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################################################################################ | ||
# | ||
# Copyright 1993-2019 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. | ||
# | ||
################################################################################ | ||
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#Get default CUDA version installed by dep package | ||
CUDAVERSION ?= cuda-$(shell dpkg -l | grep cuda-core | sed -e "s/ \{1,\}/ /g" | cut -d ' ' -f 3 | cut -d '.' -f 1,2 | sed -e "s/-.*//g" | sort -n | tail -n 1) | ||
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CHECK_CUDA := 0 | ||
CHECK_CUDA := $(shell if [ -x "/usr/local/$(CUDAVERSION)" ]; then echo 1; fi;) | ||
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CUDNN_PATH ?= | ||
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ifneq ($(CHECK_CUDA), 1) | ||
#no version info, use cuda default path | ||
CUDAVERSION := cuda | ||
CHECK_CUDA := $(shell if [ -x "/usr/local/$(CUDAVERSION)" ]; then echo 1; fi;) | ||
$(info USE Default CUDA DIR: /usr/local/$(CUDAVERSION)) | ||
ifneq ($(CHECK_CUDA), 1) | ||
$(error $("Please install cuda package")) | ||
endif | ||
endif | ||
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LIBDIR := lib64 | ||
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TARGET_ARCH ?= $(shell uname -m) | ||
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$(info TARGET_ARCH: $(TARGET_ARCH)) | ||
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ifeq ($(TARGET_ARCH), aarch64) | ||
ifeq ($(shell uname -m), aarch64) | ||
CC = g++ | ||
else | ||
CC = aarch64-linux-gnu-g++ | ||
endif | ||
NVCC = /usr/local/$(CUDAVERSION)/bin/nvcc -m64 -ccbin $(CC) | ||
else ifeq ($(TARGET_ARCH), x86_64) | ||
CC = g++ | ||
NVCC = /usr/local/$(CUDAVERSION)/bin/nvcc -m64 | ||
else | ||
$(error Auto-detection of platform failed. Please specify one of the following arguments to make: TARGET_ARCH=[aarch64|x86_64]) | ||
endif | ||
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CXXFLAGS += -std=c++11 | ||
CCFLAGS += -D_REENTRANT | ||
LDFLAGS += -Wl,--allow-shlib-undefined -pthread | ||
#CCFLAGS += -D_GLIBCXX_USE_CXX11_ABI=0 | ||
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dbg ?= 0 | ||
# show libraries used by linker in debug mode | ||
ifeq ($(dbg),1) | ||
$(info dbg: $(dbg)) | ||
CCFLAGS += -g | ||
NVCCFLAGS += -G --ptxas-options=-v | ||
LDFLAGS += -Wl,--trace | ||
endif | ||
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ifeq ($(TARGET_ARCH), x86_64) | ||
CUDA_VERSION := $(shell cat /usr/local/$(CUDAVERSION)/targets/x86_64-linux/include/cuda.h |grep "define CUDA_VERSION" |awk '{print $$3}') | ||
endif | ||
ifeq ($(TARGET_ARCH), ppc64le) | ||
CUDA_VERSION := $(shell cat /usr/local/$(CUDAVERSION)/targets/ppc64le-linux/include/cuda.h |grep "define CUDA_VERSION" |awk '{print $$3}') | ||
endif | ||
ifeq ($(TARGET_ARCH), aarch64) | ||
CUDA_VERSION := $(shell cat /usr/local/$(CUDAVERSION)/targets/aarch64-linux/include/cuda.h |grep "define CUDA_VERSION" |awk '{print $$3}') | ||
endif | ||
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CUDA_VERSION := $(strip $(CUDA_VERSION)) | ||
$(info CUDA_VERSION: $(CUDA_VERSION)) | ||
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ifeq ($(CUDA_VERSION),8000) | ||
SMS_VOLTA = | ||
else | ||
ifneq ($(TARGET_ARCH),ppc64le) | ||
ifeq ($(CUDA_VERSION),9000) | ||
SMS_VOLTA ?= 70 | ||
else | ||
SMS_VOLTA ?= 70 72 | ||
endif | ||
else | ||
SMS_VOLTA ?= 70 | ||
endif | ||
endif | ||
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ifeq ($(TARGET_ARCH), aarch64) | ||
ifeq ($(CUDA_VERSION), 9000) | ||
SMS_VOLTA := 62 70 | ||
endif | ||
endif | ||
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ifeq ($(CUDA_VERSION),10010) | ||
SMS_TURING ?= 75 | ||
endif | ||
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# Gencode arguments | ||
SMS ?= 30 35 50 53 60 61 $(SMS_VOLTA) $(SMS_TURING) | ||
$(info SMS: $(SMS)) | ||
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ifeq ($(GENCODE_FLAGS),) | ||
# Generate SASS code for each SM architecture listed in $(SMS) | ||
$(foreach sm,$(SMS),$(eval GENCODE_FLAGS += -gencode arch=compute_$(sm),code=sm_$(sm))) | ||
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ifeq ($(SMS),) | ||
# Generate PTX code from SM 20 | ||
GENCODE_FLAGS += -gencode arch=compute_53,code=sm_53 | ||
endif | ||
# 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 | ||
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CUDA_CFLAGS := -I/usr/local/$(CUDAVERSION)/include | ||
CUDA_LIBS := -L/usr/local/$(CUDAVERSION)/$(LIBDIR) -lcudart_static -lrt -ldl -lpthread -lcudart | ||
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CUDA_CFLAGS += -I$(CUDNN_PATH)/include | ||
CUDA_LIBS += -L$(CUDNN_PATH)/lib64 -lcudnn | ||
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INCLUDE := | ||
INCLUDE += $(CUDA_CFLAGS) | ||
INCLUDE += -I/usr/local/include | ||
INCLUDE += -I/usr/include/eigen3/ -I/usr/include/pcl-1.8/ -I/usr/include/vtk-6.3/ | ||
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LIBRARIES := | ||
LIBRARIES += -L/usr/lib | ||
LIBRARIES += -L/usr/local/lib | ||
LIBRARIES += $(CUDA_LIBS) | ||
LIBRARIES += -lpthread | ||
LIBRARIES += -L/usr/lib/aarch64-linux-gnu/ -lboost_system -lpcl_common -lpcl_io -lpcl_recognition -lpcl_features -lpcl_sample_consensus -lpcl_octree -lpcl_search -lpcl_filters -lpcl_kdtree -lpcl_segmentation -lpcl_visualization | ||
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OBJ_DIR := obj | ||
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CPP_FILES := $(wildcard *.cpp) | ||
CU_FILES := $(wildcard *.cu) | ||
LIBRARY_FILES := $(wildcard ./lib/*.so) | ||
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OBJ_FILES_CPP := $(CPP_FILES:%.cpp=$(OBJ_DIR)/%.o) | ||
OBJ_FILES_CU := $(CU_FILES:%.cu=$(OBJ_DIR)/%.o) | ||
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TARGET := demo | ||
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all: $(OBJ_DIR) $(TARGET) | ||
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$(OBJ_DIR): | ||
@mkdir -p $(OBJ_DIR) | ||
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$(OBJ_FILES_CPP): $(OBJ_DIR)/%.o: %.cpp | ||
$(CC) $(INCLUDE) $(CCFLAGS) $(CXXFLAGS) -O2 -fPIC -o $@ -c $< | ||
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$(OBJ_FILES_CU): $(OBJ_DIR)/%.o: %.cu | ||
mkdir -p $(OBJ_DIR)/ | ||
$(NVCC) $(INCLUDE) $(CXXFLAGS) $(CCFLAGS) $(NVCCFLAGS) -O2 -lineinfo $(GENCODE_FLAGS) -Xcompiler -fPIC -c $< -o $@ | ||
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$(TARGET): $(OBJ_FILES_CU) $(OBJ_FILES_CPP) | ||
$(CC) $(CCFLAGS) $(CXXFLAGS) -O2 -o $@ $^ $(LIBRARIES) $(LIBRARY_FILES) | ||
@echo | ||
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clean: | ||
@rm -rf $(OBJ_DIR) $(TARGET) |
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**Source Code** | ||
------------------------------------------------- | ||
The are two folders in the package | ||
* lib: lib and headfiles for CUDA function.<br> | ||
More details about the API canbe found in the header file.<br> | ||
* the sample code about how to use the function<br> | ||
and test<br> | ||
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**How to Compile** | ||
------------------------------------------------- | ||
Please install CUDA toolkit, EIGEN and PCL firstly<br> | ||
$ make | ||
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**How to Run the Sample** | ||
------------------------------------------------- | ||
Usage:<br> | ||
>./$(App) test-0.pcd<br> | ||
**How to check output** | ||
------------------------------------------------- | ||
We can get output like below: | ||
------------------------------------------------- | ||
------------checking CUDA ---------------- | ||
CUDA Loaded 119978 data points from src.pcd with the following fields: x y z | ||
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------------checking CUDA PassThrough ---------------- | ||
CUDA PassThrough by Time: 0.589752 ms.countLeft: 15860 | ||
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------------checking PCL ---------------- | ||
PCL Loaded 119978 data points from src.pcd with the following fields: x y z | ||
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------------checking PCL PassThrough ---------------- | ||
PCL PassThrough by Time: 2.82811 ms. | ||
PointCloud before filtering: 119978 data points (x y z). | ||
PointCloud after filtering: 15860 data points (x y z). | ||
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------------------------------------------------- | ||
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**How To Check the Version of the Lib** | ||
------------------------------------------------- | ||
$ strings lib* | grep version | grep lib<br> | ||
lib* version: 1.0 Jun 2 2019 09:30:19<br> | ||
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**Perforamnce table** | ||
------------------------------------------------- | ||
GPU CPU <br> | ||
count of points cloud 11w+ 11w+ <br> | ||
dim Z Z <br> | ||
down,up FilterLimits (0.0,1.0) (0.0,1.0) <br> | ||
limitsNegative false false <br> | ||
Points selected 15860 15860 <br> | ||
cost time(ms) 0.589752 2.82811 <br> | ||
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**Test Enviroment** | ||
------------------------------------------------- | ||
TX Xavier AGX 8GB<br> | ||
Jetpack 4.4.1<br> | ||
CUDA 10.2<br> | ||
PCL 1.8<br> | ||
Eigen 3<br> | ||
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#pragma once | ||
#include "cuda_runtime.h" | ||
#define checkCudaErrors(status) \ | ||
{ \ | ||
if (status != 0) \ | ||
{ \ | ||
std::cout << "Cuda failure: " << cudaGetErrorString(status) \ | ||
<< " at line " << __LINE__ \ | ||
<< " in file " << __FILE__ \ | ||
<< " error status: " << status \ | ||
<< std::endl; \ | ||
abort(); \ | ||
} \ | ||
} | ||
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typedef enum { | ||
PASSTHROUGH=0, | ||
} FilterType_t; | ||
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typedef struct { | ||
FilterType_t type; | ||
//type PASSTHROUGH | ||
int dim; | ||
float upFilterLimits; | ||
float downFilterLimits; | ||
bool limitsNegative; | ||
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} FilterParam_t; | ||
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class cudaFilter | ||
{ | ||
public: | ||
/* | ||
nPCountM and nQCountM are the maximum of count for input clouds | ||
They are used to pre-allocate memory. | ||
*/ | ||
cudaFilter(cudaStream_t stream = 0); | ||
~cudaFilter(void); | ||
int set(FilterParam_t param); | ||
int filter(void *output, unsigned int *countLeft, void *source, unsigned int nCount); | ||
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void *m_handle = NULL; | ||
}; | ||
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