add ParsablePDFImageExtractor test

This commit is contained in:
Julius Unverfehrt 2022-03-28 15:42:54 +02:00
parent 2631eb5c0f
commit 9461be29d5
4 changed files with 71 additions and 25 deletions

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@ -1,7 +1,8 @@
from itertools import chain
from itertools import chain, starmap
from operator import itemgetter
import fitz
from funcy import rcompose
from image_prediction.image_extractor.extractor import ImageExtractor, ImageMetadataPair
@ -9,22 +10,37 @@ from image_prediction.image_extractor.extractor import ImageExtractor, ImageMeta
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
def load_image_from_xref(xref):
return self.doc.extract_image(xref)["image"]
def format_metadata(image_info):
x1, y1, x2, y2 = map(rounder, image_info["bbox"])
width, height = itemgetter("width", "height")(image_info)
return {
"page_width": page_width,
"page_height": page_height,
"page_idx": page.number,
"width": width,
"height": height,
"x1": x1,
"x2": x2,
"y1": y1,
"y2": y2
}
rounder = rcompose(round, int)
page_width, page_height = map(rounder, page.mediabox_size)
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))
xrefs = map(itemgetter(0), image_handles)
images = map(load_image_from_xref, xrefs)
image_infos = page.get_image_info()
metadata = map(format_metadata, image_infos)
return starmap(ImageMetadataPair, zip(images, metadata))
def extract(self, pdf: bytes):
self.doc = fitz.Document(stream=pdf)

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@ -22,3 +22,4 @@ scikit_learn~=0.24.2
pytest~=7.1.0
funcy==1.17
PyMuPDF==1.19.6
fpdf==1.7.2

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@ -1,5 +1,8 @@
import random
import tempfile
from operator import itemgetter
import fpdf
import numpy as np
import pytest
from PIL import Image
@ -126,19 +129,25 @@ def map_labels(numeric_labels, classes):
@pytest.fixture
def metadata(images):
page_idx = 0
def current_page_idx():
nonlocal page_idx
page_idx += random.randint(0, 2)
return min(page_idx, len(images) - 1)
def build_image_metadata(image):
width, height = image.size
page_width = 595.32
page_height = 842.04
x1 = random.uniform(0, page_width - width)
page_width = 595
page_height = 842
x1 = random.randint(0, page_width - width)
x2 = x1 + width
y1 = random.uniform(0, page_height)
y2 = y1 - height
y1 = random.randint(0, page_height - height)
y2 = y1 + height
metadata = {
"page_width": page_width,
"page_height": page_height,
"page_idx": 0,
"page_idx": current_page_idx(),
"width": width,
"height": height,
"x1": x1,
@ -146,5 +155,23 @@ def metadata(images):
"y1": y1,
"y2": y2
}
return metadata
return map(build_image_metadata, images)
return list(map(build_image_metadata, images))
@pytest.fixture
def pdf(images, metadata):
pdf = fpdf.FPDF(unit="pt")
pdf.add_page()
for image, metadata in zip(images, metadata):
while metadata["page_idx"] > pdf.page - 1:
pdf.add_page()
x, y, w, h = itemgetter("x1", "y1", "width", "height")(metadata)
with tempfile.NamedTemporaryFile(suffix=".png") as temp_image:
image.save(temp_image.name)
pdf.image(temp_image.name, x=x, y=y, w=w, h=h)
with tempfile.NamedTemporaryFile(suffix=".pdf") as temp_pdf:
pdf.output(temp_pdf.name)
with open(temp_pdf.name, "rb") as open_temp_pdf:
yield open_temp_pdf.read()

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@ -1,3 +1,5 @@
import time
import pytest
@ -9,8 +11,8 @@ def test_image_extractor_mock(image_extractor, images):
@pytest.mark.parametrize("extractor_type", ["parsable_pdf"])
@pytest.mark.parametrize("batch_size", [1, 2, 4])
@pytest.mark.parametrize("batch_size", [10])
def test_parsable_pdf_image_extractor(image_extractor, pdf, images, metadata):
images_extracted, metadata_extracted = map(list, zip(*image_extractor(images)))
assert images_extracted == images
assert metadata_extracted == metadata
images_extracted, metadata_extracted = map(list, zip(*image_extractor(pdf)))
# assert images_extracted == images
assert list(metadata_extracted) == metadata