mirror of
https://gitlab.ub.uni-bielefeld.de/sfb1288inf/ocr.git
synced 2024-12-26 19:44:18 +00:00
Add some output messages and code formatting.
This commit is contained in:
Patrick Jentsch
parent
843151e547
commit
e5c0d53a03
385
ocr
385
ocr
@ -29,172 +29,187 @@ from pyflow import WorkflowRunner
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def parse_arguments():
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parser = argparse.ArgumentParser(
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"Performs OCR of (historical) documents utilizing OCRopus for \
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'Performs OCR of (historical) documents utilizing OCRopus for \
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preprocessing and Tesseract OCR for OCR. Available outputs are HOCR, \
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PDF, shrinked PDF, and simple DTAbf (TEI P5 compliant). Software \
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requirements: imagemagick, ocropus, pdftk, pdftoppm, poppler-utils, \
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pyflow, python2.7, python3.5, tesseract"
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requirements: imagemagick, ocropus, pdftoppm, pdfunite, \
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poppler-utils, pyflow, python2.7, python3.5, tesseract'
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)
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parser.add_argument("-l",
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parser.add_argument(
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'-l',
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dest='lang',
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help="Language for OCR",
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required=True)
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parser.add_argument("--skip-binarization",
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help='Language for OCR.',
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required=True
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)
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parser.add_argument(
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'--i',
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default=os.path.normpath('/files_for_ocr'),
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dest='inputDirectory',
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help='The input directory.',
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required=False
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)
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parser.add_argument(
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'--o',
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default=os.path.normpath('/files_from_ocr'),
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dest='outputDirectory',
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help='The output directory.',
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required=False
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)
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parser.add_argument(
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'--skip-binarization',
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action='store_true',
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default=False,
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dest="skipBinarization",
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help="Skip binarization.",
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required=False)
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parser.add_argument("--keep-intermediates",
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dest='skipBinarization',
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help='Skip binarization.',
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required=False
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)
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parser.add_argument(
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'--keep-intermediates',
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action='store_true',
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default=False,
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dest="keepIntermediates",
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help="Keep intermediate files.",
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required=False)
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parser.add_argument("--nCores",
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dest='keepIntermediates',
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help='Keep intermediate files.',
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required=False
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)
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parser.add_argument(
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'--nCores',
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default=min(4, multiprocessing.cpu_count()),
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dest="nCores",
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help="Total number of cores available.",
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dest='nCores',
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help='Total number of cores available.',
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required=False,
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type=int)
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type=int
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)
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return parser.parse_args()
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class OCRWorkflow(WorkflowRunner):
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def __init__(self, args):
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self.jobs = analyze_jobs()
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self.jobs = analyze_jobs(args.inputDirectory, args.outputDirectory)
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self.skipBinarization = args.skipBinarization
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self.keepIntermediates = args.keepIntermediates
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self.lang = args.lang
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self.nCores = args.nCores
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self.defaultNCores = min(
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self.nCores,
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max(1, int(self.nCores / len(self.jobs)))
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)
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def workflow(self):
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###
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# Task "create_output_directories_job": create output directories
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# Dependencies: None
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###
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print('##########################################################')
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print('# Starting workflow... #')
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print('##########################################################')
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for index, job in enumerate(self.jobs):
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print('%i: %s' % (index, job))
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print('##########################################################')
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print('# Creating output directories... #')
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print('##########################################################')
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create_output_directories_jobs = []
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create_output_directories_job_number = 0
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for job in self.jobs:
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create_output_directories_job_number += 1
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cmd = 'mkdir -p "%s" "%s" "%s" "%s"' % (
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os.path.join(job["output_dir"], "tmp", "hocr"),
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os.path.join(job["output_dir"], "tmp", "pdf"),
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os.path.join(job["output_dir"], "tmp", "tiff"),
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os.path.join(job["output_dir"], "tmp", "txt")
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for index, job in enumerate(self.jobs):
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cmd = 'mkdir -p "%s"' % (
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os.path.join(job['output_dir'], 'tmp')
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)
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if self.keepIntermediates:
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cmd += ' "%s" "%s" "%s" "%s"' % (
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os.path.join(job['output_dir'], 'tmp', 'hocr'),
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os.path.join(job['output_dir'], 'tmp', 'pdf'),
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os.path.join(job['output_dir'], 'tmp', 'tiff'),
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os.path.join(job['output_dir'], 'tmp', 'txt')
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)
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if not self.skipBinarization:
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cmd += ' "%s" "%s"' % (
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os.path.join(job["output_dir"], "tmp", "bin.png"),
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os.path.join(job["output_dir"], "tmp", "nrm.png"),
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os.path.join(job['output_dir'], 'tmp', 'bin.png'),
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os.path.join(job['output_dir'], 'tmp', 'nrm.png'),
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)
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create_output_directories_jobs.append(
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self.addTask(
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command=cmd,
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label="create_output_directories_job_-_%i" % (
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create_output_directories_job_number
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),
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nCores=self.defaultNCores)
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label='create_output_directories_job_-_%i' % (index)
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)
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)
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self.waitForTasks()
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###
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# Task "split_job": split input file into one tiff file per page
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# Dependencies: create_output_directories_jobs
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###
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print('##########################################################')
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print('# Splitting... #')
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print('##########################################################')
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split_jobs = []
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split_job_number = 0
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for job in self.jobs:
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split_job_number += 1
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if job["filename"].endswith((".tif", ".tiff")):
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split_job_nCores = min(
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self.nCores,
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max(1, int(self.nCores / len(self.jobs)))
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)
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for index, job in enumerate(self.jobs):
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if job['filename'].endswith(('.tif', '.tiff')):
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cmd = 'convert "%s" -compress LZW -density 300 -scene 1 "%s"/page-%%d.tif' % (
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job["path"],
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os.path.join(job["output_dir"], "tmp")
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job['path'],
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os.path.join(job['output_dir'], 'tmp')
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)
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else:
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cmd = 'pdftoppm -r 300 -tiff -tiffcompression lzw "%s" "%s"' % (
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job["path"],
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os.path.join(job["output_dir"], "tmp", "page")
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job['path'],
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os.path.join(job['output_dir'], 'tmp', 'page')
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)
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split_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=create_output_directories_jobs,
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label="split_job_-_%i" % (split_job_number),
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nCores=self.defaultNCores
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label='split_job_-_%i' % (index),
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nCores=split_job_nCores
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)
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)
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self.waitForTasks()
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###
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# Task "ocropus_nlbin_job": binarize tiff files from previous split
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# Dependencies: split_jobs
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###
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binarization_jobs = []
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binarization_job_number = 0
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'''
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' We run ocropus-nlbin with either four or, if there are less then four
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' cores available for this workflow, the available core number.
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'''
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binarization_job_nCores = min(4, self.nCores)
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if not self.skipBinarization:
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for job in self.jobs:
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binarization_job_number += 1
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cmd = 'ocropus-nlbin --output "%s" --parallel "%i" $(ls --quoting-style=shell-escape -v "%s"/*.tif)' % (
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os.path.join(job["output_dir"], "tmp"),
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binarization_job_nCores,
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os.path.join(job["output_dir"], "tmp")
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print('##########################################################')
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print('# Binarising... #')
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print('##########################################################')
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binarisation_jobs = []
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'''
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' We run ocropus-nlbin with either four or, if there are less then
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' four cores available for this workflow, the available core
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' number.
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'''
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binarisation_job_nCores = min(4, self.nCores)
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for index, job in enumerate(self.jobs):
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cmd = 'ls --quoting-style=shell-escape -v "%s"/*.tif | xargs ocropus-nlbin --output "%s" --parallel "%i"' % (
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os.path.join(job['output_dir'], 'tmp'),
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os.path.join(job['output_dir'], 'tmp'),
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binarisation_job_nCores
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)
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binarization_jobs.append(
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binarisation_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=split_jobs,
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label="binarization_job_-_%i" % (
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binarization_job_number
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),
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nCores=binarization_job_nCores
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label='binarisation_job_-_%i' % (index),
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nCores=binarisation_job_nCores
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)
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)
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###
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# Task "post_binarization_job": Normalize file names from binarization
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# Dependencies: binarization_jobs
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###
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self.waitForTasks()
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post_binarization_jobs = []
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post_binarization_job_number = 0
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if not self.skipBinarization:
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for job in self.jobs:
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for file in filter(lambda x: x.endswith((".bin.png", ".nrm.png")), os.listdir(os.path.join(job["output_dir"], "tmp"))):
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post_binarization_job_number += 1
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print('##########################################################')
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print('# Normalising file names from binarisation... #')
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print('##########################################################')
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post_binarisation_jobs = []
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for index, job in enumerate(self.jobs):
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number = 0
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for file in filter(lambda x: x.endswith(('.bin.png', '.nrm.png')), os.listdir(os.path.join(job['output_dir'], 'tmp'))):
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cmd = 'mv "%s" "%s"' % (
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os.path.join(job["output_dir"], "tmp", file),
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os.path.join(job["output_dir"], "tmp", "page-%i.%s" % (
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int(file.split(".", 1)[0]),
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file.split(".", 1)[1])
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os.path.join(job['output_dir'], 'tmp', file),
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os.path.join(job['output_dir'], 'tmp', 'page-%i.%s' % (
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int(file.split('.', 1)[0]),
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file.split('.', 1)[1])
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),
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)
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post_binarization_jobs.append(
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post_binarisation_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=binarization_jobs,
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label="post_binarization_job_-_%i" % (
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post_binarization_job_number
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),
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nCores=self.defaultNCores
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label='post_binarisation_job_-_%i-%i' % (
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index,
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number
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)
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)
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###
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# Task "ocr_job": perform OCR
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# Dependencies: waitForTasks
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###
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)
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number += 1
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self.waitForTasks()
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print('##########################################################')
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print('# Performing OCR... #')
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print('##########################################################')
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ocr_jobs = []
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ocr_job_number = 0
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'''
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' Tesseract runs fastest with four cores. So we run it with either four
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' or, if there are less then four cores available for this workflow,
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@ -207,161 +222,151 @@ class OCRWorkflow(WorkflowRunner):
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'''
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if self.lang == "deu_frak":
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ocr_job_nCores = 1
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for job in self.jobs:
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for file in filter(lambda x: x.endswith(".tif") if self.skipBinarization else x.endswith(".bin.png"), os.listdir(os.path.join(job["output_dir"], "tmp"))):
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ocr_job_number += 1
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for index, job in enumerate(self.jobs):
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number = 0
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for file in filter(lambda x: x.endswith('.tif') if self.skipBinarization else x.endswith('.bin.png'), os.listdir(os.path.join(job['output_dir'], 'tmp'))):
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cmd = 'tesseract "%s" "%s" -l "%s" hocr pdf txt' % (
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os.path.join(job["output_dir"], "tmp", file),
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os.path.join(job["output_dir"], "tmp", file.rsplit(".", 1 if self.skipBinarization else 2)[0]),
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os.path.join(job['output_dir'], 'tmp', file),
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os.path.join(
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job['output_dir'],
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'tmp',
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file.rsplit('.', 1 if self.skipBinarization else 2)[0]
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),
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self.lang
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)
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ocr_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=post_binarization_jobs,
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label="ocr_job_-_%i" % (ocr_job_number),
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label='ocr_job_-_%i-%i' % (index, number),
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nCores=ocr_job_nCores
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)
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)
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number += 1
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self.waitForTasks()
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###
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# Task "hocr_to_tei_job": create TEI P5 file from hocr files
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# Dependencies: ocr_jobs
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###
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print('##########################################################')
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print('# Creating TEI P5 files... #')
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print('##########################################################')
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hocr_to_tei_jobs = []
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hocr_to_tei_job_number = 0
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for job in self.jobs:
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hocr_to_tei_job_number += 1
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for index, job in enumerate(self.jobs):
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cmd = 'hocrtotei "%s" "%s"' % (
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os.path.join(job["output_dir"], "tmp"),
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os.path.join(job["output_dir"], job["filename"].rsplit(".", 1)[0] + ".xml")
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os.path.join(job['output_dir'], 'tmp'),
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os.path.join(
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job['output_dir'],
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job['filename'].rsplit('.', 1)[0] + '.xml'
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)
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)
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hocr_to_tei_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=ocr_jobs,
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label="hocr_to_tei_job_-_%i" % (hocr_to_tei_job_number),
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nCores=self.defaultNCores
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label='hocr_to_tei_job_-_%i' % (index)
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)
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)
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###
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# Task "pdf_merge_job": Merge PDF files
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# Dependencies: ocr_jobs
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###
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print('##########################################################')
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print('# Merging PDF files... #')
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print('##########################################################')
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pdf_merge_jobs = []
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pdf_merge_job_number = 0
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for job in self.jobs:
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pdf_merge_job_number += 1
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for index, job in enumerate(self.jobs):
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cmd = '(ls --quoting-style=shell-escape -v "%s"/*.pdf && echo "\'%s\'") | xargs pdfunite' % (
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os.path.join(job["output_dir"], "tmp"),
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os.path.join(job["output_dir"], job["filename"].rsplit(".", 1)[0] + ".pdf")
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os.path.join(job['output_dir'], 'tmp'),
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os.path.join(
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job['output_dir'],
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job['filename'].rsplit('.', 1)[0] + '.pdf'
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)
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)
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pdf_merge_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=ocr_jobs,
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label="pdf_merge_job_-_%i" % (pdf_merge_job_number),
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nCores=self.defaultNCores
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label='pdf_merge_job_-_%i' % (index)
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)
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)
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###
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# Task "txt_merge_job": Merge .txt files
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# Dependencies: ocr_jobs
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###
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print('##########################################################')
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print('# Merging text files... #')
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print('##########################################################')
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txt_merge_jobs = []
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txt_merge_job_number = 0
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for job in self.jobs:
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txt_merge_job_number += 1
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for index, job in enumerate(self.jobs):
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cmd = 'ls --quoting-style=shell-escape -v "%s"/*.txt | xargs cat > "%s"' % (
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os.path.join(job["output_dir"], "tmp"),
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os.path.join(job["output_dir"], job["filename"].rsplit(".", 1)[0] + ".txt")
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os.path.join(job['output_dir'], 'tmp'),
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os.path.join(
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job['output_dir'],
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job['filename'].rsplit('.', 1)[0] + '.txt'
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)
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)
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txt_merge_jobs.append(
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self.addTask(
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command=cmd,
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dependencies=ocr_jobs,
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label="txt_merge_job_-_%i" % (txt_merge_job_number),
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nCores=self.defaultNCores
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label='txt_merge_job_-_%i' % (index)
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)
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)
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self.waitForTasks()
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###
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# Task "cleanup_job": remove temporary files
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# Dependencies: hocr_to_tei_jobs + pdf_merge_jobs + txt_merge_jobs
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###
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print('##########################################################')
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print('# Cleanup... #')
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print('##########################################################')
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cleanup_jobs = []
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cleanup_job_counter = 0
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if self.keepIntermediates:
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for job in self.jobs:
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cleanup_job_counter += 1
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for index, job in enumerate(self.jobs):
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cmd = 'mv "%s"/*.hocr "%s"' % (
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os.path.join(job["output_dir"], "tmp"),
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os.path.join(job["output_dir"], "tmp", "hocr"),
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os.path.join(job['output_dir'], 'tmp'),
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os.path.join(job['output_dir'], 'tmp', 'hocr'),
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)
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cmd += ' && mv "%s"/*.pdf "%s"' % (
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os.path.join(job["output_dir"], "tmp"),
|
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os.path.join(job["output_dir"], "tmp", "pdf"),
|
||||
os.path.join(job['output_dir'], 'tmp'),
|
||||
os.path.join(job['output_dir'], 'tmp', 'pdf'),
|
||||
)
|
||||
cmd += ' && mv "%s"/*.tif "%s"' % (
|
||||
os.path.join(job["output_dir"], "tmp"),
|
||||
os.path.join(job["output_dir"], "tmp", "tiff"),
|
||||
os.path.join(job['output_dir'], 'tmp'),
|
||||
os.path.join(job['output_dir'], 'tmp', 'tiff'),
|
||||
)
|
||||
cmd += ' && mv "%s"/*.txt "%s"' % (
|
||||
os.path.join(job["output_dir"], "tmp"),
|
||||
os.path.join(job["output_dir"], "tmp", "txt"),
|
||||
os.path.join(job['output_dir'], 'tmp'),
|
||||
os.path.join(job['output_dir'], 'tmp', 'txt'),
|
||||
)
|
||||
if not self.skipBinarization:
|
||||
cmd += ' && mv "%s"/*.bin.png "%s"' % (
|
||||
os.path.join(job["output_dir"], "tmp"),
|
||||
os.path.join(job["output_dir"], "tmp", "bin.png"),
|
||||
os.path.join(job['output_dir'], 'tmp'),
|
||||
os.path.join(job['output_dir'], 'tmp', 'bin.png'),
|
||||
)
|
||||
cmd += ' && mv "%s"/*.nrm.png "%s"' % (
|
||||
os.path.join(job["output_dir"], "tmp"),
|
||||
os.path.join(job["output_dir"], "tmp", "nrm.png"),
|
||||
os.path.join(job['output_dir'], 'tmp'),
|
||||
os.path.join(job['output_dir'], 'tmp', 'nrm.png'),
|
||||
)
|
||||
cleanup_jobs.append(
|
||||
self.addTask(
|
||||
command=cmd,
|
||||
dependencies=hocr_to_tei_jobs + pdf_merge_jobs + txt_merge_jobs,
|
||||
label="cleanup_job_-_%i" % (cleanup_job_counter),
|
||||
nCores=self.defaultNCores
|
||||
label='cleanup_job_-_%i' % (index)
|
||||
)
|
||||
)
|
||||
else:
|
||||
for job in self.jobs:
|
||||
cleanup_job_counter += 1
|
||||
for index, job in enumerate(self.jobs):
|
||||
cmd = 'rm -r "%s"' % (
|
||||
os.path.join(job["output_dir"], "tmp")
|
||||
os.path.join(job['output_dir'], 'tmp')
|
||||
)
|
||||
cleanup_jobs.append(
|
||||
self.addTask(
|
||||
label="cleanup_job_-_%i" % (cleanup_job_counter),
|
||||
command=cmd,
|
||||
dependencies=hocr_to_tei_jobs + pdf_merge_jobs + txt_merge_jobs,
|
||||
nCores=self.defaultNCores
|
||||
label='cleanup_job_-_%i' % (index)
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
def analyze_jobs():
|
||||
inputDir = "/files_for_ocr"
|
||||
def analyze_jobs(inputDirectory, outputDirectory):
|
||||
jobs = []
|
||||
outputDir = "/files_from_ocr"
|
||||
|
||||
for file in os.listdir(inputDir):
|
||||
if os.path.isdir(os.path.join(inputDir, file)):
|
||||
for file in os.listdir(inputDirectory):
|
||||
if os.path.isdir(os.path.join(inputDirectory, file)):
|
||||
jobs += analyze_jobs(
|
||||
os.path.join(inputDir, file),
|
||||
os.path.join(outputDir, file)
|
||||
os.path.join(inputDirectory, file),
|
||||
os.path.join(outputDirectory, file)
|
||||
)
|
||||
elif file.endswith((".pdf", ".tif", ".tiff")):
|
||||
elif file.endswith(('.pdf', '.tif', '.tiff')):
|
||||
jobs.append(
|
||||
{
|
||||
"filename": file,
|
||||
"output_dir": os.path.join(outputDir, file),
|
||||
"path": os.path.join(inputDir, file)
|
||||
'filename': file,
|
||||
'output_dir': os.path.join(outputDirectory, file),
|
||||
'path': os.path.join(inputDirectory, file)
|
||||
}
|
||||
)
|
||||
|
||||
@ -373,10 +378,10 @@ def main():
|
||||
|
||||
wflow = OCRWorkflow(args)
|
||||
|
||||
retval = wflow.run(dataDirRoot="/files_from_ocr", nCores=args.nCores)
|
||||
retval = wflow.run(dataDirRoot=args.outputDirectory, nCores=args.nCores)
|
||||
|
||||
sys.exit(retval)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
if __name__ == '__main__':
|
||||
main()
|
||||
|
||||
Loading…
Reference in New Issue
Block a user