Read mnist images into Tensorflow

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I was looking at this Tensorflow tutorial.

In the tutorial the images are magically read like this:

mnist = learn.datasets.load_dataset("mnist")
train_data = mnist.train.images

My images are placed in two directories:

../input/test/
../input/train/

They all have a *.jpg ending.

So how can read them into my program?

I don't think I can use learn.datasets.load_dataset because this seems to take in a specialized dataset structure, while I only have folders with images.

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