Add possibility to use an intermediate dir

This commit is contained in:
Patrick Jentsch 2020-09-22 17:44:32 +02:00
parent 6d90d43699
commit ac4b5c2fd8
3 changed files with 184 additions and 156 deletions

View File

@ -76,8 +76,10 @@ RUN chmod 644 /usr/local/share/tessdata/*.traineddata
## Install Pipeline ##
RUN apt-get install -y --no-install-recommends \
ghostscript \
python-pip \
python3.7 \
zip
zip \
&& pip install natsort
COPY "hocrtotei" "ocr" "/usr/local/bin/"

329
ocr
View File

@ -12,11 +12,12 @@ Authors: Patrick Jentsch <p.jentsch@uni-bielefeld.de
from argparse import ArgumentParser
from natsort import natsorted
from pyflow import WorkflowRunner
import multiprocessing
import os
import re
import sys
import tempfile
TESSERACT_MODELS = ['deu', 'eng', 'enm', 'fra', 'frk', 'frm', 'ita', 'por',
@ -42,6 +43,7 @@ def parse_args():
default=min(4, multiprocessing.cpu_count()),
help='Total number of cores available.',
type=int)
parser.add_argument('--intermediate-directory')
parser.add_argument('--zip',
help='Zips all results in different archives depending'
' on result types. Also zips everything into one '
@ -50,20 +52,49 @@ def parse_args():
class OCRPipelineJob:
def __init__(self, file, output_dir):
"""An OCR pipeline job class
Each input file of the pipeline is represented as an OCR pipeline job,
which holds all necessary information for the pipeline to process it.
Arguments:
file -- Path to the file
output_dir -- Path to a directory, where job results a stored
intermediate_dir -- Path to a directory, where intermediate files are
stored.
"""
def __init__(self, file, output_dir, intermediate_dir):
self.file = file
self.intermediate_dir = intermediate_dir
self.name = os.path.basename(file).rsplit('.', 1)[0]
self.output_dir = output_dir
class OCRPipeline(WorkflowRunner):
def __init__(self, binarize, jobs, lang, n_cores, output_dir, zip):
self.binarize = binarize
self.jobs = jobs
def __init__(self, input_dir, lang, output_dir, binarize, intermediate_dir,
n_cores, zip):
self.input_dir = input_dir
self.lang = lang
self.n_cores = n_cores
self.output_dir = output_dir
self.zip = zip
self.binarize = binarize
if intermediate_dir is None:
self.intermediate_dir = os.path.join(output_dir, 'tmp')
else:
self.intermediate_dir = tempfile.mkdtemp(dir=intermediate_dir)
self.n_cores = n_cores
if zip is None:
self.zip = zip
else:
if zip.lower().endswith('.zip'):
# Remove .zip file extension if provided
self.zip = zip[:-4]
self.zip = self.zip if self.zip else 'output'
else:
self.zip = zip
self.jobs = collect_jobs(self.input_dir,
self.output_dir,
self.intermediate_dir)
def workflow(self):
if not self.jobs:
@ -74,26 +105,26 @@ class OCRPipeline(WorkflowRunner):
' # setup output directory #
' ##################################################
'''
setup_output_directory_jobs = []
setup_output_directory_tasks = []
for i, job in enumerate(self.jobs):
intermediate_dir = os.path.join(job.output_dir, 'tmp')
cmd = 'mkdir'
cmd += ' -p'
cmd += ' "{}"'.format(intermediate_dir)
cmd += ' "{}"'.format(job.intermediate_dir)
cmd += ' "{}"'.format(os.path.join(job.output_dir, 'poco'))
lbl = 'setup_output_directory_-_{}'.format(i)
setup_output_directory_jobs.append(self.addTask(command=cmd,
label=lbl))
task = self.addTask(command=cmd, label=lbl)
setup_output_directory_tasks.append(task)
'''
' ##################################################
' # split input #
' ##################################################
'''
split_input_jobs = []
split_input_tasks = []
n_cores = min(self.n_cores, max(1, int(self.n_cores / len(self.jobs))))
for i, job in enumerate(self.jobs):
output_dir = os.path.join(job.output_dir, 'tmp')
input_file = job.file
output_file = '{}/page-%d.tif'.format(job.intermediate_dir)
cmd = 'gs'
cmd += ' -dBATCH'
cmd += ' -dNOPAUSE'
@ -102,19 +133,17 @@ class OCRPipeline(WorkflowRunner):
cmd += ' -r300'
cmd += ' -sDEVICE=tiff24nc'
cmd += ' -sCompression=lzw'
cmd += ' "-sOutputFile={}/page-%d.tif"'.format(output_dir)
cmd += ' "{}"'.format(job.file)
cmd += ' "-sOutputFile={}"'.format(output_file)
cmd += ' "{}"'.format(input_file)
deps = 'setup_output_directory_-_{}'.format(i)
lbl = 'split_input_-_{}'.format(i)
split_input_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl,
nCores=n_cores))
task = self.addTask(command=cmd, dependencies=deps, label=lbl, nCores=n_cores) # noqa
split_input_tasks.append(task)
if self.binarize:
'''
' The binarization_jobs list is created based on the output files
' of the split_jobs. So wait until they are finished.
' The binarization_tasks list is created based on the output files
' of the split_tasks. So wait until they are finished.
'''
self.waitForTasks()
@ -123,7 +152,7 @@ class OCRPipeline(WorkflowRunner):
' # binarization #
' ##################################################
'''
binarization_jobs = []
binarization_tasks = []
'''
' We run ocropus-nlbin with either four or, if there are less then
' four cores available for this workflow, the available core
@ -131,27 +160,21 @@ class OCRPipeline(WorkflowRunner):
'''
n_cores = min(4, self.n_cores)
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
output_dir = input_dir
files = filter(lambda x: x.endswith('.tif'),
os.listdir(input_dir))
files.sort(key=lambda x: int(re.search(r'\d+', x).group(0)))
input_dir = job.intermediate_dir
output_dir = job.intermediate_dir
files = filter(lambda x: x.endswith('.tif'), os.listdir(input_dir)) # noqa
files = natsorted(files)
files = map(lambda x: os.path.join(input_dir, x), files)
cmd = 'ocropus-nlbin "{}"'.format('" "'.join(files))
cmd += ' --nocheck'
cmd += ' --output "{}"'.format(output_dir)
cmd += ' --parallel "{}"'.format(n_cores)
print(cmd)
deps = 'split_input_-_{}'.format(i)
lbl = 'binarization_-_{}'.format(i)
binarization_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl,
nCores=n_cores))
task = self.addTask(command=cmd, dependencies=deps, label=lbl, nCores=n_cores) # noqa
binarization_tasks.append(task)
'''
' The post_binarization_jobs are created based on the output files
' of the binarization_jobs. So wait until they are finished.
'''
self.waitForTasks()
'''
@ -160,10 +183,9 @@ class OCRPipeline(WorkflowRunner):
' ##################################################
'''
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
output_dir = input_dir
files = filter(lambda x: x.endswith('.bin.png'),
os.listdir(input_dir))
input_dir = job.intermediate_dir
output_dir = job.intermediate_dir
files = filter(lambda x: x.endswith('.bin.png'), os.listdir(input_dir)) # noqa
for file in files:
# int conversion is done in order to trim leading zeros
page_number = int(file.split('.', 1)[0])
@ -172,8 +194,8 @@ class OCRPipeline(WorkflowRunner):
os.path.join(output_dir, output_file))
'''
' The ocr_jobs are created based of the output files of either the
' split_jobs or post_binarization_jobs. So wait until they are
' The ocr_tasks are created based of the output files of either the
' split_tasks or binarization_tasks. So wait until they are
' finished.
'''
self.waitForTasks()
@ -183,7 +205,7 @@ class OCRPipeline(WorkflowRunner):
' # ocr #
' ##################################################
'''
ocr_jobs = []
ocr_tasks = []
'''
' Tesseract runs fastest with four cores. So we run it with either four
' or, if there are less then four cores available for this workflow,
@ -191,33 +213,34 @@ class OCRPipeline(WorkflowRunner):
'''
n_cores = min(4, self.n_cores)
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
output_dir = input_dir
files = filter(lambda x: x.endswith('.bin.png' if self.binarize else '.tif'), os.listdir(input_dir)) # noqa
files.sort(key=lambda x: int(re.search(r'\d+', x).group(0)))
input_dir = job.intermediate_dir
output_dir = job.intermediate_dir
files = os.listdir(input_dir)
if self.binarize:
deps = 'binarization_-_{}'.format(i)
files = filter(lambda x: x.endswith('.bin.png'), files)
else:
deps = 'split_input_-_{}'.format(i)
files = filter(lambda x: x.endswith('.tif'), files)
files = natsorted(files)
files = map(lambda x: os.path.join(input_dir, x), files)
number = 0
for file in files:
output_file_base = os.path.join(output_dir, file.rsplit('.', 2 if self.binarize else 1)[0]) # noqa
for j, file in enumerate(files):
if self.binarize:
output_file_base = os.path.join(output_dir, file.rsplit('.', 2)[0]) # noqa
else:
output_file_base = os.path.join(output_dir, file.rsplit('.', 1)[0]) # noqa
cmd = 'tesseract "{}" "{}"'.format(file, output_file_base)
cmd += ' -l "{}"'.format(self.lang)
cmd += ' hocr pdf txt'
cmd += ' && '
cmd += 'sed -i \'s+{}/++g\' "{}".hocr'.format(input_dir, output_file_base) # noqa
if self.binarize:
deps = 'binarization_-_{}'.format(i)
else:
deps = 'split_input_-_{}'.format(i)
label = 'ocr_-_{}-{}'.format(i, number)
ocr_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=label,
nCores=n_cores))
number += 1
lbl = 'ocr_-_{}-{}'.format(i, j)
task = self.addTask(command=cmd, dependencies=deps, label=lbl, nCores=n_cores) # noqa
ocr_tasks.append(task)
'''
' The following jobs are created based of the output files of the
' ocr_jobs. So wait until they are finished.
' ocr_tasks. So wait until they are finished.
'''
self.waitForTasks()
@ -226,16 +249,14 @@ class OCRPipeline(WorkflowRunner):
' # combined pdf creation #
' ##################################################
'''
combined_pdf_creation_jobs = []
combined_pdf_creation_tasks = []
n_cores = min(self.n_cores, max(1, int(self.n_cores / len(self.jobs))))
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
output_dir = job.output_dir
files = filter(lambda x: x.endswith('.pdf'),
os.listdir(input_dir))
files.sort(key=lambda x: int(re.search(r'\d+', x).group(0)))
input_dir = job.intermediate_dir
output_file = os.path.join(job.output_dir, '{}.pdf'.format(job.name)) # noqa
files = filter(lambda x: x.endswith('.pdf'), os.listdir(input_dir))
files = natsorted(files)
files = map(lambda x: os.path.join(input_dir, x), files)
output_file = os.path.join(output_dir, '{}.pdf'.format(job.name))
cmd = 'gs'
cmd += ' -dBATCH'
cmd += ' -dNOPAUSE'
@ -245,77 +266,75 @@ class OCRPipeline(WorkflowRunner):
cmd += ' -sDEVICE=pdfwrite'
cmd += ' "-sOutputFile={}"'.format(output_file)
cmd += ' "{}"'.format('" "'.join(files))
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)),
ocr_jobs)
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)), ocr_tasks) # noqa
lbl = 'combined_pdf_creation_-_{}'.format(i)
combined_pdf_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl,
nCores=n_cores))
task = self.addTask(command=cmd, dependencies=deps, label=lbl, nCores=n_cores) # noqa
combined_pdf_creation_tasks.append(task)
'''
' ##################################################
' # combined txt creation #
' ##################################################
'''
combined_txt_creation_jobs = []
combined_txt_creation_tasks = []
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
files = filter(lambda x: x.endswith('.txt'), os.listdir(input_dir))
files.sort(key=lambda x: int(re.search(r'\d+', x).group(0)))
files = map(lambda x: os.path.join(input_dir, x), files)
input_dir = job.intermediate_dir
output_file = os.path.join(job.output_dir, '{}.txt'.format(job.name)) # noqa
files = filter(lambda x: x.endswith('.txt'), os.listdir(input_dir))
files = natsorted(files)
files = map(lambda x: os.path.join(input_dir, x), files)
cmd = 'cat "{}" > "{}"'.format('" "'.join(files), output_file)
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)),
ocr_jobs)
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)), ocr_tasks) # noqa
lbl = 'combined_txt_creation_-_{}'.format(i)
combined_txt_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
combined_txt_creation_tasks.append(task)
'''
' ##################################################
' # tei p5 creation #
' ##################################################
'''
tei_p5_creation_jobs = []
tei_p5_creation_tasks = []
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
files = filter(lambda x: x.endswith('.hocr'), os.listdir(input_dir)) # noqa
files.sort(key=lambda x: int(re.search(r'\d+', x).group(0)))
files = map(lambda x: os.path.join(input_dir, x), files)
input_dir = job.intermediate_dir
output_file = os.path.join(job.output_dir, '{}.xml'.format(job.name)) # noqa
cmd = 'hocrtotei "{}" "{}"'.format('" "'.join(files), output_file)
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)),
ocr_jobs)
files = filter(lambda x: x.endswith('.hocr'),
os.listdir(input_dir))
files = natsorted(files)
files = map(lambda x: os.path.join(input_dir, x), files)
cmd = 'hocrtotei "{}" "{}"'.format('" "'.join(files),
output_file)
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)), ocr_tasks) # noqa
lbl = 'tei_p5_creation_-_{}'.format(i)
tei_p5_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
tei_p5_creation_tasks.append(task)
'''
' ##################################################
' # poco bundle creation #
' ##################################################
'''
poco_bundle_creation_jobs = []
poco_bundle_creation_tasks = []
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
input_dir = job.intermediate_dir
output_dir = os.path.join(job.output_dir, 'poco')
cmd = 'mv "{}"/*.hocr "{}"'.format(input_dir, output_dir)
cmd += ' && '
cmd += 'mv "{}"/*.{} "{}"'.format(input_dir, 'bin.png' if self.binarize else 'tif', output_dir) # noqa
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)),
ocr_jobs)
files = os.listdir(input_dir)
if self.binarize:
files = filter(lambda x: x.endswith(('.bin.png', '.hocr')), files) # noqa
else:
files = filter(lambda x: x.endswith(('.tif', '.hocr')), files)
files = natsorted(files)
files = map(lambda x: os.path.join(input_dir, x), files)
cmd = 'mv "{}" "{}"'.format('" "'.join(files), output_dir)
deps = filter(lambda x: x.startswith('ocr_-_{}'.format(i)), ocr_tasks) # noqa
deps.append('tei_p5_creation_-_{}'.format(i))
lbl = 'poco_bundle_creation_-_{}'.format(i)
poco_bundle_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
poco_bundle_creation_tasks.append(task)
'''
' The following jobs are created based of the output files of the
' combined_pdf_creation_jobs. So wait until they are finished.
' combined_pdf_creation_tasks. So wait until they are finished.
'''
self.waitForTasks()
@ -324,126 +343,126 @@ class OCRPipeline(WorkflowRunner):
' # cleanup #
' ##################################################
'''
cleanup_jobs = []
cleanup_tasks = []
for i, job in enumerate(self.jobs):
input_dir = os.path.join(job.output_dir, 'tmp')
input_dir = job.intermediate_dir
cmd = 'rm -r "{}"'.format(input_dir)
deps = ['combined_pdf_creation_-_{}'.format(i)]
deps.append('combined_txt_creation_-_{}'.format(i))
deps.append('poco_bundle_creation_-_{}'.format(i))
deps.append('tei_p5_creation_-_{}'.format(i))
lbl = 'cleanup_-_{}'.format(i)
cleanup_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
deps = ['combined_pdf_creation_-_{}'.format(i),
'combined_txt_creation_-_{}'.format(i),
'poco_bundle_creation_-_{}'.format(i),
'tei_p5_creation_-_{}'.format(i)]
lbl = 'job_cleanup_-_{}'.format(i)
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
cleanup_tasks.append(task)
input_dir = self.intermediate_dir
cmd = 'rm -r "{}"'.format(input_dir)
deps = cleanup_tasks
lbl = 'pipeline_cleanup'
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
cleanup_tasks.append(task)
self.waitForTasks()
'''
' ##################################################
' # zip creation #
' ##################################################
'''
zip_creation_jobs = []
zip_creation_tasks = []
if self.zip is not None:
# Remove .zip file extension if provided
if self.zip.endswith('.zip'):
self.zip = self.zip[:-4]
self.zip = self.zip if self.zip else 'output'
# zip all files
cmd = 'cd "{}"'.format(self.output_dir)
cmd += ' && '
cmd += 'zip'
cmd += ' -r'
cmd += ' "{}".all.zip .'.format(self.zip)
cmd += ' "{}.all.zip" .'.format(self.zip)
cmd += ' -x "pyflow.data*" "*tmp*"'
cmd += ' -i "*.pdf" "*.txt" "*.xml" "*.hocr" "*.{}"'.format('bin.png' if self.binarize else 'tif') # noqa
cmd += ' && '
cmd += 'cd -'
deps = combined_pdf_creation_jobs
deps += combined_txt_creation_jobs
deps += poco_bundle_creation_jobs
deps = combined_pdf_creation_tasks + combined_txt_creation_tasks + poco_bundle_creation_tasks # noqa
lbl = 'zip_creation_-_all'
zip_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
zip_creation_tasks.append(task)
# zip PDF files
cmd = 'cd "{}"'.format(self.output_dir)
cmd += ' && '
cmd += 'zip'
cmd += ' -r'
cmd += ' "{}".pdf.zip .'.format(self.zip)
cmd += ' "{}.pdf.zip" .'.format(self.zip)
cmd += ' -x "pyflow.data*" "*tmp*"'
cmd += ' -i "*.pdf"'
cmd += ' && '
cmd += 'cd -'
deps = combined_pdf_creation_jobs
deps = combined_pdf_creation_tasks
lbl = 'zip_creation_-_pdf'
zip_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
zip_creation_tasks.append(task)
# zip TXT files
cmd = 'cd "{}"'.format(self.output_dir)
cmd += ' && '
cmd += 'zip'
cmd += ' -r'
cmd += ' "{}".txt.zip .'.format(self.zip)
cmd += ' "{}.txt.zip" .'.format(self.zip)
cmd += ' -x "pyflow.data*" "*tmp*"'
cmd += ' -i "*.txt"'
cmd += ' && '
cmd += 'cd -'
deps = combined_txt_creation_jobs
deps = combined_txt_creation_tasks
lbl = 'zip_creation_-_txt'
zip_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
zip_creation_tasks.append(task)
# zip XML files
cmd = 'cd "{}"'.format(self.output_dir)
cmd += ' && '
cmd += 'zip'
cmd += ' -r'
cmd += ' "{}".xml.zip .'.format(self.zip)
cmd += ' "{}.xml.zip" .'.format(self.zip)
cmd += ' -x "pyflow.data*" "*tmp*"'
cmd += ' -i "*.xml"'
cmd += ' && '
cmd += 'cd -'
deps = tei_p5_creation_jobs
deps = tei_p5_creation_tasks
lbl = 'zip_creation_-_xml'
zip_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
zip_creation_tasks.append(task)
# zip PoCo bundles
cmd = 'cd "{}"'.format(self.output_dir)
cmd += ' && '
cmd += 'zip'
cmd += ' -r'
cmd += ' "{}".poco.zip .'.format(self.zip)
cmd += ' "{}.poco.zip" .'.format(self.zip)
cmd += ' -x "pyflow.data*" "*tmp*"'
cmd += ' -i "*.hocr" "*.{}"'.format('bin.png' if self.binarize else 'tif') # noqa
cmd += ' && '
cmd += 'cd -'
deps = poco_bundle_creation_jobs
deps = poco_bundle_creation_tasks
lbl = 'zip_creation_-_poco'
zip_creation_jobs.append(self.addTask(command=cmd,
dependencies=deps,
label=lbl))
task = self.addTask(command=cmd, dependencies=deps, label=lbl)
zip_creation_tasks.append(task)
def collect_jobs(input_dir, output_dir):
def collect_jobs(input_dir, output_dir, intermediate_dir):
jobs = []
for file in os.listdir(input_dir):
if os.path.isdir(os.path.join(input_dir, file)):
jobs += collect_jobs(os.path.join(input_dir, file),
os.path.join(output_dir, file))
elif file.endswith('.pdf'):
jobs.append(OCRPipelineJob(os.path.join(input_dir, file),
os.path.join(output_dir, file)))
elif file.lower().endswith('.pdf'):
job = OCRPipelineJob(os.path.join(input_dir, file),
os.path.join(output_dir, file),
os.path.join(intermediate_dir, file))
jobs.append(job)
return jobs
def main():
args = parse_args()
jobs = collect_jobs(args.input_directory, args.output_directory)
ocr_pipeline = OCRPipeline(args.binarize, jobs, args.language,
args.n_cores, args.output_directory, args.zip)
ocr_pipeline = OCRPipeline(args.input_directory, args.language,
args.output_directory, args.binarize,
args.intermediate_directory, args.n_cores,
args.zip)
retval = ocr_pipeline.run(
dataDirRoot=(args.log_dir or args.output_directory),
nCores=args.n_cores

View File

@ -7,6 +7,7 @@ import subprocess
CONTAINER_IMAGE = 'gitlab.ub.uni-bielefeld.de:4567/sfb1288inf/ocr:latest'
CONTAINER_INPUT_DIR = '/input'
CONTAINER_INTERMEDIATE_DIR = '/intermediate'
CONTAINER_OUTPUT_DIR = '/output'
UID = str(os.getuid())
GID = str(os.getgid())
@ -14,9 +15,15 @@ GID = str(os.getgid())
parser = ArgumentParser(add_help=False)
parser.add_argument('-i', '--input-directory')
parser.add_argument('-o', '--output-directory')
parser.add_argument('--intermediate-directory')
args, remaining_args = parser.parse_known_args()
cmd = ['docker', 'run', '--rm', '-it', '-u', '{}:{}'.format(UID, GID)]
if args.intermediate_directory is not None:
cmd += ['-v', '{}:{}'.format(os.path.abspath(args.intermediate_directory),
CONTAINER_INTERMEDIATE_DIR)]
remaining_args.insert(0, CONTAINER_INTERMEDIATE_DIR)
remaining_args.insert(0, '--intermediate-directory')
if args.output_directory is not None:
cmd += ['-v', '{}:{}'.format(os.path.abspath(args.output_directory),
CONTAINER_OUTPUT_DIR)]