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def rse ( label , pred ) : """computes the root relative squared error ( condensed using standard deviation formula )"""
numerator = np . sqrt ( np . mean ( np . square ( label - pred ) , axis = None ) ) denominator = np . std ( label , axis = None ) return numerator / denominator
def _scan_pages_for_same ( self , progress_cb = _stub_progress ) : """! @ brief Read the full page data to determine if it is unchanged . When this function exits , the same flag will be set to either True or False for every page . In addition , sectors that need at least one page programmed will have the sam...
progress = 0 # Read page data if unknown - after this page . same will be True or False unknown_pages = [ page for page in self . page_list if page . same is None ] if unknown_pages : self . _enable_read_access ( ) for page in unknown_pages : if page . cached_estimate_data is not None : data...
def run ( self ) : """Discovers the mongo cluster and creates a thread for each primary ."""
# Reset the global minimum MongoDB version update_mininum_mongodb_version ( None ) self . main_conn = self . create_authed_client ( ) LOG . always ( "Source MongoDB version: %s" , self . main_conn . admin . command ( "buildInfo" ) [ "version" ] , ) for dm in self . doc_managers : name = dm . __class__ . __module__ ...
def provides ( self , call_name ) : """Provide a call . The call acts as a stub - - no error is raised if it is not called . : : > > > session = Fake ( ' session ' ) . provides ( ' open ' ) . provides ( ' close ' ) > > > import fudge > > > fudge . clear _ expectations ( ) # from any previously declared fake...
if call_name in self . _declared_calls : return self . next_call ( for_method = call_name ) self . _last_declared_call_name = call_name c = Call ( self , call_name ) self . _declare_call ( call_name , c ) return self
def discover ( ) : """Automatically discover the paths to various data folders in this project and compose a Project instance . Returns : A constructed Project object . Raises : ValueError : if the paths could not be figured out automatically . In this case , you have to create a Project manually using ...
# Try . . / data : we ' re most likely running a Jupyter notebook from the ' notebooks ' directory candidate_path = os . path . abspath ( os . path . join ( os . curdir , os . pardir , 'data' ) ) if os . path . exists ( candidate_path ) : return Project ( os . path . abspath ( os . path . join ( candidate_path , os...
def send ( self , op , cmd , integration_id , * args ) : """Formats and sends the requested command to the Lutron controller ."""
out_cmd = "," . join ( ( cmd , str ( integration_id ) ) + tuple ( ( str ( x ) for x in args ) ) ) self . _conn . send ( op + out_cmd )
def content ( self , request , id ) : """Returns the content of the gist Arguments : request : an initial request object id : the gist identifier Returns : A dict containing the contents of each file in the gist"""
gist = self . send ( request , id ) . json ( ) def convert ( data ) : return base64 . b64decode ( data ) . decode ( 'utf-8' ) content = { } for name , data in gist [ 'files' ] . items ( ) : content [ name ] = convert ( data [ 'content' ] ) return content
def send ( self , stream = False ) : """Send the HTTP request via Python Requests modules . This method will send the request to the remote endpoint . It will try to handle temporary communications issues by retrying the request automatically . Args : stream ( bool ) : Boolean to enable stream download . ...
# api request ( gracefully handle temporary communications issues with the API ) try : response = self . session . request ( self . _http_method , self . _url , auth = self . _basic_auth , data = self . _body , files = self . _files , headers = self . _headers , params = self . _payload , stream = stream , timeout ...
def many_init ( cls , * args , ** kwargs ) : """This method handles creating a parent ` ManyRelatedField ` instance when the ` many = True ` keyword argument is passed . Typically you won ' t need to override this method . Note that we ' re over - cautious in passing most arguments to both parent and child ...
list_kwargs = { 'child_relation' : cls ( * args , ** kwargs ) } for key in kwargs : if key in MANY_RELATION_KWARGS : list_kwargs [ key ] = kwargs [ key ] return ManyRelatedFieldWithNoData ( ** list_kwargs )
def _raw_mul ( self , plaintext ) : """Returns the integer E ( a * plaintext ) , where E ( a ) = ciphertext Args : plaintext ( int ) : number by which to multiply the ` EncryptedNumber ` . * plaintext * is typically an encoding . 0 < = * plaintext * < : attr : ` ~ PaillierPublicKey . n ` Returns : int :...
if not isinstance ( plaintext , int ) : raise TypeError ( 'Expected ciphertext to be int, not %s' % type ( plaintext ) ) if plaintext < 0 or plaintext >= self . public_key . n : raise ValueError ( 'Scalar out of bounds: %i' % plaintext ) if self . public_key . n - self . public_key . max_int <= plaintext : # Ve...
def _trace_full ( frame , event , arg ) : """Trace every executed line ."""
if event == "line" : _trace_line ( frame , event , arg ) else : _trace ( frame , event , arg ) return _trace_full
def add_ipv4 ( self , id_network_ipv4 , id_equipamento , descricao ) : """Allocate an IP on a network to an equipment . Insert new IP for network and associate to the equipment : param id _ network _ ipv4 : ID for NetworkIPv4. : param id _ equipamento : ID for Equipment . : param descricao : Description for...
ip_map = dict ( ) ip_map [ 'id_network_ipv4' ] = id_network_ipv4 ip_map [ 'description' ] = descricao ip_map [ 'id_equipment' ] = id_equipamento code , xml = self . submit ( { 'ip' : ip_map } , 'POST' , 'ipv4/' ) return self . response ( code , xml )
def input ( self , opt ) : """Description : Set the input Call with no arguments to get current setting Arguments : opt : string Name provided from input list or key from yaml ( " HDMI 1 " or " hdmi _ 1 " )"""
for key in self . command [ 'input' ] : if ( key == opt ) or ( self . command [ 'input' ] [ key ] [ 'name' ] == opt ) : return self . _send_command ( [ 'input' , key , 'command' ] ) return False
def model_length ( gene , domain ) : """get length of model"""
if gene == '16S' : domain2max = { 'E_coli_K12' : int ( 1538 ) , 'bacteria' : int ( 1689 ) , 'archaea' : int ( 1563 ) , 'eukarya' : int ( 2652 ) } return domain2max [ domain ] elif gene == '23S' : domain2max = { 'E_coli_K12' : int ( 2903 ) , 'bacteria' : int ( 3146 ) , 'archaea' : int ( 3774 ) , 'eukarya' : ...
def connect ( self , timeout = 2 ) : """Connect to the KNX / IP tunnelling interface . If the remote address is " 0.0.0.0 " , it will use the Gateway scanner to automatically detect a KNX gateway and it will connect to it if one has been found . Returns true if a connection could be established , false othe...
if self . connected : logging . info ( "KNXIPTunnel connect request ignored, " "already connected" ) return True if self . remote_ip == "0.0.0.0" : scanner = GatewayScanner ( ) try : ipaddr , port = scanner . start_search ( ) logging . info ( "Found KNX gateway %s/%s" , ipaddr , port ) ...
def save ( self , render_name = False , * args , ** kwargs ) : # pylint : disable = keyword - arg - before - vararg """Save the data model ."""
if self . name != self . _original_name : self . named_by_user = True create = self . pk is None if create : fill_with_defaults ( self . input , self . process . input_schema ) # pylint : disable = no - member if not self . name : self . _render_name ( ) else : self . named_by_user =...
def prepare_series ( self , memory : set ) -> None : """Call | IOSequence . activate _ ram | of all sequences selected by the given output element of the actual XML file . Use the memory argument to pass in already prepared sequences ; newly prepared sequences will be added . > > > from hydpy . core . examp...
for sequence in self . _iterate_sequences ( ) : if sequence not in memory : memory . add ( sequence ) sequence . activate_ram ( )
def unregister_signals ( self ) : """Unregister signals ."""
# Unregister Record signals if hasattr ( self , 'update_function' ) : records_signals . before_record_insert . disconnect ( self . update_function ) records_signals . before_record_update . disconnect ( self . update_function ) self . unregister_signals_oaiset ( )
def _render_frame ( self ) : """Renders the frame on the line after clearing it ."""
frame = self . frame ( ) output = '\r{0}' . format ( frame ) self . clear ( ) try : self . _stream . write ( output ) except UnicodeEncodeError : self . _stream . write ( encode_utf_8_text ( output ) )
def add_tile ( self , address , tile ) : """Add a tile to handle all RPCs at a given address . Args : address ( int ) : The address of the tile tile ( RPCDispatcher ) : A tile object that inherits from RPCDispatcher"""
if address in self . _tiles : raise ArgumentError ( "Tried to add two tiles at the same address" , address = address ) self . _tiles [ address ] = tile
def drop_table ( self , dbname , name , deleteData ) : """Parameters : - dbname - name - deleteData"""
self . send_drop_table ( dbname , name , deleteData ) self . recv_drop_table ( )
def encode_tf ( self , s ) : """Encode a tf . Scalar string to a tf . Tensor . This will be necessary for on - the - fly tokenization . Args : s : a tf . Scalar with dtype tf . string Returns : a 1d tf . Tensor with dtype tf . int32"""
ids = subword_text_encoder_ops . subword_text_encoder_encode ( s , self . _filepath ) # the c + + op apppends 1 = EOS - drop it . return ids [ : - 1 ]
def text_alignment ( x , y ) : """Align text labels based on the x - and y - axis coordinate values . This function is used for computing the appropriate alignment of the text label . For example , if the text is on the " right " side of the plot , we want it to be left - aligned . If the text is on the " t...
if x == 0 : ha = "center" elif x > 0 : ha = "left" else : ha = "right" if y == 0 : va = "center" elif y > 0 : va = "bottom" else : va = "top" return ha , va
def exception_to_signal ( sig : Union [ SignalException , signal . Signals ] ) : """Rollback any changes done by : py : func : ` signal _ to _ exception ` ."""
if isinstance ( sig , SignalException ) : signum = sig . signum else : signum = sig . value signal . signal ( signum , signal . SIG_DFL )
def map_field ( fn , m ) : """Maps a field name , given a mapping file . Returns input if fieldname is unmapped ."""
if m is None : return fn if fn in m : return m [ fn ] else : return fn
def uni_to ( self , target , * args , ** kwargs ) : """Unified to ."""
logging . debug ( _ ( 'target: %s, args: %s, kwargs: %s' ) , target , args , kwargs ) return getattr ( self , self . func_dict [ target ] ) ( * args , ** kwargs )
def optimize ( model , cand ) : """optimize : function for solving the model , updating candidate solutions ' list Will add to cand all the intermediate solutions found , as well as the optimum Parameters : - model : Gurobi model object - cand : list of pairs of objective functions ( for appending more solu...
model . hideOutput ( ) model . optimize ( ) x , y , C , T = model . data status = model . getStatus ( ) if status == "optimal" : # collect suboptimal solutions solutions = model . getSols ( ) for sol in solutions : cand . append ( ( model . getSolVal ( T , sol ) , model . getSolVal ( C ) ) ) return stat...
def lambda_B_calc ( classes , table , TOP , POP ) : """Calculate Goodman and Kruskal ' s lambda B . : param classes : confusion matrix classes : type classes : list : param table : confusion matrix table : type table : dict : param TOP : test outcome positive : type TOP : dict : param POP : population...
try : result = 0 length = POP maxresponse = max ( list ( TOP . values ( ) ) ) for i in classes : result += max ( list ( table [ i ] . values ( ) ) ) result = ( result - maxresponse ) / ( length - maxresponse ) return result except Exception : return "None"
def draw_pl_vote ( m , gamma ) : """Description : Generate a Plackett - Luce vote given the model parameters . Parameters : m : number of alternatives gamma : parameters of the Plackett - Luce model"""
localgamma = np . copy ( gamma ) # work on a copy of gamma localalts = np . arange ( m ) # enumeration of the candidates vote = [ ] for j in range ( m ) : # generate position in vote for every alternative # transform local gamma into intervals up to 1.0 localgammaintervals = np . copy ( localgamma ) prev = 0.0 ...
def set ( self , option , value = None ) : """Set an option for chaining . Args : option ( str ) : option name value ( str ) : value , default None"""
option = self . _container . optionxform ( option ) if option in self . options ( ) : self . __getitem__ ( option ) . value = value else : self . __setitem__ ( option , value ) return self
def update_remote_ids ( self , remote_project ) : """Compare against remote _ project saving off the matching uuids of of matching content . : param remote _ project : RemoteProject project to compare against"""
if remote_project : self . remote_id = remote_project . id _update_remote_children ( remote_project , self . children )
def pretty_str ( self , indent = 0 ) : """Return a human - readable string representation of this object . Kwargs : indent ( int ) : The amount of spaces to use as indentation ."""
indent = ' ' * indent pretty = '{}({})' if self . parenthesis else '{}{}' args = ', ' . join ( map ( pretty_str , self . arguments ) ) if self . method_of : call = '{}.{}({})' . format ( self . method_of . pretty_str ( ) , self . name , args ) elif self . is_constructor : call = 'new {}({})' . format ( self . n...
def get_next_unanswered_question ( self , assessment_section_id , item_id ) : """Gets the next unanswered question in this assesment section . arg : assessment _ section _ id ( osid . id . Id ) : ` ` Id ` ` of the ` ` AssessmentSection ` ` arg : item _ id ( osid . id . Id ) : ` ` Id ` ` of the ` ` Item ` ` ...
# Or this could call through to get _ next _ question in the section questions = self . get_unanswered_questions ( assessment_section_id ) for question in questions : if question . get_id ( ) == item_id : if questions . available ( ) : return questions . next ( ) else : raise...
def share_extension ( self , publisher_name , extension_name , account_name ) : """ShareExtension . [ Preview API ] : param str publisher _ name : : param str extension _ name : : param str account _ name :"""
route_values = { } if publisher_name is not None : route_values [ 'publisherName' ] = self . _serialize . url ( 'publisher_name' , publisher_name , 'str' ) if extension_name is not None : route_values [ 'extensionName' ] = self . _serialize . url ( 'extension_name' , extension_name , 'str' ) if account_name is ...
def list_files ( directory ) : '''Return a list of all files found under directory ( and its subdirectories )'''
ret = set ( ) ret . add ( directory ) for root , dirs , files in safe_walk ( directory ) : for name in files : ret . add ( os . path . join ( root , name ) ) for name in dirs : ret . add ( os . path . join ( root , name ) ) return list ( ret )
def inverse_transform ( self , maps ) : r"""Computes : math : ` y = \ mathrm { logistic } ( x ; a , b ) ` . The codomain : math : ` a , b ` of : math : ` y ` are given by the class ' s bounds . Parameters maps : dict or FieldArray A dictionary or FieldArray which provides a map between the parameter name ...
y = maps [ self . _outputvar ] out = { self . _inputvar : self . logistic ( y , self . _a , self . _b ) } return self . format_output ( maps , out )
def download ( self , url , path ) : """Download url and save data to path ."""
# original _ url = url # print ( url ) qurl = QUrl ( url ) url = to_text_string ( qurl . toEncoded ( ) , encoding = 'utf-8' ) logger . debug ( str ( ( url , path ) ) ) if url in self . _workers : while not self . _workers [ url ] . finished : return self . _workers [ url ] worker = DownloadWorker ( url , pa...
def find_bright_peaks ( self , data , threshold = None , sigma = 5 , radius = 5 ) : """Find bright peak candidates in ( data ) . ( threshold ) specifies a threshold value below which an object is not considered a candidate . If threshold is blank , a default is calculated using ( sigma ) . ( radius ) defines ...
if threshold is None : # set threshold to default if none provided threshold = self . get_threshold ( data , sigma = sigma ) self . logger . debug ( "threshold defaults to %f (sigma=%f)" % ( threshold , sigma ) ) # self . logger . debug ( " filtering " ) data_max = filters . maximum_filter ( data , radius ) max...
def rsa_public_key_pkcs1_to_pkcs8 ( pkcs1_key ) : """Convert a PKCS1 - encoded RSA private key to PKCS8."""
algorithm = RsaAlgorithmIdentifier ( ) algorithm [ "rsaEncryption" ] = RSA_ENCRYPTION_ASN1_OID pkcs8_key = PublicKeyInfo ( ) pkcs8_key [ "algorithm" ] = algorithm pkcs8_key [ "publicKey" ] = univ . BitString . fromOctetString ( pkcs1_key ) return encoder . encode ( pkcs8_key )
def parse ( self , parser , xml ) : """Parses the rawtext to extract contents and references ."""
# We can only process references if the XML tag has inner - XML if xml . text is not None : matches = parser . RE_REFS . finditer ( xml . text ) if matches : for match in matches : # Handle " special " references to this . name and param . name here . self . references . append ( match . gro...
def present ( profile = 'pagerduty' , subdomain = None , api_key = None , ** kwargs ) : '''Ensure pagerduty service exists . This method accepts as arguments everything defined in https : / / developer . pagerduty . com / documentation / rest / services / create Note that many arguments are mutually exclusive...
# TODO : aws _ cloudwatch type should be integrated with boto _ sns # for convenience , we accept id , name , or email for users # and we accept the id or name for schedules kwargs [ 'service' ] [ 'name' ] = kwargs [ 'name' ] # make args mirror PD API structure escalation_policy_id = kwargs [ 'service' ] [ 'escalation_...
def parse_connection_option ( header : str , pos : int , header_name : str ) -> Tuple [ ConnectionOption , int ] : """Parse a Connection option from ` ` header ` ` at the given position . Return the protocol value and the new position . Raise : exc : ` ~ websockets . exceptions . InvalidHeaderFormat ` on invali...
item , pos = parse_token ( header , pos , header_name ) return cast ( ConnectionOption , item ) , pos
def POST ( self ) : """The combined values from : attr : ` forms ` and : attr : ` files ` . Values are either strings ( form values ) or instances of : class : ` cgi . FieldStorage ` ( file uploads ) ."""
post = MultiDict ( ) safe_env = { 'QUERY_STRING' : '' } # Build a safe environment for cgi for key in ( 'REQUEST_METHOD' , 'CONTENT_TYPE' , 'CONTENT_LENGTH' ) : if key in self . environ : safe_env [ key ] = self . environ [ key ] if NCTextIOWrapper : fb = NCTextIOWrapper ( self . body , encoding = 'ISO-...
def write_source_description ( self , capability_lists = None , outfile = None , links = None ) : """Write a ResourceSync Description document to outfile or STDOUT ."""
rsd = SourceDescription ( ln = links ) rsd . pretty_xml = self . pretty_xml if ( capability_lists is not None ) : for uri in capability_lists : rsd . add_capability_list ( uri ) if ( outfile is None ) : print ( rsd . as_xml ( ) ) else : rsd . write ( basename = outfile )
def calc ( path ) : '''Takes a path as an argument and returns the total size in bytes of the file or directory . If the path is a directory the size will be calculated recursively .'''
total = 0 err = None if os . path . isdir ( path ) : try : for entry in os . scandir ( path ) : try : is_dir = entry . is_dir ( follow_symlinks = False ) except ( PermissionError , FileNotFoundError ) : err = "!" return total , err ...
def accel_toggle_hide_on_lose_focus ( self , * args ) : """Callback toggle whether the window should hide when it loses focus . Called by the accel key ."""
if self . settings . general . get_boolean ( 'window-losefocus' ) : self . settings . general . set_boolean ( 'window-losefocus' , False ) else : self . settings . general . set_boolean ( 'window-losefocus' , True ) return True
def finish_response ( self ) : """Completes the response and performs the following tasks : - Remove the ` ' ws4py . socket ' ` and ` ' ws4py . websocket ' ` environ keys . - Attach the returned websocket , if any , to the WSGI server using its ` ` link _ websocket _ to _ server ` ` method ."""
# force execution of the result iterator until first actual content rest = iter ( self . result ) first = list ( itertools . islice ( rest , 1 ) ) self . result = itertools . chain ( first , rest ) # now it ' s safe to look if environ was modified ws = None if self . environ : self . environ . pop ( 'ws4py.socket' ...
def composite ( ) -> Iterator [ int ] : """Generate the composite numbers using the sieve of Eratosthenes . https : / / oeis . org / A002808"""
p1 = 3 for p2 in eratosthenes ( ) : for n in range ( p1 + 1 , p2 ) : yield n p1 = p2
def set_preference ( data , chunk_size ) : """Return the median of the distribution of pairwise L2 Euclidean distances between samples ( the rows of ' data ' ) as the default preference parameter for Affinity Propagation clustering . Parameters data : array of shape ( N _ samples , N _ features ) The data...
N_samples , N_features = data . shape rng = np . arange ( 0 , N_samples , dtype = int ) medians = [ ] for i in range ( 15 ) : selected_samples = np . random . choice ( N_samples , size = chunk_size , replace = False ) samples = data [ selected_samples , : ] S = - euclidean_distances ( samples , data , squar...
def _upload ( self , project_id , updating , file_path , language_code = None , overwrite = False , sync_terms = False , tags = None , fuzzy_trigger = None ) : """Internal : updates terms / translations File uploads are limited to one every 30 seconds"""
options = [ self . UPDATING_TERMS , self . UPDATING_TERMS_TRANSLATIONS , self . UPDATING_TRANSLATIONS ] if updating not in options : raise POEditorArgsException ( 'Updating arg must be in {}' . format ( options ) ) options = [ self . UPDATING_TERMS_TRANSLATIONS , self . UPDATING_TRANSLATIONS ] if language_code is N...
def fromlalcache ( cachefile , coltype = int ) : """Construct a segmentlist representing the times spanned by the files identified in the LAL cache contained in the file object file . The segmentlist will be created with segments whose boundaries are of type coltype , which should raise ValueError if it canno...
return segments . segmentlist ( lal . CacheEntry ( l , coltype = coltype ) . segment for l in cachefile )
def dump_stats ( self , pattern ) : """Dumps VM statistics . in pattern of type str The selection pattern . A bit similar to filename globbing ."""
if not isinstance ( pattern , basestring ) : raise TypeError ( "pattern can only be an instance of type basestring" ) self . _call ( "dumpStats" , in_p = [ pattern ] )
def validate_search_space_content ( experiment_config ) : '''Validate searchspace content , if the searchspace file is not json format or its values does not contain _ type and _ value which must be specified , it will not be a valid searchspace file'''
try : search_space_content = json . load ( open ( experiment_config . get ( 'searchSpacePath' ) , 'r' ) ) for value in search_space_content . values ( ) : if not value . get ( '_type' ) or not value . get ( '_value' ) : print_error ( 'please use _type and _value to specify searchspace!' ) ...
def order_by_json_path ( self , json_path , language_code = None , order = 'asc' ) : """Makes the method available through the manager ( i . e . ` Model . objects ` ) . Usage example : MyModel . objects . order _ by _ json _ path ( ' title ' , order = ' desc ' ) MyModel . objects . order _ by _ json _ path ( ...
return self . get_queryset ( language_code ) . order_by_json_path ( json_path , language_code = language_code , order = order )
def _get_sorted_relationships ( self , goterm ) : """Traverse GO Terms above the current GO Term . Then add current GO Term to sorted ."""
if goterm . id in self . goids_seen : return self . goids_seen . add ( goterm . id ) for goterm_upper in goterm . get_goterms_upper ( ) : self . _get_sorted_relationships ( goterm_upper ) self . goterms_sorted . append ( goterm )
def _states ( self ) : """Sets grid states"""
# The currently visible table self . current_table = 0 # The cell that has been selected before the latest selection self . _last_selected_cell = 0 , 0 , 0 # If we are viewing cells based on their frozen status or normally # ( When true , a cross - hatch is displayed for frozen cells ) self . _view_frozen = False # Tim...
def _change_sample_name ( in_file , sample_name , data = None ) : """Fix name in feature counts log file to get the same name in multiqc report ."""
out_file = append_stem ( in_file , "_fixed" ) with file_transaction ( data , out_file ) as tx_out : with open ( tx_out , "w" ) as out_handle : with open ( in_file ) as in_handle : for line in in_handle : if line . startswith ( "Status" ) : line = "Status\t%s.b...
def activated_services ( self , user , provider = None ) : """get the activated services added from the administrator : param user : user : param provider : the selected provider : type user : current user : type provider : string : return : list of activated services : rtype : list"""
services = UserService . objects . filter ( name__status = 1 , user = user ) choices = [ ] data = ( ) if provider is not None : services = services . exclude ( name__exact = provider ) for class_name in services : data = ( class_name . name , class_name . name . name . rsplit ( 'Service' , 1 ) [ 1 ] ) choic...
def format_unencoded ( self , tokensource , outfile ) : """Format ` ` tokensource ` ` , an iterable of ` ` ( tokentype , tokenstring ) ` ` tuples and write it into ` ` outfile ` ` . For our implementation we put all lines in their own ' line group ' ."""
x = self . xoffset y = self . yoffset if not self . nowrap : if self . encoding : outfile . write ( '<?xml version="1.0" encoding="%s"?>\n' % self . encoding ) else : outfile . write ( '<?xml version="1.0"?>\n' ) outfile . write ( '<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.0//EN" ' '"http://ww...
def raise_ise ( text ) : """Turn a failed request response into a BackendError that represents an Internal Server Error . Handy for reflecting HTTP errors from farther back in the call chain as failures of your service . Parameters text : ` str ` Error text . Raises : class : ` apikit . BackendError `...
if isinstance ( text , Exception ) : # Just in case we are exuberantly passed the entire Exception and # not its textual representation . text = str ( text ) raise BackendError ( status_code = 500 , reason = "Internal Server Error" , content = text )
def taskCompleted ( self , * args , ** kwargs ) : """Task Completed Messages When a task is successfully completed by a worker a message is posted this exchange . This message is routed using the ` runId ` , ` workerGroup ` and ` workerId ` that completed the task . But information about additional runs is ...
ref = { 'exchange' : 'task-completed' , 'name' : 'taskCompleted' , 'routingKey' : [ { 'constant' : 'primary' , 'multipleWords' : False , 'name' : 'routingKeyKind' , } , { 'multipleWords' : False , 'name' : 'taskId' , } , { 'multipleWords' : False , 'name' : 'runId' , } , { 'multipleWords' : False , 'name' : 'workerGrou...
def putNetworkVisualPropBypass ( self , networkId , viewId , visualProperty , body , verbose = None ) : """Bypasses the Visual Style of the Network with the Visual Property specificed by the ` visualProperty ` , ` viewId ` , and ` networkId ` parameters . Additional details on common Visual Properties can be foun...
response = api ( url = self . ___url + 'networks/' + str ( networkId ) + '/views/' + str ( viewId ) + '/network/' + str ( visualProperty ) + '/bypass' , method = "PUT" , body = body , verbose = verbose ) return response
def write_struct_field ( self , struct_name , field_name , values , x , y , p = 0 ) : """Write a value into a struct . This method is particularly useful for writing values into the ` ` sv ` ` struct which contains some configuration data . See ` ` sark . h ` ` for details . Parameters struct _ name : str...
# Look up the struct and field field , address , pack_chars = self . _get_struct_field_and_address ( struct_name , field_name ) if field . length != 1 : assert len ( values ) == field . length data = struct . pack ( pack_chars , * values ) else : data = struct . pack ( pack_chars , values ) # Perform the wr...
def parse_bitcode ( bitcode , context = None ) : """Create Module from a LLVM * bitcode * ( a bytes object ) ."""
if context is None : context = get_global_context ( ) buf = c_char_p ( bitcode ) bufsize = len ( bitcode ) with ffi . OutputString ( ) as errmsg : mod = ModuleRef ( ffi . lib . LLVMPY_ParseBitcode ( context , buf , bufsize , errmsg ) , context ) if errmsg : mod . close ( ) raise RuntimeError...
def add_mutations_and_flush ( self , table , muts ) : """Add mutations to a table without the need to create and manage a batch writer ."""
if not isinstance ( muts , list ) and not isinstance ( muts , tuple ) : muts = [ muts ] cells = { } for mut in muts : cells . setdefault ( mut . row , [ ] ) . extend ( mut . updates ) self . client . updateAndFlush ( self . login , table , cells )
def get_colorscale ( scale ) : """Returns a color scale to be used for a plotly figure Parameters : scale : str or list Color scale name If the color name is preceded by a minus ( - ) then the scale is inversed . Also accepts a list of colors ( rgb , rgba , hex ) Example : get _ colorscale ( ' accen...
if type ( scale ) in string_types : scale = get_scales ( scale ) else : if type ( scale ) != list : raise Exception ( "scale needs to be either a scale name or list of colors" ) cs = [ [ 1.0 * c / ( len ( scale ) - 1 ) , scale [ c ] ] for c in range ( len ( scale ) ) ] cs . sort ( ) return cs
def _in_items ( self , restrictions ) : """Generate argument pairs for queries like where ( id = [ 1 , 2 ] )"""
def build_in ( table , name , value ) : return "{}.{} IN ({})" . format ( table , name , ", " . join ( [ "?" ] * len ( value ) ) ) in_items = self . _build_where ( restrictions , for_in = True ) names = [ build_in ( * restriction ) for restriction in in_items ] values = list ( chain ( * [ item [ 2 ] for item in in_...
def t_ID ( self , t ) : r'[ a - zA - Z _ @ ] [ a - zA - Z0-9 _ @ \ - ] *'
t . type = self . reserved_words . get ( t . value , 'ID' ) return t
def _read_frame ( self ) : """Read a frame from the XYZ file"""
size = self . read_size ( ) title = self . _f . readline ( ) [ : - 1 ] if self . symbols is None : symbols = [ ] coordinates = np . zeros ( ( size , 3 ) , float ) for counter in range ( size ) : line = self . _f . readline ( ) if len ( line ) == 0 : raise StopIteration words = line . split ( ) ...
def _recycle ( self ) : """Reclaim buffer space before the origin . Note : modifies buffer size"""
origin = self . _origin if origin == 0 : return False available = self . _extent - origin self . _data [ : available ] = self . _data [ origin : self . _extent ] self . _extent = available self . _origin = 0 # log _ debug ( " Recycled % d bytes " % origin ) return True
async def download_cot_artifact ( chain , task_id , path ) : """Download an artifact and verify its SHA against the chain of trust . Args : chain ( ChainOfTrust ) : the chain of trust object task _ id ( str ) : the task ID to download from path ( str ) : the relative path to the artifact to download Retur...
link = chain . get_link ( task_id ) log . debug ( "Verifying {} is in {} cot artifacts..." . format ( path , task_id ) ) if not link . cot : log . warning ( 'Chain of Trust for "{}" in {} does not exist. See above log for more details. \ Skipping download of this artifact' . format ( path , task_id ) ) return i...
def create ( self , name = None , prefix = None , pkgs = None , channels = None ) : """Create an environment with a specified set of packages ."""
logger . debug ( str ( ( prefix , pkgs , channels ) ) ) # TODO : Fix temporal hack if ( not pkgs or ( not isinstance ( pkgs , ( list , tuple ) ) and not is_text_string ( pkgs ) ) ) : raise TypeError ( 'must specify a list of one or more packages to ' 'install into new environment' ) cmd_list = [ 'create' , '--yes' ...
def _multi_take_opportunity ( self , tup ) : """Check whether there is the possibility to use ` ` _ multi _ take ` ` . Currently the limit is that all axes being indexed must be indexed with list - likes . Parameters tup : tuple Tuple of indexers , one per axis Returns boolean : Whether the current in...
if not all ( is_list_like_indexer ( x ) for x in tup ) : return False # just too complicated if any ( com . is_bool_indexer ( x ) for x in tup ) : return False return True
def notify_duration_exceeded ( self , participants , reference_time ) : """The bot participant has been working longer than the time defined in the " duration " config value ."""
for participant in participants : participant . status = "rejected" session . commit ( )
def unsubscribe ( self , event ) : """Unsubscribe from an object ' s future changes"""
# TODO : Automatic Unsubscription uuids = event . data if not isinstance ( uuids , list ) : uuids = [ uuids ] result = [ ] for uuid in uuids : if uuid in self . subscriptions : self . subscriptions [ uuid ] . pop ( event . client . uuid ) if len ( self . subscriptions [ uuid ] ) == 0 : ...
def visit_exact_match_value ( self , node , fieldnames = None ) : """Generates a term query ( exact search in ElasticSearch ) ."""
if not fieldnames : fieldnames = [ '_all' ] else : fieldnames = force_list ( fieldnames ) if ElasticSearchVisitor . KEYWORD_TO_ES_FIELDNAME [ 'exact-author' ] == fieldnames [ 0 ] : return self . _generate_exact_author_query ( node . value ) elif ElasticSearchVisitor . KEYWORD_TO_ES_FIELDNAME [ 'type-code' ]...
def get_psk ( self , endpoint_name , ** kwargs ) : """Get"""
api = self . _get_api ( bootstrap . PreSharedKeysApi ) return PreSharedKey ( api . get_pre_shared_key ( endpoint_name = endpoint_name ) )
def get_clipboard ( self ) : """Returns the clipboard content If a bitmap is contained then it is returned . Otherwise , the clipboard text is returned ."""
bmpdata = wx . BitmapDataObject ( ) textdata = wx . TextDataObject ( ) if self . clipboard . Open ( ) : is_bmp_present = self . clipboard . GetData ( bmpdata ) self . clipboard . GetData ( textdata ) self . clipboard . Close ( ) else : wx . MessageBox ( _ ( "Can't open the clipboard" ) , _ ( "Error" ) )...
def ok ( self , * msg ) : """Prints a message with an ok prefix"""
label = colors . green ( "OK" ) self . _msg ( label , * msg )
def _from_dict ( cls , _dict ) : """Initialize a TableReturn object from a json dictionary ."""
args = { } if 'document' in _dict : args [ 'document' ] = DocInfo . _from_dict ( _dict . get ( 'document' ) ) if 'model_id' in _dict : args [ 'model_id' ] = _dict . get ( 'model_id' ) if 'model_version' in _dict : args [ 'model_version' ] = _dict . get ( 'model_version' ) if 'tables' in _dict : args [ '...
def read ( self , amt = None , decode_content = None , cache_content = False ) : """Similar to : meth : ` httplib . HTTPResponse . read ` , but with two additional parameters : ` ` decode _ content ` ` and ` ` cache _ content ` ` . : param amt : How much of the content to read . If specified , caching is skip...
# Note : content - encoding value should be case - insensitive , per RFC 7230 # Section 3.2 content_encoding = self . headers . get ( 'content-encoding' , '' ) . lower ( ) if self . _decoder is None : if content_encoding in self . CONTENT_DECODERS : self . _decoder = _get_decoder ( content_encoding ) if dec...
def unacknowledge_problem ( self ) : """Remove the acknowledge , reset the flag . The comment is deleted : return : None"""
if self . problem_has_been_acknowledged : logger . debug ( "[item::%s] deleting acknowledge of %s" , self . get_name ( ) , self . get_full_name ( ) ) self . problem_has_been_acknowledged = False if self . my_type == 'host' : self . broks . append ( self . acknowledgement . get_expire_brok ( self . g...
def avail_images ( call = None ) : '''returns a list of images available to you'''
all_servers = list_nodes_full ( ) templates = { } for server in all_servers : if server [ "IsTemplate" ] : templates . update ( { "Template Name" : server [ "Name" ] } ) return templates
def _flush ( self ) : """Flush the write buffers of the stream if applicable . In write mode , send the buffer content to the cloud object ."""
# Flush buffer to specified range buffer = self . _get_buffer ( ) start = self . _buffer_size * ( self . _seek - 1 ) end = start + len ( buffer ) future = self . _workers . submit ( self . _flush_range , buffer = buffer , start = start , end = end ) self . _write_futures . append ( future ) future . add_done_callback (...
def remove_outside_collaborator ( self , collaborator ) : """: calls : ` DELETE / orgs / : org / outside _ collaborators / : username < https : / / developer . github . com / v3 / orgs / outside _ collaborators > ` _ : param collaborator : : class : ` github . NamedUser . NamedUser ` : rtype : None"""
assert isinstance ( collaborator , github . NamedUser . NamedUser ) , collaborator headers , data = self . _requester . requestJsonAndCheck ( "DELETE" , self . url + "/outside_collaborators/" + collaborator . _identity )
def register_for_json ( * args , ** kwargs ) -> Any : """Class decorator to register classes with our JSON system . - If method is ` ` ' provides _ init _ args _ kwargs ' ` ` , the class provides a function . . code - block : : python def init _ args _ kwargs ( self ) - > Tuple [ List [ Any ] , Dict [ str ,...
if DEBUG : print ( "register_for_json: args = {}" . format ( repr ( args ) ) ) print ( "register_for_json: kwargs = {}" . format ( repr ( kwargs ) ) ) # http : / / stackoverflow . com / questions / 653368 / how - to - create - a - python - decorator - that - can - be - used - either - with - or - without - para...
def check_every ( kls , every ) : """Decorator for registering a check to run every ` every ` ( cronspec )"""
def wrapper ( func ) : func . dashmat_check = Checker ( func , every ) return func return wrapper
def get_resource ( self , service_name , resource_name , base_class = None ) : """Retrieves a resource class from the cache , if available . : param service _ name : The service a given ` ` Resource ` ` talks to . Ex . ` ` sqs ` ` , ` ` sns ` ` , ` ` dynamodb ` ` , etc . : type service _ name : string : par...
classpath = self . build_classpath ( base_class ) service = self . services . get ( service_name , { } ) resources = service . get ( 'resources' , { } ) resource_options = resources . get ( resource_name , { } ) resource_class = resource_options . get ( classpath , None ) if not resource_class : msg = "Resource '{0...
def _update ( self ) : """Initialize the 1D interpolation ."""
if self . strains . size and self . strains . size == self . values . size : x = np . log ( self . strains ) y = self . values if x . size < 4 : self . _interpolater = interp1d ( x , y , 'linear' , bounds_error = False , fill_value = ( y [ 0 ] , y [ - 1 ] ) ) else : self . _interpolater ...
def get_default ( self , node ) : """If not explicitly set , check if the opposite was set first before returning default"""
if self . opposite_property in node . inst . properties : return not node . inst . properties [ self . opposite_property ] else : return self . default
def rm_permissions ( obj_name , principal , ace_type = 'all' , obj_type = 'file' ) : r'''Remove a user ' s ACE from an object . This can be a file , folder , registry key , printer , service , etc . . . Args : obj _ name ( str ) : The object from which to remove the ace . This can be the path to a file or...
obj_dacl = dacl ( obj_name , obj_type ) obj_dacl . rm_ace ( principal , ace_type ) obj_dacl . save ( obj_name ) return True
def ltime ( etobs , obs , direct , targ ) : """This routine computes the transmit ( or receive ) time of a signal at a specified target , given the receive ( or transmit ) time at a specified observer . The elapsed time between transmit and receive is also returned . http : / / naif . jpl . nasa . gov / pub...
etobs = ctypes . c_double ( etobs ) obs = ctypes . c_int ( obs ) direct = stypes . stringToCharP ( direct ) targ = ctypes . c_int ( targ ) ettarg = ctypes . c_double ( ) elapsd = ctypes . c_double ( ) libspice . ltime_c ( etobs , obs , direct , targ , ctypes . byref ( ettarg ) , ctypes . byref ( elapsd ) ) return ettar...
def strip_output ( nb ) : """strip the outputs from a notebook object"""
nb . metadata . pop ( 'signature' , None ) nb . metadata . pop ( 'widgets' , None ) for cell in _cells ( nb ) : if 'outputs' in cell : cell [ 'outputs' ] = [ ] if 'prompt_number' in cell : cell [ 'prompt_number' ] = None return nb
def initialize ( self , seed = None ) : """Initialize handler operation . This method will generate new encryption keys and must be called prior to doing authentication or verification ."""
self . seed = seed or os . urandom ( 32 ) # Generate new seed if not provided signing_key = SigningKey ( self . seed ) verifying_key = signing_key . get_verifying_key ( ) self . _auth_private = signing_key . to_seed ( ) self . _auth_public = verifying_key . to_bytes ( ) log_binary ( _LOGGER , 'Authentication keys' , Pr...
def get_config ( self , retrieve = 'all' ) : """Implementation of get _ config for IOS . Returns the startup or / and running configuration as dictionary . The keys of the dictionary represent the type of configuration ( startup or running ) . The candidate is always empty string , since IOS does not suppor...
configs = { 'startup' : '' , 'running' : '' , 'candidate' : '' , } if retrieve in ( 'startup' , 'all' ) : command = 'show startup-config' output = self . _send_command ( command ) configs [ 'startup' ] = output if retrieve in ( 'running' , 'all' ) : command = 'show running-config' output = self . _s...
def stop_loop ( self ) : """stop QUERY thread ."""
hub . kill ( self . _querier_thread ) self . _querier_thread = None self . _datapath = None self . logger . info ( "stopped a querier." )
def _dense_var_to_tensor ( self , dtype = None , name = None , as_ref = False ) : """Converts a variable to a tensor ."""
# pylint : disable = protected - access if _enclosing_tpu_context ( ) is None : if hasattr ( self . _primary_var , '_dense_var_to_tensor' ) : return self . _primary_var . _dense_var_to_tensor ( dtype , name , as_ref ) else : return ops . convert_to_tensor ( self . _primary_var ) # pylint : enabl...
def display_ioc ( self , width = 120 , sep = ' ' , params = False ) : """Get a string representation of an IOC . : param width : Width to print the description too . : param sep : Separator used for displaying the contents of the criteria nodes . : param params : Boolean , set to True in order to display nod...
s = 'Name: {}\n' . format ( self . metadata . findtext ( 'short_description' , default = 'No Name' ) ) s += 'ID: {}\n' . format ( self . root . attrib . get ( 'id' ) ) s += 'Created: {}\n' . format ( self . metadata . findtext ( 'authored_date' , default = 'No authored_date' ) ) s += 'Updated: {}\n\n' . format ( self ....
def julian ( mon , day , year ) : """returns julian day"""
ig = 15 + 31 * ( 10 + 12 * 1582 ) if year == 0 : print ( "Julian no can do" ) return if year < 0 : year = year + 1 if mon > 2 : julian_year = year julian_month = mon + 1 else : julian_year = year - 1 julian_month = mon + 13 j1 = int ( 365.25 * julian_year ) j2 = int ( 30.6001 * julian_month ...
def compute_gradient ( self , * args , ** kwargs ) : """Compute the " gradient " of the model for the current parameters The default implementation computes the gradients numerically using a first order forward scheme . For better performance , this method should be overloaded by subclasses . The output of th...
_EPS = 1.254e-5 vector = self . get_parameter_vector ( ) value0 = self . get_value ( * args , ** kwargs ) grad = np . empty ( [ len ( vector ) ] + list ( value0 . shape ) , dtype = np . float64 ) for i , v in enumerate ( vector ) : vector [ i ] = v + _EPS self . set_parameter_vector ( vector ) value = self ...