + thrust::device_ptr dNewWeights = pools.floatEdges.get(); + + makeNewEdges<<< newGridDimsForEdges, + newBlockDimsForEdges, + 0 >>> + (dSurvivedEdgesIDs.get(), + dVerticesMapping.get(), + dEdges_.get(), + dWeights_.get(), + dNewEdges.get(), + dNewWeights.get(), + validEdgesCount); + getLastCudaError("makeNewEdges launch failed."); + + swap(dEdges_, dNewEdges); + swap(dWeights_, dNewWeights); + + pools.uintEdges.put(dNewEdges); + pools.floatEdges.put(dNewWeights); + + pools.uintEdges.put(dSurvivedEdgesIDs); + + // The graph's reconstruction is now finished. + + // Build new level of the segementation tree. It is a trivial task + // as we already have "dVerticesMapping" that contains all + // sufficient information about the vertices' transformations. + thrust::device_ptr dVerticesIDs = + pools.uintVertices.get(); + thrust::device_ptr dNewVerticesOffsets = + pools.uintVertices.get(); + + thrust::sequence(dVerticesIDs, dVerticesIDs + verticesCount_); + + thrust::sort_by_key(dVerticesMapping, + dVerticesMapping + verticesCount_, + dVerticesIDs); + + thrust::unique_by_key_copy(dVerticesMapping, + dVerticesMapping + verticesCount_, + thrust::make_counting_iterator(0), + thrust::make_discard_iterator(), + dNewVerticesOffsets); + + segmentations.addLevel(newVerticesCount, + verticesCount_, + dNewVerticesOffsets, + dVerticesIDs); + + pools.uintVertices.put(dVerticesIDs); + pools.uintVertices.put(dNewVerticesOffsets); + pools.uintVertices.put(dVerticesMapping); + + // We can now safely set new counts for vertices and edges. + verticesCount_ = newVerticesCount; + edgesCount_ = validEdgesCount; + + return ALGORITHM_NOT_FINISHED; + } + + uint verticesCount_; + uint edgesCount_; + + thrust::device_ptr dVertices_; + thrust::device_ptr dEdges_; + thrust::device_ptr dWeights_; + + thrust::device_ptr dOutputEdgesFlags_; +}; + +// Loads PPM image. +int loadImage(const char *filename, + const char *executablePath, + vector &data, + uint &width, + uint &height) +{ + const char *imagePath = sdkFindFilePath(filename, executablePath); + + if (imagePath == NULL) + { + return -1; + } + + uchar *dataHandle = NULL; + unsigned int channels; + + if (!__loadPPM(imagePath, &dataHandle, &width, &height, &channels)) + { + return -1; + } + + data.assign(reinterpret_cast(dataHandle), + reinterpret_cast(dataHandle) + width * height); + + free(reinterpret_cast(dataHandle)); + + return 0; +} + +inline float distance(const cv::Vec3b & first, const cv::Vec3b & second) +{ + int dx = static_cast(first[0]) - static_cast(second[0]); + int dy = static_cast(first[1]) - static_cast(second[1]); + int dz = static_cast(first[2]) - static_cast(second[2]); + + uint sqrResult = dx * dx + dy * dy + dz * dz; + + return sqrt(static_cast(sqrResult)); +} + +// Builds a net-graph for the image with 4-connected pixels. +void buildGraph(const cv::Mat & image, + uint width, + uint height, + Graph &graph) +{ + uint totalNodes = static_cast(image.total()); + + graph.vertices.resize(totalNodes); + graph.edges.reserve(4 * totalNodes - 2 * (width + height)); + graph.weights.reserve(graph.edges.size()); + + uint edgesProcessed = 0; + + for (uint y = 0; y < height; ++y) + { + for (uint x = 0; x < width; ++x) + { + uint nodeIndex = y * width + x; + const cv::Vec3b & centerPixel = image.at(nodeIndex); + + graph.vertices[nodeIndex] = edgesProcessed; + + if (y > 0) + { + uint lowerNodeIndex = (y - 1) * width + x; + const cv::Vec3b & lowerPixel = image.at(lowerNodeIndex); + + graph.edges.push_back(lowerNodeIndex); + graph.weights.push_back(distance(centerPixel, lowerPixel)); + + ++edgesProcessed; + } + + if (y + 1 < height) + { + uint upperNodeIndex = (y + 1) * width + x; + const cv::Vec3b & upperPixel = image.at(upperNodeIndex); + + graph.edges.push_back(upperNodeIndex); + graph.weights.push_back(distance(centerPixel, upperPixel)); + + ++edgesProcessed; + } + + if (x > 0) + { + uint leftNodeIndex = y * width + x - 1; + const cv::Vec3b & leftPixel = image.at(leftNodeIndex); + + graph.edges.push_back(leftNodeIndex); + graph.weights.push_back(distance(centerPixel, leftPixel)); + + ++edgesProcessed; + } + + if (x + 1 < width) + { + uint rightNodeIndex = y * width + x + 1; + const cv::Vec3b & rightPixel = image.at(rightNodeIndex); + + graph.edges.push_back(rightNodeIndex); + graph.weights.push_back(distance(centerPixel, rightPixel)); + + ++edgesProcessed; + } + } + } +} + +static char *kDefaultImageName = (char*)"test.ppm"; + +int main(int argc, char **argv) +{ + //vector image; + char *imageName; + + printf("%s Starting...\n\n", argv[0]); + + imageName = kDefaultImageName; + + if (checkCmdLineFlag(argc, (const char **) argv, "file")) + { + getCmdLineArgumentString(argc, + (const char **) argv, + "file", + &imageName); + } + + cv::Mat image = cv::imread(imageName); + if (image.empty()) + { + printf("Failed to open <%s>, program exit...\n", imageName); + exit(EXIT_FAILURE); + } + + int devID = findCudaDevice(argc, (const char **)argv); + cudaDeviceProp deviceProp; + checkCudaErrors(cudaGetDeviceProperties(&deviceProp, devID)); + + // This requires a minimum of SM 1.3 to be able to run + if ((deviceProp.major > 1) || + (deviceProp.major == 1 && deviceProp.minor >= 3)) + { + Graph graph; + buildGraph(image, image.cols, image.rows, graph); + + Pyramid segmentations; + + cout << "* Building segmentation tree... "; + cout.flush(); + + SegmentationTreeBuilder algo; + float elapsedTime = algo.run(graph, segmentations); + + cout << "done in " << elapsedTime << " (ms)" << endl; + + cout << "* Dumping levels for each tree..." << endl << endl; + + segmentations.dump(image.cols, image.rows); + + /*bool bResults[2]; + + bResults[0] = sdkComparePPM("level_00.ppm", + sdkFindFilePath("ref_00.ppm", argv[0]), + 5.0f, + 0.15f, + false); + bResults[1] = sdkComparePPM("level_09.ppm", + sdkFindFilePath("ref_09.ppm", argv[0]), + 5.0f, + 0.15f, + false);*/ + + // cudaDeviceReset causes the driver to clean up all state. While + // not mandatory in normal operation, it is good practice. It is also + // needed to ensure correct operation when the application is being + // profiled. Calling cudaDeviceReset causes all profile data to be + // flushed before the application exits + cudaDeviceReset(); + //exit((bResults[0] && bResults[1]) ? EXIT_SUCCESS : EXIT_FAILURE); + exit(EXIT_SUCCESS); + } + else + { + printf("segmentationTreeThrust requires a GPU with Compute Capability " + "1.3 or higher, exiting...\n\n"); + + // cudaDeviceReset causes the driver to clean up all state. While + // not mandatory in normal operation, it is good practice. It is also + // needed to ensure correct operation when the application is being + // profiled. Calling cudaDeviceReset causes all profile data to be + // flushed before the application exits + cudaDeviceReset(); + exit(EXIT_SUCCESS); + } +} diff --git a/gpu/segmentationTree.h b/gpu/segmentationTree.h new file mode 100644 index 0000000..3e8533a --- /dev/null +++ b/gpu/segmentationTree.h @@ -0,0 +1,10 @@ +#pragma once + +#include +#include + +bool startCuda(); + +std::vector computeSegmentationLevels_(const cv::Mat & image); + +void stopCuda(); diff --git a/gpu/segmentationTree.o b/gpu/segmentationTree.o new file mode 100644 index 0000000..467dddf Binary files /dev/null and b/gpu/segmentationTree.o differ diff --git a/gpu/segmentationTreeThrust b/gpu/segmentationTreeThrust new file mode 100755 index 0000000..b3e2ec6 Binary files /dev/null and b/gpu/segmentationTreeThrust differ diff --git a/random/CMakeLists.txt b/random/CMakeLists.txt index dda7375..b6ce5e5 100644 --- a/random/CMakeLists.txt +++ b/random/CMakeLists.txt @@ -38,3 +38,11 @@ target_link_libraries(random ${PYTHON_LIBRARIES} ${OBJECTNESS_LIBRARIES} ) + +add_library(level_selection MODULE src/levels.cpp src/conversion.cpp) +set_target_properties(level_selection PROPERTIES PREFIX "") +target_link_libraries(level_selection + ${Boost_LIBRARIES} + ${OpenCV_LIBRARIES} + ${PYTHON_LIBRARIES} +) diff --git a/random/src/features_segment.h b/random/src/features_segment.h index 3174d3b..cb4a00f 100644 --- a/random/src/features_segment.h +++ b/random/src/features_segment.h @@ -96,12 +96,13 @@ class FeaturesSegment: public Segment bbox_similarity += weights.at(3) * (1.f - float(bbox_size - size - b->size) / im_size); } - return color_similarity + texture_similarity + size_similarity + bbox_similarity + weights.at(4); + float weight = color_similarity + texture_similarity + size_similarity + bbox_similarity + weights.at(4); + return weight == 0.f ? 1.f : weight; } - std::unique_ptr merge(const Segment * b_) override { + std::shared_ptr merge(const Segment * b_) override { const FeaturesSegment * b = dynamic_cast(b_); - std::unique_ptr s_(new FeaturesSegment(-1, nchannels, im_size_cv, flags, weights)); + std::shared_ptr s_ = std::make_shared(-1, nchannels, im_size_cv, flags, weights); FeaturesSegment * s = dynamic_cast(s_.get()); s->size = size + b->size; #ifdef DEBUG @@ -120,7 +121,7 @@ class FeaturesSegment: public Segment for (uint64_t i = 0; i < texture_hist.size(); i++) s->texture_hist[i] = (size * texture_hist[i] + b->size * b->texture_hist[i]) / s->size; - //s->texture_hist = (size * texture_hist + b->size * b->texture_hist) / s->size; + //s.texture_hist = (size * texture_hist + b->size * b->texture_hist) / s.size; s->history.insert(history.begin(), history.end()); @@ -142,13 +143,9 @@ class FeaturesSegment: public Segment return out << "]>"; } - inline cv::Rect bbox() const { - return cv::Rect(min_p, max_p); - } - std::vector color_hist; std::vector texture_hist; int nchannels; uint8_t flags; - const cv::Mat & weights; + cv::Mat weights; }; diff --git a/random/src/levels.cpp b/random/src/levels.cpp new file mode 100644 index 0000000..f4adefd --- /dev/null +++ b/random/src/levels.cpp @@ -0,0 +1,202 @@ +//#define DEBUG 1 + +//#include "CVBoostConverter.hpp" +#include +#include "conversion.h" +#include + +#include "connection.h" +#include "adjacency.h" +#include "uniform_segment.h" +#include "location_prior.h" +#include "random_stopping_criterion.h" + +using namespace boost::python; + +typedef std::vector> LevelSegments; + +std::random_device rd_; +std::mt19937 gen_(rd_()); + +cv::Mat get_bboxes_(const std::vector & levels, int n) { +#ifdef DEBUG + cv::namedWindow("Image", cv::WINDOW_NORMAL); + for (const auto & lev: levels) { + cv::Mat draw; + cv::normalize(lev, draw, 0, 255, cv::NORM_MINMAX, CV_8UC1); + cv::imshow("Image", draw); + cv::waitKey(); + } +#endif + cv::Size size = levels[0].size(); + + std::vector level_segments; + level_segments.resize(levels.size()); + cv::Mat bboxes; + int ind = 0; + for (int lev = 0; lev < levels.size(); lev++) { + const cv::Mat & seg = levels[lev]; + double max_id_; + cv::minMaxIdx(seg, nullptr, &max_id_); + int max_id = max_id_; + level_segments[lev].reserve(max_id); + for (int i = 0; i <= max_id; i++) + level_segments[lev].push_back(std::make_shared(i, size)); + + { + AdjacencyMatrix adjacency(max_id + 1); + for (int i = 0; i < size.height; i++) { + for (int j = 0; j < size.width; j++) { + cv::Point p(j, i); + int id = seg.at(p); + level_segments[lev][id]->addPoint(cv::Mat(), cv::Mat(), p); + + if (i < size.height - 1) { + int n = seg.at(i+1, j); + if (n != id && adjacency.get(id, n) == false) { + adjacency.get(id, n) = true; + level_segments[lev][id]->addNeighbour(n); + level_segments[lev][n]->addNeighbour(id); + } + } + + if (j < size.width - 1) { + int n = seg.at(i, j+1); + if (n != id && adjacency.get(id, n) == false) { + adjacency.get(id, n) = true; + level_segments[lev][id]->addNeighbour(n); + level_segments[lev][n]->addNeighbour(id); + } + } + } + } + } + + float similarity_sum = 0.f; + for (auto & s: level_segments[lev]) { + s->finalizeSetup(); + + cv::Mat bbox = cv::Mat(1, 4, CV_32SC1); + bbox.at(0) = s->min_p.x; + bbox.at(1) = s->min_p.y; + bbox.at(2) = s->max_p.x; + bbox.at(3) = s->max_p.y; + if (bboxes.empty()) + bboxes = bbox; + else + cv::vconcat(bboxes, bbox, bboxes); + } + } + + LocationPrior lp; + std::vector prior; + int segments_sum = 0; + for (int i = 0; i < level_segments.size(); i++) { + segments_sum += level_segments[i].size(); + prior.push_back(lp.computeSelectionPrior(levels[i], level_segments[i])); + } + + for (int i = 0; i < n; i++) { + int sid = rand() % segments_sum; + + for (int j = 0; j < level_segments.size(); j++) { + const LevelSegments & lev = level_segments[j]; + const cv::Mat & seg = levels[j]; + if (sid >= lev.size()) { + sid -= lev.size(); + continue; + } + + std::shared_ptr s = lev[prior[j].poll()]; + RandomStoppingCriterion stop; + + while (s->neighbours.size() && stop.stop(seg, s->bbox()) == false) { +#ifdef DEBUG + cv::Mat red; + cv::normalize(seg, red, 0, 255, cv::NORM_MINMAX, CV_8UC1); + cv::Mat green; + s->mask.copyTo(green); + green *= 255; +#endif + float sum = s->neighbours.size(); + std::vector connections; + //std::cout << "neighbours:" << std::endl; + for (auto n: s->neighbours) { + connections.push_back(Connection(s->id, n, 0.f)); + //std::cout << n << ", "; + } + //std::cout << std::endl; + +#ifdef DEBUG + cv::Mat blue = cv::Mat::zeros(seg.size(), CV_8UC1); + float max_sim = 0.f; + for (auto & c: connections) { + if (c.similarity > max_sim) + max_sim = c.similarity; + } + for (auto & c: connections) { + blue += level_segments[j][c.b]->mask * 255 * (c.similarity / max_sim); + } + + cv::Mat visualization; + cv::merge({blue, green, red}, visualization); + cv::imshow("SelectionLikelihood", visualization); + cv::waitKey(); +#endif + + std::uniform_real_distribution dis(0.f, sum); + float rnd = dis(gen_); + + sum = 0.f; + for (auto & c: connections) { + sum += c.similarity; + if (sum >= rnd) { + s = s->merge(level_segments[j][c.b].get()); + break; + } + } + } + + cv::Mat bbox = cv::Mat(1, 4, CV_32SC1); + bbox.at(0) = s->min_p.x; + bbox.at(1) = s->min_p.y; + bbox.at(2) = s->max_p.x; + bbox.at(3) = s->max_p.y; + if (bboxes.empty()) + bboxes = bbox; + else + cv::vconcat(bboxes, bbox, bboxes); + break; + } + } + + return bboxes; +} + +PyObject * get_bboxes(PyObject * levels_, int n) { + NDArrayConverter cvt; + std::vector levels; + + int nrlevels = PyArray_Size(levels_); + PyObject ** data = (PyObject **)((PyArrayObject *)levels_)->data; + for (int i = 0; i < nrlevels; i++) + levels.push_back(cvt.toMat(data[i])); + + return cvt.toNDArray(get_bboxes_(levels, n)); +} + +static void init_ar() { + Py_Initialize(); + import_array(); +} + +BOOST_PYTHON_MODULE(level_selection) { + init_ar(); + + def("get_bboxes", get_bboxes); +} + +/*int main(int argc, char * argv[]) { + + return 0; +}*/ diff --git a/random/src/location_prior.h b/random/src/location_prior.h index b388275..2b14aa6 100644 --- a/random/src/location_prior.h +++ b/random/src/location_prior.h @@ -6,7 +6,7 @@ const float deviation = 4.f; class LocationPrior : public SelectionPrior { public: - virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { + virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { SelectionPriorMap prior; uint32_t radius = (image.cols*image.cols + image.rows*image.rows) / 4; @@ -21,12 +21,12 @@ class LocationPrior : public SelectionPrior { float likelihood = exp(-diff.dot(diff) / float(radius) * deviation); sum += likelihood; prior.insert({s->id, likelihood}); - std::cout << "size: " << prior.size() << " id: " << s->id << std::endl; +// std::cout << "size: " << prior.size() << " id: " << s->id << std::endl; } for (auto & p: prior) { p.second /= sum; - std::cout << "likelihood: " << p.second << std::endl; +// std::cout << "likelihood: " << p.second << std::endl; } return prior; diff --git a/random/src/main.cpp b/random/src/main.cpp index 382d346..77ca3c2 100644 --- a/random/src/main.cpp +++ b/random/src/main.cpp @@ -1,4 +1,4 @@ -#define DEBUG 1 +// #define DEBUG 1 //#include "CVBoostConverter.hpp" #include @@ -7,7 +7,10 @@ #include "conversion.h" #include +#include "uniform_segment.h" #include "features_segment.h" +#include "objectness_segment.h" + #include "connection.h" #include "adjacency.h" #include "uniform_prior.h" @@ -28,17 +31,51 @@ LocationPrior lp; ObjectnessPrior op; ObjectnessLocationPrior olp; -cv::Mat get_bboxes_(const cv::Mat & image, const cv::Mat & seg, const cv::Mat & edge, uint8_t flags, const cv::Mat & weights, uint32_t n, std::string selection_prior) { +enum SegmentType { + ST_NONE, + ST_UNIFORM, + ST_FEATURES, + ST_OBJECTNESS, +}; + +cv::Mat get_bboxes_(const cv::Mat & image, const cv::Mat & seg, const cv::Mat & edge, uint8_t flags, const cv::Mat & weights, uint32_t n, std::string selection_prior, std::string segment_type) { double max_id_; cv::minMaxIdx(seg, nullptr, &max_id_); int max_id = max_id_; - std::vector> segments; + SegmentType st = ST_NONE; + if (segment_type == "uniform") + st = ST_UNIFORM; + else if (segment_type == "features") + st = ST_FEATURES; + else if (segment_type == "objectness") + st = ST_OBJECTNESS; + + if (st == ST_NONE) { + std::cerr << "Invalid segment type: " << segment_type << std::endl; + return cv::Mat(); + } + + if (selection_prior == "objectness-slow" || st == ST_OBJECTNESS) + olp.computeLikelihood(image); + + std::vector> segments; segments.reserve(max_id); int nchannels = image.channels(); cv::Size size = image.size(); for (int i = 0; i <= max_id; i++) { - segments.push_back(std::unique_ptr(new FeaturesSegment(i, nchannels, size, flags, weights))); + switch (st) { + case ST_UNIFORM: + segments.push_back(std::make_shared(i, size)); + break; + case ST_FEATURES: + segments.push_back(std::make_shared(i, nchannels, size, flags, weights)); + break; + case ST_OBJECTNESS: + segments.push_back(std::make_shared(i, size, olp.likelihood)); + break; + default: break; + } } { @@ -112,30 +149,26 @@ cv::Mat get_bboxes_(const cv::Mat & image, const cv::Mat & seg, const cv::Mat & #endif for (uint32_t i = 0; i < n; i++) { - std::unique_ptr & s = segments[prior.poll()]; + std::shared_ptr s = segments[prior.poll()]; RandomStoppingCriterion stop; cv::Rect r(s->min_p, s->max_p); - while (stop.stop(image, r) == false) { + while (s->neighbours.size() && stop.stop(image, r) == false) { #ifdef DEBUG cv::Mat red = edge * 0.5; cv::Mat green; s->mask.copyTo(green); green *= 255; - std::cout << "history:" << std::endl; - for (const auto & h: s->history) - std::cout << h << ", "; - std::cout << std::endl; #endif float sum = 0.f; std::vector connections; - std::cout << "neighbours:" << std::endl; + //std::cout << "neighbours:" << std::endl; for (auto n: s->neighbours) { connections.push_back(Connection(s->id, n, s->computeSimilarity(segments[n].get()))); sum += (connections.end() - 1)->similarity; - std::cout << n << ", "; + //std::cout << n << ", "; } - std::cout << std::endl; + //std::cout << std::endl; #ifdef DEBUG cv::Mat blue = cv::Mat::zeros(seg.size(), CV_8UC1); @@ -204,13 +237,13 @@ cv::Mat get_bboxes_(const cv::Mat & image, const cv::Mat & seg, const cv::Mat & return bboxes; } -PyObject * get_bboxes(PyObject * image_, PyObject * seg_, PyObject * edge_, uint8_t flags, PyObject * weights_, uint32_t n, std::string selection_prior) { +PyObject * get_bboxes(PyObject * image_, PyObject * seg_, PyObject * edge_, uint8_t flags, PyObject * weights_, uint32_t n, std::string selection_prior, std::string segment_type) { NDArrayConverter cvt; cv::Mat image = cvt.toMat(image_); cv::Mat seg = cvt.toMat(seg_); cv::Mat edge = cvt.toMat(edge_); cv::Mat weights = cvt.toMat(weights_); - return cvt.toNDArray(get_bboxes_(image, seg, edge, flags, weights, n, selection_prior)); + return cvt.toNDArray(get_bboxes_(image, seg, edge, flags, weights, n, selection_prior, segment_type)); } static void init_ar() { @@ -225,8 +258,8 @@ BOOST_PYTHON_MODULE(random_selection) { } int main(int argc, char * argv[]) { - if (argc != 6) { - std::cout << "Usage: " << argv[0] << " " << std::endl; + if (argc != 7) { + std::cout << "Usage: " << argv[0] << " " << std::endl; return 0; } @@ -235,6 +268,7 @@ int main(int argc, char * argv[]) { cv::Mat edge = cv::imread(argv[3], cv::IMREAD_UNCHANGED); uint8_t iterations = atoi(argv[4]); std::string selection_prior = std::string(argv[5]); + std::string segment_type = std::string(argv[6]); cv::Mat weights(1, 5, CV_32FC1); weights.at(0) = -0.00697891f; @@ -251,7 +285,7 @@ int main(int argc, char * argv[]) { // cv::namedWindow("Image", cv::WINDOW_NORMAL); // while (cv::waitKey() != 'q') { std::clock_t begin = std::clock(); - cv::Mat bboxes = get_bboxes_(image, seg, edge, COLOR_SIMILARITY /*| TEXTURE_SIMILARITY*/ | SIZE_SIMILARITY | BBOX_SIMILARITY, weights, iterations, selection_prior); + cv::Mat bboxes = get_bboxes_(image, seg, edge, COLOR_SIMILARITY /*| TEXTURE_SIMILARITY*/ | SIZE_SIMILARITY | BBOX_SIMILARITY, weights, iterations, selection_prior, segment_type); std::clock_t end = std::clock(); double elapsed_secs = double(end - begin) / CLOCKS_PER_SEC; std::cout << "Times passed in seconds: " << elapsed_secs << std::endl; diff --git a/random/src/objectness_location_prior.h b/random/src/objectness_location_prior.h index f477a89..05586bc 100644 --- a/random/src/objectness_location_prior.h +++ b/random/src/objectness_location_prior.h @@ -10,10 +10,8 @@ class ObjectnessLocationPrior : public SelectionPrior { obj.loadTrainedModel("/Users/hans/MasterThesis/code/cpp/random/model/ObjNessB2W8MAXBGR"); } - virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { - SelectionPriorMap prior; - - cv::Mat likelihood = cv::Mat::zeros(image.size(), CV_32FC1); + void computeLikelihood(const cv::Mat & image) { + likelihood = cv::Mat::zeros(image.size(), CV_32FC1); ValStructVec boxes; obj.getObjBndBoxes(image, boxes, 130); @@ -41,6 +39,10 @@ class ObjectnessLocationPrior : public SelectionPrior { } } } + } + + virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { + SelectionPriorMap prior; //uint32_t radius = (image.cols*image.cols + image.rows*image.rows) / 4; //cv::Point center = cv::Point(image.cols / 2, image.rows / 2); @@ -72,6 +74,8 @@ class ObjectnessLocationPrior : public SelectionPrior { return prior; } + cv::Mat likelihood; + protected: Objectness obj; }; diff --git a/random/src/objectness_prior.h b/random/src/objectness_prior.h index 5129a70..55fe74b 100644 --- a/random/src/objectness_prior.h +++ b/random/src/objectness_prior.h @@ -41,7 +41,7 @@ class ObjectnessPrior : public SelectionPrior { return 0.f; } - virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { + virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { SelectionPriorMap prior; diff --git a/random/src/objectness_segment.h b/random/src/objectness_segment.h new file mode 100644 index 0000000..3e239f5 --- /dev/null +++ b/random/src/objectness_segment.h @@ -0,0 +1,67 @@ +#pragma once + +#include +#include +#include "segment.h" + +class ObjectnessSegment : public Segment { +public: + ObjectnessSegment(int id, cv::Size size, const cv::Mat & likelihood_) : + Segment(id, size), + objectness(0.f), + likelihood(likelihood_) + { + } + + virtual void addPoint(const cv::Mat & image, const cv::Mat & texture, cv::Point point) override { + Segment::addPoint(image, texture, point); + objectness += likelihood.at(point); + } + + virtual void finalizeSetup() { + objectness /= size; + } + + virtual float computeSimilarity(const Segment * b_) override { + const ObjectnessSegment * b = dynamic_cast(b_); + return b->objectness - objectness; + } + + virtual std::shared_ptr merge(const Segment * b_) override { + const ObjectnessSegment * b = dynamic_cast(b_); + std::shared_ptr s_ = std::make_shared(-1, im_size_cv, likelihood); + ObjectnessSegment * s = dynamic_cast(s_.get()); + s->size = size + b->size; +#ifdef DEBUG + cv::bitwise_or(mask, b->mask, s->mask); +#endif + + s->min_p = cv::Point(std::min(min_p.x, b->min_p.x), std::min(min_p.y, b->min_p.y)); + s->max_p = cv::Point(std::max(max_p.x, b->max_p.x), std::max(max_p.y, b->max_p.y)); + + s->objectness = (size * objectness + b->size * b->objectness) / (size + b->size); + + s->history.insert(history.begin(), history.end()); + s->history.insert(b->history.begin(), b->history.end()); + + s->neighbours.insert(neighbours.begin(), neighbours.end()); + s->neighbours.insert(b->neighbours.begin(), b->neighbours.end()); + + for (const auto & h: s->history) + s->neighbours.erase(h); + + return s_; + } + + virtual std::ostream & output(std::ostream & out) const override { + out << ""; + } + + float objectness; + +protected: + const cv::Mat & likelihood; +}; diff --git a/random/src/random_stopping_criterion.h b/random/src/random_stopping_criterion.h index e7bbeb3..0f471e3 100644 --- a/random/src/random_stopping_criterion.h +++ b/random/src/random_stopping_criterion.h @@ -8,7 +8,7 @@ class RandomStoppingCriterion : public StoppingCriterion { } bool stop(const cv::Mat & image, cv::Rect roi) { - return dis(gen) > threshold; + return (roi.height == image.rows - 1 && roi.width == image.cols - 1) || dis(gen) > threshold; } protected: diff --git a/random/src/segment.h b/random/src/segment.h index 3cad3e4..493d507 100644 --- a/random/src/segment.h +++ b/random/src/segment.h @@ -33,11 +33,11 @@ class Segment neighbours.insert(n); } - virtual float computeSimilarity(const Segment * b) = 0; + virtual float computeSimilarity(const Segment * b_) = 0; - virtual std::unique_ptr merge(const Segment * b) = 0; + virtual std::shared_ptr merge(const Segment * b) = 0; - virtual void finalizeSetup() = 0; + virtual void finalizeSetup() {} virtual std::ostream & output(std::ostream &) const = 0; @@ -45,6 +45,10 @@ class Segment return size == 0; } + inline cv::Rect bbox() const { + return cv::Rect(min_p, max_p); + } + int size; std::set neighbours; std::set history; diff --git a/random/src/selection_prior.h b/random/src/selection_prior.h index edcba7b..81527ba 100644 --- a/random/src/selection_prior.h +++ b/random/src/selection_prior.h @@ -51,5 +51,5 @@ std::uniform_real_distribution SelectionPriorMap::dis(0.f, 1.f); class SelectionPrior { public: - virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) = 0; + virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) = 0; }; diff --git a/random/src/uniform_prior.h b/random/src/uniform_prior.h index 52f44b7..ee1dc1a 100644 --- a/random/src/uniform_prior.h +++ b/random/src/uniform_prior.h @@ -4,7 +4,7 @@ class UniformPrior : public SelectionPrior { public: - virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { + virtual SelectionPriorMap computeSelectionPrior(const cv::Mat & image, const std::vector> & segments) { SelectionPriorMap prior; int sum = 0; diff --git a/random/src/uniform_segment.h b/random/src/uniform_segment.h new file mode 100644 index 0000000..bf90446 --- /dev/null +++ b/random/src/uniform_segment.h @@ -0,0 +1,46 @@ +#pragma once + +#include "segment.h" + +class UniformSegment : public Segment { +public: + UniformSegment(int id, cv::Size size) : + Segment(id, size) + { + } + + virtual float computeSimilarity(const Segment * b_) override { + return 1.f; + } + + virtual std::shared_ptr merge(const Segment * b_) override { + const UniformSegment * b = dynamic_cast(b_); + std::shared_ptr s_ = std::make_shared(-1, im_size_cv); + UniformSegment * s = dynamic_cast(s_.get()); + s->size = size + b->size; +#ifdef DEBUG + cv::bitwise_or(mask, b->mask, s->mask); +#endif + + s->min_p = cv::Point(std::min(min_p.x, b->min_p.x), std::min(min_p.y, b->min_p.y)); + s->max_p = cv::Point(std::max(max_p.x, b->max_p.x), std::max(max_p.y, b->max_p.y)); + + s->history.insert(history.begin(), history.end()); + s->history.insert(b->history.begin(), b->history.end()); + + s->neighbours.insert(neighbours.begin(), neighbours.end()); + s->neighbours.insert(b->neighbours.begin(), b->neighbours.end()); + + for (const auto & h: s->history) + s->neighbours.erase(h); + + return s_; + } + + virtual std::ostream & output(std::ostream & out) const override { + out << ""; + } +}; diff --git a/tree/CMakeLists.txt b/tree/CMakeLists.txt index 52eaec4..91afcec 100644 --- a/tree/CMakeLists.txt +++ b/tree/CMakeLists.txt @@ -13,7 +13,7 @@ find_package(OpenCV REQUIRED) find_package(PythonLibs REQUIRED) find_package(NumPy REQUIRED) -set(CMAKE_CXX_FLAGS "-std=c++11 -g") +set(CMAKE_CXX_FLAGS "-std=c++11 -O3") include_directories( ${PYTHON_INCLUDE_DIRS}