sábado, 13 de mayo de 2017

Estoy instalando TensorFlow desde cero



Hola amigos

 Estoy instalando TensorFlow desde cero, si gustan pueden seguir estos pasos, y si tienen alguna duda o comentario, me pueden dejar comentarios,

 paso 1 , entrar a tensor flow y selecionar la opcion CPU si tu maquina no tiene procesador nVidia, y si tu procesador tiene nvidi es GPU,


 Voy a empezar con la instalacion de Tensor FLOW con opcion GPU

 https://www.tensorflow.org/install/install_windows



De entrada como requerimiento forzoso tienes que instalar python 3.5.2


Bájalo a tu maquina e instalarlo, es un ejecutable, no tiene mas ciencia



te da la opción de ver la documentación de python, lo cual siempre es de utilidad a la hora de troubleshooting

https://docs.python.org/3.5/tutorial/index.html

 Posteriormente, abre una consola de comandos como administrador

 y ejecuta el siguiente comando

 pip3 install --upgrade tensorflow

 el output de linea de comando es el siguiente>
Microsoft Windows [Versión 10.0.14393]
(c) 2016 Microsoft Corporation. Todos los derechos reservados.

 C:\WINDOWS\system32>pip3 install --upgrade tensorflow
Collecting tensorflow
  Downloading tensorflow-1.1.0-cp35-cp35m-win_amd64.whl (19.4MB)
    100% |################################| 19.4MB 55kB/s
Collecting six>=1.10.0 (from tensorflow)
  Downloading six-1.10.0-py2.py3-none-any.whl
Collecting wheel>=0.26 (from tensorflow)
  Downloading wheel-0.29.0-py2.py3-none-any.whl (66kB)
    100% |################################| 71kB 2.6MB/s
Collecting protobuf>=3.2.0 (from tensorflow)
  Downloading protobuf-3.3.0.tar.gz (271kB)
    100% |################################| 276kB 1.9MB/s
Collecting numpy>=1.11.0 (from tensorflow)
  Downloading numpy-1.12.1-cp35-none-win_amd64.whl (7.7MB)
    100% |################################| 7.7MB 154kB/s
Collecting werkzeug>=0.11.10 (from tensorflow)
  Downloading Werkzeug-0.12.1-py2.py3-none-any.whl (312kB)
    100% |################################| 317kB 2.1MB/s
Collecting setuptools (from protobuf>=3.2.0->tensorflow)
  Downloading setuptools-35.0.2-py2.py3-none-any.whl (390kB)
    100% |################################| 399kB 1.0MB/s
Collecting packaging>=16.8 (from setuptools->protobuf>=3.2.0->tensorflow)
  Downloading packaging-16.8-py2.py3-none-any.whl
Collecting appdirs>=1.4.0 (from setuptools->protobuf>=3.2.0->tensorflow)
  Downloading appdirs-1.4.3-py2.py3-none-any.whl
Collecting pyparsing (from packaging>=16.8->setuptools->protobuf>=3.2.0->tensorflow)
  Downloading pyparsing-2.2.0-py2.py3-none-any.whl (56kB)
    100% |################################| 61kB 3.7MB/s
Installing collected packages: six, wheel, pyparsing, packaging, appdirs, setuptools, protobuf, numpy, werkzeug, tensorflow
  Found existing installation: setuptools 20.10.1
    Uninstalling setuptools-20.10.1:
      Successfully uninstalled setuptools-20.10.1
  Running setup.py install for protobuf ... done
Successfully installed appdirs-1.4.3 numpy-1.12.1 packaging-16.8 protobuf-3.3.0 pyparsing-2.2.0 setuptools-35.0.2 six-1.10.0 tensorflow-1.1.0 werkzeug-0.12.1 wheel-0.29.0
You are using pip version 8.1.1, however version 9.0.1 is available.
You should consider upgrading via the 'python -m pip install --upgrade pip' command.





C:\WINDOWS\system32>python
Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.

>>>

 get the following issue

 C:\WINDOWS\system32>python
Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
    from tensorflow.python import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\__init__.py", line 51, in <module>
    from tensorflow.python import pywrap_tensorflow
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 52, in <module>
    raise ImportError(msg)
ImportError: Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'
Failed to load the native TensorFlow runtime.

 See https://www.tensorflow.org/install/install_sources#common_installation_problems

 for some common reasons and solutions.  Include the entire stack trace
above this error message when asking for help.
>>> import tensorflow as tf
Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
    from tensorflow.python import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\__init__.py", line 51, in <module>
    from tensorflow.python import pywrap_tensorflow
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 52, in <module>
    raise ImportError(msg)
ImportError: Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'
Failed to load the native TensorFlow runtime.

 See https://www.tensorflow.org/install/install_sources#common_installation_problems

 for some common reasons and solutions.  Include the entire stack trace
above this error message when asking for help.
>>> import tensorflow as tf
Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
    from tensorflow.python import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\__init__.py", line 51, in <module>
    from tensorflow.python import pywrap_tensorflow
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 52, in <module>
    raise ImportError(msg)
ImportError: Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'
Failed to load the native TensorFlow runtime.

 See https://www.tensorflow.org/install/install_sources#common_installation_problems

 for some common reasons and solutions.  Include the entire stack trace
above this error message when asking for help.
>>> echo "Hello" | syntaxnet/demo.sh
  File "<stdin>", line 1
    echo "Hello" | syntaxnet/demo.sh
               ^
SyntaxError: invalid syntax
>>> bazel test
  File "<stdin>", line 1
    bazel test
             ^
SyntaxError: invalid syntax
>>> cd
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
NameError: name 'cd' is not defined
>>> import tensorflow as tf
Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
    from tensorflow.python import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\__init__.py", line 51, in <module>
    from tensorflow.python import pywrap_tensorflow
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 52, in <module>
    raise ImportError(msg)
ImportError: Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

 During handling of the above exception, another exception occurred:

 Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'
Failed to load the native TensorFlow runtime.

 See https://www.tensorflow.org/install/install_sources#common_installation_problems

 for some common reasons and solutions.  Include the entire stack trace
above this error message when asking for help.
>>> import tensorflow as tf

solving the issue

 http://stackoverflow.com/questions/43942185/failed-to-load-the-native-tensorflow-runtime-python-3-5-2

 https://developer.nvidia.com/cuda-downloads
up vote0down votefavorite
I'm trying to install Tensorflow in my PC, i installed Python 3.5.2 64-bit, cuda_8.0.61 for windows 10 and cudnn-8.0-windows10-x64-v6.0
I used "native" pip to install GPU version of Tensorflow, then i open IDLE and testing with "import tensorflow as tf" and i got the error bellow

How can i fix this ? Thanks you in adva
up vote1down voteaccepted
I managed to run Tensorflow on Windows following these steps. Hope it helps! It may change depending in which folder you installed Python.
  1. Download and install Python 3.5.x
  2. Download and install Nvidia CUDA Toolkit
  3. Download CuDNN 5.1
  4. Copy CuDNN files to Nvidia CUDA toolkit folder when 2. has completed (usually is located on C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0)
    • copy cudnn\bin\cudnn64_5.dll to C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0\bin\
    • copy cudnn\include\cudnn.h to C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0\include\
    • copy cudnn\lib\x64\cudnn.lib to C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v8.0\lib\x64\
  5. Install Tensorflow via pip command prompt 'pip install --upgrade tensorflow-gpu'
    5.1 TensorFlow dependencies
    • make sure that Visual C++ Redistributate 2015 x64 is installed. If not, download it
    • move _curses_curses.cp35-win_amd64.pyd and _curses_panel.cp35-win_amd64.pyd to C:\Users\Username\AppData\Local\Programs\Python\Python35\Lib\site-packages (or you may need to download them as the next packages. just Ctrl+f for 'curses')
    • download and install these packages via pip (move to the directory where they were downloaded, open a command prompt and make 'pip install package_name')
    • open command prompt and make 'pip install matplotlib'



https://www.youtube.com/watch?v=BtDgICVvkHE
PARA DARLE LA VUELTA AL ERROR, VEMOS LA DOCUMENTACION EN:

 Please check the NOTE under Pip Installation on Windows and follow up if you still have any doubts. Thanks
NOTE: TensorFlow requires MSVCP140.DLL, which may not be installed on your system. If, when you import tensorflow as tf, you see an error about No module named "_pywrap_tensorflow" and/or DLL load failed, check whether MSVCP140.DLL is in your %PATH% and, if not, you should install the Visual C++ 2015 redistributable (x64 version).
Both distributions include pip. To install the CPU-only version of TensorFlow, enter the following command at a command prompt:





















C:\> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
To install the GPU version of TensorFlow, enter the following command at a command prompt:





















C:\> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/gpu/tensorflow_gpu-0.12.1-cp35-cp35m-win_amd64.whl
You can now test your installation.
You can also use Virtualenv or Anaconda environments to manage your installation of TensorFlow on Windows.

https://www.microsoft.com/en-us/download/confirmation.aspx?id=53587

Thank you for downloading

  • Microsoft Visual C++ 2015 Redistributable Update 3

  • If your download does not start after 30 seconds, 
    Click here
C:\WINDOWS\system32>cd C:\Users\admin\AppData\Local\Programs\Python\

C:\Users\admin\AppData\Local\Programs\Python>python
Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
    from tensorflow.python import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\__init__.py", line 51, in <module>
    from tensorflow.python import pywrap_tensorflow
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 52, in <module>
    raise ImportError(msg)
ImportError: Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 18, in swig_import_helper
    return importlib.import_module(mname)
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "<frozen importlib._bootstrap>", line 986, in _gcd_import
  File "<frozen importlib._bootstrap>", line 969, in _find_and_load
  File "<frozen importlib._bootstrap>", line 958, in _find_and_load_unlocked
  File "<frozen importlib._bootstrap>", line 666, in _load_unlocked
  File "<frozen importlib._bootstrap>", line 577, in module_from_spec
  File "<frozen importlib._bootstrap_external>", line 906, in create_module
  File "<frozen importlib._bootstrap>", line 222, in _call_with_frames_removed
ImportError: DLL load failed: No se puede encontrar el módulo especificado.

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 41, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 21, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 20, in swig_import_helper
    return importlib.import_module('_pywrap_tensorflow_internal')
  File "C:\Users\admin\AppData\Local\Programs\Python\Python35\lib\importlib\__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
ImportError: No module named '_pywrap_tensorflow_internal'


Failed to load the native TensorFlow runtime.

See https://www.tensorflow.org/install/install_sources#common_installation_problems

for some common reasons and solutions.  Include the entire stack trace
above this error message when asking for help.
>>> C:\> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl^Z
  File "<stdin>", line 1
    C:\> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
     ^
SyntaxError: invalid syntax
>>> ^Z


C:\Users\admin\AppData\Local\Programs\Python>C:\> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
"C:\" no se reconoce como un comando interno o externo,
programa o archivo por lotes ejecutable.

C:\Users\admin\AppData\Local\Programs\Python>pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
Collecting tensorflow==0.12.1 from https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
  Downloading https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl (13.7MB)
    100% |################################| 13.8MB 84kB/s
Requirement already up-to-date: numpy>=1.11.0 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: wheel>=0.26 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: protobuf>=3.1.0 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: six>=1.10.0 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: setuptools in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: appdirs>=1.4.0 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: packaging>=16.8 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: pyparsing in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from packaging>=16.8->setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Installing collected packages: tensorflow
  Found existing installation: tensorflow 1.1.0
    Uninstalling tensorflow-1.1.0:
      Successfully uninstalled tensorflow-1.1.0
Successfully installed tensorflow-0.12.1
You are using pip version 8.1.1, however version 9.0.1 is available.
You should consider upgrading via the 'python -m pip install --upgrade pip' command.


BINGO!!! LA INSTALACION FUE CORRECTA

Requirement already up-to-date: packaging>=16.8 in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: pyparsing in c:\users\admin\appdata\local\programs\python\python35\lib\site-packages (from packaging>=16.8->setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Installing collected packages: tensorflow
  Found existing installation: tensorflow 1.1.0
    Uninstalling tensorflow-1.1.0:
      Successfully uninstalled tensorflow-1.1.0
Successfully installed tensorflow-0.12.1
You are using pip version 8.1.1, however version 9.0.1 is available.
You should consider upgrading via the 'python -m pip install --upgrade pip' command.

C:\Users\admin\AppData\Local\Programs\Python>PYTHON
Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> hello = tf.constant('Hello', TensorFlow!')
  File "<stdin>", line 1
    hello = tf.constant('Hello', TensorFlow!')
                                           ^
SyntaxError: invalid syntax
>>> hello = tf.constant('Hello, TensorFlow!')
>>> sess = tf.Session()
>>> print(sess.run(hello))
b'Hello, TensorFlow!'
>>> a=tf.constant(10)
>>> b=tf.constant(32)
>>> print(sess.run(a+b))
42
>>>
importante!! sobre el directorio 

 C:\Users\admin\AppData\Local\Programs\Python>




 C:\Users\admin\AppData\Local\Programs\Python>python -m tensorflow.models.image.mnist.convolutional
Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting data\train-images-idx3-ubyte.gz
Extracting data\train-labels-idx1-ubyte.gz
Extracting data\t10k-images-idx3-ubyte.gz
Extracting data\t10k-labels-idx1-ubyte.gz
Initialized!
Step 0 (epoch 0.00), 4.9 ms
Minibatch loss: 8.334, learning rate: 0.010000
Minibatch error: 85.9%
                                                                                                  Validation error: 84.6%
Step 100 (epoch 0.12), 255.5 ms
Minibatch loss: 3.254, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 7.8%
Step 200 (epoch 0.23), 256.5 ms
Minibatch loss: 3.373, learning rate: 0.010000
Minibatch error: 9.4%
Validation error: 4.3%
Step 300 (epoch 0.35), 260.8 ms
Minibatch loss: 3.150, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 3.1%
Step 400 (epoch 0.47), 263.9 ms
Minibatch loss: 3.192, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.9%
Step 500 (epoch 0.58), 313.4 ms
Minibatch loss: 3.176, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.4%
Step 600 (epoch 0.70), 317.5 ms
Minibatch loss: 3.115, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.0%
Step 700 (epoch 0.81), 293.3 ms
Minibatch loss: 2.969, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.1%
Step 800 (epoch 0.93), 296.6 ms
Minibatch loss: 3.072, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 2.1%
Step 900 (epoch 1.05), 307.5 ms
Minibatch loss: 2.898, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1000 (epoch 1.16), 339.0 ms
Minibatch loss: 2.855, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.9%
Step 1100 (epoch 1.28), 315.8 ms
Minibatch loss: 2.824, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1200 (epoch 1.40), 331.0 ms
Minibatch loss: 2.932, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.5%
Step 1300 (epoch 1.51), 337.1 ms
Minibatch loss: 2.781, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.8%
Step 1400 (epoch 1.63), 308.9 ms
Minibatch loss: 2.827, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1500 (epoch 1.75), 291.0 ms
Minibatch loss: 2.908, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1600 (epoch 1.86), 300.9 ms
Minibatch loss: 2.709, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.4%
Step 1700 (epoch 1.98), 317.0 ms
Minibatch loss: 2.653, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.6%
Step 1800 (epoch 2.09), 338.2 ms
Minibatch loss: 2.658, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 1900 (epoch 2.21), 342.0 ms
Minibatch loss: 2.646, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.2%
Step 2000 (epoch 2.33), 337.9 ms
Minibatch loss: 2.625, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2100 (epoch 2.44), 337.4 ms
Minibatch loss: 2.578, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.1%
Step 2200 (epoch 2.56), 330.8 ms
Minibatch loss: 2.571, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.2%
Step 2300 (epoch 2.68), 326.2 ms
Minibatch loss: 2.573, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2400 (epoch 2.79), 301.4 ms
Minibatch loss: 2.510, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 2500 (epoch 2.91), 298.8 ms
Minibatch loss: 2.468, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.2%
Step 2600 (epoch 3.03), 298.4 ms
Minibatch loss: 2.469, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.3%
Step 2700 (epoch 3.14), 295.7 ms
Minibatch loss: 2.503, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.2%
Step 2800 (epoch 3.26), 296.6 ms
Minibatch loss: 2.464, learning rate: 0.008574
Minibatch error: 3.1%

Validation error: 1.1%


corrida completa 1
Microsoft Windows [Versión 10.0.14393]
(c) 2016 Microsoft Corporation. Todos los derechos reservados.

C:\WINDOWS\system32>python -m tensorflow.models.image.mnist.convolutional
Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting data\train-images-idx3-ubyte.gz
Extracting data\train-labels-idx1-ubyte.gz
Extracting data\t10k-images-idx3-ubyte.gz
Extracting data\t10k-labels-idx1-ubyte.gz
Initialized!
Step 0 (epoch 0.00), 4.9 ms
Minibatch loss: 8.334, learning rate: 0.010000
Minibatch error: 85.9%
Validation error: 84.6%
Step 100 (epoch 0.12), 299.2 ms
Minibatch loss: 3.254, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 7.8%
Step 200 (epoch 0.23), 282.3 ms
Minibatch loss: 3.373, learning rate: 0.010000
Minibatch error: 9.4%
Validation error: 4.3%
Step 300 (epoch 0.35), 296.8 ms
Minibatch loss: 3.150, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 3.1%
Step 400 (epoch 0.47), 300.7 ms
Minibatch loss: 3.192, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.9%
Step 500 (epoch 0.58), 286.2 ms
Minibatch loss: 3.176, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.4%
Step 600 (epoch 0.70), 298.7 ms
Minibatch loss: 3.115, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.0%
Step 700 (epoch 0.81), 283.7 ms
Minibatch loss: 2.969, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.1%
Step 800 (epoch 0.93), 295.5 ms
Minibatch loss: 3.072, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 2.1%
Step 900 (epoch 1.05), 291.2 ms
Minibatch loss: 2.898, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1000 (epoch 1.16), 287.2 ms
Minibatch loss: 2.855, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.9%
Step 1100 (epoch 1.28), 310.8 ms
Minibatch loss: 2.824, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1200 (epoch 1.40), 292.1 ms
Minibatch loss: 2.932, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.5%
Step 1300 (epoch 1.51), 292.1 ms
Minibatch loss: 2.781, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.8%
Step 1400 (epoch 1.63), 303.1 ms
Minibatch loss: 2.827, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1500 (epoch 1.75), 290.5 ms
Minibatch loss: 2.908, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1600 (epoch 1.86), 300.9 ms
Minibatch loss: 2.709, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.4%
Step 1700 (epoch 1.98), 280.7 ms
Minibatch loss: 2.653, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.6%
Step 1800 (epoch 2.09), 287.0 ms
Minibatch loss: 2.658, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 1900 (epoch 2.21), 303.9 ms
Minibatch loss: 2.646, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.2%
Step 2000 (epoch 2.33), 305.7 ms
Minibatch loss: 2.625, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2100 (epoch 2.44), 308.7 ms
Minibatch loss: 2.578, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.1%
Step 2200 (epoch 2.56), 308.2 ms
Minibatch loss: 2.571, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.2%
Step 2300 (epoch 2.68), 304.7 ms
Minibatch loss: 2.573, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2400 (epoch 2.79), 316.3 ms
Minibatch loss: 2.510, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 2500 (epoch 2.91), 296.0 ms
Minibatch loss: 2.468, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.2%
Step 2600 (epoch 3.03), 323.3 ms
Minibatch loss: 2.469, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.3%
Step 2700 (epoch 3.14), 296.2 ms
Minibatch loss: 2.503, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.2%
Step 2800 (epoch 3.26), 301.2 ms
Minibatch loss: 2.464, learning rate: 0.008574
Minibatch error: 3.1%
Validation error: 1.1%
Step 2900 (epoch 3.37), 310.0 ms
Minibatch loss: 2.541, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3000 (epoch 3.49), 292.1 ms
Minibatch loss: 2.397, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3100 (epoch 3.61), 308.4 ms
Minibatch loss: 2.388, learning rate: 0.008574
Minibatch error: 3.1%
Validation error: 0.9%
Step 3200 (epoch 3.72), 292.1 ms
Minibatch loss: 2.357, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.2%
Step 3300 (epoch 3.84), 313.6 ms
Minibatch loss: 2.332, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3400 (epoch 3.96), 307.6 ms
Minibatch loss: 2.292, learning rate: 0.008574
Minibatch error: 0.0%
Validation error: 1.0%
Step 3500 (epoch 4.07), 296.4 ms
Minibatch loss: 2.291, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 3600 (epoch 4.19), 313.4 ms
Minibatch loss: 2.254, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 3700 (epoch 4.31), 292.9 ms
Minibatch loss: 2.228, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.1%
Step 3800 (epoch 4.42), 316.1 ms
Minibatch loss: 2.217, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 0.9%
Step 3900 (epoch 4.54), 303.6 ms
Minibatch loss: 2.245, learning rate: 0.008145
Minibatch error: 1.6%
Validation error: 1.0%
Step 4000 (epoch 4.65), 305.1 ms
Minibatch loss: 2.249, learning rate: 0.008145
Minibatch error: 3.1%
Validation error: 1.0%
Step 4100 (epoch 4.77), 295.9 ms
Minibatch loss: 2.171, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 4200 (epoch 4.89), 300.8 ms
Minibatch loss: 2.162, learning rate: 0.008145
Minibatch error: 1.6%
Validation error: 1.1%
Step 4300 (epoch 5.00), 311.6 ms
Minibatch loss: 2.196, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 1.0%
Step 4400 (epoch 5.12), 300.5 ms
Minibatch loss: 2.120, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.1%
Step 4500 (epoch 5.24), 295.0 ms
Minibatch loss: 2.188, learning rate: 0.007738
Minibatch error: 4.7%
Validation error: 1.0%
Step 4600 (epoch 5.35), 305.2 ms
Minibatch loss: 2.082, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.0%
Step 4700 (epoch 5.47), 297.1 ms
Minibatch loss: 2.069, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 0.9%
Step 4800 (epoch 5.59), 314.3 ms
Minibatch loss: 2.078, learning rate: 0.007738
Minibatch error: 1.6%
Validation error: 0.9%
Step 4900 (epoch 5.70), 294.8 ms
Minibatch loss: 2.067, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 0.9%
Step 5000 (epoch 5.82), 301.4 ms
Minibatch loss: 2.096, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 0.8%
Step 5100 (epoch 5.93), 298.2 ms
Minibatch loss: 2.002, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.0%
Step 5200 (epoch 6.05), 294.8 ms
Minibatch loss: 2.078, learning rate: 0.007351
Minibatch error: 3.1%
Validation error: 0.9%
Step 5300 (epoch 6.17), 305.9 ms
Minibatch loss: 1.972, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 5400 (epoch 6.28), 291.3 ms
Minibatch loss: 1.966, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 5500 (epoch 6.40), 309.4 ms
Minibatch loss: 1.985, learning rate: 0.007351
Minibatch error: 3.1%
Validation error: 0.9%
Step 5600 (epoch 6.52), 294.0 ms
Minibatch loss: 1.930, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 5700 (epoch 6.63), 302.0 ms
Minibatch loss: 1.911, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.8%
Step 5800 (epoch 6.75), 298.2 ms
Minibatch loss: 1.900, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.8%
Step 5900 (epoch 6.87), 305.8 ms
Minibatch loss: 1.894, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 6000 (epoch 6.98), 283.5 ms
Minibatch loss: 1.887, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 6100 (epoch 7.10), 308.2 ms
Minibatch loss: 1.873, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6200 (epoch 7.21), 291.9 ms
Minibatch loss: 1.843, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6300 (epoch 7.33), 301.5 ms
Minibatch loss: 1.848, learning rate: 0.006983
Minibatch error: 1.6%
Validation error: 0.8%
Step 6400 (epoch 7.45), 308.0 ms
Minibatch loss: 1.827, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6500 (epoch 7.56), 312.2 ms
Minibatch loss: 1.811, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6600 (epoch 7.68), 290.3 ms
Minibatch loss: 1.817, learning rate: 0.006983
Minibatch error: 1.6%
Validation error: 0.9%
Step 6700 (epoch 7.80), 299.2 ms
Minibatch loss: 1.781, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.8%
Step 6800 (epoch 7.91), 283.9 ms
Minibatch loss: 1.771, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6900 (epoch 8.03), 307.7 ms
Minibatch loss: 1.758, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7000 (epoch 8.15), 281.2 ms
Minibatch loss: 1.752, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7100 (epoch 8.26), 295.8 ms
Minibatch loss: 1.734, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.8%
Step 7200 (epoch 8.38), 297.6 ms
Minibatch loss: 1.742, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7300 (epoch 8.49), 298.7 ms
Minibatch loss: 1.775, learning rate: 0.006634
Minibatch error: 3.1%
Validation error: 0.8%
Step 7400 (epoch 8.61), 295.8 ms
Minibatch loss: 1.700, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.7%
Step 7500 (epoch 8.73), 319.3 ms
Minibatch loss: 1.692, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.8%
Step 7600 (epoch 8.84), 304.6 ms
Minibatch loss: 1.763, learning rate: 0.006634
Minibatch error: 1.6%
Validation error: 0.9%
Step 7700 (epoch 8.96), 296.8 ms
Minibatch loss: 1.666, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 1.0%
Step 7800 (epoch 9.08), 305.2 ms
Minibatch loss: 1.659, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 7900 (epoch 9.19), 310.1 ms
Minibatch loss: 1.645, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8000 (epoch 9.31), 297.6 ms
Minibatch loss: 1.649, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8100 (epoch 9.43), 318.3 ms
Minibatch loss: 1.630, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8200 (epoch 9.54), 284.4 ms
Minibatch loss: 1.622, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8300 (epoch 9.66), 317.0 ms
Minibatch loss: 1.611, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.7%
Step 8400 (epoch 9.77), 294.3 ms
Minibatch loss: 1.595, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8500 (epoch 9.89), 301.3 ms
Minibatch loss: 1.619, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Test error: 0.8%

FINAL


QUE ES TENSOR FLOW

 https://www.youtube.com/watch?v=oZikw5k_2FM

***********************************************************************

2da corrida es Computadora DELL

Microsoft Windows [Versión 10.0.10586]
(c) 2015 Microsoft Corporation. Todos los derechos reservados.

C:\WINDOWS\system32>pip3 install --upgrade tensorflow
Collecting tensorflow
  Downloading tensorflow-1.1.0-cp35-cp35m-win_amd64.whl (19.4MB)
    100% |################################| 19.4MB 50kB/s
Collecting werkzeug>=0.11.10 (from tensorflow)
  Downloading Werkzeug-0.12.1-py2.py3-none-any.whl (312kB)
    100% |################################| 317kB 1.4MB/s
Collecting protobuf>=3.2.0 (from tensorflow)
  Downloading protobuf-3.3.0.tar.gz (271kB)
    100% |################################| 276kB 1.4MB/s
Collecting numpy>=1.11.0 (from tensorflow)
  Downloading numpy-1.12.1-cp35-none-win_amd64.whl (7.7MB)
    100% |################################| 7.7MB 134kB/s
Collecting six>=1.10.0 (from tensorflow)
  Downloading six-1.10.0-py2.py3-none-any.whl
Collecting wheel>=0.26 (from tensorflow)
  Downloading wheel-0.29.0-py2.py3-none-any.whl (66kB)
    100% |################################| 71kB 1.9MB/s
Collecting setuptools (from protobuf>=3.2.0->tensorflow)
  Downloading setuptools-35.0.2-py2.py3-none-any.whl (390kB)
    100% |################################| 399kB 1.3MB/s
Collecting packaging>=16.8 (from setuptools->protobuf>=3.2.0->tensorflow)
  Downloading packaging-16.8-py2.py3-none-any.whl
Collecting appdirs>=1.4.0 (from setuptools->protobuf>=3.2.0->tensorflow)
  Downloading appdirs-1.4.3-py2.py3-none-any.whl
Collecting pyparsing (from packaging>=16.8->setuptools->protobuf>=3.2.0->tensorflow)
  Downloading pyparsing-2.2.0-py2.py3-none-any.whl (56kB)
    100% |################################| 61kB 84kB/s
Installing collected packages: werkzeug, six, pyparsing, packaging, appdirs, setuptools, protobuf, numpy, wheel, tensorflow
  Found existing installation: setuptools 20.10.1
    Uninstalling setuptools-20.10.1:
      Successfully uninstalled setuptools-20.10.1
  Running setup.py install for protobuf ... done
Successfully installed appdirs-1.4.3 numpy-1.12.1 packaging-16.8 protobuf-3.3.0 pyparsing-2.2.0 setuptools-35.0.2 six-1.10.0 tensorflow-1.1.0 werkzeug-0.12.1 wheel-0.29.0
You are using pip version 8.1.1, however version 9.0.1 is available.
You should consider upgrading via the 'python -m pip install --upgrade pip' command.

C:\WINDOWS\system32>python
Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> hello = tf.constant('Hello, TensorFlow!')
>>> sess=tf.Session()
2017-05-13 23:07:07.019186: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.025610: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE2 instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.032886: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE3 instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.052675: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE4.1 instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.069714: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use SSE4.2 instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.086110: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use AVX instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.101363: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use AVX2 instructions, but these are available on your machine and could speed up CPU computations.
2017-05-13 23:07:07.119127: W c:\tf_jenkins\home\workspace\release-win\device\cpu\os\windows\tensorflow\core\platform\cpu_feature_guard.cc:45] The TensorFlow library wasn't compiled to use FMA instructions, but these are available on your machine and could speed up CPU computations.
>>> print(sess.run(hello))
b'Hello, TensorFlow!'
>>> a=tf.constant(10)
>>> b=tf.constant(32)
>>> print(sess.run(a+b))
42

***************************************************************************

COMPUTADORA DELL

C:\Users\rober\AppData\Local\Programs\Python>python -m tensorflow.models.image.mnist.convolutional
C:\Users\rober\AppData\Local\Programs\Python\Python35\python.exe: Error while finding spec for 'tensorflow.models.image.mnist.convolutional' (ImportError: No module named 'tensorflow.models')

C:\Users\rober\AppData\Local\Programs\Python> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
Collecting tensorflow==0.12.1 from https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl
  Downloading https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.1-cp35-cp35m-win_amd64.whl (13.7MB)
    100% |################################| 13.8MB 85kB/s
Requirement already up-to-date: wheel>=0.26 in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: six>=1.10.0 in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: numpy>=1.11.0 in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: protobuf>=3.1.0 in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from tensorflow==0.12.1)
Requirement already up-to-date: setuptools in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: packaging>=16.8 in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: appdirs>=1.4.0 in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Requirement already up-to-date: pyparsing in c:\users\rober\appdata\local\programs\python\python35\lib\site-packages (from packaging>=16.8->setuptools->protobuf>=3.1.0->tensorflow==0.12.1)
Installing collected packages: tensorflow
  Found existing installation: tensorflow 1.1.0
    Uninstalling tensorflow-1.1.0:
      Successfully uninstalled tensorflow-1.1.0
Successfully installed tensorflow-0.12.1
You are using pip version 8.1.1, however version 9.0.1 is available.
You should consider upgrading via the 'python -m pip install --upgrade pip' command.

C:\Users\rober\AppData\Local\Programs\Python>pip install --upgrade
You must give at least one requirement to install (see "pip help install")
You are using pip version 8.1.1, however version 9.0.1 is available.
You should consider upgrading via the 'python -m pip install --upgrade pip' command.

C:\Users\rober\AppData\Local\Programs\Python>python
Python 3.5.2 (v3.5.2:4def2a2901a5, Jun 25 2016, 22:18:55) [MSC v.1900 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> hello = tf.constant('Hello, TensorFlow')
>>> sess = tf.Session()
>>> print(sess.run(hello))
b'Hello, TensorFlow'
>>> a= tf.constant(10)
>>> b=tf.constant(32)
>>> print(sess.run(a+b))
42
>>> python -m tensorflow.models.image.mnist.convolutional
  File "<stdin>", line 1
    python -m tensorflow.models.image.mnist.convolutional
                       ^
SyntaxError: invalid syntax
>>> ^Z


C:\Users\rober\AppData\Local\Programs\Python>python -m tensorflow.models.image.mnist.convolutional
Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.
Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.
Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.
Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.
Extracting data\train-images-idx3-ubyte.gz
Extracting data\train-labels-idx1-ubyte.gz
Extracting data\t10k-images-idx3-ubyte.gz
Extracting data\t10k-labels-idx1-ubyte.gz
Initialized!
Step 0 (epoch 0.00), 3.6 ms
Minibatch loss: 8.334, learning rate: 0.010000
Minibatch error: 85.9%
Validation error: 84.6%
Step 100 (epoch 0.12), 151.8 ms
Minibatch loss: 3.254, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 7.8%
Step 200 (epoch 0.23), 151.0 ms
Minibatch loss: 3.373, learning rate: 0.010000
Minibatch error: 9.4%
Validation error: 4.3%
Step 300 (epoch 0.35), 151.1 ms
Minibatch loss: 3.150, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 3.1%
Step 400 (epoch 0.47), 150.1 ms
Minibatch loss: 3.192, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.9%
Step 500 (epoch 0.58), 151.4 ms
Minibatch loss: 3.176, learning rate: 0.010000
Minibatch error: 4.7%
Validation error: 2.4%
Step 600 (epoch 0.70), 151.4 ms
Minibatch loss: 3.115, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.0%
Step 700 (epoch 0.81), 150.5 ms
Minibatch loss: 2.969, learning rate: 0.010000
Minibatch error: 3.1%
Validation error: 2.1%
Step 800 (epoch 0.93), 149.0 ms
Minibatch loss: 3.072, learning rate: 0.010000
Minibatch error: 6.2%
Validation error: 2.1%
Step 900 (epoch 1.05), 149.3 ms
Minibatch loss: 2.898, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1000 (epoch 1.16), 150.6 ms
Minibatch loss: 2.855, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.9%
Step 1100 (epoch 1.28), 150.8 ms
Minibatch loss: 2.824, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.5%
Step 1200 (epoch 1.40), 150.2 ms
Minibatch loss: 2.932, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.5%
Step 1300 (epoch 1.51), 150.6 ms
Minibatch loss: 2.781, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.8%
Step 1400 (epoch 1.63), 150.3 ms
Minibatch loss: 2.827, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1500 (epoch 1.75), 150.4 ms
Minibatch loss: 2.908, learning rate: 0.009500
Minibatch error: 3.1%
Validation error: 1.5%
Step 1600 (epoch 1.86), 150.0 ms
Minibatch loss: 2.709, learning rate: 0.009500
Minibatch error: 1.6%
Validation error: 1.4%
Step 1700 (epoch 1.98), 149.4 ms
Minibatch loss: 2.653, learning rate: 0.009500
Minibatch error: 0.0%
Validation error: 1.6%
Step 1800 (epoch 2.09), 149.5 ms
Minibatch loss: 2.658, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 1900 (epoch 2.21), 153.4 ms
Minibatch loss: 2.646, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.2%
Step 2000 (epoch 2.33), 150.1 ms
Minibatch loss: 2.625, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2100 (epoch 2.44), 150.3 ms
Minibatch loss: 2.578, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.1%
Step 2200 (epoch 2.56), 149.3 ms
Minibatch loss: 2.571, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.2%
Step 2300 (epoch 2.68), 150.7 ms
Minibatch loss: 2.573, learning rate: 0.009025
Minibatch error: 3.1%
Validation error: 1.2%
Step 2400 (epoch 2.79), 150.6 ms
Minibatch loss: 2.510, learning rate: 0.009025
Minibatch error: 1.6%
Validation error: 1.3%
Step 2500 (epoch 2.91), 152.3 ms
Minibatch loss: 2.468, learning rate: 0.009025
Minibatch error: 0.0%
Validation error: 1.2%
Step 2600 (epoch 3.03), 149.9 ms
Minibatch loss: 2.469, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.3%
Step 2700 (epoch 3.14), 152.1 ms
Minibatch loss: 2.503, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.2%
Step 2800 (epoch 3.26), 156.8 ms
Minibatch loss: 2.464, learning rate: 0.008574
Minibatch error: 3.1%
Validation error: 1.1%
Step 2900 (epoch 3.37), 150.6 ms
Minibatch loss: 2.541, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3000 (epoch 3.49), 149.0 ms
Minibatch loss: 2.397, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3100 (epoch 3.61), 150.5 ms
Minibatch loss: 2.388, learning rate: 0.008574
Minibatch error: 3.1%
Validation error: 0.9%
Step 3200 (epoch 3.72), 149.4 ms
Minibatch loss: 2.357, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.2%
Step 3300 (epoch 3.84), 152.4 ms
Minibatch loss: 2.332, learning rate: 0.008574
Minibatch error: 1.6%
Validation error: 1.0%
Step 3400 (epoch 3.96), 149.4 ms
Minibatch loss: 2.292, learning rate: 0.008574
Minibatch error: 0.0%
Validation error: 1.0%
Step 3500 (epoch 4.07), 149.0 ms
Minibatch loss: 2.291, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 3600 (epoch 4.19), 150.7 ms
Minibatch loss: 2.254, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 3700 (epoch 4.31), 148.9 ms
Minibatch loss: 2.228, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.1%
Step 3800 (epoch 4.42), 152.5 ms
Minibatch loss: 2.217, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 0.9%
Step 3900 (epoch 4.54), 150.0 ms
Minibatch loss: 2.245, learning rate: 0.008145
Minibatch error: 1.6%
Validation error: 1.0%
Step 4000 (epoch 4.65), 149.7 ms
Minibatch loss: 2.249, learning rate: 0.008145
Minibatch error: 3.1%
Validation error: 1.0%
Step 4100 (epoch 4.77), 150.9 ms
Minibatch loss: 2.171, learning rate: 0.008145
Minibatch error: 0.0%
Validation error: 1.0%
Step 4200 (epoch 4.89), 151.0 ms
Minibatch loss: 2.162, learning rate: 0.008145
Minibatch error: 1.6%
Validation error: 1.1%
Step 4300 (epoch 5.00), 151.3 ms
Minibatch loss: 2.196, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 1.0%
Step 4400 (epoch 5.12), 150.6 ms
Minibatch loss: 2.120, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.1%
Step 4500 (epoch 5.24), 150.4 ms
Minibatch loss: 2.188, learning rate: 0.007738
Minibatch error: 4.7%
Validation error: 1.0%
Step 4600 (epoch 5.35), 150.9 ms
Minibatch loss: 2.082, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.0%
Step 4700 (epoch 5.47), 150.0 ms
Minibatch loss: 2.069, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 0.9%
Step 4800 (epoch 5.59), 149.5 ms
Minibatch loss: 2.078, learning rate: 0.007738
Minibatch error: 1.6%
Validation error: 0.9%
Step 4900 (epoch 5.70), 151.1 ms
Minibatch loss: 2.067, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 0.9%
Step 5000 (epoch 5.82), 149.0 ms
Minibatch loss: 2.096, learning rate: 0.007738
Minibatch error: 3.1%
Validation error: 0.8%
Step 5100 (epoch 5.93), 149.9 ms
Minibatch loss: 2.002, learning rate: 0.007738
Minibatch error: 0.0%
Validation error: 1.0%
Step 5200 (epoch 6.05), 149.1 ms
Minibatch loss: 2.078, learning rate: 0.007351
Minibatch error: 3.1%
Validation error: 0.9%
Step 5300 (epoch 6.17), 150.1 ms
Minibatch loss: 1.972, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 5400 (epoch 6.28), 149.4 ms
Minibatch loss: 1.966, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 5500 (epoch 6.40), 149.6 ms
Minibatch loss: 1.985, learning rate: 0.007351
Minibatch error: 3.1%
Validation error: 0.9%
Step 5600 (epoch 6.52), 150.5 ms
Minibatch loss: 1.930, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 5700 (epoch 6.63), 155.3 ms
Minibatch loss: 1.911, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.8%
Step 5800 (epoch 6.75), 149.9 ms
Minibatch loss: 1.900, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.8%
Step 5900 (epoch 6.87), 150.9 ms
Minibatch loss: 1.894, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 0.9%
Step 6000 (epoch 6.98), 151.2 ms
Minibatch loss: 1.887, learning rate: 0.007351
Minibatch error: 0.0%
Validation error: 1.0%
Step 6100 (epoch 7.10), 150.6 ms
Minibatch loss: 1.873, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6200 (epoch 7.21), 150.2 ms
Minibatch loss: 1.843, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6300 (epoch 7.33), 150.7 ms
Minibatch loss: 1.848, learning rate: 0.006983
Minibatch error: 1.6%
Validation error: 0.8%
Step 6400 (epoch 7.45), 149.6 ms
Minibatch loss: 1.827, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6500 (epoch 7.56), 151.4 ms
Minibatch loss: 1.811, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6600 (epoch 7.68), 149.2 ms
Minibatch loss: 1.817, learning rate: 0.006983
Minibatch error: 1.6%
Validation error: 0.9%
Step 6700 (epoch 7.80), 149.7 ms
Minibatch loss: 1.781, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.8%
Step 6800 (epoch 7.91), 154.0 ms
Minibatch loss: 1.771, learning rate: 0.006983
Minibatch error: 0.0%
Validation error: 0.9%
Step 6900 (epoch 8.03), 154.3 ms
Minibatch loss: 1.758, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7000 (epoch 8.15), 150.1 ms
Minibatch loss: 1.752, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7100 (epoch 8.26), 150.8 ms
Minibatch loss: 1.734, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.8%
Step 7200 (epoch 8.38), 150.2 ms
Minibatch loss: 1.742, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.9%
Step 7300 (epoch 8.49), 150.1 ms
Minibatch loss: 1.775, learning rate: 0.006634
Minibatch error: 3.1%
Validation error: 0.8%
Step 7400 (epoch 8.61), 150.6 ms
Minibatch loss: 1.700, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.7%
Step 7500 (epoch 8.73), 150.1 ms
Minibatch loss: 1.692, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 0.8%
Step 7600 (epoch 8.84), 149.8 ms
Minibatch loss: 1.763, learning rate: 0.006634
Minibatch error: 1.6%
Validation error: 0.9%
Step 7700 (epoch 8.96), 150.3 ms
Minibatch loss: 1.666, learning rate: 0.006634
Minibatch error: 0.0%
Validation error: 1.0%
Step 7800 (epoch 9.08), 149.3 ms
Minibatch loss: 1.659, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 7900 (epoch 9.19), 149.5 ms
Minibatch loss: 1.645, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8000 (epoch 9.31), 149.5 ms
Minibatch loss: 1.649, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8100 (epoch 9.43), 151.1 ms
Minibatch loss: 1.630, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8200 (epoch 9.54), 148.9 ms
Minibatch loss: 1.622, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Step 8300 (epoch 9.66), 149.0 ms
Minibatch loss: 1.611, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.7%
Step 8400 (epoch 9.77), 150.7 ms
Minibatch loss: 1.595, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.8%
Step 8500 (epoch 9.89), 149.7 ms
Minibatch loss: 1.619, learning rate: 0.006302
Minibatch error: 0.0%
Validation error: 0.9%
Test error: 0.8%

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