Skip to content

faster rcnn cuda 10

2018.10.06 00:09

WHRIA 조회 수:2085

https://gist.github.com/acmiyaguchi/bc535ba23eabd3564edd73e491763d50

 


이 사람의 rebased 를 download 하고 나서 아래처럼 patch

 

Instructions

  • install cuda-9.0 (https://developer.nvidia.com/cuda-toolkit-archive)
  • install cudnn-7 (https://developer.nvidia.com/cudnn)
  • install dependencies for caffe
    • see the caffe installation guide [1] and wiki page [2]
  • install boost-1.65 or higher (http://www.boost.org/users/history/version_1_65_1.html) [3]
  • update caffe-fast-rcnn
    • Easiest way is to use a rebased branch on BVLC/master. See the notes below if you would rather merge the changes yourself.
    $ cd $FRCN_ROOT/caffe-fast-rcnn
    $ git remote add acmiyaguchi https://github.com/acmiyaguchi/caffe-fast-rcnn.git
    $ git checkout acmiyaguchi/faster-rcnn-rebased
    
    • optional: rebase against upstream master
    $ git remote add caffe https://github.com/BVLC/caffe.git
    $ git rebase caffe/master
    
  • set variables in Makefile.config
    • USE_CUDNN := 1
    • WITH_PYTHON_LAYER := 1
    • OPENCV_VERSION := 3
    • CUSTOM_CXX := g++-6
      • I symlink gcc-6 and g++-6 to gcc and g++ in /usr/local/cuda-9-0/bin/ instead of this setting, but either should work
    • remove compute_20 from CUDA_ARCH since it's been depreciated in cuda-9-0
    • add hdf5 for linking since it's been renamed in 17.10
      • INCLUDE_DIRS := $(PYTHON_INCLUDE) /usr/include/hdf5/serial/
      • LIBRARY_DIRS := $(PYTHON_LIB) /usr/lib/x86_64-linux-gnu/hdf5/serial/
  • build caffe
    • make -j${N_THREADS} all && make pycaffe
  • change self.param_str_ to self.param_str in $FRCN_ROOT/lib/rpn/proposal_layer.py.
    • see rebased-caffe.patch below for the full diff
  • validate that ./tools/demo.py works

Notes on Rebasing

BVLC/caffe and rbgirshick/caffe have diverged since this workaround [4] in March 2017. I've rebased the faster-rcnnpatchset against the master caffe branch for convenience. [5]

This branch should merge cleanly into BVLC/caffe with the exception of the license.

If you rather merge the upstream changes yourself, the patch in [6] should outline the changes you need afterwards. -X theirs may not be the best merge policy. In particular, changes to the src/caffe/caffe.proto schema will overwrite the ROIPoolingParameter.

rebased-caffe.patch

diff --git a/lib/rpn/proposal_layer.py b/lib/rpn/proposal_layer.py
index b157160..e6d28cc 100644
--- a/lib/rpn/proposal_layer.py
+++ b/lib/rpn/proposal_layer.py
@@ -23,7 +23,7 @@ class ProposalLayer(caffe.Layer):
 
     def setup(self, bottom, top):
         # parse the layer parameter string, which must be valid YAML
-        layer_params = yaml.load(self.param_str_)
+        layer_params = yaml.load(self.param_str)
 
         self._feat_stride = layer_params['feat_stride']
         anchor_scales = layer_params.get('scales', (8, 16, 32))
번호 제목 글쓴이 날짜 조회 수
1654 amp distributed pytorch [1] WHRIA 2020.07.14 52
1653 cloudfront WHRIA 2023.04.09 52
1652 psexec file WHRIA 2016.07.28 53
1651 software validation [1] WHRIA 2020.05.10 53
1650 center % crop WHRIA 2018.12.27 54
1649 멀티캐스트 WHRIA 2015.11.03 55
1648 WOL shutdown WHRIA 2016.01.22 55
1647 싸이월드도 없어지는구나 WHRIA 2015.10.10 56
1646 증시의 허풍 예언들 file WHRIA 2015.11.20 56
1645 이사 감사 3년 변경등기 WHRIA 2015.12.02 56
1644 startup WHRIA 2020.05.08 56
1643 php 세션 로그인 WHRIA 2020.04.24 57
1642 bay trail ubuntu 20.04 [1] WHRIA 2020.12.24 57
1641 DD-WRT 펌웨어로 버팔로 G450H 를 업그레이드 WHRIA 2015.11.22 58
1640 swap memory WHRIA 2019.03.14 59

Powered by Xpress Engine / Designed by Sketchbook

sketchbook5, 스케치북5

sketchbook5, 스케치북5

나눔글꼴 설치 안내


이 PC에는 나눔글꼴이 설치되어 있지 않습니다.

이 사이트를 나눔글꼴로 보기 위해서는
나눔글꼴을 설치해야 합니다.

설치 취소