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Some variable renaming
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parent
ca4f218d2a
commit
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84
ocr
84
ocr
@ -29,46 +29,48 @@ from pyflow import WorkflowRunner
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def parse_arguments():
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def parse_arguments():
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parser = argparse.ArgumentParser(description='Performs OCR of (historical) documents utilizing OCRopus for preprocessing and Tesseract OCR for OCR. Available outputs are hOCR, PDF, TEI compliant XML and raw text. Software requirements: imagemagick, ocropus, pdftoppm, pdfunite, poppler-utils, pyflow, python2.7, python3.5, tesseract')
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parser = argparse.ArgumentParser(
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description='Performs OCR of (historical) documents utilizing OCRopus for preprocessing and Tesseract OCR for OCR. The results are served as hOCR, PDF, raw text and TEI compliant XML files.\nSoftware requirements: imagemagick, ocropus, pdftoppm, pdfunite, poppler-utils, pyflow, python2.7, python3.5, tesseract'
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)
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parser.add_argument(
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parser.add_argument(
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'-i',
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'-i',
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dest='inputDirectory',
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dest='input_dir',
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help='The input directory.',
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required=True
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required=True
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)
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)
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parser.add_argument(
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parser.add_argument(
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'-l',
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'-l',
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choices=[
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'deu', 'deu_frak', 'eng', 'enm', 'fra', 'frm', 'ita', 'por', 'spa'
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],
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dest='lang',
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dest='lang',
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help='Language for OCR.',
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required=True
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required=True
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)
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)
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parser.add_argument(
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parser.add_argument(
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'-o',
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'-o',
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dest='outputDirectory',
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dest='output_dir',
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help='The output directory.',
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required=True
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required=True
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)
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)
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parser.add_argument(
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parser.add_argument(
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'--skip-binarisation',
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'--skip-binarisation',
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action='store_true',
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action='store_true',
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default=False,
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default=False,
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dest='skipBinarisation',
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dest='skip_binarisation',
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help='Skip binarisation.',
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help='skip ocropy binarisation',
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required=False
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required=False
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)
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)
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parser.add_argument(
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parser.add_argument(
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'--keep-intermediates',
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'--keep-intermediates',
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action='store_true',
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action='store_true',
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default=False,
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default=False,
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dest='keepIntermediates',
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dest='keep_intermediates',
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help='Keep intermediate files.',
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help='keep intermediate files',
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required=False
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required=False
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)
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)
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parser.add_argument(
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parser.add_argument(
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'--nCores',
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'--nCores',
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default=min(4, multiprocessing.cpu_count()),
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default=min(4, multiprocessing.cpu_count()),
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dest='nCores',
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dest='n_cores',
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help='Total number of cores available.',
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help='total number of cores available',
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required=False,
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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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)
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@ -77,13 +79,16 @@ def parse_arguments():
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class OCRWorkflow(WorkflowRunner):
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class OCRWorkflow(WorkflowRunner):
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def __init__(self, args):
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def __init__(self, args):
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self.jobs = analyze_jobs(args.inputDirectory, args.outputDirectory)
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self.jobs = analyze_jobs(args.input_dir, args.output_dir)
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self.skipBinarisation = args.skipBinarisation
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self.skip_binarisation = args.skip_binarisation
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self.keepIntermediates = args.keepIntermediates
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self.keep_intermediates = args.keep_intermediates
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self.lang = args.lang
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self.lang = args.lang
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self.nCores = args.nCores
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self.n_cores = args.n_cores
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def workflow(self):
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def workflow(self):
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if len(self.jobs) == 0:
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return
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'''
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'''
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' ##################################################
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' ##################################################
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' # Create output directories #
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' # Create output directories #
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@ -94,14 +99,14 @@ class OCRWorkflow(WorkflowRunner):
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cmd = 'mkdir -p "%s"' % (
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cmd = 'mkdir -p "%s"' % (
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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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)
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)
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if self.keepIntermediates:
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if self.keep_intermediates:
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cmd += ' "%s" "%s" "%s" "%s"' % (
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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', 'hocr'),
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os.path.join(job['output_dir'], 'tmp', 'pdf'),
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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', 'tiff'),
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os.path.join(job['output_dir'], 'tmp', 'txt')
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os.path.join(job['output_dir'], 'tmp', 'txt')
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)
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)
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if not self.skipBinarisation:
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if not self.skip_binarisation:
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cmd += ' "%s"' % (
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cmd += ' "%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', 'bin.png')
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)
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)
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@ -119,12 +124,16 @@ class OCRWorkflow(WorkflowRunner):
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'''
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'''
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split_jobs = []
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split_jobs = []
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split_job_nCores = min(
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split_job_nCores = min(
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self.nCores,
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self.n_cores,
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max(1, int(self.nCores / len(self.jobs)))
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max(1, int(self.n_cores / len(self.jobs)))
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)
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)
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for index, job in enumerate(self.jobs):
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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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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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'''
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' This command also works for PDF input but ocropus-nlbin
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' is not able to handle the TIFF output of it.
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'''
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cmd = 'convert -density 300 "%s" -compress LZW -scene 1 "%s/page-%%d.tif"' % (
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job['path'],
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job['path'],
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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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)
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)
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@ -133,6 +142,7 @@ class OCRWorkflow(WorkflowRunner):
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job['path'],
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job['path'],
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os.path.join(job['output_dir'], 'tmp', 'page')
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os.path.join(job['output_dir'], 'tmp', 'page')
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)
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)
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split_jobs.append(
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split_jobs.append(
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self.addTask(
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self.addTask(
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command=cmd,
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command=cmd,
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@ -142,7 +152,7 @@ class OCRWorkflow(WorkflowRunner):
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)
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)
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)
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)
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if not self.skipBinarisation:
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if not self.skip_binarisation:
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'''
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'''
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' The binarisation_jobs are created based of the output files of
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' The binarisation_jobs are created based of the output files of
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' the split_jobs. So wait until they are finished.
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' the split_jobs. So wait until they are finished.
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@ -160,7 +170,7 @@ class OCRWorkflow(WorkflowRunner):
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' four cores available for this workflow, the available core
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' four cores available for this workflow, the available core
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' number.
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' number.
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'''
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'''
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binarisation_job_nCores = min(4, self.nCores)
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binarisation_job_nCores = min(4, self.n_cores)
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for index, job in enumerate(self.jobs):
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for index, job in enumerate(self.jobs):
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files = os.listdir(os.path.join(job['output_dir'], 'tmp'))
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files = os.listdir(os.path.join(job['output_dir'], 'tmp'))
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files = filter(lambda x: x.endswith('.tif'), files)
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files = filter(lambda x: x.endswith('.tif'), files)
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@ -239,7 +249,7 @@ class OCRWorkflow(WorkflowRunner):
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' or, if there are less then four cores available for this workflow,
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' or, if there are less then four cores available for this workflow,
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' the available core number.
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' the available core number.
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'''
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'''
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ocr_job_nCores = min(4, self.nCores)
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ocr_job_nCores = min(4, self.n_cores)
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'''
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'''
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' WORKAROUND: Tesseract only uses one core for the deu_frak language
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' WORKAROUND: Tesseract only uses one core for the deu_frak language
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' model, so the workflow will also only reserve one in this case.
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' model, so the workflow will also only reserve one in this case.
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@ -248,7 +258,7 @@ class OCRWorkflow(WorkflowRunner):
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ocr_job_nCores = 1
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ocr_job_nCores = 1
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for index, job in enumerate(self.jobs):
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for index, job in enumerate(self.jobs):
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files = os.listdir(os.path.join(job['output_dir'], 'tmp'))
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files = os.listdir(os.path.join(job['output_dir'], 'tmp'))
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if self.skipBinarisation:
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if self.skip_binarisation:
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files = filter(lambda x: x.endswith('.tif'), files)
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files = filter(lambda x: x.endswith('.tif'), files)
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else:
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else:
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files = filter(lambda x: x.endswith('.bin.png'), files)
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files = filter(lambda x: x.endswith('.bin.png'), files)
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@ -264,11 +274,11 @@ class OCRWorkflow(WorkflowRunner):
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os.path.join(
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os.path.join(
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job['output_dir'],
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job['output_dir'],
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'tmp',
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'tmp',
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file.rsplit('.', 1 if self.skipBinarisation else 2)[0]
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file.rsplit('.', 1 if self.skip_binarisation else 2)[0]
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),
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),
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self.lang
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self.lang
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)
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)
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if self.skipBinarisation:
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if self.skip_binarisation:
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ocr_job_dependencies = 'split_job_-_%i' % (index)
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ocr_job_dependencies = 'split_job_-_%i' % (index)
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else:
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else:
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ocr_job_dependencies = filter(
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ocr_job_dependencies = filter(
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@ -396,7 +406,7 @@ class OCRWorkflow(WorkflowRunner):
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' ##################################################
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' ##################################################
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'''
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'''
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cleanup_jobs = []
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cleanup_jobs = []
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if self.keepIntermediates:
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if self.keep_intermediates:
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for index, job in enumerate(self.jobs):
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for index, job in enumerate(self.jobs):
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cleanup_job_dependencies = [
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cleanup_job_dependencies = [
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'hocr_to_tei_job_-_%i' % (index),
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'hocr_to_tei_job_-_%i' % (index),
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@ -419,7 +429,7 @@ class OCRWorkflow(WorkflowRunner):
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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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os.path.join(job['output_dir'], 'tmp', 'txt'),
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os.path.join(job['output_dir'], 'tmp', 'txt'),
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)
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)
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if not self.skipBinarisation:
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if not self.skip_binarisation:
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cmd += ' && mv "%s"/*.bin.png "%s"' % (
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cmd += ' && mv "%s"/*.bin.png "%s"' % (
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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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os.path.join(job['output_dir'], 'tmp', 'bin.png'),
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os.path.join(job['output_dir'], 'tmp', 'bin.png'),
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@ -453,22 +463,22 @@ class OCRWorkflow(WorkflowRunner):
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)
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)
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def analyze_jobs(inputDirectory, outputDirectory):
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def analyze_jobs(input_dir, output_dir):
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jobs = []
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jobs = []
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for file in os.listdir(inputDirectory):
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for file in os.listdir(input_dir):
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if os.path.isdir(os.path.join(inputDirectory, file)):
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if os.path.isdir(os.path.join(input_dir, file)):
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jobs += analyze_jobs(
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jobs += analyze_jobs(
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os.path.join(inputDirectory, file),
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os.path.join(input_dir, file),
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os.path.join(outputDirectory, file)
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os.path.join(output_dir, file)
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)
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)
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elif file.endswith(('.pdf', '.tif', '.tiff')):
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elif file.endswith(('.pdf', '.tif', '.tiff')):
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jobs.append(
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jobs.append(
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{
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{
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'filename': file,
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'filename': file,
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'name': file.rsplit('.', 1)[0],
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'name': file.rsplit('.', 1)[0],
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'output_dir': os.path.join(outputDirectory, file),
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'output_dir': os.path.join(output_dir, file),
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'path': os.path.join(inputDirectory, file)
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'path': os.path.join(input_dir, file)
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}
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}
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)
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)
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@ -480,7 +490,7 @@ def main():
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wflow = OCRWorkflow(args)
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wflow = OCRWorkflow(args)
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retval = wflow.run(dataDirRoot=args.outputDirectory, nCores=args.nCores)
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retval = wflow.run(dataDirRoot=args.output_dir, nCores=args.n_cores)
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sys.exit(retval)
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sys.exit(retval)
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