![]() Indeed, this task may cause issues as all of the training samples may not be able to fit in memory at the same time. This article is all about changing the line loading the entire dataset at once. X, y = np.load( 'some_training_set_with_labels.npy ') Tutorial Previous situationīefore reading this article, your Keras script probably looked like this: ![]() The framework used in this tutorial is the one provided by Python's high-level package Keras, which can be used on top of a GPU installation of either TensorFlow or Theano. In this blog post, we are going to show you how to generate your dataset on multiple cores in real time and feed it right away to your deep learning model. That is the reason why we need to find other ways to do that task efficiently. We have to keep in mind that in some cases, even the most state-of-the-art configuration won't have enough memory space to process the data the way we used to do it. ![]() Have you ever had to load a dataset that was so memory consuming that you wished a magic trick could seamlessly take care of that? Large datasets are increasingly becoming part of our lives, as we are able to harness an ever-growing quantity of data. Fork Star python keras 2 fit_generator large dataset multiprocessingīy Afshine Amidi and Shervine Amidi Motivation ![]()
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