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meta-refkit-extra: add new layer and computer vision demo content there. #130
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a046619
meta-refkit-extra: add new layer.
ipuustin 2808776
python3-pillow: new package.
ipuustin 934ce98
python3-imageio: add a new package.
ipuustin 6c24fe0
python3-protobuf: add a new package.
ipuustin d039933
opencv: use Python 3 instead of Python 2.
ipuustin edaae7d
recipes-convnet: import caffe and its dependencies.
ipuustin 155b9b6
python3-pyrealsense: add new package.
ipuustin 022c02c
extras: add caffe etc. to supported recipes.
ipuustin f0507fc
extras: security flags for computer vision demos.
ipuustin 2015b44
extras: added computer vision demo documentation.
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12 changes: 12 additions & 0 deletions
12
meta-refkit-extra/conf/distro/include/refkit-extra-supported-recipes.txt
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| caffe@refkit-extra | ||
| hdf5@refkit-extra | ||
| leveldb@openembedded-layer | ||
| lmdb@refkit-extra | ||
| openblas@refkit-extra | ||
| python3-imageio@refkit-extra | ||
| python3-pillow@refkit-extra | ||
| python3-protobuf@refkit-extra | ||
| python3-pycparser@meta-python | ||
| python3-pyrealsense@refkit-extra | ||
| python3-six@core | ||
| snappy@refkit-extra |
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| require refkit_extra_security_flags.inc | ||
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| SUPPORTED_RECIPES_append = " \ | ||
| ${META_REFKIT_EXTRA_BASE}/conf/distro/include/refkit-extra-supported-recipes.txt \ | ||
| " | ||
| SUPPORTED_RECIPES[refkit-extra-supported-recipes.txt] = "extra" |
4 changes: 4 additions & 0 deletions
4
meta-refkit-extra/conf/distro/include/refkit_extra_security_flags.inc
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| SECURITY_CFLAGS_pn-python3-pillow = "${SECURITY_NO_PIE_CFLAGS} ${SECURITY_PIC_CFLAGS}" | ||
| SECURITY_CFLAGS_pn-snappy = "${SECURITY_NO_PIE_CFLAGS} ${SECURITY_PIC_CFLAGS}" | ||
| SECURITY_CFLAGS_pn-leveldb = "${SECURITY_NO_PIE_CFLAGS} ${SECURITY_PIC_CFLAGS}" | ||
| SECURITY_CFLAGS_pn-python3-pyrealsense = "${SECURITY_NO_PIE_CFLAGS} ${SECURITY_PIC_CFLAGS}" |
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| # We have a conf and classes directory, add to BBPATH | ||
| BBPATH .= ":${LAYERDIR}" | ||
|
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| # We have recipes-* directories, add to BBFILES | ||
| BBFILES += "${LAYERDIR}/recipes-*/*/*.bb \ | ||
| ${LAYERDIR}/recipes-*/*/*.bbappend" | ||
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| BBFILE_COLLECTIONS += "refkit-extra" | ||
| BBFILE_PATTERN_refkit-extra = "^${LAYERDIR}/" | ||
| # higher priority than meta-refkit, so that we can override recipes here | ||
| BBFILE_PRIORITY_refkit-extra = "7" | ||
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| META_REFKIT_EXTRA_BASE := "${LAYERDIR}" |
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| This a layer for demos and other things which are built on top of | ||
| Refkit. Do not add dependencies from meta-refkit to this layer. | ||
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| To enable this layer, enter: | ||
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| $ bitbake-layers add-layer meta-refkit-extra | ||
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| Then add to your local.conf of distribution config this line: | ||
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| require conf/distro/include/refkit-extra.conf |
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| Setting up computer vision demos | ||
| ################################ | ||
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| Introduction | ||
| ============ | ||
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| This layer contains components such as Caffe deep learning framework and | ||
| Python bindings to librealsense (pyrealsense). The components are | ||
| scriptable with Python 3, making it relatively easy to construct complex | ||
| computer vision demos using only Python. | ||
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| Example 1: measuring distance to cats | ||
| ===================================== | ||
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| This is an example how the bindings can be used for measuring distance to cats | ||
| using a RealSense camera for taking pictures and distance calculations. OpenCV | ||
| does the cat recognition with a pre-configured classifier. You need to | ||
| have packages ``python3-pyrealsense`` and ``opencv`` installed and | ||
| Intel RealSense R200 camera connected to your device. | ||
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| .. code:: python | ||
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| #!/usr/bin/python3 | ||
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| import sys | ||
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| import numpy as np | ||
| import cv2 | ||
| import pyrealsense as pyrs | ||
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| n_devices = pyrs.start() | ||
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| if n_devices == 0: | ||
| print("No RealSense devices found!") | ||
| sys.exit(1) | ||
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| cam = pyrs.Device() | ||
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| cat_cascade = cv2.CascadeClassifier("/usr/share/OpenCV/haarcascades/haarcascade_frontalcatface.xml") | ||
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| for x in range(30): | ||
| # stabilize exposure | ||
| cam.wait_for_frame() | ||
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| while True: | ||
| # get image from web cam | ||
| cam.wait_for_frame() | ||
| img = cam.colour | ||
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| cats = cat_cascade.detectMultiScale(img) | ||
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| for (x,y,w,h) in cats: | ||
| # find center | ||
| cx = x+(w/2) | ||
| cy = y+(h/2) | ||
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| depth = cam.depth[cy][cx] | ||
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| print("Cat found, distance " + str(depth/10.0) + " cm") | ||
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| Example 2: recognizing objects in images using Caffenet | ||
| ======================================================= | ||
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| Install ``caffe-imagenet-model`` package. Then run ``classify-demo.py | ||
| --mean_file=""`` in Caffe's Python directory (``/usr/python``) for an | ||
| interactive demo recognizing images in web camera stream. You need to | ||
| have a web camera connected. Point the web camera at things and in the | ||
| console you will see what the image classifier considers them to be. The | ||
| deep neural network which the example uses is Caffenet, which is trained | ||
| using the 1.3 million image ImageNet training set. |
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| @@ -0,0 +1 @@ | ||
| PACKAGECONFIG += "python" | ||
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| DESCRIPTION = "Build Caffe library for CNN using OpenBLAS lib" | ||
| AUTHOR = "Alexander Leiva <norxander@gmail.com>" | ||
| SUMMARY = "Caffe : A fast open framework for deep learning" | ||
| HOMEPAGE = "http://caffe.berkeleyvision.org/" | ||
| LICENSE = "BSD & BVLC-model-license" | ||
| PRIORITY= "optional" | ||
| SECTION = "libs" | ||
| PR = "r0" | ||
|
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| DEPENDS = " \ | ||
| boost \ | ||
| openblas \ | ||
| protobuf-native \ | ||
| protobuf \ | ||
| glog \ | ||
| gflags \ | ||
| hdf5 \ | ||
| opencv \ | ||
| lmdb \ | ||
| snappy \ | ||
| leveldb \ | ||
| viennacl \ | ||
| ocl-icd \ | ||
| python3 \ | ||
| python3-native \ | ||
| python3-numpy-native \ | ||
| " | ||
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| inherit python3native | ||
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| RDEPENDS_${PN} = "python3-numpy python3-imageio python3-six python3-protobuf" | ||
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| LIC_FILES_CHKSUM = "file://LICENSE;md5=91d560803ea3d191c457b12834553991" | ||
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| SRC_URI = " \ | ||
| git://github.com/BVLC/caffe.git;branch=opencl \ | ||
| http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz;name=ilsvrc12 \ | ||
| http://dl.caffe.berkeleyvision.org/bvlc_reference_caffenet.caffemodel;name=caffenet \ | ||
| file://0001-Allow-setting-numpy-include-dir-from-outside.patch \ | ||
| file://0002-cmake-do-not-use-SYSTEM-for-non-system-include-direc.patch \ | ||
| file://0003-cmake-fix-RPATHS.patch \ | ||
| file://0004-config-use-Python-3.patch \ | ||
| file://0005-io-change-to-imageio.patch \ | ||
| file://0006-classify-demo-added-a-demo-app-for-classifying-image.patch \ | ||
| file://0001-cmake-find-Yocto-boost-python-libs.patch \ | ||
| " | ||
| SRCREV = "f3ba72c520165d7c403a82770370f20472685d63" | ||
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| SRC_URI[ilsvrc12.md5sum] = "f963098ea0e785a968ca1eb634003a90" | ||
| SRC_URI[ilsvrc12.sha256sum] = "e35c0c1994a21f7d8ed49d01881ce17ab766743d3b0372cdc0183ff4d0dfc491" | ||
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| SRC_URI[caffenet.md5sum] = "af678f0bd3cdd2437e35679d88665170" | ||
| SRC_URI[caffenet.sha256sum] = "472d4a06035497b180636d8a82667129960371375bd10fcb6df5c6c7631f25e0" | ||
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| S = "${WORKDIR}/git" | ||
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| PACKAGES += "${PN}-imagenet-model" | ||
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| RDEPENDS_${PN}-imagenet-model = "${PN}" | ||
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| do_install_append() { | ||
| install -d ${D}${datadir}/Caffe/models/bvlc_reference_caffenet/ | ||
| install -d ${D}${datadir}/Caffe/data/ilsvrc12 | ||
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| install ${S}/models/bvlc_reference_caffenet/* ${D}${datadir}/Caffe/models/bvlc_reference_caffenet/ | ||
| install ${WORKDIR}/synset_words.txt ${D}${datadir}/Caffe/data/ilsvrc12 | ||
| install ${WORKDIR}/bvlc_reference_caffenet.caffemodel ${D}${datadir}/Caffe/models/bvlc_reference_caffenet/ | ||
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| # ilsvrc_2012_mean.npy is already installed at /usr/python/caffe/imagenet/ilsvrc_2012_mean.npy | ||
| } | ||
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| FILES_${PN}-imagenet-model += " \ | ||
| ${datadir}/Caffe/models/bvlc_reference_caffenet/* \ | ||
| ${datadir}/Caffe/data/ilsvrc12/* \ | ||
| " | ||
| FILES_${PN} += " \ | ||
| ${prefix}/python/* \ | ||
| " | ||
| FILES_${PN}-dev = " \ | ||
| ${includedir} \ | ||
| ${datadir}/Caffe/*cmake \ | ||
| ${libdir}/*.so \ | ||
| " | ||
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| inherit cmake python-dir | ||
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| EXTRA_OECMAKE = " \ | ||
| -DBLAS=open \ | ||
| -DPYTHON_NUMPY_INCLUDE_DIR=${STAGING_DIR_TARGET}/usr/lib/python3.5/site-packages/numpy/core/include \ | ||
| -DPYTHON_EXECUTABLE=${STAGING_BINDIR_NATIVE}/python3-native/python3 \ | ||
| -DPYTHON_INCLUDE_DIRS=${STAGING_INCDIR_TARGET}/python3-native/python3.5m \ | ||
| -DPYTHON_LIBRARIES=${STAGING_LIBDIR_TARGET}/python3.5 \ | ||
| " | ||
|
|
43 changes: 43 additions & 0 deletions
43
...extra/recipes-convnet/caffe/files/0001-Allow-setting-numpy-include-dir-from-outside.patch
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,43 @@ | ||
| From 3a0407e127559d2349f0217c6c5cf7751dd1aeba Mon Sep 17 00:00:00 2001 | ||
| From: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| Date: Tue, 25 Oct 2016 12:09:19 +0300 | ||
| Subject: [PATCH 1/6] Allow setting numpy include dir from outside. | ||
|
|
||
| --- | ||
| cmake/Modules/FindNumPy.cmake | 16 ++++++++++------ | ||
| 1 file changed, 10 insertions(+), 6 deletions(-) | ||
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| diff --git a/cmake/Modules/FindNumPy.cmake b/cmake/Modules/FindNumPy.cmake | ||
| index a671494..38ebb32 100644 | ||
| --- a/cmake/Modules/FindNumPy.cmake | ||
| +++ b/cmake/Modules/FindNumPy.cmake | ||
| @@ -16,11 +16,16 @@ unset(NUMPY_VERSION) | ||
| unset(NUMPY_INCLUDE_DIR) | ||
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| if(PYTHONINTERP_FOUND) | ||
| - execute_process(COMMAND "${PYTHON_EXECUTABLE}" "-c" | ||
| - "import numpy as n; print(n.__version__); print(n.get_include());" | ||
| - RESULT_VARIABLE __result | ||
| - OUTPUT_VARIABLE __output | ||
| - OUTPUT_STRIP_TRAILING_WHITESPACE) | ||
| + if(NOT DEFINED PYTHON_NUMPY_INCLUDE_DIR) | ||
| + execute_process(COMMAND "${PYTHON_EXECUTABLE}" "-c" | ||
| + "import numpy as n; print(n.__version__); print(n.get_include());" | ||
| + RESULT_VARIABLE __result | ||
| + OUTPUT_VARIABLE __output | ||
| + OUTPUT_STRIP_TRAILING_WHITESPACE) | ||
| + else() | ||
| + SET(__result 0) | ||
| + SET(__output "1.11.0\n${PYTHON_NUMPY_INCLUDE_DIR}") | ||
| + endif() | ||
|
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| if(__result MATCHES 0) | ||
| string(REGEX REPLACE ";" "\\\\;" __values ${__output}) | ||
| @@ -55,4 +60,3 @@ if(NUMPY_FOUND) | ||
| endif() | ||
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| caffe_clear_vars(__result __output __error_value __values __ver_check __error_value) | ||
| - | ||
| -- | ||
| 2.9.3 | ||
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39 changes: 39 additions & 0 deletions
39
meta-refkit-extra/recipes-convnet/caffe/files/0001-cmake-find-Yocto-boost-python-libs.patch
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,39 @@ | ||
| From 91f8bfd7da0d9d59701dffdb2f1ab6552721fe7b Mon Sep 17 00:00:00 2001 | ||
| From: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| Date: Wed, 26 Apr 2017 14:43:01 +0300 | ||
| Subject: [PATCH] cmake: find Yocto boost python libs. | ||
|
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| Upstream-status: Inappropriate | ||
|
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||
| Signed-off-by: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| --- | ||
| cmake/Dependencies.cmake | 8 ++++---- | ||
| 1 file changed, 4 insertions(+), 4 deletions(-) | ||
|
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| diff --git a/cmake/Dependencies.cmake b/cmake/Dependencies.cmake | ||
| index 4a5bac4..dab3415 100644 | ||
| --- a/cmake/Dependencies.cmake | ||
| +++ b/cmake/Dependencies.cmake | ||
| @@ -146,15 +146,15 @@ if(BUILD_python) | ||
| set(version ${PYTHONLIBS_VERSION_STRING}) | ||
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| STRING( REGEX REPLACE "[^0-9]" "" boost_py_version ${version} ) | ||
| - find_package(Boost 1.46 COMPONENTS "python-py${boost_py_version}") | ||
| - set(Boost_PYTHON_FOUND ${Boost_PYTHON-PY${boost_py_version}_FOUND}) | ||
| + find_package(Boost 1.46 COMPONENTS "python${boost_py_version}") | ||
| + set(Boost_PYTHON_FOUND ${Boost_PYTHON${boost_py_version}_FOUND}) | ||
|
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| while(NOT "${version}" STREQUAL "" AND NOT Boost_PYTHON_FOUND) | ||
| STRING( REGEX REPLACE "([0-9.]+).[0-9]+" "\\1" version ${version} ) | ||
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| STRING( REGEX REPLACE "[^0-9]" "" boost_py_version ${version} ) | ||
| - find_package(Boost 1.46 COMPONENTS "python-py${boost_py_version}") | ||
| - set(Boost_PYTHON_FOUND ${Boost_PYTHON-PY${boost_py_version}_FOUND}) | ||
| + find_package(Boost 1.46 COMPONENTS "python${boost_py_version}") | ||
| + set(Boost_PYTHON_FOUND ${Boost_PYTHON${boost_py_version}_FOUND}) | ||
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| STRING( REGEX MATCHALL "([0-9.]+).[0-9]+" has_more_version ${version} ) | ||
| if("${has_more_version}" STREQUAL "") | ||
| -- | ||
| 2.9.3 | ||
|
|
67 changes: 67 additions & 0 deletions
67
...cipes-convnet/caffe/files/0002-cmake-do-not-use-SYSTEM-for-non-system-include-direc.patch
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,67 @@ | ||
| From 9e698ecf0b354a87ea0bf79ee42a4e6ec09c7669 Mon Sep 17 00:00:00 2001 | ||
| From: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| Date: Fri, 17 Feb 2017 14:43:21 +0200 | ||
| Subject: [PATCH 2/6] cmake: do not use SYSTEM for non-system include | ||
| directories. | ||
|
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||
| Signed-off-by: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| --- | ||
| cmake/Dependencies.cmake | 8 ++++---- | ||
| cmake/ProtoBuf.cmake | 2 +- | ||
| 2 files changed, 5 insertions(+), 5 deletions(-) | ||
|
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| diff --git a/cmake/Dependencies.cmake b/cmake/Dependencies.cmake | ||
| index 00de565..0b861af 100644 | ||
| --- a/cmake/Dependencies.cmake | ||
| +++ b/cmake/Dependencies.cmake | ||
| @@ -6,7 +6,7 @@ set(Caffe_COMPILE_OPTIONS "") | ||
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| # ---[ Boost | ||
| find_package(Boost 1.46 REQUIRED COMPONENTS system thread filesystem) | ||
| -include_directories(SYSTEM PUBLIC ${Boost_INCLUDE_DIR}) | ||
| +include_directories(PUBLIC ${Boost_INCLUDE_DIR}) | ||
| add_definitions(-DBOOST_ALL_NO_LIB) | ||
| list(APPEND Caffe_INCLUDE_DIRS PUBLIC ${Boost_INCLUDE_DIRS}) | ||
| list(APPEND Caffe_LINKER_LIBS PUBLIC ${Boost_LIBRARIES}) | ||
| @@ -66,14 +66,14 @@ else() | ||
| endif() | ||
| endif() | ||
|
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| -include_directories(SYSTEM ${HDF5_INCLUDE_DIRS} ${HDF5_HL_INCLUDE_DIR}) | ||
| +include_directories(${HDF5_INCLUDE_DIRS} ${HDF5_HL_INCLUDE_DIR}) | ||
| list(APPEND Caffe_LINKER_LIBS PUBLIC ${HDF5_LIBRARIES} ${HDF5_HL_LIBRARIES}) | ||
| list(APPEND Caffe_INCLUDE_DIRS PUBLIC ${HDF5_INCLUDE_DIRS}) | ||
|
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| # This code is taken from https://github.com/sh1r0/caffe-android-lib | ||
| if(USE_HDF5) | ||
| find_package(HDF5 COMPONENTS HL REQUIRED) | ||
| - include_directories(SYSTEM ${HDF5_INCLUDE_DIRS} ${HDF5_HL_INCLUDE_DIR}) | ||
| + include_directories(${HDF5_INCLUDE_DIRS} ${HDF5_HL_INCLUDE_DIR}) | ||
| list(APPEND Caffe_INCLUDE_DIRS PUBLIC ${HDF5_INCLUDE_DIRS}) | ||
| list(APPEND Caffe_LINKER_LIBS PUBLIC ${HDF5_LIBRARIES} ${HDF5_HL_LIBRARIES}) | ||
| add_definitions(-DUSE_HDF5) | ||
| @@ -201,7 +201,7 @@ endif() | ||
|
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| if(USE_NCCL) | ||
| include("cmake/External/nccl.cmake") | ||
| - include_directories(SYSTEM ${NCCL_INCLUDE_DIR}) | ||
| + include_directories(${NCCL_INCLUDE_DIR}) | ||
| list(APPEND Caffe_LINKER_LIBS ${NCCL_LIBRARIES}) | ||
| add_definitions(-DUSE_NCCL) | ||
| endif() | ||
| diff --git a/cmake/ProtoBuf.cmake b/cmake/ProtoBuf.cmake | ||
| index 2527195..dc6285b 100644 | ||
| --- a/cmake/ProtoBuf.cmake | ||
| +++ b/cmake/ProtoBuf.cmake | ||
| @@ -8,7 +8,7 @@ if(MSVC) | ||
| else() | ||
| find_package( Protobuf REQUIRED ) | ||
| endif() | ||
| -include_directories(SYSTEM ${PROTOBUF_INCLUDE_DIR}) | ||
| +include_directories(${PROTOBUF_INCLUDE_DIR}) | ||
| list(APPEND Caffe_INCLUDE_DIRS PUBLIC ${PROTOBUF_INCLUDE_DIR}) | ||
| list(APPEND Caffe_LINKER_LIBS PUBLIC ${PROTOBUF_LIBRARIES}) | ||
|
|
||
| -- | ||
| 2.9.3 | ||
|
|
28 changes: 28 additions & 0 deletions
28
meta-refkit-extra/recipes-convnet/caffe/files/0003-cmake-fix-RPATHS.patch
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,28 @@ | ||
| From 8d9b978681b7c7d5443f5503e2075b007fb460a5 Mon Sep 17 00:00:00 2001 | ||
| From: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| Date: Fri, 17 Feb 2017 15:35:43 +0200 | ||
| Subject: [PATCH 3/6] cmake: fix RPATHS. | ||
|
|
||
| Signed-off-by: Ismo Puustinen <ismo.puustinen@intel.com> | ||
| --- | ||
| cmake/Misc.cmake | 4 ---- | ||
| 1 file changed, 4 deletions(-) | ||
|
|
||
| diff --git a/cmake/Misc.cmake b/cmake/Misc.cmake | ||
| index 9dd2609..2150751 100644 | ||
| --- a/cmake/Misc.cmake | ||
| +++ b/cmake/Misc.cmake | ||
| @@ -28,10 +28,6 @@ if(CMAKE_INSTALL_PREFIX_INITIALIZED_TO_DEFAULT) | ||
| set(CMAKE_INSTALL_PREFIX "${PROJECT_BINARY_DIR}/install" CACHE PATH "Default install path" FORCE) | ||
| endif() | ||
|
|
||
| -# ---[ RPATH settings | ||
| -set(CMAKE_INSTALL_RPATH_USE_LINK_PATH TRUE CACHE BOOLEAN "Use link paths for shared library rpath") | ||
| -set(CMAKE_MACOSX_RPATH TRUE) | ||
| - | ||
| list(FIND CMAKE_PLATFORM_IMPLICIT_LINK_DIRECTORIES ${CMAKE_INSTALL_PREFIX}/lib __is_systtem_dir) | ||
| if(${__is_systtem_dir} STREQUAL -1) | ||
| set(CMAKE_INSTALL_RPATH ${CMAKE_INSTALL_PREFIX}/lib) | ||
| -- | ||
| 2.9.3 | ||
|
|
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@ipuustin Is this needed? IIRC you mentioned it's not needed.
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That's still needed -- it enables Python support in boost. We no longer need to select Python 3 by editing the
user-config.jamfile, because Python 3 support is now enabled as default if it's found. See difference to the previous iteration of the same file. https://github.com/ipuustin/intel-iot-refkit/blob/165b46149a2c5a58788b91d2cac97c394e567f14/meta-refkit/recipes-convnet/boost/boost_%25.bbappendHowever, it's a good question if we should move the
PACKAGECONFIGvariable to the layer distro configuration file instead of the.bbappendfile. What do you think?There was a problem hiding this comment.
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Ah, I see.
pythonisn't enabled by default. I got confused by what you wrote earlier: "The bbappend should not be needed anymore."