rdpahalavan
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Delete CIC-IDS2017.py
Browse files- CIC-IDS2017.py +0 -65
CIC-IDS2017.py
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import os
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import csv
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import datasets
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_CITATION = """\
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@InProceedings{YourReferenceHere,
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}
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"""
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_DESCRIPTION = """\
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Description of your dataset.
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"""
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_HOMEPAGE = "https://dataset-homepage/"
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_LICENSE = "Dataset License"
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_URLS = {
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"Network-Flows": "Network-Flows/CICIDS_Flow.csv",
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"Packet-Fields": "Packet-Fields/Packet_Fields_File_10.csv",
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"Packet-Bytes": "Packet-Bytes/Packet_Bytes_File_10.csv",
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"Payload-Bytes": "Payload-Bytes/Payload_Bytes_File_10.csv",
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}
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class CICIDS2017(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=config_name, description=f"This part of my dataset covers {config_name}")
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for config_name in _URLS.keys()
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]
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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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# TODO: Adjust features according to your dataset
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"flow_id": datasets.Value("int64"),
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"attack_label": datasets.Value("string"),
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# More columns...
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}),
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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url = f"https://huggingface.co/datasets/rdpahalavan/CIC-IDS2017/blob/main/{_URLS[self.config.name]}"
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downloaded_file = dl_manager.download(url)
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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": downloaded_file},
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),
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]
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def _generate_examples(self, filepath):
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with open(filepath, encoding="utf-8") as csv_file:
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csv_reader = csv.DictReader(csv_file)
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for id_, row in enumerate(csv_reader):
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yield id_, {
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'flow_id': row['flow_id'],
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'attack_label': row['attack_label']
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}
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