Adding fields to dataset
Browse filesSigned-off-by: Jiri Podivin <jpodivin@gmail.com>
- plantorgans.py +25 -22
plantorgans.py
CHANGED
@@ -11,13 +11,6 @@ _CITATION = """"""
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_LICENSE = "MIT"
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_NAMES = [
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'Leaf',
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'Stem',
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'Flower',
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'Fruit',
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]
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_BASE_URL = "https://huggingface.co/datasets/jpodivin/plantorgans/resolve/main/"
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_TRAIN_URLS = [_BASE_URL + f"sourcedata_labeled.tar.{i:02}" for i in range(0, 8)]
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_TEST_URLS = [_BASE_URL + f"sourcedata_labeled.tar.{i:02}" for i in range(8, 12)]
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@@ -60,18 +53,20 @@ class PlantOrgans(datasets.GeneratorBasedBuilder):
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def _info(self):
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return datasets.DatasetInfo(
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def _split_generators(self, dl_manager):
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@@ -118,6 +113,7 @@ class PlantOrgans(datasets.GeneratorBasedBuilder):
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"""
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images: path to image directory
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metadata_path: path to metadata csv
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"""
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# Get local image paths
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@@ -137,6 +133,13 @@ class PlantOrgans(datasets.GeneratorBasedBuilder):
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# Make examples and yield
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for i, r in metadata.iterrows():
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#
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_LICENSE = "MIT"
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_BASE_URL = "https://huggingface.co/datasets/jpodivin/plantorgans/resolve/main/"
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_TRAIN_URLS = [_BASE_URL + f"sourcedata_labeled.tar.{i:02}" for i in range(0, 8)]
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_TEST_URLS = [_BASE_URL + f"sourcedata_labeled.tar.{i:02}" for i in range(8, 12)]
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"image": datasets.Image(),
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"mask": datasets.Image(),
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"score": datasets.Value(dtype='double'),
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"image_name": datasets.Value(dtype="string")
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}
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),
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supervised_keys=("image", "mask"),
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homepage=_HOMEPAGE,
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citation=_CITATION,
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license=_LICENSE,
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)
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def _split_generators(self, dl_manager):
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"""
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images: path to image directory
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metadata_path: path to metadata csv
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masks_path: path to masks
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"""
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# Get local image paths
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# Make examples and yield
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for i, r in metadata.iterrows():
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# Example contains paths to mask, source image, certainty of label,
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# and name of source image.
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example = {
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'mask': r['mask_path'],
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'image': r['image_path'],
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'image_name': Path(r['image_path']).parts[-1],
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'score': r['score']
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}
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yield i, example
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