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It is the goal of every student to attain top-notch results upon completion of their studies. However, coping with heaps of assignments within a short time can be quite challenging. Besides, you may be expected to submit several essays all at the same time. This can really pressurize you and make you lead a stressful life.
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To run this tutorial, please make sure the following packages are installed:
In the example above, RandomCrop uses an external library’s random number generator (in this case, Numpy’s np.random.int ). This can result in unexpected behavior with DataLoader (see https://pytorch.org/docs/stable/notes/faq.html#my-data-loader-workers-return-identical-random-numbers). In practice, it is safer to stick to PyTorch’s random number generator, e.g. by using torch.randint instead.
We can iterate over the created dataset with a for i in range loop as before.
Let’s instantiate this class and iterate through the data samples. We will print the sizes of first 4 samples and show their landmarks.
Dataset class¶
Sample of our dataset will be a dict <'image': image, 'landmarks': landmarks>. Our dataset will take an optional argument transform so that any required processing can be applied on the sample. We will see the usefulness of transform in the next section.
Let’s write a simple helper function to show an image and its landmarks and use it to show a sample.
torch.utils.data.DataLoader is an iterator which provides all these features. Parameters used below should be clear. One parameter of interest is collate_fn . You can specify how exactly the samples need to be batched using collate_fn . However, default collate should work fine for most use cases.
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