NanoPi M4V2 : TensorFlow 2.1.0 (aarch64) 설치 (Python 3.7)

출처

• 대소니 :: Tensorflow version 확인

리눅스 정보 확인

CPU 정보 확인

$ cat /proc/cpuinfo
processor       : 0
BogoMIPS        : 48.00
Features        : fp asimd evtstrm aes pmull sha1 sha2 crc32
CPU implementer : 0x41
CPU architecture: 8
CPU variant     : 0x0
CPU part        : 0xd03
CPU revision    : 4
 
 ... 생략 ...

instruction set architecture (ISA)

$ uname -i
aarch64

커널에 대한 정보

$ uname -a
Linux NanoPi-M4v2 4.4.179 #1 SMP Tue Mar 17 16:51:26 CST 2020 aarch64 aarch64 aarch64 GNU/Linux

OS버전에 대한 정보

$ cat /etc/issue
Ubuntu 18.04.4 LTS \n \l

논리 코어 수 확인

$ grep -c processor /proc/cpuinfo
6

관련 라이브러리 설치, pip3 설치 확인

$ sudo apt update
$ sudo apt install gfortran libopenblas-dev liblapack-dev libhdf5-dev
$ pip3 --version
pip 20.0.2 from /usr/local/lib/python3.7/site-packages/pip (python 3.7)

TensorFlow 2.1.0 패키지 설치

TensorFlow 2.1.0 패키지 다운로드

$ wget http://1.229.109.140:3562/tensorflow/tensorflow-2.1.0.aarch64/tensorflow-2.1.0-cp37-cp37m-linux_aarch64.whl

tensorflow 2.1.0 파이썬 패키지 설치

$ pip3 install tensorflow-2.1.0-cp37-cp37m-linux_aarch64.whl
 
Defaulting to user installation because normal site-packages is not writeable
Processing ./tensorflow-2.1.0-cp37-cp37m-linux_aarch64.whl
Collecting gast==0.2.2
  Downloading gast-0.2.2.tar.gz (10 kB)
Collecting six>=1.12.0
  Downloading six-1.14.0-py2.py3-none-any.whl (10 kB)
Collecting protobuf>=3.8.0
  Downloading protobuf-3.11.3-py2.py3-none-any.whl (434 kB)
     |████████████████████████████████| 434 kB 57 kB/s 
Collecting scipy==1.4.1; python_version >= "3"
  Downloading scipy-1.4.1.tar.gz (24.6 MB)
     |████████████████████████████████| 24.6 MB 20.1 MB/s 
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
    Preparing wheel metadata ... done
Collecting absl-py>=0.7.0
  Downloading absl-py-0.9.0.tar.gz (104 kB)
     |████████████████████████████████| 104 kB 10.3 MB/s 
Collecting numpy<2.0,>=1.16.0
  Downloading numpy-1.18.3.zip (5.4 MB)
     |████████████████████████████████| 5.4 MB 7.2 MB/s 
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
    Preparing wheel metadata ... done
Collecting keras-applications>=1.0.8
  Downloading Keras_Applications-1.0.8-py3-none-any.whl (50 kB)
     |████████████████████████████████| 50 kB 2.6 MB/s 
Collecting opt-einsum>=2.3.2
  Downloading opt_einsum-3.2.1-py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 803 kB/s 
Collecting tensorflow-estimator<2.2.0,>=2.1.0rc0
  Downloading tensorflow_estimator-2.1.0-py2.py3-none-any.whl (448 kB)
     |████████████████████████████████| 448 kB 6.3 MB/s 
Requirement already satisfied: wheel>=0.26; python_version >= "3" in /usr/local/lib/python3.7/site-packages (from tensorflow==2.1.0) (0.34.2)
Collecting termcolor>=1.1.0
  Downloading termcolor-1.1.0.tar.gz (3.9 kB)
Collecting astor>=0.6.0
  Downloading astor-0.8.1-py2.py3-none-any.whl (27 kB)
Collecting google-pasta>=0.1.6
  Downloading google_pasta-0.2.0-py3-none-any.whl (57 kB)
     |████████████████████████████████| 57 kB 2.2 MB/s 
Collecting keras-preprocessing>=1.1.0
  Downloading Keras_Preprocessing-1.1.0-py2.py3-none-any.whl (41 kB)
     |████████████████████████████████| 41 kB 337 kB/s 
Collecting wrapt>=1.11.1
  Downloading wrapt-1.12.1.tar.gz (27 kB)
Collecting tensorboard<2.2.0,>=2.1.0
  Downloading tensorboard-2.1.1-py3-none-any.whl (3.8 MB)
     |████████████████████████████████| 3.8 MB 4.7 MB/s 
Collecting grpcio>=1.8.6
  Downloading grpcio-1.28.1.tar.gz (19.5 MB)
     |████████████████████████████████| 19.5 MB 28.0 MB/s 
Requirement already satisfied: setuptools in /usr/local/lib/python3.7/site-packages (from protobuf>=3.8.0->tensorflow==2.1.0) (46.1.3)
Collecting h5py
  Downloading h5py-2.10.0.tar.gz (301 kB)
     |████████████████████████████████| 301 kB 7.5 MB/s 
Collecting requests<3,>=2.21.0
  Downloading requests-2.23.0-py2.py3-none-any.whl (58 kB)
     |████████████████████████████████| 58 kB 2.3 MB/s 
Collecting markdown>=2.6.8
  Downloading Markdown-3.2.1-py2.py3-none-any.whl (88 kB)
     |████████████████████████████████| 88 kB 2.8 MB/s 
Collecting google-auth-oauthlib<0.5,>=0.4.1
  Downloading google_auth_oauthlib-0.4.1-py2.py3-none-any.whl (18 kB)
Collecting google-auth<2,>=1.6.3
  Downloading google_auth-1.14.1-py2.py3-none-any.whl (89 kB)
     |████████████████████████████████| 89 kB 1.8 MB/s 
Collecting werkzeug>=0.11.15
  Downloading Werkzeug-1.0.1-py2.py3-none-any.whl (298 kB)
     |████████████████████████████████| 298 kB 6.7 MB/s 
Collecting idna<3,>=2.5
  Downloading idna-2.9-py2.py3-none-any.whl (58 kB)
     |████████████████████████████████| 58 kB 2.2 MB/s 
Collecting certifi>=2017.4.17
  Downloading certifi-2020.4.5.1-py2.py3-none-any.whl (157 kB)
     |████████████████████████████████| 157 kB 8.1 MB/s 
Collecting urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1
  Downloading urllib3-1.25.9-py2.py3-none-any.whl (126 kB)
     |████████████████████████████████| 126 kB 7.7 MB/s 
Collecting chardet<4,>=3.0.2
  Downloading chardet-3.0.4-py2.py3-none-any.whl (133 kB)
     |████████████████████████████████| 133 kB 8.4 MB/s 
Collecting requests-oauthlib>=0.7.0
  Downloading requests_oauthlib-1.3.0-py2.py3-none-any.whl (23 kB)
Collecting cachetools<5.0,>=2.0.0
  Downloading cachetools-4.1.0-py3-none-any.whl (10 kB)
Collecting rsa<4.1,>=3.1.4
  Downloading rsa-4.0-py2.py3-none-any.whl (38 kB)
Collecting pyasn1-modules>=0.2.1
  Downloading pyasn1_modules-0.2.8-py2.py3-none-any.whl (155 kB)
     |████████████████████████████████| 155 kB 8.0 MB/s 
Collecting oauthlib>=3.0.0
  Downloading oauthlib-3.1.0-py2.py3-none-any.whl (147 kB)
     |████████████████████████████████| 147 kB 8.3 MB/s 
Collecting pyasn1>=0.1.3
  Downloading pyasn1-0.4.8-py2.py3-none-any.whl (77 kB)
     |████████████████████████████████| 77 kB 1.7 MB/s 
Building wheels for collected packages: gast, scipy, absl-py, numpy, termcolor, wrapt, grpcio, h5py
  Building wheel for gast (setup.py) ... done
  Created wheel for gast: filename=gast-0.2.2-py3-none-any.whl size=7539 sha256=f88306dd981e1f5d97a0d07cf4bac95167efcb409449c2bd79661a38de7f845c
  Stored in directory: /home/pi/.cache/pip/wheels/21/7f/02/420f32a803f7d0967b48dd823da3f558c5166991bfd204eef3
  Building wheel for scipy (PEP 517) ... done
  Created wheel for scipy: filename=scipy-1.4.1-cp37-cp37m-linux_aarch64.whl size=45320154 sha256=385a8852f2654cf478c5fdcefd1d46d11d2b480ffa17e31ce11396613d754892
  Stored in directory: /home/pi/.cache/pip/wheels/ff/bd/f9/ac5a9a019da5be2072e8a283f36d28b219762cebdd21ff3c68
  Building wheel for absl-py (setup.py) ... done
  Created wheel for absl-py: filename=absl_py-0.9.0-py3-none-any.whl size=121931 sha256=cdeba8a0a6292ed3e8b8db2056628bc6663392e426a91ba579a0b3dad43ee838
  Stored in directory: /home/pi/.cache/pip/wheels/cc/af/1a/498a24d0730ef484019e007bb9e8cef3ac00311a672c049a3e
  Building wheel for numpy (PEP 517) ... done
  Created wheel for numpy: filename=numpy-1.18.3-cp37-cp37m-linux_aarch64.whl size=10755189 sha256=d5ccd2d36a2daee6068c7243402b759aee05622a954fd0b1dbe0fbc327e7bafd
  Stored in directory: /home/pi/.cache/pip/wheels/48/d4/c6/72be820f031a875f5bac74fbf85d9467bdd973c15071b99c0c
  Building wheel for termcolor (setup.py) ... done
  Created wheel for termcolor: filename=termcolor-1.1.0-py3-none-any.whl size=4830 sha256=857af5a939264b1619349cb045a54003c6fc59cf07dc4ed28fcc2ddba9586962
  Stored in directory: /home/pi/.cache/pip/wheels/3f/e3/ec/8a8336ff196023622fbcb36de0c5a5c218cbb24111d1d4c7f2
  Building wheel for wrapt (setup.py) ... done
  Created wheel for wrapt: filename=wrapt-1.12.1-cp37-cp37m-linux_aarch64.whl size=71546 sha256=4e12db67d1c3d2466e39911ecf55bf8470d1b7f0389c84e25c90f35d6b8329a8
  Stored in directory: /home/pi/.cache/pip/wheels/62/76/4c/aa25851149f3f6d9785f6c869387ad82b3fd37582fa8147ac6
  Building wheel for grpcio (setup.py) ... done
  Created wheel for grpcio: filename=grpcio-1.28.1-cp37-cp37m-linux_aarch64.whl size=21720860 sha256=d7862648f99b7cb2f97b04bb0a26e29324569b40deb1a1ce783dbe968259ec4b
  Stored in directory: /home/pi/.cache/pip/wheels/1a/57/84/d91cbd4882f6ae0adc3acba56cbf0c2c75e0263118614d1fcf
  Building wheel for h5py (setup.py) ... done
  Created wheel for h5py: filename=h5py-2.10.0-cp37-cp37m-linux_aarch64.whl size=4023293 sha256=721fba3bd94be77c8cff5517b445b6e5f913d10164c019002cc3de2041c04c1c
  Stored in directory: /home/pi/.cache/pip/wheels/58/e7/f7/d9385040f9b6919de4a5c05625c4e655999412f12c96d3c7c3
Successfully built gast scipy absl-py numpy termcolor wrapt grpcio h5py
Installing collected packages: gast, six, protobuf, scipy, absl-py, numpy, h5py, keras-applications, opt-einsum, tensorflow-estimator, termcolor, astor, google-pasta, keras-preprocessing, wrapt, grpcio, idna, certifi, urllib3, chardet, requests, markdown, oauthlib, requests-oauthlib, cachetools, pyasn1, rsa, pyasn1-modules, google-auth, google-auth-oauthlib, werkzeug, tensorboard, tensorflow
  WARNING: The scripts f2py, f2py3 and f2py3.7 are installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
  WARNING: The script chardetect is installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
  WARNING: The script markdown_py is installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
  WARNING: The scripts pyrsa-decrypt, pyrsa-encrypt, pyrsa-keygen, pyrsa-priv2pub, pyrsa-sign and pyrsa-verify are installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
  WARNING: The script google-oauthlib-tool is installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
  WARNING: The script tensorboard is installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
  WARNING: The scripts estimator_ckpt_converter, saved_model_cli, tensorboard, tf_upgrade_v2, tflite_convert, toco and toco_from_protos are installed in '/home/pi/.local/bin' which is not on PATH.
  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.
Successfully installed absl-py-0.9.0 astor-0.8.1 cachetools-4.1.0 certifi-2020.4.5.1 chardet-3.0.4 gast-0.2.2 google-auth-1.14.1 google-auth-oauthlib-0.4.1 google-pasta-0.2.0 grpcio-1.28.1 h5py-2.10.0 idna-2.9 keras-applications-1.0.8 keras-preprocessing-1.1.0 markdown-3.2.1 numpy-1.18.3 oauthlib-3.1.0 opt-einsum-3.2.1 protobuf-3.11.3 pyasn1-0.4.8 pyasn1-modules-0.2.8 requests-2.23.0 requests-oauthlib-1.3.0 rsa-4.0 scipy-1.4.1 six-1.14.0 tensorboard-2.1.1 tensorflow-2.1.0 tensorflow-estimator-2.1.0 termcolor-1.1.0 urllib3-1.25.9 werkzeug-1.0.1 wrapt-1.12.1

버전 확인

$ python3
Python 3.7.7 (default, Apr 28 2020, 15:47:22) 
[GCC 7.5.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> tf.__version__
'2.1.0'