Getting error "Failed to load the native TensorFlow runtime" - python

I am trying to import tensorflow an keras with following code.
import tensorflow as tf
import numpy as np
from tensorflow import keras
I am getting the following error.
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
~\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py in <module>
63 try:
---> 64 from tensorflow.python._pywrap_tensorflow_internal import *
65 # This try catch logic is because there is no bazel equivalent for py_extension.
ImportError: DLL load failed: The specified module could not be found.
ImportError: Traceback (most recent call last):
File "C:\Users\User\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 64, in <module>
from tensorflow.python._pywrap_tensorflow_internal import *
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
Please help me with useful solutions. I have tried to solve with updates pip, python, and tensorflow versions. Still it is not working.

Related

can't import tensorflow in jupyter notebook

whenever trying to import deep learning library like tensorflow, keras show error
import tensorflow
ImportError Traceback (most recent call last)
~\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py in <module>
63 try:
---> 64 from tensorflow.python._pywrap_tensorflow_internal import *
65 # This try catch logic is because there is no bazel equivalent for py_extension.
ImportError: DLL load failed while importing _pywrap_tensorflow_internal: A dynamic link library (DLL) initialization routine failed.
During handling of the above exception, another exception occurred:
ImportError Traceback (most recent call last)
<ipython-input-3-370f0fe8bb94> in <module>
----> 1 import tensorflow
~\anaconda3\lib\site-packages\tensorflow\__init__.py in <module>
39 import sys as _sys
40
---> 41 from tensorflow.python.tools import module_util as _module_util
42 from tensorflow.python.util.lazy_loader import LazyLoader as _LazyLoader
43
~\anaconda3\lib\site-packages\tensorflow\python\__init__.py in <module>
37 # go/tf-wildcard-import
38 # pylint: disable=wildcard-import,g-bad-import-order,g-import-not-at-top
---> 39 from tensorflow.python import pywrap_tensorflow as _pywrap_tensorflow
40
41 from tensorflow.python.eager import context
~\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py in <module>
81 for some common reasons and solutions. Include the entire stack trace
82 above this error message when asking for help.""" % traceback.format_exc()
---> 83 raise ImportError(msg)
84
85 # pylint: enable=wildcard-import,g-import-not-at-top,unused-import,line-too-long
ImportError: Traceback (most recent call last):
File "C:\Users\Gokul\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 64, in <module>
from tensorflow.python._pywrap_tensorflow_internal import *
ImportError: DLL load failed while importing _pywrap_tensorflow_internal: A dynamic link library (DLL) initialization routine failed.
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.
While searching for your issue, I found the following:
https://github.com/tensorflow/tensorflow/issues/23683
ImportError: DLL load failed: A dynamic link library (DLL) initialization routine failed
In my opinion, uninstall tensorflow, if you have installed it using pip and reinstall using conda.
conda install -c anaconda tensorflow
Modify to tensorflow-gpu in case you need that, and before executing above command, make sure you have created a fresh environment in conda. Do not install in base!

i'm using python 3.7.7 but i have a problem while importing tensorflow

I'm new at python (version of python 3.7.7) and I'm trying to run a finished project, I imported everything but tensorflow is not working the error is shown down below:
Traceback (most recent call last): File
"C:\Users\User\AppData\Local\Programs\Python\Python37\lib\site-packages\tensorflow\python\pywrap_tensorflow.py",
line 64, in <module>
from tensorflow.python._pywrap_tensorflow_internal import * ImportError: DLL load failed: A dynamic link library (DLL)
initialization routine failed. During handling of the above exception,
another exception occurred: Traceback (most recent call last): File
"C:/Users/User/Desktop/adsp/train.py", line 1, in <module>
import tensorflow as tf File "C:\Users\User\AppData\Local\Programs\Python\Python37\lib\site-packages\tensorflow\__init__.py",
line 41, in <module>
from tensorflow.python.tools import module_util as _module_util File
"C:\Users\User\AppData\Local\Programs\Python\Python37\lib\site-packages\tensorflow\python\__init__.py",
line 39, in <module>
from tensorflow.python import pywrap_tensorflow as _pywrap_tensorflow File "C:\Users\User\AppData\Local\Programs\Python\Python37\lib\site-packages\tensorflow\python\pywrap_tensorflow.py",
line 83, in <module>
raise ImportError(msg) ImportError: Traceback (most recent call last): File
"C:\Users\User\AppData\Local\Programs\Python\Python37\lib\site-packages\tensorflow\python\pywrap_tensorflow.py",
line 64, in <module>
from tensorflow.python._pywrap_tensorflow_internal import * ImportError: DLL load failed: A dynamic link library (DLL)
initialization routine failed. 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.
The issue is of compatibility. The version of tensorflow which you are trying to run with python 3.7 is not compatible with the same. In order to check for possible compatible versions please visit this link.
Also in case you are facing too many issues while trying to install some library in python and your work is getting held, I'd recommend you to make use of Google Colab.
There you won't need to worry about installation of packages. Although one must experience the installation and setup of packages as a learning.
Try uninstalling tensorflow from pip and reinstalling it again. It seems you have an import error. Also if you have two or more Python versions on your machine, this can cause issues sometimes

not able to import keras for tensor flow gpu in jupyter notebook

i am trying to import keras library after installing tensorflow gpu following the steps given in the below link,
https://docs.anaconda.com/anaconda/user-guide/tasks/tensorflow/
and created an environment tf-gpu.
then i installed keras using pip install keras in that environment. But when i try to import keras in jupyter notebook, it gives below error,
'''
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
~\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py in <module>
63 try:
---> 64 from tensorflow.python._pywrap_tensorflow_internal import *
65 # This try catch logic is because there is no bazel equivalent for py_extension.
ImportError: DLL load failed while importing _pywrap_tensorflow_internal: The specified module could not be found.
During handling of the above exception, another exception occurred:
ImportError Traceback (most recent call last)
~\anaconda3\lib\site-packages\keras\__init__.py in <module>
2 try:
----> 3 from tensorflow.keras.layers.experimental.preprocessing import RandomRotation
4 except ImportError:
~\anaconda3\lib\site-packages\tensorflow\__init__.py in <module>
40
---> 41 from tensorflow.python.tools import module_util as _module_util
42 from tensorflow.python.util.lazy_loader import LazyLoader as _LazyLoader
~\anaconda3\lib\site-packages\tensorflow\python\__init__.py in <module>
39
---> 40 from tensorflow.python.eager import context
41
~\anaconda3\lib\site-packages\tensorflow\python\eager\context.py in <module>
34 from tensorflow.core.protobuf import rewriter_config_pb2
---> 35 from tensorflow.python import pywrap_tfe
36 from tensorflow.python import tf2
~\anaconda3\lib\site-packages\tensorflow\python\pywrap_tfe.py in <module>
27 # pylint: disable=invalid-import-order,g-bad-import-order, wildcard-import, unused-import
---> 28 from tensorflow.python import pywrap_tensorflow
29 from tensorflow.python._pywrap_tfe import *
~\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py in <module>
82 above this error message when asking for help.""" % traceback.format_exc()
---> 83 raise ImportError(msg)
84
ImportError: Traceback (most recent call last):
File "C:\Users\Mayank\anaconda3\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 64, in <module>
from tensorflow.python._pywrap_tensorflow_internal import *
ImportError: DLL load failed while importing _pywrap_tensorflow_internal: 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.
During handling of the above exception, another exception occurred:
ImportError Traceback (most recent call last)
<ipython-input-4-88d96843a926> in <module>
----> 1 import keras
~\anaconda3\lib\site-packages\keras\__init__.py in <module>
3 from tensorflow.keras.layers.experimental.preprocessing import RandomRotation
4 except ImportError:
----> 5 raise ImportError(
6 'Keras requires TensorFlow 2.2 or higher. '
7 'Install TensorFlow via `pip install tensorflow`')
ImportError: Keras requires TensorFlow 2.2 or higher. Install TensorFlow via `pip install tensorflow`
'''
and when i check the version of tensorflow it shows '2.1.0'
Can you someone please help us with this?
Best way is to uninstall keras and tensorflow so you get a fresh start or just create a new environment. Then install tensorflow using conda. Conda will install tensorflow 2.1.0, cuda toolkit 10.1.243 and cudnn 7.6.5. Pip does not install the toolkit or cudnn and you have to download these and change your environment path variables to point to the directories where they are stored. If you want to install tensorflow 2.2 first install tensorflow 2.1.0 with conda then use pip to install tensorflow 2.2 using pip install tensorflow ==2.2.0. Tensorflow 2.2 is compatible with the toolkit and cudnn versions installed by 2.1. Conda can install tensorflow only up to 2.1.0. Note you may want to create your new environment using python 3.7. Users have reported problems with 3.8 when installing tensorflow with conda. Tensorflow 2.0 and above includes Keras.

tensorflow 2.3.0 module error in python 3.8

I am trying to import tensorflow into my system.
while importing I am getting the below error message.
import tensorflow
Traceback (most recent call last):
File "<pyshell#3>", line 1, in <module>
import tensorflow
ModuleNotFoundError: No module named 'tensorflow'
Kindly help me to overcome this issue.

How to fix "using tensorflow backend" Keras import error?

I am currently starting Deep Learning with Keras. After I create a new Python file on Jupyter Notebook, I import Keras, only to find an error to appear. The error only occurs while importing Keras (As far as I know) and there is no error when I am importing other libraries such as numpy and pandas. Please help me fix this issue.
I have tried updating tensorflow, updating keras, using some code from other answers on Stack Overflow, but all was unsuccessful. I am currently trying "conda install -c conda-forge tensorflow=1.12.0", but it is taking quite some time to run.
from keras.models import Sequential
from keras.layers import Dense
import numpy
Using TensorFlow backend.
---------------------------------------------------------------------------
RuntimeError Traceback (most recent call last)
RuntimeError: module compiled against API version 0xc but this version of numpy is 0xb
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
ImportError: numpy.core.multiarray failed to import
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
ImportError: numpy.core.umath failed to import
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
ImportError: numpy.core.umath failed to import

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