Upload ppb_affinity.py with huggingface_hub
Browse files- ppb_affinity.py +48 -0
ppb_affinity.py
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import datasets
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import csv
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class ppb_affinity(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name="raw", description="Raw parsed PDBs dataset with critical filtrations only."),
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datasets.BuilderConfig(name="filtered", description="Raw dataset with additional cleaning and train/val/test splits."),
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]
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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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if self.config.name == "raw":
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filepath = dl_manager.download_and_extract("raw.csv")
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return [datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"filepath": filepath}
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)]
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else:
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filepath = dl_manager.download_and_extract("filtered.csv")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"filepath": filepath, "split": "train"},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={"filepath": filepath, "split": "val"},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"filepath": filepath, "split": "test"},
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),
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]
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def _generate_examples(self, filepath, split=None):
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with open(filepath, encoding="utf-8") as f:
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reader = csv.DictReader(f)
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for idx, row in enumerate(reader):
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if self.config.name == "raw":
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yield idx, row
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else:
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if row["split"] == split:
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del row["split"] # Remove split column from examples
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yield idx, row
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