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A simple util to make your dataset flexable.

Project description

dataset-utils

A simple util to make your dataset flexable.

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Requirements

  • Python >3.6
  • pillow 6.1.0

Installation

PyPI version

pip install datasetutils==0.1.0

How to

from PIL.ImageDraw import ImageDraw

from datasetutils.datasets import MixInDataset
from datasetutils.mutations import ResizeMutation
from datasetutils.pasting import LeftCornerPastingRule, RandomPastingRule

dataset = \
    MixInDataset(root='dummy-data', mixing='landscapes',to_mix_with='figures') \
        .add_mutation_mixing(ResizeMutation((250, 250))) \
        .add_mutation_to_mix_with(ResizeMutation((128, 128))) \
        .paste_as(RandomPastingRule(250))

for idx, (image, box) in enumerate(dataset.mix(2,2)):
    draw = ImageDraw(image)
    draw.rectangle([box.minx, box.miny, box.width+box.minx, box.height+box.miny], width=6, outline="red")

    image.show('s')
    image.save(f'output/{idx}.png', format='png')

will yield to result in the output directory:

output.png output.png output.png

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