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def yum_update ( downloadonly = False , dest_dir = '/tmp' ) : """Run a yum update on this system This public method runs the yum - y update command to update packages from yum . If downloadonly is set to true , the yum updates will be downloaded to the specified dest _ dir . : param dest _ dir : ( str ) Ful...
log = logging . getLogger ( mod_logger + '.yum_update' ) # Type checks on the args if not isinstance ( dest_dir , basestring ) : msg = 'dest_dir argument must be a string' log . error ( msg ) raise CommandError ( msg ) if not isinstance ( downloadonly , bool ) : msg = 'downloadonly argument must be a bo...
def dataset_exists ( dataset , data_home = None ) : """Checks to see if a directory with the name of the specified dataset exists in the data home directory , found with ` ` get _ data _ home ` ` . Parameters dataset : str The name of the dataset ; should either be a folder in data home or specified in th...
data_home = get_data_home ( data_home ) path = os . path . join ( data_home , dataset ) return os . path . exists ( path ) and os . path . isdir ( path )
def fetch_all ( self , R , depth = 1 , ** kwargs ) : "Request multiple objects from API"
d , e = self . _fetcher . fetch_all ( R , depth , kwargs ) if e : raise e return d
def to_bool ( val ) : '''Returns the logical value . . . code - block : : jinja { { ' yes ' | to _ bool } } will be rendered as : . . code - block : : text True'''
if val is None : return False if isinstance ( val , bool ) : return val if isinstance ( val , ( six . text_type , six . string_types ) ) : return val . lower ( ) in ( 'yes' , '1' , 'true' ) if isinstance ( val , six . integer_types ) : return val > 0 if not isinstance ( val , collections . Hashable ) : ...
def update_reminder_item ( self , reminder_item_id , reminder_item_dict ) : """Updates a reminder item : param reminder _ item _ id : the reminder item id : param reminder _ item _ dict : dict : return : dict"""
return self . _create_put_request ( resource = REMINDER_ITEMS , billomat_id = reminder_item_id , send_data = reminder_item_dict )
def branch ( self ) : """Return whether the project is on master branch"""
result = get_branch ( repo = self . repo ) if result is None : result = get_travis_branch ( ) return result
def escape ( s , quote = False ) : """Replace special characters " & " , " < " and " > " to HTML - safe sequences . If the optional flag ` quote ` is ` True ` , the quotation mark character is also translated . There is a special handling for ` None ` which escapes to an empty string . : param s : the strin...
if s is None : return '' if hasattr ( s , '__html__' ) : return s . __html__ ( ) if not isinstance ( s , ( text_type , binary_type ) ) : s = text_type ( s ) if isinstance ( s , binary_type ) : try : s . decode ( 'ascii' ) except : s = s . decode ( 'utf-8' , 'replace' ) s = s . replac...
def use_educated_guess ( self ) : """Tries to guess the proper library names , include and library paths if everything else failed ."""
preprocess_fallback_config ( ) global LIBIGRAPH_FALLBACK_LIBRARIES global LIBIGRAPH_FALLBACK_INCLUDE_DIRS global LIBIGRAPH_FALLBACK_LIBRARY_DIRS print ( "WARNING: we were not able to detect where igraph is installed on" ) print ( "your machine (if it is installed at all). We will use the fallback" ) print ( "library an...
def verify_url ( url , secret_key , ** kwargs ) : """Verify a signed URL ( excluding the domain and scheme ) . : param url : URL to sign : param secret _ key : Secret key : rtype : bool : raises : URLError"""
result = urlparse ( url ) query_args = MultiValueDict ( parse_qs ( result . query ) ) return verify_url_path ( result . path , query_args , secret_key , ** kwargs )
def getItem ( self , itemID ) : """: desc : Given an ID return the note JSON object { u ' note ' : u ' note8 ' , u ' ID ' : 3.0, u ' tags ' : [ u ' 8 ' ] , u ' timestamps ' : [ 1381719620.315899 ] } : param int itemID : The item ID , an integer : returns : The matching note : rval : int"""
collections = self . get_data_collections ( ) itemID = scrubID ( itemID ) for coll in collections : note = self . noteDB [ coll ] . find_one ( { "ID" : itemID } ) if note is not None : del note [ "_id" ] note [ 'type' ] = coll break return note
def _pfp__add_child ( self , name , child , stream = None ) : """Add a child to the Union field : name : The name of the child : child : A : class : ` . Field ` instance : returns : The resulting field"""
res = super ( Union , self ) . _pfp__add_child ( name , child ) self . _pfp__buff . seek ( 0 , 0 ) child . _pfp__build ( stream = self . _pfp__buff ) size = len ( self . _pfp__buff . getvalue ( ) ) self . _pfp__buff . seek ( 0 , 0 ) if stream is not None : curr_pos = stream . tell ( ) stream . seek ( curr_pos -...
def get_context_data ( self , ** kwargs ) : """Allow adding a ' render _ description ' parameter"""
context = super ( ScheduleXmlView , self ) . get_context_data ( ** kwargs ) if self . request . GET . get ( 'render_description' , None ) == '1' : context [ 'render_description' ] = True else : context [ 'render_description' ] = False return context
def movMF ( X , n_clusters , posterior_type = "soft" , force_weights = None , n_init = 10 , n_jobs = 1 , max_iter = 300 , verbose = False , init = "random-class" , random_state = None , tol = 1e-6 , copy_x = True , ) : """Wrapper for parallelization of _ movMF and running n _ init times ."""
if n_init <= 0 : raise ValueError ( "Invalid number of initializations." " n_init=%d must be bigger than zero." % n_init ) random_state = check_random_state ( random_state ) if max_iter <= 0 : raise ValueError ( "Number of iterations should be a positive number," " got %d instead" % max_iter ) best_inertia = np...
def _check_job_status ( self , job , desc , status_key_name ) : """Check to see if the job completed successfully and , if not , construct and raise a ValueError . Args : job ( str ) : The name of the job to check . desc ( dict [ str , str ] ) : The result of ` ` describe _ training _ job ( ) ` ` . status...
status = desc [ status_key_name ] # If the status is capital case , then convert it to Camel case status = _STATUS_CODE_TABLE . get ( status , status ) if status != 'Completed' and status != 'Stopped' : reason = desc . get ( 'FailureReason' , '(No reason provided)' ) job_type = status_key_name . replace ( 'JobS...
def _UpdateCampaignDSASetting ( client , campaign_id , feed_id ) : """Updates the campaign DSA setting to DSA pagefeeds . Args : client : an AdWordsClient instance . campaign _ id : a str Campaign ID . feed _ id : a str page Feed ID . Raises : ValueError : If the given campaign is found not to be a dyna...
# Get the CampaignService . campaign_service = client . GetService ( 'CampaignService' , version = 'v201809' ) selector = { 'fields' : [ 'Id' , 'Settings' ] , 'predicates' : [ { 'field' : 'Id' , 'operator' : 'EQUALS' , 'values' : [ campaign_id ] } ] } response = campaign_service . get ( selector ) if response [ 'totalN...
def calculated_intervals ( self ) : """Gets the calculated intervals from the database : return : The calculated intervals"""
if self . _calculated_intervals is None : logging . debug ( "get calculated intervals" ) self . load ( ) return self . mongo_model . get_calculated_intervals ( ) return self . _calculated_intervals
def browse_home_listpage_url ( self , state = None , county = None , zipcode = None , street = None , ** kwargs ) : """Construct an url of home list page by state , county , zipcode , street . Example : - https : / / www . zillow . com / browse / homes / ca / - https : / / www . zillow . com / browse / homes ...
url = self . domain_browse_homes for item in [ state , county , zipcode , street ] : if item : url = url + "/%s" % item url = url + "/" return url
def get_current_snapshot_name ( vm ) : """Returns the name of the current snapshot : param vm : Virtual machine to find current snapshot name : return : Snapshot name : rtype str"""
all_snapshots = SnapshotRetriever . get_vm_snapshots ( vm ) # noinspection PyProtectedMember if not vm . snapshot : return None current_snapshot_id = vm . snapshot . currentSnapshot . _moId for snapshot_name in all_snapshots . keys ( ) : # noinspection PyProtectedMember if all_snapshots [ snapshot_name ] . _moI...
def cli ( env , context_id ) : """Request configuration of a tunnel context . This action will update the advancedConfigurationFlag on the context instance and further modifications against the context will be prevented until all changes can be propgated to network devices ."""
manager = SoftLayer . IPSECManager ( env . client ) # ensure context can be retrieved by given id manager . get_tunnel_context ( context_id ) succeeded = manager . apply_configuration ( context_id ) if succeeded : env . out ( 'Configuration request received for context #{}' . format ( context_id ) ) else : rais...
def build_latex ( hyp ) : """Parameters hyp : dict { ' segmentation ' : [ [ 0 , 3 ] , [ 1 , 2 ] ] , ' symbols ' : [ { ' symbol ' : ID , ' probability ' : 0.12 } ] , ' geometry ' : { ' symbol ' : index , ' bottom ' : None or dict , ' subscript ' : None or dict , ' right ' : None or dict , ' superscri...
latex = [ ] for symbol in hyp [ 'symbols' ] : latex . append ( symbol [ 'symbol' ] . split ( ";" ) [ 1 ] ) return " " . join ( latex )
def chars ( string : any ) -> str : """Return all ( and only ) the chars in the given string ."""
return '' . join ( [ c if c . isalpha ( ) else '' for c in str ( string ) ] )
def _parse_ident ( self ) : """Parse an identifier and return it ( possibly an empty string ) . Updates ` ` pos ` ` ."""
remainder = self . string [ self . pos : ] ident = re . match ( r'\w*' , remainder ) . group ( 0 ) self . pos += len ( ident ) return ident
def load_SampleData ( ) -> Tuple [ pandas . DataFrame , pandas . DataFrame ] : '''Load sample data for quickly starting a demo run . Returns df _ state _ init , df _ forcing : Tuple [ pandas . DataFrame , pandas . DataFrame ] - df _ state _ init : ` initial model states < df _ state _ var > ` - df _ forcing...
path_SampleData = Path ( path_supy_module ) / 'sample_run' path_runcontrol = path_SampleData / 'RunControl.nml' df_state_init = init_supy ( path_runcontrol ) # path _ input = path _ runcontrol . parent / ser _ mod _ cfg [ ' fileinputpath ' ] df_forcing = load_forcing_grid ( path_runcontrol , df_state_init . index [ 0 ]...
def Get ( self , key ) : """Get network by providing name , ID , or other unique key . If key is not unique and finds multiple matches only the first will be returned"""
for network in self . networks : try : if network . id == key : return ( network ) if network . name == key : return ( network ) if network . cidr == key : return ( network ) except : # We ignore malformed records with missing attributes pass
def set_details ( self , details , ** kwargs ) : """: param details : Details to set for the object : type details : dict or list : raises : : class : ` ~ dxpy . exceptions . DXAPIError ` if the object is not in the " open " state Sets the details for the remote object with the specified value . If the inpu...
return self . _set_details ( self . _dxid , details , ** kwargs )
def _gather_exposed_methods ( self ) : """Searches for the exposed methods in the current microservice class . A method is considered exposed if it is decorated with the : py : func : ` gemstone . public _ method ` or : py : func : ` gemstone . private _ api _ method ` ."""
self . _extract_methods_from_container ( self ) for module in self . modules : self . _extract_methods_from_container ( module )
def ParseChat ( self , parser_mediator , query , row , ** unused_kwargs ) : """Parses a chat message . Args : parser _ mediator ( ParserMediator ) : mediates interactions between parsers and other components , such as storage and dfvfs . query ( str ) : query that created the row . row ( sqlite3 . Row ) :...
query_hash = hash ( query ) participants = self . _GetRowValue ( query_hash , row , 'participants' ) author = self . _GetRowValue ( query_hash , row , 'author' ) dialog_partner = self . _GetRowValue ( query_hash , row , 'dialog_partner' ) from_displayname = self . _GetRowValue ( query_hash , row , 'from_displayname' ) ...
def state ( self , filter_nodes = None , filter_routing_table = None , filter_metadata = None , filter_blocks = None , filter_indices = None ) : """Retrieve the : ref : ` cluster state < es - guide - reference - api - admin - cluster - state > ` . : param filter _ nodes : set to * * true * * to filter out the * *...
path = make_path ( "_cluster" , "state" ) parameters = { } if filter_nodes is not None : parameters [ 'filter_nodes' ] = filter_nodes if filter_routing_table is not None : parameters [ 'filter_routing_table' ] = filter_routing_table if filter_metadata is not None : parameters [ 'filter_metadata' ] = filter_...
def admin_tools_render_dashboard_module ( context , module ) : """Template tag that renders a given dashboard module , it takes a ` ` DashboardModule ` ` instance as first parameter ."""
module . init_with_context ( context ) context . update ( { 'template' : module . template , 'module' : module , 'admin_url' : reverse ( '%s:index' % get_admin_site_name ( context ) ) , } ) return context
def listFigures ( self , walkTrace = tuple ( ) , case = None , element = None ) : """List section figures ."""
if case == 'sectionmain' : print ( walkTrace , self . title ) if case == 'figure' : caption , fig = element try : print ( walkTrace , fig . _leopardref , caption ) except AttributeError : fig . _leopardref = next ( self . _reportSection . _fignr ) print ( walkTrace , fig . _leopa...
def decorator ( caller , _func = None ) : """decorator ( caller ) converts a caller function into a decorator"""
if _func is not None : # return a decorated function # this is obsolete behavior ; you should use decorate instead return decorate ( _func , caller ) # else return a decorator function defaultargs , defaults = '' , ( ) if inspect . isclass ( caller ) : name = caller . __name__ . lower ( ) doc = 'decorator(%...
def update_config ( updated_project ) : '''Update project in configuration args : updated _ project ( dict ) : Updated project configuration values'''
home = os . path . expanduser ( '~' ) if os . path . isfile ( os . path . join ( home , '.transfer' , 'config.yaml' ) ) : with open ( os . path . join ( home , '.transfer' , 'config.yaml' ) , 'r' ) as fp : projects = yaml . load ( fp . read ( ) ) replace_index = - 1 for i , project in enumerate ( pr...
def plot ( self , n = 500 , eigenvalues = None , sum = None , title = None , ax = None , ** kwargs ) : r"""Docstring overloaded at import time ."""
from pygsp . plotting import _plot_filter return _plot_filter ( self , n = n , eigenvalues = eigenvalues , sum = sum , title = title , ax = ax , ** kwargs )
def build_image ( image_path , image_name , build_args = None , dockerfile_path = None ) : """Build an image Args : image _ path ( str ) : the path to the image directory image _ name ( str ) : image ' name : tag ' to build build _ args ( dict , optional ) : dict of docker build arguments dockerfile _ pat...
cmd = [ 'docker' , 'build' , '-t' , image_name , image_path ] if dockerfile_path : cmd . extend ( [ '-f' , dockerfile_path ] ) for k , v in ( build_args or { } ) . items ( ) : cmd += [ '--build-arg' , '{}={}' . format ( k , v ) ] check_call ( cmd )
def get_cursor_vertical_diff ( self ) : """Returns the how far down the cursor moved since last render . Note : If another get _ cursor _ vertical _ diff call is already in progress , immediately returns zero . ( This situation is likely if get _ cursor _ vertical _ diff is called from a SIGWINCH signal h...
# Probably called by a SIGWINCH handler , and therefore # will do cursor querying until a SIGWINCH doesn ' t happen during # the query . Calls to the function from a signal handler COULD STILL # HAPPEN out of order - # they just can ' t interrupt the actual cursor query . if self . in_get_cursor_diff : self . anoth...
def _parse_years ( years ) : """Parse string of ints include ranges into a ` list ` of ` int ` Source : https : / / stackoverflow . com / a / 6405228/1307974"""
result = [ ] for part in years . split ( ',' ) : if '-' in part : a , b = part . split ( '-' ) a , b = int ( a ) , int ( b ) result . extend ( range ( a , b + 1 ) ) else : a = int ( part ) result . append ( a ) return result
def parse_atom_site ( self , name , attributes ) : '''Parse the atom tag attributes . Most atom tags do not have attributes .'''
if name == "PDBx:pdbx_PDB_ins_code" : assert ( not ( self . current_atom_site . ATOMResidueiCodeIsNull ) ) if attributes . get ( 'xsi:nil' ) == 'true' : self . current_atom_site . ATOMResidueiCodeIsNull = True if name == "PDBx:auth_asym_id" : assert ( not ( self . current_atom_site . PDBChainIDIsNul...
def get_size ( conn , vm_ ) : '''Return the VM ' s size object'''
sizes = conn . list_sizes ( ) vm_size = config . get_cloud_config_value ( 'size' , vm_ , __opts__ ) if not vm_size : return sizes [ 0 ] for size in sizes : if vm_size and six . text_type ( vm_size ) in ( six . text_type ( sizes [ size ] [ 'id' ] ) , six . text_type ( size ) ) : return sizes [ size ] [ '...
def absl_to_cpp ( level ) : """Converts an absl log level to a cpp log level . Args : level : int , an absl . logging level . Raises : TypeError : Raised when level is not an integer . Returns : The corresponding integer level for use in Abseil C + + ."""
if not isinstance ( level , int ) : raise TypeError ( 'Expect an int level, found {}' . format ( type ( level ) ) ) if level >= 0 : # C + + log levels must be > = 0 return 0 else : return - level
def batch_get_assets_history ( self , parent , content_type , read_time_window , asset_names = None , retry = google . api_core . gapic_v1 . method . DEFAULT , timeout = google . api_core . gapic_v1 . method . DEFAULT , metadata = None , ) : """Batch gets the update history of assets that overlap a time window . Fo...
# Wrap the transport method to add retry and timeout logic . if "batch_get_assets_history" not in self . _inner_api_calls : self . _inner_api_calls [ "batch_get_assets_history" ] = google . api_core . gapic_v1 . method . wrap_method ( self . transport . batch_get_assets_history , default_retry = self . _method_conf...
def train ( epochs , ctx ) : """Training function ."""
if isinstance ( ctx , mx . Context ) : ctx = [ ctx ] net . initialize ( mx . init . Xavier ( magnitude = 2 ) , ctx = ctx ) opt_options = { 'learning_rate' : opt . lr , 'wd' : opt . wd } if opt . optimizer == 'sgd' : opt_options [ 'momentum' ] = 0.9 if opt . optimizer == 'adam' : opt_options [ 'epsilon' ] = ...
def task_failure_handler ( task_id = None , exception = None , traceback = None , args = None , ** kwargs ) : """Task failure handler"""
# TODO : find a better way to acces workdir / archive / image task_report = { 'task_id' : task_id , 'exception' : exception , 'traceback' : traceback , 'archive' : args [ 1 ] [ 'archive_path' ] , 'image' : args [ 1 ] [ 'image' ] } notifier . send_task_failure_report ( task_report ) workdir = args [ 1 ] [ 'workdir' ] re...
def update_hpx_skymap_allsky ( map_in , map_out ) : """' Update ' a HEALPix skymap This checks map _ out exists and creates it from map _ in if it does not . If map _ out does exist , this adds the data in map _ in to map _ out"""
if map_out is None : in_hpx = map_in . hpx out_hpx = HPX . create_hpx ( in_hpx . nside , in_hpx . nest , in_hpx . coordsys , None , in_hpx . ebins , None , in_hpx . conv , None ) data_out = map_in . expanded_counts_map ( ) print ( data_out . shape , data_out . sum ( ) ) map_out = HpxMap ( data_out ,...
def parser_factory ( fake_args = None ) : """Return a proper contextual OptionParser"""
parser = ArgumentParser ( description = 'aomi' ) subparsers = parser . add_subparsers ( dest = 'operation' , help = 'Specify the data ' ' or extraction operation' ) extract_file_args ( subparsers ) environment_args ( subparsers ) aws_env_args ( subparsers ) seed_args ( subparsers ) render_args ( subparsers ) diff_args ...
def applyEdits ( self , addFeatures = [ ] , updateFeatures = [ ] , deleteFeatures = None , gdbVersion = None , rollbackOnFailure = True ) : """This operation adds , updates , and deletes features to the associated feature layer or table in a single call . Inputs : addFeatures - The array of features to be add...
editURL = self . _url + "/applyEdits" params = { "f" : "json" , 'rollbackOnFailure' : rollbackOnFailure } if not gdbVersion is None : params [ 'gdbVersion' ] = gdbVersion if len ( addFeatures ) > 0 and isinstance ( addFeatures [ 0 ] , Feature ) : params [ 'adds' ] = json . dumps ( [ f . asDictionary for f in ad...
def _variant_po_to_dict ( tokens ) -> CentralDogma : """Convert a PyParsing data dictionary to a central dogma abundance ( i . e . , Protein , RNA , miRNA , Gene ) . : type tokens : ParseResult"""
dsl = FUNC_TO_DSL . get ( tokens [ FUNCTION ] ) if dsl is None : raise ValueError ( 'invalid tokens: {}' . format ( tokens ) ) return dsl ( namespace = tokens [ NAMESPACE ] , name = tokens [ NAME ] , variants = [ _variant_to_dsl_helper ( variant_tokens ) for variant_tokens in tokens [ VARIANTS ] ] , )
def unregister ( self , signal ) : """Unregisters an existing signal : param signal : Name of the signal"""
if signal in self . signals . keys ( ) : del ( self . signals [ signal ] ) self . __log . debug ( "Signal %s unregisterd" % signal ) else : self . __log . debug ( "Signal %s does not exist and could not be unregistered." )
def refresh_token ( self ) : """Refreshing the current expired access token"""
self . token = self . oauth . refresh_token ( self . access_token_url , refresh_token = self . get_refresh_token ( ) ) self . access_token = self . token . get ( "access_token" )
def _variable ( lexer ) : """Return a variable expression ."""
names = _names ( lexer ) tok = next ( lexer ) # NAMES ' [ ' . . . ' ] ' if isinstance ( tok , LBRACK ) : indices = _indices ( lexer ) _expect_token ( lexer , { RBRACK } ) # NAMES else : lexer . unpop_token ( tok ) indices = tuple ( ) return ( 'var' , names , indices )
def get_exceptions ( self ) : """a tuple of class names for the exception types this method may raise , or None if this is not a method reference : http : / / docs . oracle . com / javase / specs / jvms / se7 / html / jvms - 4 . html # jvms - 4.7.5"""
# noqa buff = self . get_attribute ( "Exceptions" ) if buff is None : return ( ) with unpack ( buff ) as up : return tuple ( self . deref_const ( e [ 0 ] ) for e in up . unpack_struct_array ( _H ) )
def down ( removekeys = False , tgt = '*' , tgt_type = 'glob' , timeout = None , gather_job_timeout = None ) : '''. . versionchanged : : 2017.7.0 The ` ` expr _ form ` ` argument has been renamed to ` ` tgt _ type ` ` , earlier releases must use ` ` expr _ form ` ` . Print a list of all the down or unresponsi...
ret = status ( output = False , tgt = tgt , tgt_type = tgt_type , timeout = timeout , gather_job_timeout = gather_job_timeout ) . get ( 'down' , [ ] ) for minion in ret : if removekeys : wheel = salt . wheel . Wheel ( __opts__ ) wheel . call_func ( 'key.delete' , match = minion ) return ret
def text_lines_from_local_file ( document , remote = False ) : """Return the fulltext of the local file . @ param document : fullpath to the file that should be read @ param remote : boolean , if True does not count lines @ return : list of lines if st was read or an empty list"""
try : if is_pdf ( document ) : if not executable_exists ( "pdftotext" ) : current_app . logger . error ( "pdftotext is not available on the system." ) cmd = "pdftotext -q -enc UTF-8 %s -" % re . escape ( document ) out = subprocess . Popen ( [ "pdftotext" , "-q" , "-enc" , "UTF-8...
def setDiscoveryTriples ( win , table = "discovery" ) : """Provide user with a list of triples that could be discovery triples"""
win . help ( "Getting a list of pointings with triples from the CFEPS db" ) pointings = getPointingsWithTriples ( ) win . help ( "Select the " + table + " triple form the list..." ) import time for pointing in pointings : header = "%10s %10s %8s %10s %8s" % ( pointing [ 1 ] , 'mjdate' , 'Elongation' , 'Filter' , 'I...
def chunk_math ( text ) : """Parameters text : string A mathematical context Returns list : A list of single LaTeX entities Examples > > > chunk _ math ( ' \ sum _ i ^ n i ^ 2 ' ) [ ' \\ \\ sum ' , ' _ ' , ' i ' , ' ^ ' , ' n ' , ' ' , ' i ' , ' ^ ' , ' 2 ' ] > > > chunk _ math ( ' \ sum _ { i } ^...
# Fail when ' { ' and ' } ' don ' t match - be aware of escaped symbols ! opened_braces = 0 last_char = '' for char in text : if char == '{' and last_char != '\\' : opened_braces += 1 if char == '}' and last_char != '\\' : opened_braces -= 1 if opened_braces < 0 : raise Value...
def _process_with_multiprocessing ( self , X : Union [ pd . DataFrame , np . ndarray ] , n_refs : int , cluster_array : np . ndarray ) : """Process calling of . calculate _ gap ( ) method using the multiprocessing library"""
with ProcessPoolExecutor ( max_workers = self . n_jobs ) as executor : jobs = [ executor . submit ( self . _calculate_gap , X , n_refs , n_clusters ) for n_clusters in cluster_array ] for future in as_completed ( jobs ) : gap_value , k = future . result ( ) yield ( gap_value , k )
def open ( dataset_dir , access_mode = READ_ONLY_ACCESS ) : """Opens a tensor dataset ."""
# check access mode if access_mode == WRITE_ACCESS : raise ValueError ( 'Cannot open a dataset with write-only access' ) # read config try : # json load config_filename = os . path . join ( dataset_dir , 'config.json' ) config = json . load ( open ( config_filename , 'r' ) ) except : # YAML load config_...
def encrypt_text ( self , text , * args , ** kwargs ) : """Encrypt a string . input : unicode str , output : unicode str"""
b = text . encode ( "utf-8" ) token = self . encrypt ( b , * args , ** kwargs ) return base64 . b64encode ( token ) . decode ( "utf-8" )
def p_substr_assignment_no_let ( p ) : """statement : ID LP expr RP EQ expr"""
# This can be only a substr assignment like a $ ( i + 3 ) = " . " , since arrays # have ARRAY _ ID already entry = SYMBOL_TABLE . access_call ( p [ 1 ] , p . lineno ( 1 ) ) if entry is None : return if entry . class_ == CLASS . unknown : entry . class_ = CLASS . var if p [ 6 ] . type_ != TYPE . string : api...
def to_size ( value , convert_to_human = True ) : '''Convert python int ( bytes ) to zfs size NOTE : http : / / src . illumos . org / source / xref / illumos - gate / usr / src / lib / pyzfs / common / util . py # 114'''
value = from_size ( value ) if value is None : value = 'none' if isinstance ( value , Number ) and value > 1024 and convert_to_human : v_power = int ( math . floor ( math . log ( value , 1024 ) ) ) v_multiplier = math . pow ( 1024 , v_power ) # NOTE : zfs is a bit odd on how it does the rounding , #...
def _create_minimum_needs_options_action ( self ) : """Create action for global minimum needs dialog ."""
icon = resources_path ( 'img' , 'icons' , 'show-global-minimum-needs.svg' ) self . action_minimum_needs_config = QAction ( QIcon ( icon ) , self . tr ( 'Minimum Needs Configuration' ) , self . iface . mainWindow ( ) ) self . action_minimum_needs_config . setStatusTip ( self . tr ( 'Open InaSAFE minimum needs configurat...
def tile_y_size ( self , zoom ) : """Height of a tile in SRID units at zoom level . - zoom : zoom level"""
warnings . warn ( DeprecationWarning ( "tile_y_size is deprecated" ) ) validate_zoom ( zoom ) return round ( self . y_size / self . matrix_height ( zoom ) , ROUND )
def convert_user_to_ldap ( self , ID , DN ) : """Convert a normal user to a LDAP user ."""
# http : / / teampasswordmanager . com / docs / api - users / # convert _ to _ ldap data = { 'login_dn' : DN } log . info ( 'Convert User %s to LDAP DN %s' % ( ID , DN ) ) self . put ( 'users/%s/convert_to_ldap.json' % ID , data )
def _add_generate_sub_commands ( self ) : """Sub commands for generating models for usage by clients . Currently supports Google Closure ."""
gen_parser = self . _subparsers_handle . add_parser ( name = "gen" , help = "generate client side model stubs, filters" ) gen_parser . add_argument ( "-t" , "--template" , choices = [ 'closure.model' , 'closure.filter' ] , default = 'closure.model' , required = True , dest = "template" , help = "template to use for cli...
def _init_multicast_socket ( self ) : """Init multicast socket : rtype : None"""
self . debug ( "()" ) # Create a UDP socket self . _multicast_socket = socket . socket ( socket . AF_INET , socket . SOCK_DGRAM ) # Allow reuse of addresses self . _multicast_socket . setsockopt ( socket . SOL_SOCKET , socket . SO_REUSEADDR , 1 ) # Set multicast interface to local _ ip self . _multicast_socket . setsoc...
def _clean_dead_sessions ( self ) : """Traverses sessions to determine if any sockets were removed ( indicates a stopped session ) . In these cases , remove the session ."""
for sck in list ( self . sessions . keys ( ) ) : session = self . sessions [ sck ] if session . socket is None : del self . sessions [ sck ]
def download ( self , name : str , force : bool = False ) -> bool : """Attempts to download a given Docker image . If ` force = True ` , then any previously installed version of the image ( described by the instructions ) will be replaced by the image on DockerHub . Parameters : name : the name of the Docke...
try : self . __docker . images . pull ( name ) return True except docker . errors . NotFound : print ( "Failed to locate image on DockerHub: {}" . format ( name ) ) return False
def parse ( self , descriptor ) : """Creates a text styling from a descriptor A descriptor is a dictionary containing any of the following keys : * fg : The foreground color ( name or int ) See ` bgseq ` * bg : The background color ( name or int ) See ` fgseq ` * fmt : The types of special text formatti...
fg = descriptor . get ( 'fg' ) bg = descriptor . get ( 'bg' ) types = descriptor . get ( 'fmt' ) ret = "" if fg : ret += fgseq ( fg ) if bg : ret += bgseq ( bg ) if types : t = typeseq ( types ) if t : ret += t # wew , strings and bytes , what ' s a guy to do ! reset = resetseq ( ) if not isinst...
def add_task_db ( self , task ) : '''向数据库中写入一个新的任务记录'''
sql = 'INSERT INTO tasks VALUES(?,?,?,?,?,?,?,?,?,?,?,?,?,?)' req = self . cursor . execute ( sql , task ) self . check_commit ( )
def get_option ( options = None , local_tag = None , doc = None , doc_tag = None , default = None , error_on_none = True ) : """fetch an option variable , from either a local ( element ) level option / attribute tag , document level metadata tag , or a default : type options : ` ` dict ` ` : type local _ ...
variable = None # element level if options is not None and local_tag is not None : if local_tag in options and options [ local_tag ] is not None : variable = options [ local_tag ] if variable is not None : return variable # doc level if doc is not None and doc_tag is not None : variable = doc . get_...
def autoUseMyMetrics ( ttGlyph , glyphName , hmtx ) : """Set the " USE _ MY _ METRICS " flag on the first component having the same advance width as the composite glyph , no transform and no horizontal shift ( but allow it to shift vertically ) . This forces the composite glyph to use the possibly hinted hori...
width = hmtx [ glyphName ] [ 0 ] for component in ttGlyph . components : try : baseName , transform = component . getComponentInfo ( ) except AttributeError : # component uses ' { first , second } Pt ' instead of ' x ' and ' y ' continue try : baseMetrics = hmtx [ baseName ] exce...
def _get_url ( self , url ) : """Returns normalized url . If schema is not given , would fall to filesystem ( ` ` file : / / / ` ` ) schema ."""
url = str ( url ) if url != 'default' and not '://' in url : url = "file:" + urllib . pathname2url ( url ) return url
def retry_it ( exceptions = ( Exception , ) , tries = 10 , wait = 0 , handler = None , raised_exception = ReusablesError , raised_message = None ) : """Retry a function if an exception is raised , or if output _ check returns False . Message format options : { func } { args } { kwargs } : param exceptions : t...
def func_wrapper ( func ) : @ wraps ( func ) def wrapper ( * args , ** kwargs ) : msg = ( raised_message if raised_message else "Max retries exceeded for function '{func}'" ) if not raised_message : msg = _add_args ( msg , * args , ** kwargs ) try : result = func ...
def naive_request ( self , url , method , ** kwargs ) : """Makes a request to url using an without oauth authorization session , but through a normal session : param str url : url to send request to : param str method : type of request ( get / put / post / patch / delete ) : param kwargs : extra params to s...
return self . _internal_request ( self . naive_session , url , method , ** kwargs )
def process ( self , sched , coro ) : """Add the calling coro in a waiting for signal queue ."""
super ( WaitForSignal , self ) . process ( sched , coro ) waitlist = sched . sigwait [ self . name ] waitlist . append ( ( self , coro ) ) if self . name in sched . signals : sig = sched . signals [ self . name ] if sig . recipients <= len ( waitlist ) : sig . process ( sched , sig . coro ) del ...
def refresh_devices ( self ) : '''Queries hub for list of devices , and creates new device objects'''
try : response = self . api . get ( "/api/v2/devices" , { 'properties' : 'all' } ) for device_data in response [ 'DeviceList' ] : self . devices . append ( Device ( device_data , self ) ) except APIError as e : print ( "API error: " ) for key , value in e . data . iteritems : print ( str...
def set_sort_order ( self , sort_order ) : """Use the SortOrder object to sort the listings descending or ascending . : param sort _ order : : return :"""
if not isinstance ( sort_order , SortOrder ) : raise DaftException ( "sort_order should be an instance of SortOrder." ) self . _sort_order = str ( sort_order )
def _encode_image ( self , np_image ) : """Returns np _ image encoded as jpeg or png ."""
if np_image . dtype != np . uint8 : raise ValueError ( 'Image should be uint8. Detected: %s.' % np_image . dtype ) utils . assert_shape_match ( np_image . shape , self . _shape ) return self . _runner . run ( ENCODE_FN [ self . _encoding_format ] , np_image )
def _merge_meta ( self , encoded_meta , meta ) : """Merge new meta dict into encoded meta . Returns new encoded meta ."""
new_meta = None if meta : _meta = self . _decode_meta ( encoded_meta ) for key , value in six . iteritems ( meta ) : if value is None : _meta . pop ( key , None ) else : _meta [ key ] = value new_meta = self . _encode_meta ( _meta ) return new_meta
def parse_host ( parser , event , node ) : """Parse and return the host entity if that is the next entity < ! ELEMENT HOST ( # PCDATA ) >"""
# pylint : disable = unused - argument host = '' ( next_event , next_node ) = six . next ( parser ) if next_event == pulldom . CHARACTERS : host = next_node . nodeValue ( next_event , next_node ) = six . next ( parser ) if not _is_end ( next_event , next_node , 'HOST' ) : raise ParseError ( 'Expecting end H...
def _request ( self , url , api_call , request_args , method = 'GET' ) : """Function to request and returning JSON data . Parameters : url ( str ) : Base url call . api _ call ( str ) : API function to be called . request _ args ( dict ) : All requests parameters . method ( str ) : ( Defauld : GET ) HTTP ...
try : if method != 'GET' : # Reset content - type for data encoded as a multipart form self . client . headers . update ( { 'content-type' : None } ) response = self . client . request ( method , url , ** request_args ) self . last_call . update ( { 'API' : api_call , 'url' : response . url , 'statu...
def fixed_length_split ( s , width ) : """固定长度分割字符串 : param s : : param width : : return :"""
# 使用正则的方法 # import re # split = re . findall ( r ' . { % s } ' % width , string ) return [ s [ x : x + width ] for x in range ( 0 , len ( s ) , width ) ]
def sentryDSN ( self , * args , ** kwargs ) : """Get DSN for Sentry Project Get temporary DSN ( access credentials ) for a sentry project . The credentials returned can be used with any Sentry client for up to 24 hours , after which the credentials will be automatically disabled . If the project doesn ' t e...
return self . _makeApiCall ( self . funcinfo [ "sentryDSN" ] , * args , ** kwargs )
def records ( credentials , url = "https://freedns.afraid.org/api/" ) : """Yield the dynamic DNS records associated with this account . : param credentials : an AfraidCredentials instance : param url : the service URL"""
params = { "action" : "getdyndns" , "sha" : credentials . sha } req = requests . get ( url , params = params , headers = constants . REQUEST_HEADERS_DEFAULT , timeout = 60 ) for record_line in ( line . strip ( ) for line in req . text . splitlines ( ) if len ( line . strip ( ) ) > 0 ) : yield AfraidDynDNSRecord ( *...
def legacy_events_view ( request ) : """View to see legacy events ."""
events = TeacherEvent . objects . all ( ) event_count = events . count ( ) paginator = Paginator ( events , 100 ) page = request . GET . get ( 'page' ) try : events = paginator . page ( page ) except PageNotAnInteger : events = paginator . page ( 1 ) except EmptyPage : events = paginator . page ( paginator ...
def from_structures ( cls , structures , authors , projects = None , references = '' , remarks = None , data = None , histories = None , created_at = None ) : """A convenience method for getting a list of StructureNL objects by specifying structures and metadata separately . Some of the metadata is applied to a...
data = [ { } ] * len ( structures ) if data is None else data histories = [ [ ] ] * len ( structures ) if histories is None else histories snl_list = [ ] for i , struct in enumerate ( structures ) : snl = StructureNL ( struct , authors , projects = projects , references = references , remarks = remarks , data = dat...
def _mask_to_bytes ( self , mask ) : """Convert the ( type long ) mask to a cpu _ set _ t ."""
chunks = [ ] shiftmask = ( 2 ** 64 ) - 1 for x in range ( 16 ) : chunks . append ( struct . pack ( '<Q' , mask & shiftmask ) ) mask >>= 64 return mitogen . core . b ( '' ) . join ( chunks )
def strip_ssh_from_git_uri ( uri ) : # type : ( S ) - > S """Return git + ssh : / / formatted URI to git + git @ format"""
if isinstance ( uri , six . string_types ) : if "git+ssh://" in uri : parsed = urlparse ( uri ) # split the path on the first separating / so we can put the first segment # into the ' netloc ' section with a : separator path_part , _ , path = parsed . path . lstrip ( "/" ) . partitio...
def copyto ( self , src , where = None ) : """Emulates function ` copyto ` in NumPy . Parameters where : ( N , ) bool ndarray True if particle n in src must be copied . src : ( N , ) ` ThetaParticles ` object source for each n such that where [ n ] is True , copy particle n in src into self ( at locat...
for k in self . containers : v = self . __dict__ [ k ] if isinstance ( v , np . ndarray ) : np . copyto ( v , src . __dict__ [ k ] , where = where ) else : v . copyto ( src . __dict__ [ k ] , where = where )
def from_python_src ( cls , pySrc , lambdas_path , json_filename : str , stem : str , save_file : bool = False , ) : """Builds GrFN object from Python source code ."""
asts = [ ast . parse ( pySrc ) ] pgm_dict = genPGM . create_pgm_dict ( lambdas_path , asts , json_filename , { "FileName" : f"{stem}.py" } , # HACK ) lambdas = importlib . __import__ ( stem + "_lambdas" ) return cls . from_dict ( pgm_dict , lambdas )
def encrypt_file_inline ( filename , passphrase ) : """Encrypt file inline , with an optional passphrase . If you set the passphrase to None , a default is used . This will make you vulnerable to confirmation attacks and learn - partial - information attacks . : param filename : The name of the file to encr...
key = key_generators . key_from_file ( filename , passphrase ) inline_transform ( filename , key ) return key
def get_formatted_interval ( results_range , default = _marker ) : """Returns a string representation of the interval defined by the results range passed in : param results _ range : a dict or a ResultsRangeDict"""
if not isinstance ( results_range , Mapping ) : if default is not _marker : return default api . fail ( "Type not supported" ) results_range = ResultsRangeDict ( results_range ) min_str = results_range . min if api . is_floatable ( results_range . min ) else None max_str = results_range . max if api . i...
def _isinstance ( obj , cls , bound_Generic = None , bound_typevars = None , bound_typevars_readonly = False , follow_fwd_refs = True , _recursion_check = None ) : """Access this via ` ` pytypes . is _ of _ type ` ` . Works like ` ` isinstance ` ` , but supports PEP 484 style types from ` ` typing ` ` module . ...
if bound_typevars is None : bound_typevars = { } # Special treatment if cls is Iterable [ . . . ] if is_Generic ( cls ) and cls . __origin__ is typing . Iterable : if not is_iterable ( obj ) : return False itp = get_iterable_itemtype ( obj ) if itp is None : return not pytypes . check_it...
def recent_changes ( request ) : """Display the recent changes ."""
page = max ( 1 , request . args . get ( "page" , type = int ) ) query = RevisionedPage . query . order_by ( RevisionedPage . revision_id . desc ( ) ) return Response ( generate_template ( "recent_changes.html" , pagination = Pagination ( query , 20 , page , "Special:Recent_Changes" ) , ) )
def log_likelihood ( z , x , P , H , R ) : """Returns log - likelihood of the measurement z given the Gaussian posterior ( x , P ) using measurement function H and measurement covariance error R"""
S = np . dot ( H , np . dot ( P , H . T ) ) + R return logpdf ( z , np . dot ( H , x ) , S )
def contiguous_slice ( in1 ) : """This function unpads an array on the GPU in such a way as to make it contiguous . INPUTS : in1 ( no default ) : Array containing data which has been padded . OUTPUTS : gpu _ out1 Array containing unpadded , contiguous data ."""
ker = SourceModule ( """ __global__ void contiguous_slice_ker(float *in1, float *out1) { const int len = gridDim.x*blockDim.x; const int col = (blockDim.x * blockIdx.x + threadIdx.x); cons...
def from_yaml ( cls , yaml_path , ** kwargs ) : """Create cluster with worker pod spec defined by a YAML file We can start a cluster with pods defined in an accompanying YAML file like the following : . . code - block : : yaml kind : Pod metadata : labels : foo : bar baz : quux spec : containers...
if not yaml : raise ImportError ( "PyYaml is required to use yaml functionality, please install it!" ) with open ( yaml_path ) as f : d = yaml . safe_load ( f ) d = dask . config . expand_environment_variables ( d ) return cls . from_dict ( d , ** kwargs )
def copy_doc ( klass , fnname ) : """Copies documentation string of a method from the super class into the rewritten method of the given class"""
base_meth , base_func = __get_meth_func ( klass . __base__ , fnname ) meth , func = __get_meth_func ( klass , fnname ) func . __doc__ = base_func . __doc__
def runcmd ( command , command_input = None , cwd = None ) : """Run a command , potentially sending stdin , and capturing stdout / err ."""
proc = subprocess . Popen ( command , stdin = subprocess . PIPE , stdout = subprocess . PIPE , stderr = subprocess . PIPE , cwd = cwd ) ( stdout , stderr ) = proc . communicate ( command_input ) if proc . returncode != 0 : sys . stderr . write ( 'ABORTING: command "%s" failed w/ code %s:\n' '%s\n%s' % ( command , p...
def read_line ( csv_contents , options , prop_indices , mol , ensemble_list = None ) : """read csv line"""
if not ensemble_list : score_field = options . score_field status_field = options . status_field active_label = options . active_label decoy_label = options . decoy_label # do the active / decoy labels have appropriate values ? active_value_matcher = re . compile ( active_label ) decoy_value_matcher = re . compile ...
def browse_morelikethis_preview ( self , seed ) : """Fetch More Like This preview result for a seed deviation : param seed : The deviationid to fetch more like"""
response = self . _req ( '/browse/morelikethis/preview' , { "seed" : seed } ) returned_seed = response [ 'seed' ] author = User ( ) author . from_dict ( response [ 'author' ] ) more_from_artist = [ ] for item in response [ 'more_from_artist' ] : d = Deviation ( ) d . from_dict ( item ) more_from_artist . ap...