TensorFlow: Where is trained model stored and how to access?

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Where and how does TensorFlow store its models (graphs)? Is it within the checkpoint files?

I know that in Caffe, the model is stored in a .caffemodel file, which is used for deploying (testing) the model after it has trained.

I just trained the model in this tutorial, and now have the following files in my /tmp/mnist_convnet_model directory:

files

What file(s) contain the actual model?

For instance, if I want to classify a single image using this trained model, what file is used for the classification?

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