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def linear ( self , fnct , x , y , sd = None , wt = 1.0 , fid = 0 ) : """Make a linear least squares solution . Makes a linear least squares solution for the points through the ordinates at the x values , using the specified fnct . The x can be of any dimension , depending on the number of arguments needed in...
self . _fit ( fitfunc = "linear" , fnct = fnct , x = x , y = y , sd = sd , wt = wt , fid = fid )
def search ( self , name : str = None , acc_type : str = None ) : """Search accounts by passing parameters . name = exact name name _ part = part of name parent _ id = id of the parent account type = account type"""
query = self . query if name is not None : query = query . filter ( Account . name == name ) if acc_type is not None : # account type is capitalized acc_type = acc_type . upper ( ) query = query . filter ( Account . type == acc_type ) return query . all ( )
def list_insert ( lst , new_elements , index_or_name = None , after = True ) : """Return a copy of the list with the new element ( s ) inserted . Args : lst ( list ) : The original list . new _ elements ( " any " or list of " any " ) : The element ( s ) to insert in the list . index _ or _ name ( int or str...
if index_or_name is None : index = None else : try : index = get_list_index ( lst , index_or_name ) except ValueError : index = None to_return = lst [ : ] if index is None : # Append . to_return += new_elements elif index == 0 : # Prepend . to_return = new_elements + to_return else :...
def on_backward_begin ( self , last_loss , last_output , ** kwargs ) : "Record ` last _ loss ` in the proper list ."
last_loss = last_loss . detach ( ) . cpu ( ) if self . gen_mode : self . smoothenerG . add_value ( last_loss ) self . glosses . append ( self . smoothenerG . smooth ) self . last_gen = last_output . detach ( ) . cpu ( ) else : self . smoothenerC . add_value ( last_loss ) self . closses . append ( se...
def file_needs_update ( target_file , source_file ) : """Checks if target _ file is not existing or differing from source _ file : param target _ file : File target for a copy action : param source _ file : File to be copied : return : True , if target _ file not existing or differing from source _ file , els...
if not os . path . isfile ( target_file ) or get_md5_file_hash ( target_file ) != get_md5_file_hash ( source_file ) : return True return False
def put ( self , item , * args , ** kwargs ) : """Put an item into the cache , for this combination of args and kwargs . Args : * args : any arguments . * * kwargs : any keyword arguments . If ` ` timeout ` ` is specified as one of the keyword arguments , the item will remain available for retrieval for `...
if not self . enabled : return # Check for a timeout keyword , store and remove it . timeout = kwargs . pop ( 'timeout' , None ) if timeout is None : timeout = self . default_timeout cache_key = self . make_key ( args , kwargs ) # Store the item , along with the time at which it will expire with self . _cache_l...
def inasafe_place_value_coefficient ( number , feature , parent ) : """Given a number , it will return the coefficient of the place value name . For instance : * inasafe _ place _ value _ coefficient ( 10 ) - > 1 * inasafe _ place _ value _ coefficient ( 1700 ) - > 1.7 It needs to be used with inasafe _ num...
_ = feature , parent # NOQA if number >= 0 : rounded_number = round_affected_number ( number , use_rounding = True , use_population_rounding = True ) min_number = 1000 value , unit = denomination ( rounded_number , min_number ) if number < min_number : rounded_number = int ( round ( value , 1 ) ...
def _init_properties ( self ) : """Init Properties"""
super ( BaseCRUDView , self ) . _init_properties ( ) # Reset init props self . related_views = self . related_views or [ ] self . _related_views = self . _related_views or [ ] self . description_columns = self . description_columns or { } self . validators_columns = self . validators_columns or { } self . formatters_co...
def select_where_like ( self , table , cols , where_col , start = None , end = None , anywhere = None , index = ( None , None ) , length = None ) : """Query rows from a table where a specific pattern is found in a column . MySQL syntax assumptions : ( % ) The percent sign represents zero , one , or multiple cha...
# Retrieve search pattern pattern = self . _like_pattern ( start , end , anywhere , index , length ) # Concatenate full statement and execute statement = "SELECT {0} FROM {1} WHERE {2} LIKE '{3}'" . format ( join_cols ( cols ) , wrap ( table ) , where_col , pattern ) return self . fetch ( statement )
def is_int_type ( val ) : """Return True if ` val ` is of integer type ."""
try : # Python 2 return isinstance ( val , ( int , long ) ) except NameError : # Python 3 return isinstance ( val , int )
def mouseDoubleClickEvent ( self , event ) : """Launches an editor for the component , if the mouse cursor is over an item"""
if self . mode == BuildMode : if event . button ( ) == QtCore . Qt . LeftButton : index = self . indexAt ( event . pos ( ) ) self . edit ( index )
def __advice_stack_frame_protection ( self , frame ) : """Overriding of this is only permitted if and only if your name is Megumin and you have a pet / familiar named Chomusuke ."""
if frame is None : logger . debug ( 'currentframe() returned None; frame protection disabled' ) return f_back = frame . f_back while f_back : if f_back . f_code is self . handle . __code__ : raise RuntimeError ( "indirect invocation of '%s' by 'handle' is forbidden" % frame . f_code . co_name , ) ...
def _attach_to_model ( self , model ) : """When we have a model , save the relation in the database , to later create RelatedCollection objects in the related model"""
super ( RelatedFieldMixin , self ) . _attach_to_model ( model ) if model . abstract : # do not manage the relation if it ' s an abstract model return # now , check related _ name and save the relation in the database # get related parameters to identify the relation self . related_name = self . _get_related_name ( ...
def get_default_datatable_kwargs ( self , ** kwargs ) : """Builds the default set of kwargs for initializing a Datatable class . Note that by default the MultipleDatatableMixin does not support any configuration via the view ' s class attributes , and instead relies completely on the Datatable class itself to d...
kwargs [ 'view' ] = self # This is provided by default , but if the view is instantiated outside of the request cycle # ( such as for the purposes of embedding that view ' s datatable elsewhere ) , the request may # not be required , so the user may not have a compelling reason to go through the trouble of # putting it...
def other_set_producer ( socket , which_set , image_archive , patch_archive , groundtruth ) : """Push image files read from the valid / test set TAR to a socket . Parameters socket : : class : ` zmq . Socket ` PUSH socket on which to send images . which _ set : str Which set of images is being processed ....
patch_images = extract_patch_images ( patch_archive , which_set ) num_patched = 0 with tar_open ( image_archive ) as tar : filenames = sorted ( info . name for info in tar if info . isfile ( ) ) images = ( load_from_tar_or_patch ( tar , filename , patch_images ) for filename in filenames ) pathless_filename...
def is_B_hypergraph ( self ) : """Indicates whether the hypergraph is a B - hypergraph . In a B - hypergraph , all hyperedges are B - hyperedges - - that is , every hyperedge has exactly one node in the head . : returns : bool - - True iff the hypergraph is a B - hypergraph ."""
for hyperedge_id in self . _hyperedge_attributes : head = self . get_hyperedge_head ( hyperedge_id ) if len ( head ) > 1 : return False return True
def get_belapi_handle ( client , username = None , password = None ) : """Get BEL API arango db handle"""
( username , password ) = get_user_creds ( username , password ) sys_db = client . db ( "_system" , username = username , password = password ) # Create a new database named " belapi " try : if username and password : belapi_db = sys_db . create_database ( name = belapi_db_name , users = [ { "username" : us...
def generic_converter_cli ( docgraph_class , file_descriptor = '' ) : """generic command line interface for importers . Will convert the file specified on the command line into a dot representation of the corresponding DiscourseDocumentGraph and write the output to stdout or a file specified on the command li...
parser = argparse . ArgumentParser ( ) parser . add_argument ( 'input_file' , help = '{} file to be converted' . format ( file_descriptor ) ) parser . add_argument ( 'output_file' , nargs = '?' , default = sys . stdout ) args = parser . parse_args ( sys . argv [ 1 : ] ) assert os . path . isfile ( args . input_file ) ,...
def start ( self ) : """Start a node"""
try : # For IOU we need to send the licence everytime if self . node_type == "iou" : try : licence = self . _project . controller . settings [ "IOU" ] [ "iourc_content" ] except KeyError : raise aiohttp . web . HTTPConflict ( text = "IOU licence is not configured" ) y...
def insert_element_to_dict_of_dicts_of_list ( dict_of_dict_of_list , first_key , second_key , parser ) : """Utility method : param dict _ of _ dict _ of _ list : : param first _ key : : param second _ key : : param parser : : return :"""
list_to_insert = parser if isinstance ( parser , list ) else [ parser ] if first_key not in dict_of_dict_of_list . keys ( ) : dict_of_dict_of_list [ first_key ] = { second_key : list_to_insert } else : if second_key not in dict_of_dict_of_list [ first_key ] . keys ( ) : dict_of_dict_of_list [ first_key ...
def _load_feed ( path : str , view : View , config : nx . DiGraph ) -> Feed : """Multi - file feed filtering"""
config_ = remove_node_attributes ( config , [ "converters" , "transformations" ] ) feed_ = Feed ( path , view = { } , config = config_ ) for filename , column_filters in view . items ( ) : config_ = reroot_graph ( config_ , filename ) view_ = { filename : column_filters } feed_ = Feed ( feed_ , view = view_...
def _ctypes_ex_variables ( executable ) : """Returns a list of the local variable definitions required to construct the ctypes interop wrapper ."""
result = [ ] for p in executable . ordered_parameters : _ctypes_code_parameter ( result , p , "indices" ) _ctypes_code_parameter ( result , p , "variable" ) _ctypes_code_parameter ( result , p , "out" ) if type ( executable ) . __name__ == "Function" : # For functions , we still create a subroutine - type i...
def setdoc ( self , newdoc ) : """Set a different document . Usually no need to call this directly , invoked implicitly by : meth : ` copy `"""
self . doc = newdoc if self . doc and self . id : self . doc . index [ self . id ] = self for c in self : if isinstance ( c , AbstractElement ) : c . setdoc ( newdoc )
def title_prefix_json ( soup ) : "titlePrefix with capitalisation changed"
prefix = title_prefix ( soup ) prefix_rewritten = elifetools . json_rewrite . rewrite_json ( "title_prefix_json" , soup , prefix ) return prefix_rewritten
def getUnitCost ( self , CorpNum ) : """ᄑᅒᆨ스 α„Œα…₯ᆫ송 ᄃᅑᆫᄀᅑ α„’α…ͺᆨ안 args CorpNum : ᄑᅑᆸ발회원 ᄉᅑᄋα…₯α†Έα„Œα…‘α„‡α…₯ᆫ호 return α„Œα…₯ᆫ송 ᄃᅑᆫᄀᅑ by float raise PopbillException"""
result = self . _httpget ( '/FAX/UnitCost' , CorpNum ) return int ( result . unitCost )
def else_ ( self , result_expr ) : """Specify Returns builder : CaseBuilder"""
kwargs = { slot : getattr ( self , slot ) for slot in self . __slots__ if slot != 'default' } result_expr = ir . as_value_expr ( result_expr ) kwargs [ 'default' ] = result_expr # Maintain immutability return type ( self ) ( ** kwargs )
def add_metadata ( self , observation_n , info_n , available_at = None ) : """Mutates the info _ n dictionary ."""
if self . instance_n is None : return with pyprofile . push ( 'vnc_env.diagnostics.Diagnostics.add_metadata' ) : async = self . pool . imap_unordered ( self . _add_metadata_i , zip ( self . instance_n , observation_n , info_n , [ available_at ] * len ( observation_n ) ) ) list ( async )
def require_backup_exists ( func ) : """Requires that the file referred to by ` backup _ file ` exists in the file system before running the decorated function ."""
def new_func ( * args , ** kwargs ) : backup_file = kwargs [ 'backup_file' ] if not os . path . exists ( backup_file ) : raise RestoreError ( "Could not find file '{0}'" . format ( backup_file ) ) return func ( * args , ** kwargs ) return new_func
def load ( source , triples = False , cls = PENMANCodec , ** kwargs ) : """Deserialize a list of PENMAN - encoded graphs from * source * . Args : source : a filename or file - like object to read from triples : if True , read graphs as triples instead of as PENMAN cls : serialization codec class kwargs : ...
decode = cls ( ** kwargs ) . iterdecode if hasattr ( source , 'read' ) : return list ( decode ( source . read ( ) ) ) else : with open ( source ) as fh : return list ( decode ( fh . read ( ) ) )
def set_end_date ( self , lifetime ) : """Computes and store an absolute end _ date session according to the lifetime of the session"""
self . end_date = ( datetime . datetime . now ( ) + datetime . timedelta ( 0 , lifetime ) )
def _create ( cls , name , node_type , physical_interfaces , nodes = 1 , loopback_ndi = None , log_server_ref = None , domain_server_address = None , enable_antivirus = False , enable_gti = False , sidewinder_proxy_enabled = False , default_nat = False , location_ref = None , enable_ospf = None , ospf_profile = None , ...
node_list = [ ] for nodeid in range ( 1 , nodes + 1 ) : # start at nodeid = 1 node_list . append ( Node . _create ( name , node_type , nodeid , loopback_ndi ) ) domain_server_list = [ ] if domain_server_address : for num , server in enumerate ( domain_server_address ) : try : domain_server =...
def Serialize ( self , writer ) : """Serialize full object . Args : writer ( neo . IO . BinaryWriter ) :"""
super ( Header , self ) . Serialize ( writer ) writer . WriteByte ( 0 )
def from_forums ( cls , forums ) : """Initializes a ` ` ForumVisibilityContentTree ` ` instance from a list of forums ."""
root_level = None current_path = [ ] nodes = [ ] # Ensures forums last posts and related poster relations are " followed " for better # performance ( only if we ' re considering a queryset ) . forums = ( forums . select_related ( 'last_post' , 'last_post__poster' ) if isinstance ( forums , QuerySet ) else forums ) for ...
def medlineRecordParser ( record ) : """The parser [ ` MedlineRecord ` ] ( . . / classes / MedlineRecord . html # metaknowledge . medline . MedlineRecord ) use . This takes an entry from [ medlineParser ( ) ] ( # metaknowledge . medline . medlineHandlers . medlineParser ) and parses it a part of the creation of a `...
tagDict = collections . OrderedDict ( ) tag = 'PMID' mostRecentAuthor = None for lineNum , line in record : tmptag = line [ : 4 ] . rstrip ( ) contents = line [ 6 : - 1 ] if tmptag . isalpha ( ) and line [ 4 ] == '-' : tag = tmptag if tag == 'AU' : mostRecentAuthor = contents ...
def distorted_bounding_box_crop ( image , bbox , min_object_covered = 0.1 , aspect_ratio_range = ( 0.75 , 1.33 ) , area_range = ( 0.05 , 1.0 ) , max_attempts = 100 , scope = None ) : """Generates cropped _ image using a one of the bboxes randomly distorted . See ` tf . image . sample _ distorted _ bounding _ box ...
with tf . name_scope ( scope , default_name = "distorted_bounding_box_crop" , values = [ image , bbox ] ) : # Each bounding box has shape [ 1 , num _ boxes , box coords ] and # the coordinates are ordered [ ymin , xmin , ymax , xmax ] . # A large fraction of image datasets contain a human - annotated bounding # box del...
def flow_coef_bd ( CIJ ) : '''Computes the flow coefficient for each node and averaged over the network , as described in Honey et al . ( 2007 ) PNAS . The flow coefficient is similar to betweenness centrality , but works on a local neighborhood . It is mathematically related to the clustering coefficient (...
N = len ( CIJ ) fc = np . zeros ( ( N , ) ) total_flo = np . zeros ( ( N , ) ) max_flo = np . zeros ( ( N , ) ) # loop over nodes for v in range ( N ) : # find neighbors - note : both incoming and outgoing connections nb , = np . where ( CIJ [ v , : ] + CIJ [ : , v ] . T ) fc [ v ] = 0 if np . where ( nb ) ...
def betting_market_group_update ( self , betting_market_group_id , description = None , event_id = None , rules_id = None , status = None , account = None , ** kwargs ) : """Update an betting market . This needs to be * * proposed * * . : param str betting _ market _ group _ id : Id of the betting market group ...
if not account : if "default_account" in self . config : account = self . config [ "default_account" ] if not account : raise ValueError ( "You need to provide an account" ) account = Account ( account , blockchain_instance = self ) bmg = BettingMarketGroup ( betting_market_group_id ) # Do not try to up...
def rotate ( image , angle , interpolation = cv2 . INTER_CUBIC , borderMode = cv2 . BORDER_REFLECT , borderValue = 0 ) : '''angle [ deg ]'''
s0 , s1 = image . shape image_center = ( s0 - 1 ) / 2. , ( s1 - 1 ) / 2. rot_mat = cv2 . getRotationMatrix2D ( image_center , angle , 1.0 ) result = cv2 . warpAffine ( image , rot_mat , image . shape , flags = interpolation , borderMode = borderMode , borderValue = borderValue ) return result
def is_valid_rgb_color ( value ) : """Checks whether the value is a valid rgb or rgba color string . Valid colors consist of : - rgb ( 255 , 255 , 255) - rgba ( 23 , 34 , 45 , . 5)"""
if not value : return False regex = re . compile ( RGB_COLOR_REGEX ) return bool ( regex . match ( value ) )
def batch_delete_intents ( self , parent , intents , retry = google . api_core . gapic_v1 . method . DEFAULT , timeout = google . api_core . gapic_v1 . method . DEFAULT , metadata = None ) : """Deletes intents in the specified agent . Operation < response : ` ` google . protobuf . Empty ` ` > Example : > > > ...
# Wrap the transport method to add retry and timeout logic . if 'batch_delete_intents' not in self . _inner_api_calls : self . _inner_api_calls [ 'batch_delete_intents' ] = google . api_core . gapic_v1 . method . wrap_method ( self . transport . batch_delete_intents , default_retry = self . _method_configs [ 'Batch...
def watch ( ) : """Renerate documentation when it changes ."""
# Start with a clean build sphinx_build [ '-b' , 'html' , '-E' , 'docs' , 'docs/_build/html' ] & FG handler = ShellCommandTrick ( shell_command = 'sphinx-build -b html docs docs/_build/html' , patterns = [ '*.rst' , '*.py' ] , ignore_patterns = [ '_build/*' ] , ignore_directories = [ '.tox' ] , drop_during_process = Tr...
def check_resource ( resource ) : '''Check a resource availability against a linkchecker backend The linkchecker used can be configured on a resource basis by setting the ` resource . extras [ ' check : checker ' ] ` attribute with a key that points to a valid ` udata . linkcheckers ` entrypoint . If not set ...
linkchecker_type = resource . extras . get ( 'check:checker' ) LinkChecker = get_linkchecker ( linkchecker_type ) if not LinkChecker : return { 'error' : 'No linkchecker configured.' } , 503 if is_ignored ( resource ) : return dummy_check_response ( ) result = LinkChecker ( ) . check ( resource ) if not result ...
def head ( self , path , query = None , data = None , redirects = True ) : """HEAD request wrapper for : func : ` request ( ) `"""
return self . request ( 'HEAD' , path , query , None , redirects )
def create_access_key ( self , name , is_active = True , permitted = [ ] , options = { } ) : """Creates a new access key . A master key must be set first . : param name : the name of the access key to create : param is _ active : Boolean value dictating whether this key is currently active ( default True ) : ...
return self . api . create_access_key ( name = name , is_active = is_active , permitted = permitted , options = options )
def get_default_config ( self ) : """Returns the default collector settings"""
config = super ( VMSFSCollector , self ) . get_default_config ( ) config . update ( { 'path' : 'vmsfs' } ) return config
def process_request ( self , unused_request ) : """Called by Django before deciding which view to execute ."""
# Compare to the first half of toplevel ( ) in context . py . tasklets . _state . clear_all_pending ( ) # Create and install a new context . ctx = tasklets . make_default_context ( ) tasklets . set_context ( ctx )
def notch ( ts , freq_hz , bandwidth_hz = 1.0 ) : """notch filter to remove remove a particular frequency Adapted from code by Sturla Molden"""
orig_ndim = ts . ndim if ts . ndim is 1 : ts = ts [ : , np . newaxis ] channels = ts . shape [ 1 ] fs = ( len ( ts ) - 1.0 ) / ( ts . tspan [ - 1 ] - ts . tspan [ 0 ] ) nyq = 0.5 * fs freq = freq_hz / nyq bandwidth = bandwidth_hz / nyq R = 1.0 - 3.0 * ( bandwidth / 2.0 ) K = ( ( 1.0 - 2.0 * R * np . cos ( np . pi *...
def grid_widgets ( self ) : """Configure all widgets using the grid geometry manager Automatically called by the : meth : ` _ _ init _ _ ` method . Does not have to be called by the user except in extraordinary cases ."""
# Categories for index , label in enumerate ( self . _category_labels . values ( ) ) : label . grid ( column = 0 , row = index , padx = 5 , sticky = "nw" , pady = ( 1 , 0 ) if index == 0 else 0 ) # Canvas widgets self . _canvas_scroll . grid ( column = 1 , row = 0 , padx = ( 0 , 5 ) , pady = 5 , sticky = "nswe" ) s...
def count_features_of_type ( self , featuretype = None ) : """Simple count of features . Can be faster than " grep " , and is faster than checking the length of results from : meth : ` gffutils . FeatureDB . features _ of _ type ` . Parameters featuretype : string Feature type ( e . g . , " gene " ) to co...
c = self . conn . cursor ( ) if featuretype is not None : c . execute ( ''' SELECT count() FROM features WHERE featuretype = ? ''' , ( featuretype , ) ) else : c . execute ( ''' SELECT count() FROM features ''' ) results = c . fetch...
def complete_opt_display ( self , text , * _ ) : """Autocomplete for display option"""
return [ t + " " for t in DISPLAYS if t . startswith ( text ) ]
def stop ( self ) : """Stop the sensor ."""
# Check that everything is running if not self . _running : logging . warning ( 'PhoXi not running. Aborting stop' ) return False # Stop the subscribers self . _color_im_sub . unregister ( ) self . _depth_im_sub . unregister ( ) self . _normal_map_sub . unregister ( ) # Disconnect from the camera rospy . Servic...
def get_timezones ( ) : """Get the supported timezones . The list will be cached unless you set the " fresh " attribute to True . : param fresh : Whether to get a fresh list or not : type fresh : bool : rtype : tuple"""
base_dir = _DIRECTORY zones = ( ) for root , dirs , files in os . walk ( base_dir ) : for basename in files : zone = os . path . join ( root , basename ) if os . path . isdir ( zone ) : continue zone = os . path . relpath ( zone , base_dir ) with open ( os . path . join (...
def add_string ( self , string ) : """Add to the working string and its length and reset eos ."""
self . string += string self . length += len ( string ) self . eos = 0
def get ( self , singleSnapshot = False ) : """* geneate the pyephem positions * * * Key Arguments : * * - ` ` singleSnapshot ` ` - - just extract positions for a single pyephem snapshot ( used for unit testing ) * * Return : * * - ` ` None ` `"""
self . log . info ( 'starting the ``get`` method' ) global xephemOE global tileSide global magLimit # GRAB PARAMETERS FROM SETTINGS FILE tileSide = float ( self . settings [ "pyephem" ] [ "atlas exposure match side" ] ) magLimit = float ( self . settings [ "pyephem" ] [ "magnitude limit" ] ) snapshotsRequired = 1 while...
def create ( cls , name , ipv4_network = None , ipv6_network = None , comment = None ) : """Create the network element : param str name : Name of element : param str ipv4 _ network : network cidr ( optional if ipv6) : param str ipv6 _ network : network cidr ( optional if ipv4) : param str comment : comment ...
ipv4_network = ipv4_network if ipv4_network else None ipv6_network = ipv6_network if ipv6_network else None json = { 'name' : name , 'ipv4_network' : ipv4_network , 'ipv6_network' : ipv6_network , 'comment' : comment } return ElementCreator ( cls , json )
def add_view_menu ( self , name ) : """Adds a view or menu to the backend , model view _ menu param name : name of the view menu to add"""
view_menu = self . find_view_menu ( name ) if view_menu is None : try : view_menu = self . viewmenu_model ( name = name ) view_menu . save ( ) return view_menu except Exception as e : log . error ( c . LOGMSG_ERR_SEC_ADD_VIEWMENU . format ( str ( e ) ) ) return view_menu
def simple_spool_transaction ( self , from_address , to , op_return , min_confirmations = 6 ) : """Utililty function to create the spool transactions . Selects the inputs , encodes the op _ return and constructs the transaction . Args : from _ address ( str ) : Address originating the transaction to ( str )...
# list of addresses to send ntokens = len ( to ) nfees = old_div ( self . _t . estimate_fee ( ntokens , 2 ) , self . fee ) inputs = self . select_inputs ( from_address , nfees , ntokens , min_confirmations = min_confirmations ) # outputs outputs = [ { 'address' : to_address , 'value' : self . token } for to_address in ...
def _forgiving_issubclass ( derived_class , base_class ) : """Forgiving version of ` ` issubclass ` ` Does not throw any exception when arguments are not of class type"""
return ( type ( derived_class ) is ClassType and type ( base_class ) is ClassType and issubclass ( derived_class , base_class ) )
def get_registers ( self , cpu_id ) : """Gets all the registers for the given CPU . in cpu _ id of type int The identifier of the Virtual CPU . out names of type str Array containing the lowercase register names . out values of type str Array parallel to the names holding the register values as if the ...
if not isinstance ( cpu_id , baseinteger ) : raise TypeError ( "cpu_id can only be an instance of type baseinteger" ) ( names , values ) = self . _call ( "getRegisters" , in_p = [ cpu_id ] ) return ( names , values )
def __findout_range ( self , name , decl_type , recursive ) : """implementation details"""
if not self . _optimized : self . _logger . debug ( 'running non optimized query - optimization has not been done' ) decls = self . declarations if recursive : decls = make_flatten ( self . declarations ) if decl_type : decls = [ d for d in decls if isinstance ( d , decl_type ) ] ret...
def get_available_languages ( self , obj , formset ) : """Fetching the available inline languages as queryset ."""
if obj : # Inlines dictate language code , not the parent model . # Hence , not looking at obj . get _ available _ languages ( ) , but see what languages # are used by the inline objects that point to it . filter = { 'master__{0}' . format ( formset . fk . name ) : obj } return self . model . _parler_meta . roo...
def load_mirteFile ( path , m , logger = None ) : """Loads the mirte - file at < path > into the manager < m > ."""
l = logging . getLogger ( 'load_mirteFile' ) if logger is None else logger had = set ( ) for name , path , d in walk_mirteFiles ( path , logger ) : if os . path . realpath ( path ) in m . loaded_mirteFiles : continue identifier = name if name in had : identifier = path else : had...
def adjustButtons ( self ) : """Adjusts the placement of the buttons for this line edit ."""
y = 1 for btn in self . buttons ( ) : btn . setIconSize ( self . iconSize ( ) ) btn . setFixedSize ( QSize ( self . height ( ) - 2 , self . height ( ) - 2 ) ) # adjust the location for the left buttons left_buttons = self . _buttons . get ( Qt . AlignLeft , [ ] ) x = ( self . cornerRadius ( ) / 2.0 ) + 2 for bt...
def list ( self , request , * args , ** kwargs ) : """To get an actual value for object quotas limit and usage issue a * * GET * * request against * / api / < objects > / * . To get all quotas visible to the user issue a * * GET * * request against * / api / quotas / *"""
return super ( QuotaViewSet , self ) . list ( request , * args , ** kwargs )
def allclose ( a , b , align = False , rtol = 1.e-5 , atol = 1.e-8 ) : """Compare two molecules for numerical equality . Args : a ( Cartesian ) : b ( Cartesian ) : align ( bool ) : a and b are prealigned along their principal axes of inertia and moved to their barycenters before comparing . rtol ( flo...
return np . alltrue ( isclose ( a , b , align = align , rtol = rtol , atol = atol ) )
def force_unroll_loops ( self , max_loop_unrolling_times ) : """Unroll loops globally . The resulting CFG does not contain any loop , but this method is slow on large graphs . : param int max _ loop _ unrolling _ times : The maximum iterations of unrolling . : return : None"""
if not isinstance ( max_loop_unrolling_times , int ) or max_loop_unrolling_times < 0 : raise AngrCFGError ( 'Max loop unrolling times must be set to an integer greater than or equal to 0 if ' + 'loop unrolling is enabled.' ) # Traverse the CFG and try to find the beginning of loops loop_backedges = [ ] start = self...
def exists_table ( self , name , database = None ) : """Determine if the indicated table or view exists Parameters name : string database : string , default None Returns if _ exists : boolean"""
return bool ( self . list_tables ( like = name , database = database ) )
def trailing_stop_loss_replace ( self , accountID , orderID , ** kwargs ) : """Shortcut to replace a pending Trailing Stop Loss Order in an Account Args : accountID : The ID of the Account orderID : The ID of the Take Profit Order to replace kwargs : The arguments to create a TrailingStopLossOrderRequest ...
return self . replace ( accountID , orderID , order = TrailingStopLossOrderRequest ( ** kwargs ) )
def build_freeform ( self , start_x = 0 , start_y = 0 , scale = 1.0 ) : """Return | FreeformBuilder | object to specify a freeform shape . The optional * start _ x * and * start _ y * arguments specify the starting pen position in local coordinates . They will be rounded to the nearest integer before use and ...
try : x_scale , y_scale = scale except TypeError : x_scale = y_scale = scale return FreeformBuilder . new ( self , start_x , start_y , x_scale , y_scale )
def fromarray ( values , labels = None , npartitions = None , engine = None ) : """Load images from an array . First dimension will be used to index images , so remaining dimensions after the first should be the dimensions of the images , e . g . ( 3 , 100 , 200 ) for 3 x ( 100 , 200 ) images Parameters ...
from . images import Images import bolt if isinstance ( values , bolt . spark . array . BoltArraySpark ) : return Images ( values ) values = asarray ( values ) if values . ndim < 2 : raise ValueError ( 'Array for images must have at least 2 dimensions, got %g' % values . ndim ) if values . ndim == 2 : value...
def get_owner_access_token ( self ) : """Return workflow owner access token ."""
from . database import Session db_session = Session . object_session ( self ) owner = db_session . query ( User ) . filter_by ( id_ = self . owner_id ) . first ( ) return owner . access_token
def apply_transformation ( self , structure , return_ranked_list = False ) : """Apply the transformation . Args : structure : input structure return _ ranked _ list ( bool ) : Whether or not multiple structures are returned . If return _ ranked _ list is a number , that number of structures is returned . ...
num_remove_dict = { } total_combis = 0 for indices , frac in zip ( self . indices , self . fractions ) : num_to_remove = len ( indices ) * frac if abs ( num_to_remove - int ( round ( num_to_remove ) ) ) > 1e-3 : raise ValueError ( "Fraction to remove must be consistent with " "integer amounts in structu...
import re def lookup_string ( target_str , search_str ) : """This function locates a specific substring within a larger string and returns its position . It uses regular expressions to perform a search . Sample Input : ( ' python ' , ' python programming language ' ) Sample Output : ( 0 , 6) Other Examples : ...
result = re . search ( target_str , search_str ) start_pos = result . start ( ) end_pos = result . end ( ) return start_pos , end_pos
def union ( self , enumerable , key = lambda x : x ) : """Returns enumerable that is a union of elements between self and given enumerable : param enumerable : enumerable to union self to : param key : key selector used to determine uniqueness : return : new Enumerable object"""
if not isinstance ( enumerable , Enumerable3 ) : raise TypeError ( u"enumerable parameter must be an instance of Enumerable" ) if self . count ( ) == 0 : return enumerable if enumerable . count ( ) == 0 : return self return self . concat ( enumerable ) . distinct ( key )
def policy_definition_delete ( name , ** kwargs ) : '''. . versionadded : : 2019.2.0 Delete a policy definition . : param name : The name of the policy definition to delete . CLI Example : . . code - block : : bash salt - call azurearm _ resource . policy _ definition _ delete testpolicy'''
result = False polconn = __utils__ [ 'azurearm.get_client' ] ( 'policy' , ** kwargs ) try : # pylint : disable = unused - variable policy = polconn . policy_definitions . delete ( policy_definition_name = name ) result = True except CloudError as exc : __utils__ [ 'azurearm.log_cloud_error' ] ( 'resource' ,...
def parse_next ( self , ptype , m ) : """Parse the next packet . : param ptype : The ( string ) type of the incoming packet : param ` . Message ` m : The paket content"""
if ptype == MSG_KEXGSS_GROUPREQ : return self . _parse_kexgss_groupreq ( m ) elif ptype == MSG_KEXGSS_GROUP : return self . _parse_kexgss_group ( m ) elif ptype == MSG_KEXGSS_INIT : return self . _parse_kexgss_gex_init ( m ) elif ptype == MSG_KEXGSS_HOSTKEY : return self . _parse_kexgss_hostkey ( m ) el...
def image ( name , data , step = None , max_outputs = 3 , description = None ) : """Write an image summary . Arguments : name : A name for this summary . The summary tag used for TensorBoard will be this name prefixed by any active name scopes . data : A ` Tensor ` representing pixel data with shape ` [ k ,...
summary_metadata = metadata . create_summary_metadata ( display_name = None , description = description ) # TODO ( https : / / github . com / tensorflow / tensorboard / issues / 2109 ) : remove fallback summary_scope = ( getattr ( tf . summary . experimental , 'summary_scope' , None ) or tf . summary . summary_scope ) ...
def _extract_actions_unique_topics ( self , movement_counts , max_movements , cluster_topology , max_movement_size ) : """Extract actions limiting to given max value such that the resultant has the minimum possible number of duplicate topics . Algorithm : 1 . Group actions by by topic - name : { topic : actio...
# Group actions by topic topic_actions = defaultdict ( list ) for t_p , replica_change_cnt in movement_counts : topic_actions [ t_p [ 0 ] ] . append ( ( t_p , replica_change_cnt ) ) # Create reduced assignment minimizing duplication of topics extracted_actions = [ ] curr_movements = 0 curr_size = 0 action_available...
def publish ( self , topic , data , defer = None ) : """Publish a message to the given topic over http . : param topic : the topic to publish to : param data : bytestring data to publish : param defer : duration in millisconds to defer before publishing ( requires nsq 0.3.6)"""
nsq . assert_valid_topic_name ( topic ) fields = { 'topic' : topic } if defer is not None : fields [ 'defer' ] = '{}' . format ( defer ) return self . _request ( 'POST' , '/pub' , fields = fields , body = data )
def getctime ( self , path ) : """Returns the creation time of the fake file . Args : path : the path to fake file . Returns : ( int , float ) the creation time of the fake file in number of seconds since the epoch . Raises : OSError : if the file does not exist ."""
try : file_obj = self . filesystem . resolve ( path ) except IOError : self . filesystem . raise_os_error ( errno . ENOENT ) return file_obj . st_ctime
def list_shoulds ( options ) : """Construct the list of ' SHOULD ' validators to be run by the validator ."""
validator_list = [ ] # Default : enable all if not options . disabled and not options . enabled : validator_list . extend ( CHECKS [ 'all' ] ) return validator_list # - - disable # Add SHOULD requirements to the list unless disabled if options . disabled : if 'all' not in options . disabled : if 'fo...
def pre_init ( ) : """The pre _ init function of the plugin . Here rafcon - classes can be extended / monkey - patched or completely substituted . A example is given with the rafcon _ execution _ hooks _ plugin . : return :"""
logger . info ( "Run pre-initiation hook of {} plugin." . format ( __file__ . split ( os . path . sep ) [ - 2 ] ) ) # Example : Monkey - Path rafcon . core . script . Script class to print additional log - message while execution from rafcon . core . script import Script old_execute_method = Script . execute def new_ex...
def setDragDropFilter ( self , ddFilter ) : """Sets the drag drop filter for this widget . : warning The dragdropfilter is stored as a weak - reference , so using \ mutable methods will not be stored well . Things like \ instancemethods will not hold their pointer after they \ leave the scope that is being ...
if ddFilter : self . _dragDropFilterRef = weakref . ref ( ddFilter ) else : self . _dragDropFilterRef = None
def validate_registry_uri ( uri : str ) -> None : """Raise an exception if the URI does not conform to the registry URI scheme ."""
parsed = parse . urlparse ( uri ) scheme , authority , pkg_name , query = ( parsed . scheme , parsed . netloc , parsed . path , parsed . query , ) validate_registry_uri_scheme ( scheme ) validate_registry_uri_authority ( authority ) if query : validate_registry_uri_version ( query ) validate_package_name ( pkg_name...
def get_byte_array ( integer ) : """Return the variable length bytes corresponding to the given int"""
# Operate in big endian ( unlike most of Telegram API ) since : # > " . . . pq is a representation of a natural number # ( in binary * big endian * format ) . . . " # > " . . . current value of dh _ prime equals # ( in * big - endian * byte order ) . . . " # Reference : https : / / core . telegram . org / mtproto / aut...
def open_file ( path , grib_errors = 'warn' , ** kwargs ) : """Open a GRIB file as a ` ` cfgrib . Dataset ` ` ."""
if 'mode' in kwargs : warnings . warn ( "the `mode` keyword argument is ignored and deprecated" , FutureWarning ) kwargs . pop ( 'mode' ) stream = messages . FileStream ( path , message_class = cfmessage . CfMessage , errors = grib_errors ) return Dataset ( * build_dataset_components ( stream , ** kwargs ) )
def collapse_phenotypes ( self , input_phenotype_labels , output_phenotype_label , verbose = True ) : """Rename one or more input phenotypes to a single output phenotype Args : input _ phenotype _ labels ( list ) : A str name or list of names to combine output _ phenotype _ label ( list ) : A str name to chan...
if isinstance ( input_phenotype_labels , str ) : input_phenotype_labels = [ input_phenotype_labels ] bad_phenotypes = set ( input_phenotype_labels ) - set ( self . phenotypes ) if len ( bad_phenotypes ) > 0 : raise ValueError ( "Error phenotype(s) " + str ( bad_phenotypes ) + " are not in the data." ) data = se...
def _get_ned_query_url ( self , raDeg , decDeg , arcsec ) : """* single ned conesearch * * * Key Arguments : * * * * Return : * * - None . . todo : : - @ review : when complete , clean _ get _ ned _ query _ url method - @ review : when complete add logging"""
self . log . info ( 'starting the ``_get_ned_query_url`` method' ) radArcMin = float ( arcsec ) / ( 60. ) if self . redshift == True : z_constraint = "Available" else : z_constraint = "Unconstrained" url = "http://ned.ipac.caltech.edu/cgi-bin/objsearch" params = { "in_csys" : "Equatorial" , "in_equinox" : "J200...
def sentinels ( self , name ) : """Returns a list of sentinels for ` ` name ` ` ."""
fut = self . execute ( b'SENTINELS' , name , encoding = 'utf-8' ) return wait_convert ( fut , parse_sentinel_slaves_and_sentinels )
def get_allEvents ( self ) : '''Splitting this method out to get the set of events to filter allows one to subclass for different subsets of events without copying other logic'''
if not hasattr ( self , 'allEvents' ) : timeFilters = { 'endTime__gte' : timezone . now ( ) } if getConstant ( 'registration__displayLimitDays' ) or 0 > 0 : timeFilters [ 'startTime__lte' ] = timezone . now ( ) + timedelta ( days = getConstant ( 'registration__displayLimitDays' ) ) # Get the Event l...
def _flatten_beam_dim ( tensor ) : """Reshapes first two dimensions in to single dimension . Args : tensor : Tensor to reshape of shape [ A , B , . . . ] Returns : Reshaped tensor of shape [ A * B , . . . ]"""
shape = _shape_list ( tensor ) shape [ 0 ] *= shape [ 1 ] shape . pop ( 1 ) # Remove beam dim return tf . reshape ( tensor , shape )
def update_traded ( self , traded_update ) : """: param traded _ update : [ price , size ]"""
if not traded_update : self . traded . clear ( ) else : self . traded . update ( traded_update )
async def takewhile ( source , func ) : """Forward an asynchronous sequence while a condition is met . The given function takes the item as an argument and returns a boolean corresponding to the condition to meet . The function can either be synchronous or asynchronous ."""
iscorofunc = asyncio . iscoroutinefunction ( func ) async with streamcontext ( source ) as streamer : async for item in streamer : result = func ( item ) if iscorofunc : result = await result if not result : return yield item
def get_highlighted_code ( name , code , type = 'terminal' ) : """If pygments are available on the system then returned output is colored . Otherwise unchanged content is returned ."""
import logging try : import pygments pygments except ImportError : return code from pygments import highlight from pygments . lexers import guess_lexer_for_filename , ClassNotFound from pygments . formatters import TerminalFormatter try : lexer = guess_lexer_for_filename ( name , code ) formatter = ...
def res_phi_pie ( pst , logger = None , ** kwargs ) : """plot current phi components as a pie chart . Parameters pst : pyemu . Pst logger : pyemu . Logger kwargs : dict accepts ' include _ zero ' as a flag to include phi groups with only zero - weight obs ( not sure why anyone would do this , but what...
if logger is None : logger = Logger ( 'Default_Loggger.log' , echo = False ) logger . log ( "plot res_phi_pie" ) if "ensemble" in kwargs : try : res = pst_utils . res_from_en ( pst , kwargs [ 'ensemble' ] ) except : logger . statement ( "res_1to1: could not find ensemble file {0}" . format (...
def mean_size ( self , p , q ) : '''> > > psd = PSDLognormal ( s = 0.5 , d _ characteristic = 5E - 6) > > > psd . mean _ size ( 3 , 2) 4.412484512922977e - 06 Note that for the case where p = = q , a different set of formulas are required - which do not have analytical results for many distributions . The...
if p == q : p -= 1e-9 q += 1e-9 pow1 = q - self . order denominator = self . _pdf_basis_integral_definite ( d_min = self . d_minimum , d_max = self . d_excessive , n = pow1 ) root_power = p - q pow3 = p - self . order numerator = self . _pdf_basis_integral_definite ( d_min = self . d_minimum , d_max = self . d_...
def set_proxy ( self , proxy_account , account = None , ** kwargs ) : """Set a specific proxy for account : param bitshares . account . Account proxy _ account : Account to be proxied : param str account : ( optional ) the account to allow access to ( defaults to ` ` default _ account ` ` )"""
if not account : if "default_account" in self . config : account = self . config [ "default_account" ] if not account : raise ValueError ( "You need to provide an account" ) account = Account ( account , blockchain_instance = self ) proxy = Account ( proxy_account , blockchain_instance = self ) options ...
def makebunches ( data , commdct ) : """make bunches with data"""
bunchdt = { } ddtt , dtls = data . dt , data . dtls for obj_i , key in enumerate ( dtls ) : key = key . upper ( ) bunchdt [ key ] = [ ] objs = ddtt [ key ] for obj in objs : bobj = makeabunch ( commdct , obj , obj_i ) bunchdt [ key ] . append ( bobj ) return bunchdt
def window_open ( dev , temp , duration ) : """Gets and sets the window open settings ."""
click . echo ( "Window open: %s" % dev . window_open ) if temp and duration : click . echo ( "Setting window open conf, temp: %s duration: %s" % ( temp , duration ) ) dev . window_open_config ( temp , duration )
def remove_node ( self , node , stop = False ) : """Removes a node from the cluster . By default , it doesn ' t also stop the node , just remove from the known hosts of this cluster . : param node : node to remove : type node : : py : class : ` Node ` : param stop : Stop the node : type stop : bool"""
if node . kind not in self . nodes : raise NodeNotFound ( "Unable to remove node %s: invalid node type `%s`." , node . name , node . kind ) else : try : index = self . nodes [ node . kind ] . index ( node ) if self . nodes [ node . kind ] [ index ] : del self . nodes [ node . kind ] ...