added parsable pdf image extractor
This commit is contained in:
parent
e0ab365bb9
commit
643ab99bd3
32
image_prediction/image_extractor/extractors/parsable.py
Normal file
32
image_prediction/image_extractor/extractors/parsable.py
Normal file
@ -0,0 +1,32 @@
|
||||
from itertools import chain
|
||||
from operator import itemgetter
|
||||
|
||||
import fitz
|
||||
|
||||
from image_prediction.image_extractor.extractor import ImageExtractor, ImageMetadataPair
|
||||
|
||||
|
||||
class ParsablePDFImageExtractor(ImageExtractor):
|
||||
def __init__(self):
|
||||
self.doc: fitz.fitz.Document = None
|
||||
self.page: fitz.fitz.Page = None
|
||||
|
||||
def __build_metadata(self, xref):
|
||||
metadata = self.page.get_image_info(xref)
|
||||
page_width, page_height = self.page.mediabox_size
|
||||
metadata = {**metadata, "page_width": page_width, "page_height": page_height, "page_idx": self.page.number}
|
||||
return metadata
|
||||
|
||||
def __process_images_on_page(self, page: fitz.fitz.Page):
|
||||
self.page = page
|
||||
|
||||
image_handles = page.get_images(full=True)
|
||||
xrefs = itemgetter(0)(image_handles)
|
||||
images = map(lambda xref: self.doc.extract_image(xref)["image"], xrefs)
|
||||
metadata = map(self.__build_metadata, xrefs)
|
||||
return map(ImageMetadataPair, zip(images, metadata))
|
||||
|
||||
def extract(self, pdf: bytes):
|
||||
self.doc = fitz.Document(stream=pdf)
|
||||
image_metadata_pairs = chain(*map(self.__process_images_on_page, self.doc))
|
||||
return image_metadata_pairs
|
||||
@ -21,3 +21,4 @@ PyYAML~=5.4.1
|
||||
scikit_learn~=0.24.2
|
||||
pytest~=7.1.0
|
||||
funcy==1.17
|
||||
PyMuPDF==1.19.6
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user