What is the functional difference between:
conda install tensorflow-gpu
and
conda install keras-gpu
I created a conda environment and only used the conda install tensorflow-gpu command and now to import anything from the keras module in that environment, I have to write tensorflow.keras instead of keras.
If I use conda install keras-gpu, will I be able to use keras without the tensorflow reference? If so, are there any other differences between the two installations?
Related
Last night, I made a virtual environment and the only installs I made were as follows:
conda install jupyter
conda install notebook
pip install transformers
And I was able to run huggingface transformers perfectly, but today I reactivate my conda virtual environment and I'm met with this puzzling error:
And this is the runtime error
I even tried making a new virtual environment with the same depencies and today I got these errors upon performing pip install transformers
And this in jupyter notebook
HuggingFace Transformers need to be installed in conjunction to either Tensorflow or Pytorch. From the HuggingFace installation instructions:
First you need to install one of, or both, TensorFlow 2.0 and PyTorch.
So you should choose which machine learning platform you like more and install that too in your virtual environment.
For Tensorflow either pip install tensorflow or pip install tensorflow-gpu and for Pytorch pip install torch torchvision
For example, in a fresh environment, the following instructions should make your errors disappear (I'm assuming you have a GPU):
conda install jupyter
conda install notebook
pip install tensorflow-gpu
pip install transformers
When I run conda install tensorflow-gpu in a new venv, conda gives the list of packages that it will install, but there are no CUDNN or cudatoolkit packages which I would expect, and that other people have. I am expecting an output like in this question (Is it still necessary to install CUDA before using the conda tensorflow-gpu package?
) but instead I get this:
Edit: I was able to get it to work by running this command instead
conda create -n tf-gpu python=3.7 anaconda followed by
conda install tensorflow-gpu
After doing this it installed all the cudnn libraries on its own and I was able to run tensorflow with GPU. However, for some reason it is installing tensorflow 1.14, and I need 2.x so does anyone know why this is?
conda install tensorflow-gpu install only gpu version of Tensorflow and not supporting packages such as CUDA and cuDNN.
Follow steps to install
conda install cudatoolkit=10.0.130
conda install cudnn=7.6.0=cuda10.0_0
conda install tensorflow-gpu
Like I said in title I installed pytorch with conda install and that downgraded my tensorflow version to 1.13.0 and now conda install tensorflow-gpu=2.0 is not working how can I get the command to execute?
I would suggest that you try to install tensorflow with pip. pip install -U tensorflow-gpu
https://www.tensorflow.org/install/gpu
I am using pytorch, but my env has pytorch 1.2 + tensorflow 2.1
You should have installed pyTorch in another virtual environment but since now it has been installed.
I would recommend you to create a virtual environment and install TF plus other libraries in it. Because I am sure you would not use both PyTorch and TF in the same program for ML.
i tried to install tensorflow in my anaconda by creating a virtual env
conda create -n tensorflow python=3.5
but after i type y, nothing happened. How can i fix this?
So what you did is creating an environment called tensorflow, you need to install it as well
you can do either
conda install tensorflow
or
pip install tensorflow
I tried to install tensorflow with following steps:
conda create --name tensorflow python=3.5
activate tensorflow
conda install jupyter
conda install scipy
pip install tensorflow-gpu
As soon as I installed, conda shuts down immediately. I am using 64 bit windows and Anaconda 3.5. Please help
You should use conda to install tensorflow. Pip often causes problems.
conda install -c conda-forge tensorflow
Have a look to these steps to install first CPU version: Permission denied when installing Tensorflow