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tensorflow2.0

How to prevent tensorflow from allocating the totality of a GPU memory?

August 21, 2022 by Magenaut

I work in an environment in which computational resources are shared, i.e., we have a few server machines equipped with a few Nvidia Titan X GPUs each.

Categories Python, Q&A Tags nvidia-titan, python, tensorflow, tensorflow2.0, tensorflow2.x Leave a comment

Keras not training on entire dataset

August 19, 2022 by Magenaut

So I’ve been following Google’s official tensorflow guide and trying to build a simple neural network using Keras. But when it comes to training the model, it does not use the entire dataset (with 60000 entries) and instead uses only 1875 entries for training. Any possible fix?

Categories Python, Q&A Tags keras, machine-learning, python, tensorflow, tensorflow2.0 Leave a comment

Could not load dynamic library ‘cudart64_101.dll’ on tensorflow CPU-only installation

August 18, 2022 by Magenaut

I just installed the latest version of Tensorflow via pip install tensorflow and whenever I run a program, I get the log message:

Categories Python, Q&A Tags keras, python, python-3.x, tensorflow, tensorflow2.0 Leave a comment

Why is TensorFlow 2 much slower than TensorFlow 1?

August 18, 2022 by Magenaut

It’s been cited by many users as the reason for switching to Pytorch, but I’ve yet to find a justification/explanation for sacrificing the most important practical quality, speed, for eager execution.

Categories Python, Q&A Tags keras, performance-testing, python, tensorflow, tensorflow2.0 Leave a comment

What is the difference between tf.keras and tf.python.keras?

August 14, 2022 by Magenaut

I’ve ran into serious incompatibility problems for the same code ran with one vs. the other; e.g.:

Categories Python, Q&A Tags keras, python, tensorflow, tensorflow2.0 Leave a comment
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