Skip to content

faster rcnn cuda 10

2018.10.06 00:09

WHRIA 조회 수:2104

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
» faster rcnn cuda 10 WHRIA 2018.10.06 2104
1113 홈페이지 배경음악을 넣었습니다. 한승석 2003.01.27 2103
1112 멋진 걸! 채영광 2003.01.29 2103
1111 소개팅 한승석 2003.02.25 2103
1110 외로움 한승석 2003.01.27 2102
1109 센티멘탈 비오는 오후. 혜진누나 2003.04.12 2102
1108 Re: 승석아, 오랜만이다. 한승석 2003.12.08 2102
1107 ^.^ :) ~~ 한승석 2001.10.16 2101
1106 구경왔어여~~ ^^* 얌~* 2002.02.04 2101
1105 공부 vs 오락 한승석 2003.04.14 2101
1104 승석아 비밀글 안되냐? [1] J 2004.09.23 2101
1103 오늘은 인턴 페어웰을 암센터에서~~ 한승석 2003.01.29 2100
1102 곽호중 한승석 2003.02.04 2100
1101 하이~~ 반가비~~ 한승석 2003.03.09 2100
1100 귀국했음! han 2005.10.03 2100

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