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faster rcnn cuda 10

2018.10.06 00:09

WHRIA 조회 수:2101

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
1114 공부 vs 오락 한승석 2003.04.14 2101
1113 Re: 승석아, 오랜만이다. 한승석 2003.12.08 2101
» faster rcnn cuda 10 WHRIA 2018.10.06 2101
1111 구경왔어여~~ ^^* 얌~* 2002.02.04 2100
1110 한라 병원 인근의 겜방 ^^ 한승석 2003.01.31 2100
1109 소개팅 한승석 2003.02.25 2100
1108 귀국했음! han 2005.10.03 2100
1107 징기스칸의 어록 han 2005.11.26 2100
1106 똥차 WHRIA 2006.05.09 2100
1105 외로움 한승석 2003.01.27 2099
1104 하이~~ 반가비~~ 한승석 2003.03.09 2099
1103 승석아 비밀글 안되냐? [1] J 2004.09.23 2099
1102 안녕하세요..^^; 소프트믹스에서 자작겔러리 보고 구경왔습니다. [2] iceburst 2006.03.20 2099
1101 노 벨 채영광 2001.04.04 2098
1100 첫출근 한승석 2003.02.25 2098

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