#!/usr/bin/env python3 # © 2015-17 James R. Barlow: github.com/jbarlow83 from contextlib import suppress from tempfile import mkdtemp from collections.abc import Sequence import sys import os import re import shutil import warnings import multiprocessing import atexit import textwrap import img2pdf import logging import argparse import PyPDF2 as pypdf from PIL import Image import ruffus.ruffus_exceptions as ruffus_exceptions import ruffus.cmdline as cmdline import ruffus.proxy_logger as proxy_logger from .pipeline import JobContext, JobContextManager, re_symlink, \ cleanup_working_files, build_pipeline from .pdfa import file_claims_pdfa from .helpers import is_iterable_notstr, re_symlink, is_file_writable from .exec import tesseract, qpdf from . import PROGRAM_NAME, VERSION from .exceptions import * from . import exceptions as ocrmypdf_exceptions warnings.simplefilter('ignore', pypdf.utils.PdfReadWarning) # ------------- # External dependencies MINIMUM_TESS_VERSION = '3.04' HOCR_OK_LANGS = frozenset([ 'eng', 'deu', 'spa', 'ita', 'por' ]) def complain(message): print(*textwrap.wrap(message), file=sys.stderr) # Hack to help debugger context find /usr/local/bin if 'IDE_PROJECT_ROOTS' in os.environ: os.environ['PATH'] = '/usr/local/bin:' + os.environ['PATH'] if tesseract.version() < MINIMUM_TESS_VERSION: complain( "Please install tesseract {0} or newer " "(currently installed version is {1})".format( MINIMUM_TESS_VERSION, tesseract.version())) sys.exit(ExitCode.missing_dependency) # ------------- # Parser parser = argparse.ArgumentParser( prog=PROGRAM_NAME, fromfile_prefix_chars='@', formatter_class=argparse.RawDescriptionHelpFormatter, description="""\ Generates a searchable PDF or PDF/A from a regular PDF. OCRmyPDF rasterizes each page of the input PDF, optionally corrects page rotation and performs image processing, runs the Tesseract OCR engine on the image, and then creates a PDF from the OCR information. """, epilog="""\ OCRmyPDF attempts to keep the output file at about the same size. If a file contains losslessly compressed images, and output file will be losslessly compressed as well. PDF is a page description file that attempts to preserve a layout exactly. A PDF can contain vector objects (such as text or lines) and raster objects (images). A page might have multiple images. OCRmyPDF is prepared to deal with the wide variety of PDFs that exist in the wild. When a PDF page contains text, OCRmyPDF assumes that the page has already been OCRed or is a "born digital" page that should not be OCRed. The default behavior is to exit in this case without producing a file. You can use the option --skip-text to ignore pages with text, or --force-ocr to rasterize all objects on the page and produce an image-only PDF as output. ocrmypdf --skip-text file_with_some_text_pages.pdf output.pdf ocrmypdf --force-ocr word_document.pdf output.pdf If you are concerned about long-term archiving of PDFs, use the default option --output-type pdfa which converts the PDF to a standardized PDF/A-2b. This converts images to sRGB colorspace, removes some features from the PDF such as Javascript or forms. If you want to minimize the number of changes made to your PDF, use --output-type pdf. If OCRmyPDF is given an image file as input, it will attempt to convert the image to a PDF before processing. For more control over the conversion of images to PDF, use the Python package img2pdf or other image to PDF software. For example, this command uses img2pdf to convert all .png files beginning with the 'page' prefix to a PDF, fitting each image on A4-sized paper, and sending the result to OCRmyPDF through a pipe. img2pdf is a dependency of ocrmypdf so it is already installed. img2pdf --pagesize A4 page*.png | ocrmypdf - myfile.pdf Online documentation is located at: https://ocrmypdf.readthedocs.io/en/latest/introduction.html """) parser.add_argument( 'input_file', metavar="input_pdf_or_image", help="PDF file containing the images to be OCRed (or '-' to read from " "standard input)") parser.add_argument( 'output_file', metavar="output_pdf", help="Output searchable PDF file (or '-' to write to standard output). " "Existing files will be ovewritten. If same as input file, the " "input file will be updated only if processing is successful.") parser.add_argument( '-l', '--language', action='append', help="Language(s) of the file to be OCRed (see tesseract --list-langs for " "all language packs installed in your system). Use -l eng+deu for " "multiple languages.") parser.add_argument( '--image-dpi', metavar='DPI', type=int, help="For input image instead of PDF, use this DPI instead of file's.") parser.add_argument( '--output-type', choices=['pdfa', 'pdf'], default='pdfa', help="Choose output type. 'pdfa' creates a PDF/A-2b compliant file for " "long term archiving (default, recommended) but may not suitable " "for users who want their file altered as little as possible. 'pdfa' " "also has problems with full Unicode text. 'pdf' attempts to " "preserve file contents as much as possible.") # Use null string '\0' as sentinel to indicate the user supplied no argument, # since that is the only invalid character for filepaths on all platforms # bool('\0') is True in Python parser.add_argument( '--sidecar', nargs='?', const='\0', default=None, metavar='FILE', help="Generate sidecar text files that contain the same text recognized " "by Tesseract. This may be useful for building a OCR text database. " "If FILE is omitted, the sidecar file be named {output_file}.txt " "If FILE is set to '-', the sidecar is written to stdout (a " "convenient way to preview OCR quality). The output file and sidecar " "may not both use stdout at the same time.") parser.add_argument( '--version', action='version', version=VERSION, help="Print program version and exit") jobcontrol = parser.add_argument_group( "Job control options") jobcontrol.add_argument( '-j', '--jobs', metavar='N', type=int, help="Use up to N CPU cores simultaneously (default: use all).") jobcontrol.add_argument( '-q', '--quiet', action='store_true', help="Suppress INFO messages") jobcontrol.add_argument( '-v', '--verbose', const="+", default=[], nargs='?', action="append", help="Print more verbose messages for each additional verbose level") metadata = parser.add_argument_group( "Metadata options", "Set output PDF/A metadata (default: copy input document's metadata)") metadata.add_argument( '--title', type=str, help="Set document title (place multiple words in quotes)") metadata.add_argument( '--author', type=str, help="Set document author") metadata.add_argument( '--subject', type=str, help="Set document subject description") metadata.add_argument( '--keywords', type=str, help="Set document keywords") preprocessing = parser.add_argument_group( "Image preprocessing options", "Options to improve the quality of the final PDF and OCR") preprocessing.add_argument( '-r', '--rotate-pages', action='store_true', help="Automatically rotate pages based on detected text orientation") preprocessing.add_argument( '--remove-background', action='store_true', help="Attempt to remove background from gray or color pages, setting it " "to white ") preprocessing.add_argument( '-d', '--deskew', action='store_true', help="Deskew each page before performing OCR") preprocessing.add_argument( '-c', '--clean', action='store_true', help="Clean pages from scanning artifacts before performing OCR, and send " "the cleaned page to OCR, but do not include the cleaned page in " "the output") preprocessing.add_argument( '-i', '--clean-final', action='store_true', help="Clean page as above, and incorporate the cleaned image in the final " "PDF. Might remove desired content.") preprocessing.add_argument( '--oversample', metavar='DPI', type=int, default=0, help="Oversample images to at least the specified DPI, to improve OCR " "results slightly") ocrsettings = parser.add_argument_group( "OCR options", "Control how OCR is applied") ocrsettings.add_argument( '-f', '--force-ocr', action='store_true', help="Rasterize any fonts or vector objects on each page, apply OCR, and " "save the rastered output (this rewrites the PDF)") ocrsettings.add_argument( '-s', '--skip-text', action='store_true', help="Skip OCR on any pages that already contain text, but include the " "page in final output; useful for PDFs that contain a mix of " "images, text pages, and/or previously OCRed pages") # ocrsettings.add_argument( # '--redo-ocr', action='store_true', # help="removing any existing OCR text, but otherwise preserve mixed PDF " # "pages") ocrsettings.add_argument( '--skip-big', type=float, metavar='MPixels', help="Skip OCR on pages larger than the specified amount of megapixels, " "but include skipped pages in final output") advanced = parser.add_argument_group( "Advanced", "Advanced options to control Tesseract's OCR behavior") advanced.add_argument( '--tesseract-config', action='append', metavar='CFG', default=[], help="Additional Tesseract configuration files -- see documentation") advanced.add_argument( '--tesseract-pagesegmode', action='store', type=int, metavar='PSM', choices=range(0, 14), help="Set Tesseract page segmentation mode (see tesseract --help)") advanced.add_argument( '--tesseract-oem', action='store', type=int, metavar='MODE', choices=range(0, 4), help=("Set Tesseract 4.0 OCR engine mode: " "0 - original Tesseract only; " "1 - neural nets LSTM only; " "2 - Tesseract + LSTM; " "3 - default.") ) advanced.add_argument( '--pdf-renderer', choices=['auto', 'tesseract', 'hocr', 'tess4', 'sandwich'], default='auto', help="Choose OCR PDF renderer - the default option is to let OCRmyPDF " "choose." "auto - let OCRmyPDF choose; " "sandwich - default renderer for Tesseract 3.05.01 and newer; " "hocr - default renderer for older versions of Tesseract; " "tesseract - gives better results for non-Latin languages and " "Tesseract older than 3.05.01 but has problems with some versions " " of Ghostscript; deprecated" "tess4 - deprecated alias for 'sandwich'" ) advanced.add_argument( '--tesseract-timeout', default=180.0, type=float, metavar='SECONDS', help='Give up on OCR after the timeout, but copy the preprocessed page ' 'into the final output') advanced.add_argument( '--rotate-pages-threshold', default=14.0, type=float, metavar='CONFIDENCE', help="Only rotate pages when confidence is above this value (arbitrary " "units reported by tesseract)") advanced.add_argument( '--pdfa-image-compression', choices=['auto', 'jpeg', 'lossless'], default='auto', help="Specify how to compress images in the output PDF/A. 'auto' lets " "OCRmyPDF decide. 'jpeg' changes all grayscale and color images to " "JPEG compression. 'lossless' uses PNG-style lossless compression " "for all images. Monochrome images are always compressed using a " "lossless codec. Compression settings " "are applied to all pages, including those for which OCR was " "skipped. Not supported for --output-type=pdf ; that setting " "preserves the original compression of all images.") advanced.add_argument( '--user-words', metavar='FILE', help="Specify the location of the Tesseract user words file. This is a " "list of words Tesseract should consider while performing OCR in " "addition to its standard language dictionaries. This can improve " "OCR quality especially for specialized and technical documents.") advanced.add_argument( '--user-patterns', metavar='FILE', help="Specify the location of the Tesseract user patterns file.") debugging = parser.add_argument_group( "Debugging", "Arguments to help with troubleshooting and debugging") debugging.add_argument( '-k', '--keep-temporary-files', action='store_true', help="Keep temporary files (helpful for debugging)") debugging.add_argument( '-g', '--debug-rendering', action='store_true', help="Render each page twice with debug information on second page") debugging.add_argument( '--flowchart', type=str, help="Generate the pipeline execution flowchart") def check_options_languages(options, _log): if not options.language: options.language = ['eng'] # Enforce English hegemony # Support v2.x "eng+deu" language syntax if '+' in options.language[0]: options.language = options.language[0].split('+') if not set(options.language).issubset(tesseract.languages()): msg = ( "The installed version of tesseract does not have language " "data for the following requested languages: \n") for lang in (set(options.language) - tesseract.languages()): msg += lang + '\n' raise MissingDependencyError(msg) def check_options_output(options, log): if options.pdf_renderer == 'auto': if tesseract.has_textonly_pdf(): options.pdf_renderer = 'sandwich' else: options.pdf_renderer = 'hocr' if options.pdf_renderer == 'sandwich' and not tesseract.has_textonly_pdf(): raise MissingDependencyError( "The 'sandwich' renderer requires Tesseract 3.05.01 or newer; " "or Tesseract 4.00 alpha newer than February 2017.") if options.pdf_renderer == 'tess4': log.warning("The 'tess4' PDF renderer has been renamed to 'sandwich'. " "Please use --pdf-renderer=sandwich.") options.pdf_renderer = 'sandwich' if options.pdf_renderer == 'tesseract': if tesseract.version() < '3.05' and options.output_type == 'pdfa': log.warning( "For best results use --pdf-renderer=tesseract " "--output-type=pdf to disable PDF/A generation via " "Ghostscript, which is known to corrupt the OCR text of " "some PDFs produced your version of Tesseract.") elif tesseract.has_textonly_pdf(): log.warning( "The argument --pdf-renderer=tesseract provides support for " "versions of tesseract older than your version. For best " "results omit this argument and let OCRmyPDF choose the " "best available renderer.") if options.debug_rendering and options.pdf_renderer != 'hocr': log.info( "Ignoring --debug-rendering because it requires --pdf-renderer=hocr") lossless_reconstruction = False if options.pdf_renderer in ('hocr', 'sandwich'): if not any((options.deskew, options.clean_final, options.force_ocr, options.remove_background)): lossless_reconstruction = True options.lossless_reconstruction = lossless_reconstruction def check_options_sidecar(options, log): if options.sidecar == '\0': if options.output_file == '-': raise argparse.ArgumentError( None, "--sidecar filename must be specified when output file is " "stdout.") options.sidecar = options.output_file + '.txt' def check_options_preprocessing(options, log): if any((options.clean, options.clean_final)): from .exec import unpaper try: if unpaper.version() < '6.1': raise MissingDependencyError( "The installed 'unpaper' is not supported. " "Install version 6.1 or newer.") except FileNotFoundError: raise MissingDependencyError( "Install the 'unpaper' program to use --clean, --clean-final.") if options.clean and \ not options.clean_final and \ options.pdf_renderer == 'tesseract': log.info( "Tesseract PDF renderer cannot render --clean pages without " "also performing --clean-final, so --clean-final is assumed.") def check_options_ocr_behavior(options, log): if options.force_ocr and options.skip_text: raise argparse.ArgumentError( None, "Error: --force-ocr and --skip-text are mutually incompatible.") # if options.redo_ocr and (options.skip_text or options.force_ocr): # raise argparse.ArgumentError( # "Error: --redo-ocr and other OCR options are incompatible.") if options.pdf_renderer == 'hocr' and \ not set(options.language).issubset(HOCR_OK_LANGS): msg = ( "The 'hocr' PDF renderer is known to cause problems with one " "or more of the languages in your document. ") if tesseract.has_textonly_pdf(): msg += ( "Use --pdf-renderer auto (the default) to avoid this issue.") else: msg += ( "Use --pdf-renderer tesseract --output-type pdf to avoid " "this issue") log.warning(msg) def check_options_advanced(options, log): if tesseract.v4(): log.info( "Tesseract v4.x.alpha found. OCRmyPDF support is experimental.") if options.tesseract_oem and not tesseract.v4(): log.warning( "--tesseract-oem requires Tesseract 4.x -- argument ignored") if options.pdf_renderer == 'tess4' and not tesseract.has_textonly_pdf(): raise MissingDependencyError( "--pdf-renderer tess4 requires Tesseract 4.x " "commit 3d9fb3b or later") if options.pdfa_image_compression != 'auto' and \ options.output_type != 'pdfa': log.warning( "--pdfa-image-compression argument has no effect when " "--output-type is not 'pdfa'" ) def check_options_metadata(options, log): import unicodedata metadata = [options.title, options.author, options.keywords, options.subject] for s in (m for m in metadata if m): for c in s: if unicodedata.category(c) == 'Co' or ord(c) >= 0x10000: raise ValueError( "One of the metadata strings contains " "an unsupported Unicode character: '{}' (U+{})".format( c, hex(ord(c))[2:].upper() )) def check_options(options, log): try: check_options_languages(options, log) check_options_metadata(options, log) check_options_output(options, log) check_options_sidecar(options, log) check_options_preprocessing(options, log) check_options_ocr_behavior(options, log) check_options_advanced(options, log) except ValueError as e: log.error(e) sys.exit(ExitCode.bad_args) except argparse.ArgumentError as e: log.error(e) sys.exit(ExitCode.bad_args) except MissingDependencyError as e: log.error(e) sys.exit(ExitCode.missing_dependency) # ---------- # Logging def logging_factory(logger_name, logger_args): verbose = logger_args['verbose'] quiet = logger_args['quiet'] root_logger = logging.getLogger(logger_name) root_logger.setLevel(logging.DEBUG) handler = logging.StreamHandler(sys.stderr) formatter_ = logging.Formatter("%(levelname)7s - %(message)s") handler.setFormatter(formatter_) if verbose: handler.setLevel(logging.DEBUG) elif quiet: handler.setLevel(logging.WARNING) else: handler.setLevel(logging.INFO) root_logger.addHandler(handler) return root_logger def available_cpu_count(): try: return multiprocessing.cpu_count() except NotImplementedError: pass try: import psutil return psutil.cpu_count() except (ImportError, AttributeError): pass complain( "Could not get CPU count. Assuming one (1) CPU." "Use -j N to set manually.") return 1 def cleanup_ruffus_error_message(msg): msg = re.sub(r'\s+', r' ', msg) msg = re.sub(r"\((.+?)\)", r'\1', msg) msg = msg.strip() return msg def do_ruffus_exception(ruffus_five_tuple, options, log): """Replace the elaborate ruffus stack trace with a user friendly description of the error message that occurred.""" task_name, job_name, exc_name, exc_value, exc_stack = ruffus_five_tuple if exc_name == 'builtins.SystemExit': match = re.search(r"\.(.+?)\)", exc_value) exit_code_name = match.groups()[0] exit_code = getattr(ExitCode, exit_code_name, 'other_error') return exit_code elif exc_name == 'ruffus.ruffus_exceptions.MissingInputFileError': log.error(cleanup_ruffus_error_message(exc_value)) return ExitCode.input_file elif exc_name == 'builtins.TypeError': # Even though repair_pdf will fail, ruffus will still try # to call split_pages with no input files, likely due to a bug if task_name == 'split_pages': log.error("Input file '{0}' is not a valid PDF".format( options.input_file)) return ExitCode.input_file elif exc_name == 'builtins.KeyboardInterrupt': log.error("Interrupted by user") return ExitCode.ctrl_c elif exc_name == 'subprocess.CalledProcessError': # It's up to the subprocess handler to report something useful msg = "Error occurred while running this command:" log.error(msg + '\n' + exc_value) return ExitCode.child_process_error elif exc_name == 'ocrmypdf.exceptions.PdfMergeFailedError': log.error(textwrap.dedent("""\ Failed to merge PDF image layer with OCR layer Usually this happens because the input PDF file is mal-formed and ocrmypdf cannot automatically correct the problem on its own. Try using ocrmypdf --pdf-renderer tesseract [..other args..] """)) return ExitCode.input_file elif exc_name.startswith('ocrmypdf.exceptions.'): base_exc_name = exc_name.replace('ocrmypdf.exceptions.', '') exc_class = getattr(ocrmypdf_exceptions, base_exc_name) return exc_class.exit_code elif exc_name == 'PyPDF2.utils.PdfReadError' and \ 'not been decrypted' in exc_value: log.error(textwrap.dedent("""\ Input PDF uses either an encryption algorithm or a PDF security handler that is not supported by ocrmypdf. For information about this PDF's security use qpdf --show-encryption [...input PDF...] (Only algorithms "R = 1" and "R = 2" are supported.) """)) return ExitCode.encrypted_pdf if not options.verbose: log.error(exc_stack) return ExitCode.other_error def traverse_ruffus_exception(e_args, options, log): """Walk through a RethrownJobError and find the first exception. The exit code will be based on this, even if multiple exceptions occurred at the same time.""" if isinstance(e_args, Sequence) and isinstance(e_args[0], str) and \ len(e_args) == 5: return do_ruffus_exception(e_args, options, log) elif is_iterable_notstr(e_args): for exc in e_args: return traverse_ruffus_exception(exc, options, log) def check_closed_streams(options): """Work around Python issue with multiprocessing forking on closed streams https://bugs.python.org/issue28326 Attempting to a fork/exec a new Python process when any of std{in,out,err} are closed or not flushable for some reason may raise an exception. Fix this by opening devnull if the handle seems to be closed. Do this globally to avoid tracking places all places that fork. Seems to be specific to multiprocessing.Process not all Python process forkers. The error actually occurs when the stream object is not flushable, but replacing an open stream object that is not flushable with /dev/null is a bad idea since it will create a silent failure. Replacing a closed handle with /dev/null seems safe. """ if sys.stderr is None: sys.stderr = open(os.devnull, 'w') if sys.stdin is None: if options.input_file == '-': print("Trying to read from stdin but stdin seems closed", file=sys.stderr) return False sys.stdin = open(os.devnull, 'r') if sys.stdout is None: if options.output_file == '-': # Can't replace stdout if the user is piping # If this case can even happen, it must be some kind of weird # stream. print(textwrap.dedent("""\ Output was set to stdout '-' but the stream attached to stdout does not support the flush() system call. This will fail."""), file=sys.stderr) return False sys.stdout = open(os.devnull, 'w') return True def run_pipeline(): options = parser.parse_args() options.verbose_abbreviated_path = 1 if not check_closed_streams(options): return ExitCode.bad_args logger_args = {'verbose': options.verbose, 'quiet': options.quiet} _log, _log_mutex = proxy_logger.make_shared_logger_and_proxy( logging_factory, __name__, logger_args) _log.debug('ocrmypdf ' + VERSION) _log.debug('tesseract ' + tesseract.version()) check_options(options, _log) # Any changes to options will not take effect for options that are already # bound to function parameters in the pipeline. (For example # options.input_file, options.pdf_renderer are already bound.) if not options.jobs: options.jobs = available_cpu_count() try: work_folder = mkdtemp(prefix="com.github.ocrmypdf.") options.history_file = os.path.join( work_folder, 'ruffus_history.sqlite') start_input_file = os.path.join( work_folder, 'origin') if options.input_file == '-': # stdin _log.info('reading file from standard input') with open(start_input_file, 'wb') as stream_buffer: from shutil import copyfileobj copyfileobj(sys.stdin.buffer, stream_buffer) else: try: re_symlink(options.input_file, start_input_file, _log) except FileNotFoundError: _log.error("File not found - " + options.input_file) return ExitCode.input_file if options.output_file == '-': if sys.stdout.isatty(): _log.error(textwrap.dedent("""\ Output was set to stdout '-' but it looks like stdout is connected to a terminal. Please redirect stdout to a file.""")) return ExitCode.bad_args elif not is_file_writable(options.output_file): _log.error( "Output file location (" + options.output_file + ") " + "is not writable.") return ExitCode.file_access_error manager = JobContextManager() manager.register('JobContext', JobContext) manager.start() context = manager.JobContext() context.set_options(options) context.set_work_folder(work_folder) build_pipeline(options, work_folder, _log, context) atexit.register(cleanup_working_files, work_folder, options) cmdline.run(options) except ruffus_exceptions.RethrownJobError as e: if options.verbose: _log.debug(str(e)) # stringify exception so logger doesn't have to # Ruffus flattens exception to 5 element tuples. Because of a bug # in <= 2.6.3 it may present either the single: # (task, job, exc, value, stack) # or something like: # [[(task, job, exc, value, stack)]] # # Generally cross-process exception marshalling doesn't work well # and ruffus doesn't support because BaseException has its own # implementation of __reduce__ that attempts to reconstruct the # exception based on e.__init__(e.args). # # Attempting to log the exception directly marshalls it to the logger # which is probably in another process, so it's better to log only # data from the exception at this point. exitcode = traverse_ruffus_exception(e.args, options, _log) if exitcode is None: _log.error("Unexpected ruffus exception: " + str(e)) _log.error(repr(e)) return ExitCode.other_error else: return exitcode except ExitCodeException as e: return e.exit_code except Exception as e: _log.error(e) return ExitCode.other_error if options.flowchart: _log.info("Flowchart saved to {}".format(options.flowchart)) elif options.output_file != '-': if options.output_type == 'pdfa': pdfa_info = file_claims_pdfa(options.output_file) if pdfa_info['pass']: msg = 'Output file is a {} (as expected)' _log.info(msg.format(pdfa_info['conformance'])) else: msg = 'Output file is okay but is not PDF/A (seems to be {})' _log.warning(msg.format(pdfa_info['conformance'])) return ExitCode.invalid_output_pdf if not qpdf.check(options.output_file, _log): _log.warning('Output file: The generated PDF is INVALID') return ExitCode.invalid_output_pdf else: _log.info("Output sent to stdout") pdfinfo = context.get_pdfinfo() if options.verbose: from pprint import pformat _log.debug(pformat(pdfinfo)) direction = {0: 'n', 90: 'e', 180: 's', 270: 'w'} orientations = [] for n, page in enumerate(pdfinfo): angle = pdfinfo[n].rotation or 0 if angle != 0: orientations.append('{0}{1}'.format( n + 1, direction.get(angle, ''))) if orientations: _log.info('Page orientations detected: ' + ' '.join(orientations)) return ExitCode.ok if __name__ == '__main__': sys.exit(run_pipeline())