First commit
Browse files- README.md +8 -1
- rvl_cdip_multi.py +125 -0
- test_loader.py +3 -0
README.md
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---
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license: cc-by-nc-
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---
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---
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license: cc-by-nc-4.0
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---
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## Required installation
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```bash
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pip3 install pypdf2 pdf2image
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sudo apt-get install poppler-utils
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```
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rvl_cdip_multi.py
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import os
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from typing import List
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import datasets
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import pdf2image
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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@inproceedings{jordyvlRVLmulti,
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title = {},
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author = {Jordy Van Landeghem},
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booktitle = {},
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year = {2023}
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}
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"""
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_DESCRIPTION = """\
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blabla
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"""
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_HOMEPAGE = "TBD"
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_LICENSE = "https://www.industrydocuments.ucsf.edu/help/copyright/"
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_BINARY_URL = (
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"https://huggingface.co/datasets/jordyvl/unit-test_PDFfolder/resolve/main/data/data.tar.gz"
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)
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_BACKOFF_folder = "/mnt/lerna/data/RVL_CDIP_pdf"
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# "/mnt/lerna/data/RVL_CDIP_multi.tar.gz"
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_CLASSES = [
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"letter",
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"form",
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"email",
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"handwritten",
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"advertisement",
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"scientific report",
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"scientific publication",
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"specification",
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"file folder",
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"news article",
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"budget",
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"invoice",
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"presentation",
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"questionnaire",
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"resume",
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"memo",
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]
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# folder
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# train
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# categoryA
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# file1
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# test
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# ...
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class RvlCdipMulti(datasets.GeneratorBasedBuilder):
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def _info(self):
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folder = None
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if isinstance(self.config.data_files, str):
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folder = self.config.data_files # needs to be extracted cuz zip/tar
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else:
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if isinstance(self.config.data_dir, str):
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folder = self.config.data_dir # contains the folder structure at someone local disk
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else:
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folder = _BACKOFF_folder # my local path, others should set data_dir or data_files
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self.config.data_dir = folder
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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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"file": datasets.Sequence(datasets.Image()),
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"labels": datasets.features.ClassLabel(names=_CLASSES),
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}
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),
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task_templates=None,
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)
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def _split_generators(
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self, dl_manager: datasets.DownloadManager
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) -> List[datasets.SplitGenerator]:
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if os.path.isdir(self.config.data_dir):
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data_files = {
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labelset: os.path.join(self.config.data_dir, labelset)
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for labelset in os.listdir(self.config.data_dir)
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}
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elif self.self.config.data_dir.endswith(".tar.gz"):
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archive_path = dl_manager.download(self.config.data_dir)
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data_files = dl_manager.iter_archive(archive_path)
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raise NotImplementedError()
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elif self.self.config.data_dir.endswith(".zip"):
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archive_path = dl_manager.download_and_extract(self.config.data_dir)
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data_files = dl_manager.iter_archive(archive_path)
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raise NotImplementedError()
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splits = []
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for split_name, folder in data_files.items():
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splits.append(
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datasets.SplitGenerator(name=split_name, gen_kwargs={"archive_path": folder})
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)
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return splits
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def _generate_examples(self, archive_path):
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labels = self.info.features["labels"]
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extensions = {"pdf", "PDF"}
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for i, path in enumerate(Path(archive_path).glob("**/*")):
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if path.suffix in extensions:
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images = pdf2image.convert_from_path(path)
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yield file_path, {
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"file": images,
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"labels": labels.encode_example(path.parent.name.lower()),
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}
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test_loader.py
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from datasets import load_dataset
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dataset = load_dataset("jordyvl/rvl_cdip_multi")
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import pdb; pdb.set_trace() # breakpoint 768996ef //
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