3 Gather information about our submissions into a single RDF store
6 from datetime import datetime
11 from lxml.html import fromstring
12 from operator import attrgetter
13 from optparse import OptionParser, OptionGroup
23 if not 'DJANGO_SETTINGS_MODULE' in os.environ:
24 os.environ['DJANGO_SETTINGS_MODULE'] = 'htsworkflow.settings'
26 from htsworkflow.submission import daf, ucsc
28 from htsworkflow.util import api
29 from htsworkflow.util.rdfhelp import \
41 TYPE_N = rdfNS['type']
42 CREATION_DATE = libraryOntology['date']
45 LIBRARY_NS = RDF.NS("http://jumpgate.caltech.edu/library/")
47 from htsworkflow.submission.ucsc import \
50 get_encodedcc_file_index, \
51 submission_view_url, \
54 DCC_NS = RDF.NS(UCSCEncodePipeline + 'download_ddf#')
56 DBDIR = os.path.expanduser("~diane/proj/submission")
58 LOGGER = logging.getLogger("encode_find")
60 LOGIN_URL = 'http://encodesubmit.ucsc.edu/account/login'
61 USER_URL = 'http://encodesubmit.ucsc.edu/pipeline/show_user'
66 SL_MAP = {'SL2970': '02970',
70 def main(cmdline=None):
72 Parse command line arguments
74 Takes a list of arguments (assuming arg[0] is the program name) or None
75 If None, it looks at sys.argv
77 parser = make_parser()
78 opts, args = parser.parse_args(cmdline)
81 logging.basicConfig(level=logging.DEBUG)
83 logging.basicConfig(level=logging.INFO)
85 logging.basicConfig(level=logging.ERROR)
87 htsw_authdata = api.make_auth_from_opts(opts, parser)
88 htswapi = api.HtswApi(opts.host, htsw_authdata)
91 model = get_model(opts.model, DBDIR)
93 if opts.load_rdf is not None:
94 ns_uri = submissionOntology[''].uri
95 load_into_model(model, opts.rdf_parser_name, opts.load_rdf, ns_uri)
102 if opts.reload_libraries:
103 reload_libraries(model, args)
107 opts.update_submission = True
108 opts.update_libraries = True
109 opts.update_ucsc_downloads = True
111 if opts.update_submission:
112 cookie = login(cookie=cookie)
113 load_my_submissions(model, limit=limit, cookie=cookie)
115 if opts.update_libraries:
116 load_encode_assigned_libraries(model, htswapi)
117 load_unassigned_submitted_libraries(model)
119 if opts.update_ucsc_downloads:
121 {'genome':'hg19', 'composite':'wgEncodeCaltechRnaSeq'},
122 {'genome':'mm9', 'composite':'wgEncodeCaltechHist'},
123 #{'genome':'mm9', 'composite':'wgEncodeCaltechHistone'},
124 {'genome':'mm9', 'composite':'wgEncodeCaltechTfbs'}
126 for track_info in our_tracks:
127 load_encodedcc_files(model, **track_info )
129 if opts.sparql is not None:
130 sparql_query(model, opts.sparql, 'html')
132 if opts.find_submission_with_no_library:
133 report_submissions_with_no_library(model)
136 serializer = get_serializer(name=opts.rdf_parser_name)
137 print serializer.serialize_model_to_string(model)
141 """Construct option parser
143 parser = OptionParser()
144 commands = OptionGroup(parser, "Commands")
145 commands.add_option('--model', default=None,
146 help="Load model database")
147 commands.add_option('--load-rdf', default=None,
148 help="load rdf statements into model")
149 commands.add_option('--print-rdf', action="store_true", default=False,
150 help="print ending model state")
151 commands.add_option('--update', action="store_true", default=False,
152 help="Do all updates")
153 commands.add_option('--update-submission', action="store_true",
155 help="download status from ucsc")
156 commands.add_option('--update-ucsc-downloads', action="store_true",
158 help="Update download locations from UCSC")
159 commands.add_option('--update-libraries', action="store_true",
161 help="download library info from htsw")
162 commands.add_option('--reload-libraries', action="store_true",
164 help="Delete and redownload library information. "\
165 "Optionally list specific library IDs.")
166 parser.add_option_group(commands)
168 queries = OptionGroup(parser, "Queries")
169 queries.add_option('--sparql', default=None,
170 help="execute arbitrary sparql query")
171 queries.add_option('--find-submission-with-no-library', default=False,
173 help="find submissions with no library ID")
174 parser.add_option_group(queries)
176 options = OptionGroup(parser, "Options")
177 options.add_option("--rdf-parser-name", default="turtle",
178 help="set rdf file parser type")
179 options.add_option("-v", "--verbose", action="store_true", default=False)
180 options.add_option("--debug", action="store_true", default=False)
181 parser.add_option_group(options)
183 api.add_auth_options(parser)
188 def load_my_submissions(model, limit=None, cookie=None):
189 """Parse all of my submissions from encodesubmit into model
190 It will look at the global USER_URL to figure out who to scrape
191 cookie contains the session cookie, if none, will attempt to login
196 tree = get_url_as_tree(USER_URL, 'GET', cookie)
197 table_rows = tree.xpath('//table[@id="projects"]/tr')
198 # first record is header
199 name_n = submissionOntology['name']
200 species_n = submissionOntology['species']
201 library_urn = submissionOntology['library_urn']
204 for row in table_rows[1:]:
205 cell = row.xpath('td')
206 if cell is not None and len(cell) > 1:
207 submission_id = str(cell[0].text_content())
208 if limit is None or submission_id in limit:
209 subUrn = RDF.Uri(submission_view_url(submission_id))
214 submissionOntology['Submission'])
218 RDF.Node(submission_id))
220 name = str(cell[4].text_content())
221 add_stmt(model, subUrn, name_n, name)
223 species = str(cell[2].text_content())
224 if species is not None:
225 add_stmt(model, subUrn, species_n, species)
227 library_id = get_library_id(name)
228 if library_id is not None:
229 add_submission_to_library_urn(model,
234 errmsg = 'Unable to find library id in {0} for {1}'
235 LOGGER.warn(errmsg.format(name, str(subUrn)))
237 add_submission_creation_date(model, subUrn, cookie)
239 # grab changing atttributes
240 status = str(cell[6].text_content()).strip()
241 last_mod_datetime = get_date_contents(cell[8])
242 last_mod = last_mod_datetime.isoformat()
244 update_submission_detail(model, subUrn, status, last_mod,
247 LOGGER.info("Processed {0}".format(subUrn))
250 def add_submission_to_library_urn(model, submissionUrn, predicate, library_id):
251 """Add a link from a UCSC submission to woldlab library if needed
253 libraryUrn = LIBRARY_NS[library_id + '/']
254 query = RDF.Statement(submissionUrn, predicate, libraryUrn)
255 if not model.contains_statement(query):
256 link = RDF.Statement(submissionUrn, predicate, libraryUrn)
257 LOGGER.info("Adding Sub -> Lib link: {0}".format(link))
258 model.add_statement(link)
260 LOGGER.debug("Found: {0}".format(str(query)))
263 def report_submissions_with_no_library(model):
264 missing = find_submissions_with_no_library(model)
268 print "# {0}".format(name)
269 print "<{0}>".format(subid.uri)
270 print " encodeSubmit:library_urn "\
271 "<http://jumpgate.caltech.edu/library/> ."
274 def find_submissions_with_no_library(model):
275 missing_lib_query_text = """
276 PREFIX submissionOntology:<{submissionOntology}>
281 ?subid submissionOntology:name ?name
282 OPTIONAL {{ ?subid submissionOntology:library_urn ?libid }}
283 FILTER (!bound(?libid))
284 }}""".format(submissionOntology=submissionOntology[''].uri)
285 missing_lib_query = RDF.SPARQLQuery(missing_lib_query_text)
287 return missing_lib_query.execute(model)
290 def find_unscanned_submitted_libraries(model):
291 """Scan model for libraries that don't have library details loaded
293 unscanned_libraries = """
294 PREFIX rdf:<http://www.w3.org/1999/02/22-rdf-syntax-ns#>
295 PREFIX submissionOntology:<{submissionOntology}>
297 SELECT distinct ?submission ?library_urn
299 ?submission submissionOntology:library_urn ?library_urn .
300 OPTIONAL {{ ?library_urn rdf:type ?library_type }}
301 FILTER(!BOUND(?library_type))
302 }}""".format(submissionOntology=submissionOntology[''].uri)
303 query = RDF.SPARQLQuery(unscanned_libraries)
304 return query.execute(model)
306 def find_all_libraries(model):
307 """Scan model for every library marked as
310 PREFIX rdf:<http://www.w3.org/1999/02/22-rdf-syntax-ns#>
311 PREFIX libraryOntology:<{libraryOntology}>
313 SELECT distinct ?library_urn
315 ?library_urn rdf:type ?library_type .
317 }}""".format(libraryOntology=libraryOntology[''].uri)
318 query = RDF.SPARQLQuery(libraries)
319 return query.execute(model)
322 def add_submission_creation_date(model, subUrn, cookie):
323 # in theory the submission page might have more information on it.
324 creation_dates = get_creation_dates(model, subUrn)
325 if len(creation_dates) == 0:
326 LOGGER.info("Getting creation date for: {0}".format(str(subUrn)))
327 submissionTree = get_url_as_tree(str(subUrn), 'GET', cookie)
328 parse_submission_page(model, submissionTree, subUrn)
330 LOGGER.debug("Found creation date for: {0}".format(str(subUrn)))
333 def get_creation_dates(model, subUrn):
334 query = RDF.Statement(subUrn, CREATION_DATE, None)
335 creation_dates = list(model.find_statements(query))
336 return creation_dates
339 def parse_submission_page(model, submissionTree, subUrn):
340 cells = submissionTree.findall('.//td')
341 dateTimeType = xsdNS['dateTime']
342 created_label = [x for x in cells
343 if x.text_content().startswith('Created')]
344 if len(created_label) == 1:
345 created_date = get_date_contents(created_label[0].getnext())
346 created_date_node = RDF.Node(literal=created_date.isoformat(),
347 datatype=dateTimeType.uri)
348 add_stmt(model, subUrn, CREATION_DATE, created_date_node)
350 msg = 'Unable to find creation date for {0}'.format(str(subUrn))
355 def update_submission_detail(model, subUrn, status, recent_update, cookie):
356 HasStatusN = submissionOntology['has_status']
357 StatusN = submissionOntology['status']
358 LastModifyN = submissionOntology['last_modify_date']
360 status_nodes_query = RDF.Statement(subUrn, HasStatusN, None)
361 status_nodes = list(model.find_statements(status_nodes_query))
363 if len(status_nodes) == 0:
364 # has no status node, add one
365 LOGGER.info("Adding status node to {0}".format(subUrn))
366 status_node = create_status_node(subUrn, recent_update)
367 add_stmt(model, subUrn, HasStatusN, status_node)
368 add_stmt(model, status_node, rdfNS['type'], StatusN)
369 add_stmt(model, status_node, StatusN, status)
370 add_stmt(model, status_node, LastModifyN, recent_update)
371 update_ddf(model, subUrn, status_node, cookie=cookie)
372 update_daf(model, subUrn, status_node, cookie=cookie)
374 LOGGER.info("Found {0} status blanks".format(len(status_nodes)))
375 for status_statement in status_nodes:
376 status_node = status_statement.object
377 last_modified_query = RDF.Statement(status_node,
380 last_mod_nodes = model.find_statements(last_modified_query)
381 for last_mod_statement in last_mod_nodes:
382 last_mod_date = str(last_mod_statement.object)
383 if recent_update == str(last_mod_date):
384 update_ddf(model, subUrn, status_node, cookie=cookie)
385 update_daf(model, subUrn, status_node, cookie=cookie)
389 def update_daf(model, submission_url, status_node, cookie):
390 download_daf_uri = str(submission_url).replace('show', 'download_daf')
391 daf_uri = RDF.Uri(download_daf_uri)
393 status_is_daf = RDF.Statement(status_node, TYPE_N, dafTermOntology[''])
394 if not model.contains_statement(status_is_daf):
395 LOGGER.info('Adding daf to {0}, {1}'.format(submission_url,
397 daf_text = get_url_as_text(download_daf_uri, 'GET', cookie)
398 daf_hash = hashlib.md5(daf_text).hexdigest()
399 daf_hash_stmt = RDF.Statement(status_node,
400 dafTermOntology['md5sum'],
402 model.add_statement(daf_hash_stmt)
403 daf.fromstring_into_model(model, status_node, daf_text)
406 def update_ddf(model, subUrn, statusNode, cookie):
407 download_ddf_url = str(subUrn).replace('show', 'download_ddf')
408 ddfUrn = RDF.Uri(download_ddf_url)
410 status_is_ddf = RDF.Statement(statusNode, TYPE_N, DCC_NS[''])
411 if not model.contains_statement(status_is_ddf):
412 LOGGER.info('Adding ddf to {0}, {1}'.format(subUrn, statusNode))
413 ddf_text = get_url_as_text(download_ddf_url, 'GET', cookie)
414 add_ddf_statements(model, statusNode, ddf_text)
415 model.add_statement(status_is_ddf)
418 def add_ddf_statements(model, statusNode, ddf_string):
419 """Convert a ddf text file into RDF Statements
421 ddf_lines = ddf_string.split('\n')
422 # first line is header
423 header = ddf_lines[0].split()
424 attributes = [DCC_NS[x] for x in header]
426 for ddf_line in ddf_lines[1:]:
427 ddf_line = ddf_line.strip()
428 if len(ddf_line) == 0:
430 if ddf_line.startswith("#"):
433 ddf_record = ddf_line.split('\t')
434 files = ddf_record[0].split(',')
435 file_attributes = ddf_record[1:]
438 fileNode = RDF.Node()
441 submissionOntology['has_file'],
443 add_stmt(model, fileNode, rdfNS['type'], DCC_NS['file'])
444 add_stmt(model, fileNode, DCC_NS['filename'], f)
446 for predicate, object in zip(attributes[1:], file_attributes):
447 add_stmt(model, fileNode, predicate, object)
450 def load_encode_assigned_libraries(model, htswapi):
451 """Get libraries associated with encode.
453 encodeFilters = ["/library/?affiliations__id__exact=44",
454 "/library/?affiliations__id__exact=80",
457 encodeUrls = [os.path.join(htswapi.root_url + u) for u in encodeFilters]
458 rdfaParser = RDF.Parser(name='rdfa')
459 for encodeUrl in encodeUrls:
460 LOGGER.info("Scanning library url {0}".format(encodeUrl))
461 rdfaParser.parse_into_model(model, encodeUrl)
462 query = RDF.Statement(None, libraryOntology['library_id'], None)
463 libraries = model.find_statements(query)
464 for statement in libraries:
465 libraryUrn = statement.subject
466 load_library_detail(model, libraryUrn)
469 def load_unassigned_submitted_libraries(model):
470 unassigned = find_unscanned_submitted_libraries(model)
471 for query_record in unassigned:
472 library_urn = query_record['library_urn']
473 LOGGER.warn("Unassigned, submitted library: {0}".format(library_urn))
474 load_library_detail(model, library_urn)
476 def reload_libraries(model, library_list):
477 if len(library_list) == 0:
479 queryset = find_all_libraries(model)
480 libraries = ( str(s['library_urn']) for s in queryset )
482 libraries = ( user_library_id_to_library_urn(l) for l in library_list )
484 for library_urn in libraries:
485 delete_library(model, library_urn)
486 load_library_detail(model, library_urn)
488 def user_library_id_to_library_urn(library_id):
489 split_url = urlparse.urlsplit(library_id)
490 if len(split_url.scheme) == 0:
491 return LIBRARY_NS[library_id]
495 def delete_library(model, library_urn):
496 if not isinstance(library_urn, RDF.Node):
497 raise ValueError("library urn must be a RDF.Node")
499 LOGGER.info("Deleting {0}".format(str(library_urn.uri)))
500 lane_query = RDF.Statement(library_urn, libraryOntology['has_lane'],None)
501 for lane in model.find_statements(lane_query):
502 delete_lane(model, lane.object)
503 library_attrib_query = RDF.Statement(library_urn, None, None)
504 for library_attrib in model.find_statements(library_attrib_query):
505 LOGGER.debug("Deleting {0}".format(str(library_attrib)))
506 del model[library_attrib]
509 def delete_lane(model, lane_urn):
510 if not isinstance(lane_urn, RDF.Node):
511 raise ValueError("lane urn must be a RDF.Node")
513 delete_lane_mapping(model, lane_urn)
514 lane_attrib_query = RDF.Statement(lane_urn,None,None)
515 for lane_attrib in model.find_statements(lane_attrib_query):
516 LOGGER.debug("Deleting {0}".format(str(lane_attrib)))
517 del model[lane_attrib]
520 def delete_lane_mapping(model, lane_urn):
521 if not isinstance(lane_urn, RDF.Node):
522 raise ValueError("lane urn must be a RDF.Node")
524 lane_mapping_query = RDF.Statement(lane_urn,
525 libraryOntology['has_mappings'],
527 for lane_mapping in model.find_statements(lane_mapping_query):
528 mapping_attrib_query = RDF.Statement(lane_mapping.object,
531 for mapping_attrib in model.find_statements(mapping_attrib_query):
532 LOGGER.debug("Deleting {0}".format(str(mapping_attrib)))
533 del model[mapping_attrib]
536 def load_encodedcc_files(model, genome, composite):
537 file_index = ucsc.get_encodedcc_file_index(genome, composite)
538 if file_index is None:
541 lib_term = submissionOntology['library_urn']
542 sub_term = submissionOntology['submission_urn']
543 for filename, attributes in file_index.items():
544 s = RDF.Node(RDF.Uri(filename))
546 RDF.Statement(s, TYPE_N, submissionOntology['ucsc_track']))
547 for name, value in attributes.items():
548 p = RDF.Node(DCC_NS[name])
550 model.add_statement(RDF.Statement(s,p,o))
551 if name.lower() == 'labexpid':
553 RDF.Statement(s, lib_term, LIBRARY_NS[value+'/']))
554 elif name.lower() == 'subid':
555 sub_url = RDF.Uri(submission_view_url(value))
557 RDF.Statement(s, sub_term, sub_url))
560 def load_library_detail(model, libraryUrn):
561 """Grab detail information from library page
563 rdfaParser = RDF.Parser(name='rdfa')
564 query = RDF.Statement(libraryUrn, libraryOntology['date'], None)
565 results = list(model.find_statements(query))
566 log_message = "Found {0} statements for {1}"
567 LOGGER.debug(log_message.format(len(results), libraryUrn))
568 if len(results) == 0:
569 LOGGER.info("Loading {0}".format(str(libraryUrn)))
571 body = get_url_as_text(str(libraryUrn.uri), 'GET')
572 rdfaParser.parse_string_into_model(model, body, libraryUrn.uri)
573 except httplib2.HttpLib2ErrorWithResponse, e:
575 elif len(results) == 1:
576 pass # Assuming that a loaded dataset has one record
578 LOGGER.warning("Many dates for {0}".format(libraryUrn))
581 def get_library_id(name):
582 """Guess library ID from library name
584 >>> get_library_id('2x75-GM12892-rep1-11039 20110217 elements')
586 >>> get_library_id('10150 C2C12-24h-myogenin-2PCR-Rep1.32mers')
588 >>> get_library_id('2x75-GM12892-rep2-SL2970')
591 match = re.search(r"([ -]|^)(?P<id>([\d]{5})|(SL[\d]{4}))", name)
593 if match is not None:
594 library_id = match.group('id')
595 if library_id in SL_MAP:
596 library_id = SL_MAP[library_id]
600 def get_contents(element):
601 """Return contents or none.
603 if len(element.contents) == 0:
606 a = element.find('a')
608 return a.contents[0].encode(CHARSET)
610 return element.contents[0].encode(CHARSET)
613 def create_status_node(submission_uri, timestamp):
614 submission_uri = daf.submission_uri_to_string(submission_uri)
615 if submission_uri[-1] != '/':
616 sumbission_uri += '/'
617 status_uri = submission_uri + timestamp
618 return RDF.Node(RDF.Uri(status_uri))
621 def get_date_contents(element):
622 data = element.text_content()
624 return datetime.strptime(data, "%Y-%m-%d %H:%M")
629 def add_stmt(model, subject, predicate, rdf_object):
630 """Convienence create RDF Statement and add to a model
632 return model.add_statement(
633 RDF.Statement(subject, predicate, rdf_object))
636 def login(cookie=None):
637 """Login if we don't have a cookie
639 if cookie is not None:
642 keys = keyring.get_keyring()
643 password = keys.get_password(LOGIN_URL, USERNAME)
644 credentials = {'login': USERNAME,
645 'password': password}
646 headers = {'Content-type': 'application/x-www-form-urlencoded'}
647 http = httplib2.Http()
648 response, content = http.request(LOGIN_URL,
651 body=urllib.urlencode(credentials))
652 LOGGER.debug("Login to {0}, status {1}".format(LOGIN_URL,
655 cookie = response.get('set-cookie', None)
657 raise RuntimeError("Wasn't able to log into: {0}".format(LOGIN_URL))
661 def get_url_as_tree(url, method, cookie=None):
662 http = httplib2.Http()
664 if cookie is not None:
665 headers['Cookie'] = cookie
666 response, content = http.request(url, method, headers=headers)
667 if response['status'] == '200':
668 tree = fromstring(content, base_url=url)
671 msg = "error accessing {0}, status {1}"
672 msg = msg.format(url, response['status'])
673 e = httplib2.HttpLib2ErrorWithResponse(msg, response, content)
677 def get_url_as_text(url, method, cookie=None):
678 http = httplib2.Http()
680 if cookie is not None:
681 headers['Cookie'] = cookie
682 response, content = http.request(url, method, headers=headers)
683 if response['status'] == '200':
686 msg = "error accessing {0}, status {1}"
687 msg = msg.format(url, response['status'])
688 e = httplib2.HttpLib2ErrorWithResponse(msg, response, content)
693 SUBMISSIONS_LACKING_LIBID = [
694 ('1x75-Directional-HeLa-Rep1', '11208'),
695 ('1x75-Directional-HeLa-Rep2', '11207'),
696 ('1x75-Directional-HepG2-Rep1', '11210'),
697 ('1x75-Directional-HepG2-Rep2', '11209'),
698 ('1x75-Directional-H1-hESC-Rep1', '10947'),
699 ('1x75-Directional-H1-hESC-Rep2', '11009'),
700 ('1x75-Directional-HUVEC-Rep1', '11206'),
701 ('1x75-Directional-HUVEC-Rep2', '11205'),
702 ('1x75-Directional-K562-Rep1', '11008'),
703 ('1x75-Directional-K562-Rep2', '11007'),
704 ('1x75-Directional-NHEK-Rep1', '11204'),
705 ('1x75-Directional-GM12878-Rep1', '11011'),
706 ('1x75-Directional-GM12878-Rep2', '11010'),
710 def select_by_library_id(submission_list):
711 subl = [(x.library_id, x) for x in submission_list if x.library_id]
713 for lib_id, subobj in subl:
714 libraries.setdefault(lib_id, []).append(subobj)
716 for submission in libraries.values():
717 submission.sort(key=attrgetter('date'), reverse=True)
722 def library_to_freeze(selected_libraries):
723 freezes = ['2010-Jan', '2010-Jul', '2011-Jan']
724 lib_ids = sorted(selected_libraries.keys())
725 report = ['<html><table border="1">']
728 <style type="text/css">
729 td {border-width:0 0 1px 1px; border-style:solid;}
735 report.append('<thead>')
736 report.append('<tr><td>Library ID</td><td>Name</td>')
738 report.append('<td>{0}</td>'.format(f))
739 report.append('</tr>')
740 report.append('</thead>')
741 report.append('<tbody>')
742 for lib_id in lib_ids:
743 report.append('<tr>')
744 lib_url = LIBRARY_NS[lib_id].uri
745 report.append('<td><a href="{0}">{1}</a></td>'.format(lib_url, lib_id))
746 submissions = selected_libraries[lib_id]
747 report.append('<td>{0}</td>'.format(submissions[0].name))
749 for sub in submissions:
750 date = date_to_freeze(sub.date)
751 batched.setdefault(date, []).append(sub)
753 report.append('<td>')
754 for s in batched.get(d, []):
755 show_url = submission_view_url(s.subid)
756 subid = '<a href="{0}">{1}</a>'.format(show_url, s.subid)
757 report.append("{0}:{1}".format(subid, s.status))
758 report.append('</td>')
760 report.append('<td></td>')
761 report.append("</tr>")
762 report.append('</tbody>')
763 report.append("</table></html>")
764 return "\n".join(report)
767 def date_to_freeze(d):
768 freezes = [(datetime(2010, 1, 30), '2010-Jan'),
769 (datetime(2010, 7, 30), '2010-Jul'),
770 (datetime(2011, 1, 30), '2011-Jan'),
772 for end, name in freezes:
778 if __name__ == "__main__":