50 lines
1.6 KiB
Python
50 lines
1.6 KiB
Python
import io
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from itertools import chain, starmap
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from operator import itemgetter
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import fitz
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from PIL import Image
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from funcy import rcompose
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from image_prediction.image_extractor.extractor import ImageExtractor, ImageMetadataPair
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class ParsablePDFImageExtractor(ImageExtractor):
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def __init__(self):
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self.doc: fitz.fitz.Document = None
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def __process_images_on_page(self, page: fitz.fitz.Page):
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def load_image_from_xref(xref):
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return Image.open(io.BytesIO(self.doc.extract_image(xref)["image"]))
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def format_metadata(image_info):
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x1, y1, x2, y2 = map(rounder, image_info["bbox"])
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width, height = itemgetter("width", "height")(image_info)
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return {
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"page_width": page_width,
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"page_height": page_height,
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"page_idx": page.number,
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"width": width,
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"height": height,
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"x1": x1,
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"x2": x2,
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"y1": y1,
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"y2": y2,
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}
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rounder = rcompose(round, int)
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page_width, page_height = map(rounder, page.mediabox_size)
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image_infos = page.get_image_info(xrefs=True)
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xrefs = map(itemgetter("xref"), image_infos)
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images = map(load_image_from_xref, xrefs)
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metadata = map(format_metadata, image_infos)
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return starmap(ImageMetadataPair, zip(images, metadata))
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def extract(self, pdf: bytes):
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self.doc = fitz.Document(stream=pdf)
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image_metadata_pairs = chain(*map(self.__process_images_on_page, self.doc))
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return image_metadata_pairs
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