How do I solve "Failed to load the native TensorFlow runtime"? - python

Failed to load the native TensorFlow runtime
I've downgraded from python version 3.7 to python 3.6.8 using windows 10.0, Tensorflow-gpu, cuda 9.0, cudnn 7.0.
Executed the command as shown in code below in order to train my data.
The error I got was: "Failed to load the native TensorFlow runtime".
python train.py --logtostderr --train_dir=training/ --pipeline_config_path=training/faster_rcnn_inception_v2_pets.config
I expected that "TensorFlow will initialize the training and that the training will begin".
Actual Results:
Traceback (most recent call last):
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: DLL load failed: The specified module could not be found.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "train.py", line 47, in <module>
import tensorflow as tf
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
from tensorflow.python import pywrap_tensorflow # pylint: disable=unused-import
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\__init__.py", line 49, in <module>
from tensorflow.python import pywrap_tensorflow
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 74, in <module>
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "C:\Users\user\Anaconda3\envs\tensorflow1\lib\imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: DLL load failed: The specified module could not be found.
Failed to load the native TensorFlow runtime.

You need to update cuDNN (>= 7.2).

Try to match the tensorflow version with the CUDA.

try updating tensorflow
try this := pip3 install --upgrade tensorflow
worked for me!

Related

Win10: ImportError: DLL load failed: The specified module could not be found

Whenever I am trying to import tensorflow on Anaconda prompt, it is giving me this error:
Traceback (most recent call last):
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "C:\Users\Dell\Anaconda3\lib\imp.py", line 242, in load_module
return load_dynamic(name, filename, file)
File "C:\Users\Dell\Anaconda3\lib\imp.py", line 342, in load_dynamic
return _load(spec)
ImportError: DLL load failed: The specified module could not be found.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\__init__.py", line 24, in <module>
from tensorflow.python import pywrap_tensorflow # pylint: disable=unused-import
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\__init__.py", line 49, in <module>
from tensorflow.python import pywrap_tensorflow
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 74, in <module>
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "C:\Users\Dell\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "C:\Users\Dell\Anaconda3\lib\imp.py", line 242, in load_module
return load_dynamic(name, filename, file)
File "C:\Users\Dell\Anaconda3\lib\imp.py", line 342, in load_dynamic
return _load(spec)
ImportError: DLL load failed: The specified module could not be found.
I've tried installing Visual C++ 2015 version and reinstalling tensorflow using "conda install tensorflow", it keeps giving message:
(base) C:\Users\Dell>conda install tensorflow
Collecting package metadata (repodata.json): done
Solving environment: done
All requested packages already installed.
What should I do?
Python code
import tensorflow as tf
Mostly these errors come about when you forgot to activate your anaconda prompt first. So: conda activate environment_name, followed by a conda install tensorflow, then launch your python.exe by typing python.exe in your anaconda prompt, and typeimport tensorflow as tf.

Unable to launch tensorflow 2.0

I am unable to import the tensorflow 2.0 module into my code i end up getting this error
Traceback (most recent call last):
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "C:\Users\Perseus\Anaconda3\lib\imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "C:\Users\Perseus\Anaconda3\lib\imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: DLL load failed: The specified module could not be found.
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "C:\Users\Perseus\Anaconda3\lib\runpy.py", line 183, in _run_module_as_main
mod_name, mod_spec, code = _get_module_details(mod_name, _Error)
File "C:\Users\Perseus\Anaconda3\lib\runpy.py", line 142, in _get_module_details
return _get_module_details(pkg_main_name, error)
File "C:\Users\Perseus\Anaconda3\lib\runpy.py", line 109, in _get_module_details
__import__(pkg_name)
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\__init__.py", line 27, in <module>
from tensorflow._api.v2 import audio
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\_api\v2\audio\__init__.py", line 8, in <module>
from tensorflow.python.ops.gen_audio_ops import decode_wav
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\__init__.py", line 49, in <module>
from tensorflow.python import pywrap_tensorflow
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 74, in <module>
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "C:\Users\Perseus\Anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "C:\Users\Perseus\Anaconda3\lib\imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "C:\Users\Perseus\Anaconda3\lib\imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: DLL load failed: The specified module could not be found.
Failed to load the native TensorFlow runtime.
See https://www.tensorflow.org/install/errors
for some common reasons and solutions. Include the entire stack trace
above this error message when asking for help.
I think you hit this bug.
You can downgrade tensorflow to v1.10.0
pip install tensorflow-gpu==1.10.0
or make sure that you have these versions for CUDA, Tensorflow and CUDNN:
CUDA v9.0
tensorflow-gpu v1.12.0
CUDNN 7.4.1.5
Alternatively, you can uninstall tensorflow and install it through conda:
pip uninstall tensorflow-gpu
conda install tensorflow-gpu
tensorflow 2.0 is now officially available. You can retry. This time it should work without any errors, if CUDA and CuDNN are properly installed.

Problems with installing TensorFlow

I'm trying to install TensorFlow by instructions from https://www.tensorflow.org/install/pip. When I run the command.
python -c "import tensorflow as tf; tf.enable_eager_execution(); print(tf.reduce_sum(tf.random_normal([1000, 1000])))
To verify the installation is correct. An error appears.
denis#Denis-U:~$ python3 -c "import tensorflow as tf; tf.enable_eager_execution(); print(tf.reduce_sum(tf.random_normal([1000, 1000])))"
Traceback (most recent call last):
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/usr/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/usr/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: libcublas.so.9.0: cannot open shared object file: No such file or directory
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "<string>", line 1, in <module>
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/__init__.py", line 24, in <module>
from tensorflow.python import pywrap_tensorflow # pylint: disable=unused-import
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/__init__.py", line 49, in <module>
from tensorflow.python import pywrap_tensorflow
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 74, in <module>
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "/home/denis/.local/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/usr/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/usr/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: libcublas.so.9.0: cannot open shared object file: No such file or directory
Failed to load the native TensorFlow runtime.
See https://www.tensorflow.org/install/errors
for some common reasons and solutions. Include the entire stack trace
above this error message when asking for help.
Also I did not find my error on the site. https://www.tensorflow.org/install/errors . What is the problem?
You should check information about your PC and accordingly required tensor-flow to install
and check there steps on this tensor-flow site https://www.tensorflow.org/install/pip

Tensorflow Gpu import error(installed in Anaconda with high level API)

I installed anaconda3 in my ubuntu AWS case.
I finishe the creation of the environment:
conda create -n tensorflow-gpu
I used the high level command
conda install tensorflow-gpu
This works on my own computer but not on AWS.
It installed all relavent packages and didn't yield any errors.
But when I import tensorflow,
it gives me the error:
Traceback (most recent call last):
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: libcuda.so.1: cannot open shared object file: No such file or directory
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/__init__.py", line 24, in <module>
from tensorflow.python import *
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/__init__.py", line 49, in <module>
from tensorflow.python import pywrap_tensorflow
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 72, in <module>
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/home/ubuntu/.conda/envs/tensorflow-gpu/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: libcuda.so.1: cannot open shared object file: No such file or directory
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.
This is beyond my abilities to understand since it worked well in my own computer.
I also tried suggestions on:
tensorflow import error in anaconda
It doesn't work as well.

TensorFlow issues with running with Python 3.6

so trying to use TF to run through terminal to train images but receive this similar error. I know it's because TensorFLow is currently formatted to run with Python 3.5 and not 3.6 at this time.
Possible solutions, should I delete Python 3.6 and reinstall 3.5 with Anaconda?
Traceback (most recent call last):
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 41, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/Users/Mari/miniconda3/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/Users/Mari/miniconda3/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: dlopen(/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/_pywrap_tensorflow_internal.so, 10): Library not loaded: #rpath/libcublas.8.0.dylib
Referenced from: /Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/_pywrap_tensorflow_internal.so
Reason: image not found
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/__init__.py", line 24, in <module>
from tensorflow.python import *
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/__init__.py", line 51, in <module>
from tensorflow.python import pywrap_tensorflow
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 52, in <module>
raise ImportError(msg)
ImportError: Traceback (most recent call last):
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 41, in <module>
from tensorflow.python.pywrap_tensorflow_internal import *
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
_pywrap_tensorflow_internal = swig_import_helper()
File "/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
_mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
File "/Users/Mari/miniconda3/lib/python3.6/imp.py", line 243, in load_module
return load_dynamic(name, filename, file)
File "/Users/Mari/miniconda3/lib/python3.6/imp.py", line 343, in load_dynamic
return _load(spec)
ImportError: dlopen(/Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/_pywrap_tensorflow_internal.so, 10): Library not loaded: #rpath/libcublas.8.0.dylib
Referenced from: /Users/Mari/miniconda3/lib/python3.6/site-packages/tensorflow/python/_pywrap_tensorflow_internal.so
Reason: image not found
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
It says Reason: image not found in your code. Are you sure that you are just not having a wrong file path to your image? Did you try to just run import tensorflow as tf and sess = tf.Session() to see if Tensorflow initializes correctly?
Please also always add which system you are running. In general I would recommend to create a virtual environment with a specific python version set, to run tensorflow in. See here:
https://conda.io/docs/user-guide/tasks/manage-environments.html

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