1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380
|
'''
The test framework: pytest, pytest-cov.
We have a set of PDF files as test inputs.
For a test file foo.pdf, we convert it into a file foo.pdf.docx using pdf2docx.
To check whether this has worked as expected, we use Python package docx2pdf
(which uses Word) on Windows, or Libreoffice command line on other platforms,
to convert foo.pdf.docx into foo.pdf.docx.pdf.
We then compare foo.pdf.docx.pdf with the original foo.pdf file using opencv,
generating a similarity value.
So on Windows we require Word is installed, and on other platforms we require
that Libreoffice is installed.
If docx2pdf fails with `Object reference not set to an instance of an
object. Did not convert`, it might be necessary to follow the instructions at:
https://stackoverflow.com/questions/24860351/object-reference-not-set-to-an-instance-of-an-object-did-not-convert
In a Cmd window run:
DCOMCNFG
Then:
Console Root > Component Services > Computers > My Computer > DCOM Config > Microsoft Word 97 - 2003 Document
Then: Right click then properties then Identity tab and set a username and
password.
'''
import glob
import os
import io
import numpy as np
import cv2 as cv
import fitz
from pdf2docx import Converter, parse
import subprocess
import time
import shutil
import platform
import pytest
root_path = os.path.abspath(f'{__file__}/../..')
script_path = os.path.abspath(__file__) # current script path
test_dir = os.path.dirname(script_path)
sample_path = os.path.join(test_dir, 'samples')
output_path = os.path.join(test_dir, 'outputs')
def get_page_similarity(page_a, page_b, diff_img_filename='diff.png'):
'''Calculate page similarity index: [0, 1].'''
# page to opencv image
image_a = get_page_image(page_a)
image_b = get_page_image(page_b)
# resize if different shape
if image_a.shape != image_b.shape:
rows, cols = image_a.shape[:2]
image_b = cv.resize(image_b, (cols, rows))
# write different image
if diff_img_filename:
diff = cv.subtract(image_a, image_b)
cv.imwrite(diff_img_filename, diff)
return get_mssism(image_a, image_b)
def get_page_image(pdf_page):
'''Convert fitz page to opencv image.'''
img_byte = pdf_page.get_pixmap(clip=pdf_page.rect).tobytes()
img = np.frombuffer(img_byte, np.uint8)
return cv.imdecode(img, cv.IMREAD_COLOR)
def get_mssism(i1, i2, kernel=(15,15)):
'''Calculate mean Structural Similarity Index (SSIM).
https://docs.opencv.org/4.x/d5/dc4/tutorial_video_input_psnr_ssim.html
'''
C1 = 6.5025
C2 = 58.5225
# INITS
I1 = np.float32(i1) # cannot calculate on one byte large values
I2 = np.float32(i2)
I2_2 = I2 * I2 # I2^2
I1_2 = I1 * I1 # I1^2
I1_I2 = I1 * I2 # I1 * I2
# END INITS
# PRELIMINARY COMPUTING
mu1 = cv.GaussianBlur(I1, kernel, 1.5)
mu2 = cv.GaussianBlur(I2, kernel, 1.5)
mu1_2 = mu1 * mu1
mu2_2 = mu2 * mu2
mu1_mu2 = mu1 * mu2
sigma1_2 = cv.GaussianBlur(I1_2, kernel, 1.5)
sigma1_2 -= mu1_2
sigma2_2 = cv.GaussianBlur(I2_2, kernel, 1.5)
sigma2_2 -= mu2_2
sigma12 = cv.GaussianBlur(I1_I2, kernel, 1.5)
sigma12 -= mu1_mu2
t1 = 2 * mu1_mu2 + C1
t2 = 2 * sigma12 + C2
t3 = t1 * t2 # t3 = ((2*mu1_mu2 + C1).*(2*sigma12 + C2))
t1 = mu1_2 + mu2_2 + C1
t2 = sigma1_2 + sigma2_2 + C2
t1 = t1 * t2 # t1 =((mu1_2 + mu2_2 + C1).*(sigma1_2 + sigma2_2 + C2))
ssim_map = cv.divide(t3, t1) # ssim_map = t3./t1;
mssim = cv.mean(ssim_map) # mssim = average of ssim map
return np.mean(mssim[0:3])
def run(command):
print(f'Running: {command}')
subprocess.run(command, shell=1, check=1)
def document_to(in_, out):
if platform.system() == 'Windows':
return word_to(in_, out)
else:
return libreoffice_to(in_, out)
_g_word_to_docx2pdf = False
def word_to(in_, out):
global _g_word_to_docx2pdf
if not _g_word_to_docx2pdf:
run('pip install docx2pdf')
import docx2pdf
_g_word_to_docx2pdf = True
assert os.path.isfile(in_), f'Not a file: {in_=}'
run(f'docx2pdf {in_} {out}')
return
import docx2pdf
try:
docx2pdf.convert(in_, out)
except Exception as e:
print(f'docx2pdf.convert() raised exception: {e}')
raise
def libreoffice_to(in_, out):
'''Converts file to pdf using libreoffice. Returns generated path
f'{in_}.pdf'.'''
# Libreoffice does not allow direct specification of the output path and
# goes wrong wtih paths with multiple '.' characters, so we work on a
# temporary. Also it does not return non-zero if it fails so we check
# mtime.
#print(f'{in_=} {out=}')
assert os.path.isfile(in_)
in_root, in_ext = os.path.splitext(in_)
_, out_ext = os.path.splitext(out)
out_dir = os.path.dirname(out)
temp = f'{out_dir}/_temp_libreoffice_to'
in2 = f'{temp}{in_ext}'
out2 = f'{temp}{out_ext}'
shutil.copy2(in_, in2)
try:
t = time.time()
#print(f'{in_=} {in2=} {in_ext=}')
run(f'libreoffice --convert-to {out_ext[1:]} --outdir {out_dir} {in2}')
os.rename(out2, out)
t_out = os.path.getmtime(out)
assert t_out >= t, f'libreoffice failed to update/create {out=}'
finally:
os.remove(in2)
if os.path.isfile(out2):
os.remove(out2)
def compare_pdf(pdf1, pdf2, num_pages=None):
#print(f'Comparing {pdf1=} {pdf2=}')
with fitz.Document(pdf1) as doc1, fitz.Document(pdf2) as doc2:
if num_pages:
n1 = num_pages
else:
n1 = len(doc1)
n2 = len(doc2)
if n1 != n2:
print(f'Differing numbers of pages: {n1=} {n2=}.')
return -1
sidx = 0
# Find average similarity.
for n in range(n1):
diff_png = f'{pdf2}.diff.{n}.png'
sidx_n = get_page_similarity(doc1[n], doc2[n], diff_png)
#print(f'Page {n}: {diff_png} {sidx_n=}.')
sidx += sidx_n
sidx /= n1
#print(f'{sidx=}')
return sidx
class TestConversion:
'''Test the converting process.'''
def setup_method(self):
'''create output path if not exist.'''
if not os.path.exists(output_path): os.mkdir(output_path)
def convert(self, filename):
'''Convert PDF file from sample path to output path.'''
source_pdf_file = os.path.join(sample_path, f'{filename}.pdf')
docx_file = os.path.join(output_path, f'{filename}.docx')
c = Converter(source_pdf_file)
c.convert(docx_file)
c.close()
def convert_by_io_stream(self, filename):
'''Convert PDF file from sample path to output path.'''
source_pdf_file = os.path.join(sample_path, f'{filename}.pdf')
with open(source_pdf_file, 'rb') as f: in_stream = f.read()
c = Converter(stream=in_stream)
out_stream = io.BytesIO()
c.convert(out_stream)
c.close()
docx_file = os.path.join(output_path, f'{filename}.docx')
with open(docx_file, 'wb') as f: f.write(out_stream.getvalue())
# ------------------------------------------
# table contents
# ------------------------------------------
def test_extracting_table(self):
'''test extracting contents from table.'''
filename = 'demo-table'
pdf_file = os.path.join(sample_path, f'{filename}.pdf')
tables = Converter(pdf_file).extract_tables(end=1)
print(tables)
# compare the last table
table = [[col.strip() if col else col for col in row] for row in tables[-1]]
sample = [
['Input', None, None, None, None, None],
['Description A', 'mm', '30.34', '35.30', '19.30', '80.21'],
['Description B', '1.00', '5.95', '6.16', '16.48', '48.81'],
['Description C', '1.00', '0.98', '0.94', '1.03', '0.32'],
['Description D', 'kg', '0.84', '0.53', '0.52', '0.33'],
['Description E', '1.00', '0.15', None, None, None],
['Description F', '1.00', '0.86', '0.37', '0.78', '0.01']
]
assert table==sample
# ------------------------------------------
# extract tables with empty/none cells
# ------------------------------------------
def test_extract_tables_empty_cell(self):
'''Test extracting tables from demo-table-empty-cell.pdf (no crash, returns list).'''
# Test that extract_tables() handles tables with empty cells correctly.
filename = 'demo-table-empty-cell'
pdf_file = os.path.join(sample_path, f'{filename}.pdf')
cv = Converter(pdf_file)
tables = cv.extract_tables()
cv.close()
assert isinstance(tables, list), 'extract_tables() should return a list'
# At least one table expected from this sample
assert len(tables) >= 1, f'expected at least 1 table, got {len(tables)}'
# ------------------------------------------
# command line arguments
# ------------------------------------------
def test_multi_pages(self):
'''test converting pdf with multi-pages.'''
filename = 'demo'
pdf_file = os.path.join(sample_path, f'{filename}.pdf')
docx_file = os.path.join(output_path, f'{filename}.docx')
parse(pdf_file, docx_file, start=1, end=5)
# check file
assert os.path.isfile(docx_file)
# We make a separate pytest test for each sample file.
def _find_paths():
ret = list()
for path in glob.glob(f'{sample_path}/*.docx') + glob.glob(f'{sample_path}/*.pdf'):
path_leaf = os.path.basename(path)
if path_leaf.count('.') > 1:
continue
if path_leaf == 'demo-whisper_2_3.pdf':
# Known to fail.
continue
ret.append(os.path.relpath(path, root_path))
return ret
g_paths = _find_paths()
# We create a separate pytest for each sample file, paramaterised using the
# path of the sample file relative to the pdf2docx directory.
#
# So one can run a specific test with:
#
# pytest pdf2docx/test/test.py::test_one[test/samples/demo-whisper_2_3.pdf]
@pytest.mark.parametrize('path', g_paths)
def test_one(path):
'''Check the quality of converted docx.
'''
# Where there are two values, they are (sidx_required_word,
# sidx_required_libreoffice).
#
docx_to_sidx_required = {
'demo-blank.pdf': 1.0,
'demo-image-cmyk.pdf': 0.90,
'demo-image-transparent.pdf': 0.90,
'demo-image-vector-graphic.pdf': (0.89, 0.68),
'demo-image.pdf': 0.90,
'demo-image-rotation.pdf': (0.90, 0.82),
'demo-image-overlap.pdf': (0.90, 0.70),
'demo-path-transformation.pdf': (0.89, 0.60),
'demo-section-spacing.pdf': (0.90, 0.86),
'demo-section.pdf': (0.70, 0.45),
'demo-table-align-borders.pdf': 0.49,
'demo-table-border-style.pdf': (0.90, 0.89),
'demo-table-bottom.pdf': 0.90,
'demo-table-close-underline.pdf': (0.57, 0.49),
'demo-table-lattice-one-cell.pdf': (0.79, 0.75),
'demo-table-lattice.pdf': (0.75, 0.59),
'demo-table-nested.pdf': 0.84,
'demo-table-shading-highlight.pdf': (0.55, 0.45),
'demo-table-shading.pdf': (0.80, 0.60),
'demo-table-stream.pdf': 0.55,
'demo-table.pdf': (0.90, 0.75),
'demo-text-alignment.pdf': (0.90, 0.86),
'demo-text-scaling.pdf': (0.80, 0.65),
'demo-text-unnamed-fonts.pdf': (0.80, 0.77),
'demo-text-hidden.pdf': 0.90,
'demo-text.pdf': 0.80,
'pdf2docx-lists-bullets3.docx': (0.98, 0.99),
}
print(f'# Looking at: {path}')
path = f'{root_path}/{path}'
path_leaf = os.path.basename(path)
_, ext = os.path.splitext(path)
if ext == '.docx':
pdf = f'{path}.pdf'
document_to(path, pdf)
else:
pdf = path
docx2 = f'{pdf}.docx'
pages = None
if os.path.basename(path) == 'demo-whisper_2_3.pdf':
pages = [25, 26, 27]
else:
with fitz.Document(pdf) as doc:
if len(doc) > 1:
print(f'Not testing because more than one page: {path}')
return
#print(f'Calling parse() {pdf=} {docx2=}')
parse(pdf, docx2, pages=pages, raw_exceptions=True)
assert os.path.isfile(docx2)
pdf2 = f'{docx2}.pdf'
document_to(docx2, pdf2)
sidx = compare_pdf(pdf, pdf2, num_pages=1)
sidx_required = docx_to_sidx_required.get(path_leaf)
if sidx_required:
if isinstance(sidx_required, tuple):
sr_word, sr_libreoffice = sidx_required
sidx_required = sr_word if platform.system() == 'Windows' else sr_libreoffice
#print(f'{path=}: {sidx_required=} {sidx=}.')
if sidx < sidx_required:
print(f'{sidx=} too low - should be >= {sidx_required=}')
print(f' {pdf}')
print(f' {pdf2}')
assert 0
else:
print(f'# No sidx_required available for {path_leaf=}.')
|