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def setup_for_bottle ( auth , app , send_email = None , render = None , session = None , request = None , urloptions = None ) : import bottle auth . request = request or bottle . request if session is not None : auth . session = session if send_email : auth . send_email = send_email ...
@ bottle . hook ( 'before_request' ) def after_request ( ) : auth . session = session or getattr ( bottle . request , 'session' ) or bottle . request . environ . get ( 'beaker.session' ) assert auth . session , 'Session not found' # By doing this , ` ` bottle . request ` ` now has a ` ` user ` ` attribute ...
def _Execute ( client , global_endpoint_manager , function , * args , ** kwargs ) : """Exectutes the function with passed parameters applying all retry policies : param object client : Document client instance : param object global _ endpoint _ manager : Instance of _ GlobalEndpointManager class : param f...
# instantiate all retry policies here to be applied for each request execution endpointDiscovery_retry_policy = endpoint_discovery_retry_policy . _EndpointDiscoveryRetryPolicy ( client . connection_policy , global_endpoint_manager , * args ) resourceThrottle_retry_policy = resource_throttle_retry_policy . _ResourceThro...
def _process_phendesc ( self , limit ) : """The description of the resulting phenotypes with the genotype + environment : param limit : : return :"""
if self . test_mode : graph = self . testgraph else : graph = self . graph model = Model ( graph ) raw = '/' . join ( ( self . rawdir , 'phendesc' ) ) LOG . info ( "processing G2P" ) line_counter = 0 with open ( raw , 'r' ) as f : filereader = csv . reader ( f , delimiter = '\t' , quotechar = '\"' ) f ....
def db_file ( self , value ) : """Setter for _ db _ file attribute"""
assert not os . path . isfile ( value ) , "%s already exists" % value self . _db_file = value
def get_addresses ( self , account_id , ** params ) : """https : / / developers . coinbase . com / api / v2 # list - addresses"""
response = self . _get ( 'v2' , 'accounts' , account_id , 'addresses' , params = params ) return self . _make_api_object ( response , Address )
def sqlvm_list ( client , resource_group_name = None ) : '''Lists all SQL virtual machines in a resource group or subscription .'''
if resource_group_name : # List all sql vms in the resource group return client . list_by_resource_group ( resource_group_name = resource_group_name ) # List all sql vms in the subscription return client . list ( )
def set_sampling_strategy ( self , sensor_name , strategy_and_params ) : """Set a sampling strategy for a specific sensor . Parameters sensor _ name : string The specific sensor . strategy _ and _ params : seq of str or str As tuple contains ( < strat _ name > , [ < strat _ parm1 > , . . . ] ) where the s...
sensors_strategies = { } try : sensor_obj = self . sensor . get ( sensor_name ) yield sensor_obj . set_sampling_strategy ( strategy_and_params ) sensors_strategies [ sensor_obj . normalised_name ] = ( True , sensor_obj . sampling_strategy ) except Exception : sensors_strategies [ sensor_obj . normalised...
def record ( self , auth , resource , entries , options = { } , defer = False ) : """Records a list of historical entries to the resource specified . Note : This API is depricated , use recordbatch instead . Calls a function that bulids a request that writes a list of historical entries to the specified resou...
return self . _call ( 'record' , auth , [ resource , entries , options ] , defer )
def evaluate ( self ) : """Evaluate functional value of previous iteration ."""
if self . opt [ 'AccurateDFid' ] : DX = self . reconstruct ( ) S = self . xstep . S dfd = ( np . linalg . norm ( self . xstep . W * ( DX - S ) ) ** 2 ) / 2.0 if self . xmethod == 'fista' : X = self . xstep . getcoef ( ) else : X = self . xstep . var_y1 ( ) rl1 = np . sum ( np . a...
def _core_semantics ( self , lex_chains , concept_weights ) : """Returns the n representative lexical chains for a document ."""
chain_scores = [ self . _score_chain ( lex_chain , adj_submat , concept_weights ) for lex_chain , adj_submat in lex_chains ] scored_chains = zip ( lex_chains , chain_scores ) scored_chains = sorted ( scored_chains , key = lambda x : x [ 1 ] , reverse = True ) thresh = ( self . alpha / len ( lex_chains ) ) * sum ( chain...
def add ( self , elt ) : """Generic function to add objects to the daemon internal lists . Manage Broks , External commands : param elt : object to add : type elt : alignak . AlignakObject : return : None"""
# external commands may be received as a dictionary when pushed from the WebUI if isinstance ( elt , dict ) and 'my_type' in elt and elt [ 'my_type' ] == "externalcommand" : if 'cmd_line' not in elt : logger . debug ( "Received a bad formated external command: %s. " "No cmd_line!" , elt ) return ...
def _validate_recurse_directive_types ( current_schema_type , field_schema_type , context ) : """Perform type checks on the enclosing type and the recursed type for a recurse directive . Args : current _ schema _ type : GraphQLType , the schema type at the current location field _ schema _ type : GraphQLType ...
# Get the set of all allowed types in the current scope . type_hints = context [ 'type_equivalence_hints' ] . get ( field_schema_type ) type_hints_inverse = context [ 'type_equivalence_hints_inverse' ] . get ( field_schema_type ) allowed_current_types = { field_schema_type } if type_hints and isinstance ( type_hints , ...
def get_option_choices ( opt_name , opt_value , default_value , all_choices ) : """Generate possible choices for the option ` opt _ name ` limited to ` opt _ value ` value with default value as ` default _ value `"""
choices = [ ] if isinstance ( opt_value , six . string_types ) : choices = [ opt_value ] elif isinstance ( opt_value , ( list , tuple ) ) : choices = list ( opt_value ) elif opt_value is None : choices = default_value else : raise InvalidOption ( 'Option %s has invalid' ' value: %s' % ( opt_name , opt_v...
def unzip_file_if_necessary ( self , source_file ) : """Unzip file if zipped ."""
if source_file . endswith ( ".gz" ) : self . print_message ( "Decompressing '%s'" % source_file ) subprocess . check_call ( [ "gunzip" , "--force" , source_file ] ) source_file = source_file [ : - len ( ".gz" ) ] return source_file
def get_lt ( hdr ) : """Obtain the LTV and LTM keyword values . Note that this returns the values just as read from the header , which means in particular that the LTV values are for one - indexed pixel coordinates . LTM keywords are the diagonal elements of MWCS linear transformation matrix , while LTV '...
ltm = ( hdr . get ( 'LTM1_1' , 1.0 ) , hdr . get ( 'LTM2_2' , 1.0 ) ) if ltm [ 0 ] <= 0 or ltm [ 1 ] <= 0 : raise ValueError ( '(LTM1_1, LTM2_2) = {0} is invalid' . format ( ltm ) ) ltv = ( hdr . get ( 'LTV1' , 0.0 ) , hdr . get ( 'LTV2' , 0.0 ) ) return ltm , ltv
def _fmt_auto ( cls , x , ** kw ) : """auto formatting class - method ."""
f = cls . _to_float ( x ) if abs ( f ) > 1e8 : fn = cls . _fmt_exp else : if f - round ( f ) == 0 : fn = cls . _fmt_int else : fn = cls . _fmt_float return fn ( x , ** kw )
def _make_kde ( self , use_sklearn = False , bandwidth = None , rtol = 1e-6 , sig_clip = 50 , no_sig_clip = False , cov_all = True , ** kwargs ) : """Creates KDE objects for 3 - d shape parameter distribution KDE represents likelihood as function of trapezoidal shape parameters ( log ( delta ) , T , T / tau ) ....
try : # define points that are ok to use first_ok = ( ( self . stars [ 'slope' ] > 0 ) & ( self . stars [ 'duration' ] > 0 ) & ( self . stars [ 'duration' ] < self . period ) & ( self . depth > 0 ) ) except KeyError : logging . warning ( 'Must do trapezoid fits before making KDE.' ) return self . empty = Fa...
def get_table_info ( self , tablename ) : """Returns information about fields of a specific table Returns : OrderedDict ( ( " fieldname " , MyDBRow ) , . . . ) ) * * Note * * Fields " caption " and " tooltip " are added to rows using information in moldb . gui _ info"""
conn = self . __get_conn ( ) ret = a99 . get_table_info ( conn , tablename ) if len ( ret ) == 0 : raise RuntimeError ( "Cannot get info for table '{}'" . format ( tablename ) ) more = self . gui_info . get ( tablename ) for row in ret . values ( ) : caption , tooltip = None , None if more : info = ...
def fetch_new_release_category ( self , category_id , terr = KKBOXTerritory . TAIWAN ) : '''Fetches new release categories by given ID . : param category _ id : the station ID . : type category _ id : str : param terr : the current territory . : return : API response . : rtype : list See ` https : / / d...
url = 'https://api.kkbox.com/v1.1/new-release-categories/%s' % category_id url += '?' + url_parse . urlencode ( { 'territory' : terr } ) return self . http . _post_data ( url , None , self . http . _headers_with_access_token ( ) )
def format ( self ) : """format this object to string ( byte array ) to send data to server ."""
if any ( x not in ( 0 , 1 ) for x in [ self . fin , self . rsv1 , self . rsv2 , self . rsv3 ] ) : raise ValueError ( "not 0 or 1" ) if self . opcode not in ABNF . OPCODES : raise ValueError ( "Invalid OPCODE" ) length = len ( self . data ) if length >= ABNF . LENGTH_63 : raise ValueError ( "data is too long...
def get_field ( self , schema ) : """Get the requested type definition from the schema and return the appropriate : class : ` ~ eulxml . xmlmap . fields . Field ` . : param schema : instance of : class : ` eulxml . xmlmap . core . XsdSchema ` : rtype : : class : ` eulxml . xmlmap . fields . Field `"""
type = schema . get_type ( self . schema_type ) logger . debug ( 'Found schema type %s; base type %s, restricted values %s' % ( self . schema_type , type . base_type ( ) , type . restricted_values ) ) kwargs = { } if type . restricted_values : # field has a restriction with enumerated values - pass as choices to field ...
def render_ ( cls , data = { } , template_ = None , layout_ = None , ** kwargs ) : """To render data to the associate template file of the action view : param data : The context data to pass to the template : param template _ : The file template to use . By default it will map the classname / action . html : ...
if not template_ : stack = inspect . stack ( ) [ 1 ] module = inspect . getmodule ( cls ) . __name__ module_name = module . split ( "." ) [ - 1 ] action_name = stack [ 3 ] # The method being called in the class view_name = cls . __name__ # The name of the class without View if view_name ...
def checkTimeout ( self , now ) : """Compare current time with last _ update time , and raise an exception if we ' re over the timeout time ."""
log . debug ( "checking for timeout on session %s" , self ) if now - self . last_update > self . timeout : raise TftpTimeout ( "Timeout waiting for traffic" )
def get ( self , count , offset = 0 , _options = None ) : '''Fetch all Plaid institutions , using / institutions / all . : param int count : Number of institutions to fetch . : param int offset : Number of institutions to skip .'''
options = _options or { } return self . client . post ( '/institutions/get' , { 'count' : count , 'offset' : offset , 'options' : options , } )
def get_matches_lineno ( code , fn_name ) : "Return a list of line number corresponding to the definition of function with the name fn _ name"
class Walker ( ast . NodeVisitor ) : def __init__ ( self ) : self . _hits = set ( ) # pylint : disable = E0213 , E1102 def onvisit ( fn ) : def wrap ( self , node ) : fn ( self , node ) super ( Walker , self ) . generic_visit ( node ) return wrap @ onvisit...
def _get_installation_key ( self , project , user_id = None , install_id = None , reprime = False ) : """Get the auth token for a project or installation id ."""
installation_id = install_id if project is not None : installation_id = self . installation_map . get ( project , { } ) . get ( "installation_id" ) if not installation_id : if reprime : # prime installation map and try again without refreshing self . _prime_install_map ( ) return self . _get_ins...
def _visible_in_diff ( merge_result , context_lines = 3 ) : """Collects the set of lines that should be visible in a diff with a certain number of context lines"""
i = old_line = new_line = 0 while i < len ( merge_result ) : line_or_conflict = merge_result [ i ] if isinstance ( line_or_conflict , tuple ) : yield old_line , new_line , line_or_conflict old_line += len ( line_or_conflict [ 0 ] ) new_line += len ( line_or_conflict [ 1 ] ) else : ...
def _read_dna ( self , l , lowercase = False ) : """Read DNA from a 2bit file where each base is encoded in 2bit (4 bases per byte ) . Parameters l : tuple Location tuple Returns list Array of base chars"""
file = os . path . join ( self . dir , l . chr + ".dna.2bit" ) if not os . path . exists ( file ) : return [ ] if file != self . __file : print ( 'Caching {}...' . format ( file ) ) self . __file = file # Load file into memory f = open ( file , 'rb' ) self . __data = f . read ( ) f . close (...
def wrap_kwargs_to_initdict ( init_kwargs_fn : InitKwargsFnType , typename : str , check_result : bool = True ) -> InstanceToInitDictFnType : """Wraps a function producing a ` ` KwargsDict ` ` , making it into a function producing an ` ` InitDict ` ` ."""
def wrapper ( obj : Instance ) -> InitDict : result = init_kwargs_fn ( obj ) if check_result : if not isinstance ( result , dict ) : raise ValueError ( "Class {} failed to provide a kwargs dict and " "provided instead: {}" . format ( typename , repr ( result ) ) ) return kwargs_to_initdi...
def provides_resource ( obj ) : """Checks if the given type or instance provides the : class : ` everest . resources . interfaces . IResource ` interface ."""
if isinstance ( obj , type ) : obj = object . __new__ ( obj ) return IResource in provided_by ( obj )
def get_object_attrs ( obj ) : """Get the attributes of an object using dir . This filters protected attributes"""
attrs = [ k for k in dir ( obj ) if not k . startswith ( '__' ) ] if not attrs : attrs = dir ( obj ) return attrs
def search ( taxonKey = None , repatriated = None , kingdomKey = None , phylumKey = None , classKey = None , orderKey = None , familyKey = None , genusKey = None , subgenusKey = None , scientificName = None , country = None , publishingCountry = None , hasCoordinate = None , typeStatus = None , recordNumber = None , la...
url = gbif_baseurl + 'occurrence/search' args = { 'taxonKey' : taxonKey , 'repatriated' : repatriated , 'kingdomKey' : kingdomKey , 'phylumKey' : phylumKey , 'classKey' : classKey , 'orderKey' : orderKey , 'familyKey' : familyKey , 'genusKey' : genusKey , 'subgenusKey' : subgenusKey , 'scientificName' : scientificName ...
def sign ( self , storepass = None , keypass = None , keystore = None , apk = None , alias = None , name = 'app' ) : """Signs ( jarsign and zipalign ) a target apk file based on keystore information , uses default debug keystore file by default . : param storepass ( str ) : keystore file storepass : param keypa...
target = self . get_target ( ) build_tool = android_helper . get_highest_build_tool ( target . split ( '-' ) [ 1 ] ) if keystore is None : ( keystore , storepass , keypass , alias ) = android_helper . get_default_keystore ( ) dist = '%s/%s.apk' % ( '/' . join ( apk . split ( '/' ) [ : - 1 ] ) , name ) android_helpe...
def main ( ) : """NAME dia _ vgp . py DESCRIPTION converts declination inclination alpha95 to virtual geomagnetic pole , dp and dm SYNTAX dia _ vgp . py [ - h ] [ - i ] [ - f FILE ] [ < filename ] OPTIONS - h prints help message and quits - i interactive data entry - f FILE to specify file name on...
if '-h' in sys . argv : print ( main . __doc__ ) sys . exit ( ) if '-i' in sys . argv : # if one is - i while 1 : try : ans = input ( "Input Declination: <cntrl-D to quit> " ) Dec = float ( ans ) # assign input to Dec , after conversion to floating point ...
def get_service_regex ( base_url , service_url , sub_service ) : """Get the regex for a given service . : param base _ url : string - Base URI : param service _ url : string - Service URI under the Base URI : param sub _ service : boolean - is the Service URI for a sub - service ? : returns : Python Regex o...
# if the specified service _ url is already a regex # then just use . Otherwise create what we need if StackInABoxService . is_regex ( service_url ) : logger . debug ( 'StackInABoxService: Received regex {0} for use...' . format ( service_url . pattern ) ) # Validate the regex against StackInABoxService require...
def parse_FreqDist ( self , f ) : """Parse HOMER tagdirectory petag . FreqDistribution _ 1000 file ."""
parsed_data = dict ( ) firstline = True for l in f [ 'f' ] : if firstline : firstline = False continue else : s = l . split ( "\t" ) if len ( s ) > 1 : k = s [ 0 ] . strip ( ) if k . startswith ( "More than " ) : k = re . sub ( "More than "...
def __substitute_objects ( self , value , context_dict ) : """recursively substitute value with the context _ dict"""
if type ( value ) == dict : return dict ( [ ( k , self . __substitute_objects ( v , context_dict ) ) for k , v in value . items ( ) ] ) elif type ( value ) == str : try : return value % context_dict except KeyError : e = sys . exc_info ( ) [ 1 ] logger . warn ( "Could not specialize ...
def write_model ( self , file , model , pretty = False ) : """Write a given model to file . Args : file : File - like object open for writing . model : Instance of : class : ` NativeModel ` to write . pretty : Whether to format the XML output for readability ."""
ET . register_namespace ( 'mathml' , MATHML_NS ) ET . register_namespace ( 'xhtml' , XHTML_NS ) ET . register_namespace ( 'fbc' , FBC_V2 ) # Load compound information compound_name = { } compound_properties = { } for compound in model . compounds : compound_name [ compound . id ] = ( compound . name if compound . n...
def perform_batch_reply ( self , * , callback : Callable [ ... , str ] , lookback_limit : int , target_handle : str , ) -> List [ OutputRecord ] : """Performs batch reply on target account . Looks up the recent messages of the target user , applies the callback , and replies with what the callback generates...
self . log . info ( f"Attempting to batch reply to mastodon user {target_handle}" ) # target handle should be able to be provided either as @ user or @ user @ domain # note that this produces an empty first chunk handle_chunks = target_handle . split ( "@" ) target_base_handle = handle_chunks [ 1 ] records : List [ Out...
def neighbor_get ( self , route_type , address , format = 'json' ) : """This method returns the BGP adj - RIB - in / adj - RIB - out information in a json format . ` ` route _ type ` ` This parameter is necessary for only received - routes and sent - routes . - received - routes : paths received and not wit...
show = { 'format' : format , } if route_type == 'sent-routes' or route_type == 'received-routes' : show [ 'params' ] = [ 'neighbor' , route_type , address , 'all' ] else : show [ 'params' ] = [ 'neighbor' , 'received-routes' , address , 'all' ] return call ( 'operator.show' , ** show )
def add_nat_rule ( port , source_interface , dest_interface ) : """Adds a NAT rule to iptables : param port : String or int port number : param source _ interface : String ( e . g . 1) : param dest _ interface : String ( e . g . 0:0) : return : None : raises : TypeError , OSError"""
log = logging . getLogger ( mod_logger + '.add_nat_rule' ) # Validate args if not isinstance ( source_interface , basestring ) : msg = 'source_interface argument must be a string' log . error ( msg ) raise TypeError ( msg ) if not isinstance ( dest_interface , basestring ) : msg = 'dest_interface argume...
def get_commits_last_modified_lines ( self , commit : Commit , modification : Modification = None ) -> Set [ str ] : """Given the Commit object , returns the set of commits that last " touched " the lines that are modified in the files included in the commit . It applies SZZ . The algorithm works as follow : ...
buggy_commits = set ( ) if modification is not None : modifications = [ modification ] else : modifications = commit . modifications for mod in modifications : path = mod . new_path if mod . change_type == ModificationType . RENAME or mod . change_type == ModificationType . DELETE : path = mod ....
def benchmark ( self , func , gpu_args , instance , times , verbose ) : """benchmark the kernel instance"""
logging . debug ( 'benchmark ' + instance . name ) logging . debug ( 'thread block dimensions x,y,z=%d,%d,%d' , * instance . threads ) logging . debug ( 'grid dimensions x,y,z=%d,%d,%d' , * instance . grid ) time = None try : time = self . dev . benchmark ( func , gpu_args , instance . threads , instance . grid , t...
def get_cluster_custom_object_status ( self , group , version , plural , name , ** kwargs ) : # noqa : E501 """get _ cluster _ custom _ object _ status # noqa : E501 read status of the specified cluster scoped custom object # noqa : E501 This method makes a synchronous HTTP request by default . To make an asy...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . get_cluster_custom_object_status_with_http_info ( group , version , plural , name , ** kwargs ) # noqa : E501 else : ( data ) = self . get_cluster_custom_object_status_with_http_info ( group , version , plural , name ...
def getMaintenanceTypes ( self ) : """Return the current list of maintenance types"""
types = [ ( 'Preventive' , safe_unicode ( _ ( 'Preventive' ) ) . encode ( 'utf-8' ) ) , ( 'Repair' , safe_unicode ( _ ( 'Repair' ) ) . encode ( 'utf-8' ) ) , ( 'Enhancement' , safe_unicode ( _ ( 'Enhancement' ) ) . encode ( 'utf-8' ) ) ] return DisplayList ( types )
def update ( self , state , tnow ) : '''update the threat state'''
self . state = state self . update_time = tnow
def change_port_speed ( self , hardware_id , public , speed ) : """Allows you to change the port speed of a server ' s NICs . : param int hardware _ id : The ID of the server : param bool public : Flag to indicate which interface to change . True ( default ) means the public interface . False indicates the ...
if public : return self . client . call ( 'Hardware_Server' , 'setPublicNetworkInterfaceSpeed' , speed , id = hardware_id ) else : return self . client . call ( 'Hardware_Server' , 'setPrivateNetworkInterfaceSpeed' , speed , id = hardware_id )
def number_of_bases_above_threshold ( high_quality_base_count , base_count_cutoff = 2 , base_fraction_cutoff = None ) : """Finds if a site has at least two bases of high quality , enough that it can be considered fairly safe to say that base is actually there . : param high _ quality _ base _ count : Dictionary...
# make a dict by dictionary comprehension where values are True or False for each base depending on whether the count meets the threshold . # Method differs depending on whether absolute or fraction cutoff is specified if base_fraction_cutoff : total_hq_base_count = sum ( high_quality_base_count . values ( ) ) ...
def _AtNonLeaf ( self , attr_value , path ) : """Called when at a non - leaf value . Should recurse and yield values ."""
try : # Check first for iterables # If it ' s a dictionary , we yield it if isinstance ( attr_value , dict ) : yield attr_value else : # If it ' s an iterable , we recurse on each value . for sub_obj in attr_value : for value in self . Expand ( sub_obj , path [ 1 : ] ) : ...
def log_cmd ( context , sampleinfo , sacct , quiet , config ) : """Log an analysis . CONFIG : MIP config file for an analysis"""
log_analysis = LogAnalysis ( context . obj [ 'store' ] ) try : new_run = log_analysis ( config , sampleinfo = sampleinfo , sacct = sacct ) except MissingFileError as error : click . echo ( click . style ( f"Skipping, missing Sacct file: {error.message}" , fg = 'yellow' ) ) return except KeyError as error : ...
def _push_processor ( self , proc , index = None ) : """Pushes a processor onto the processor stack . Processors are objects with proc _ request ( ) , proc _ response ( ) , and / or proc _ exception ( ) methods , which can intercept requests , responses , and exceptions . When a method invokes the send ( ) ...
if index is None : self . _procstack . append ( proc ) else : self . _procstack . insert ( index , proc )
def search ( self , index , query , ** kwargs ) : """Perform full - text searches . . versionadded : : 2.0.9 . . warning : : The full - text search API is experimental and subject to change : param str index : Name of the index to query : param couchbase . fulltext . SearchQuery query : Query to issue :...
itercls = kwargs . pop ( 'itercls' , _FTS . SearchRequest ) iterargs = itercls . mk_kwargs ( kwargs ) params = kwargs . pop ( 'params' , _FTS . Params ( ** kwargs ) ) body = _FTS . make_search_body ( index , query , params ) return itercls ( body , self , ** iterargs )
def register ( self , key , initializer : callable , param = None ) : '''Add resolver to container'''
if not callable ( initializer ) : raise DependencyError ( 'Initializer {0} is not callable' . format ( initializer ) ) if key not in self . _initializers : self . _initializers [ key ] = { } self . _initializers [ key ] [ param ] = initializer
def remove_all ( self , * tagnames ) : """Remove all child elements whose tagname ( e . g . ' a : p ' ) appears in * tagnames * ."""
for tagname in tagnames : matching = self . findall ( qn ( tagname ) ) for child in matching : self . remove ( child )
def averageSequenceAccuracy ( self , minOverlap , maxOverlap , firstStat = 0 , lastStat = None ) : """For each object , decide whether the TM uniquely classified it by checking that the number of predictedActive cells are in an acceptable range ."""
numCorrectSparsity = 0.0 numCorrectClassifications = 0.0 numStats = 0.0 # For each object or sequence we classify every point or element # A sequence element is considered correctly classified only if the number # of predictedActive cells is within a reasonable range and if the KNN # Classifier correctly classifies the...
def find_documents ( self , sentence , limit = None , must_sort = True , search_type = 'fuzzy' ) : """Returns all the documents matching the given keywords Arguments : sentence - - - a sentenced query Returns : An array of document ( doc objects )"""
sentence = sentence . strip ( ) sentence = strip_accents ( sentence ) if sentence == u"" : return self . get_all_docs ( ) result_list_list = [ ] total_results = 0 for query_parser in self . search_param_list [ search_type ] : query = query_parser [ "query_parser" ] . parse ( sentence ) sortedby = None i...
def _parse_value ( self , write_token = True , override = None ) : """Convert string repr of Fortran type to equivalent Python type ."""
v_str = self . prior_token # Construct the complex string if v_str == '(' : v_re = self . token self . _update_tokens ( write_token ) assert self . token == ',' self . _update_tokens ( write_token ) v_im = self . token self . _update_tokens ( write_token ) assert self . token == ')' self...
def disable_vxlan_feature ( self , nexus_host ) : """Disable VXLAN on the switch ."""
# Removing the " feature nv overlay " configuration also # removes the " interface nve " configuration . starttime = time . time ( ) # Do CLI ' no feature nv overlay ' self . send_edit_string ( nexus_host , snipp . PATH_VXLAN_STATE , ( snipp . BODY_VXLAN_STATE % "disabled" ) ) # Do CLI ' no feature vn - segment - vlan ...
def get_parameters ( self ) : """gets from all wrapped processors"""
d = { } for p in self . processors : parameter_names = list ( p . PARAMETERS . keys ( ) ) parameter_values = [ getattr ( p , n ) for n in parameter_names ] d . update ( dict ( zip ( parameter_names , parameter_values ) ) ) return d
def getheader ( self , which , use_hash = None , polish = True ) : """Get a formatted header ."""
header = getheader ( which , use_hash = use_hash , target = self . target , no_tco = self . no_tco , strict = self . strict , ) if polish : header = self . polish ( header ) return header
def create_conf_file ( self , data , directory = None ) : """Create local config file from given data ( list of lines ) in the directory ( or current directory if not given ) ."""
data . insert ( 0 , "# this file is automatically created by setup.py" ) data . insert ( 0 , "# -*- coding: iso-8859-1 -*-" ) if directory is None : directory = os . getcwd ( ) filename = self . get_conf_filename ( directory ) # add metadata metanames = ( "name" , "version" , "author" , "author_email" , "maintainer...
def ks_significance ( fg_pos , bg_pos = None ) : """Computes the - log10 of Kolmogorov - Smirnov p - value of position distribution . Parameters fg _ pos : array _ like The list of values for the positive set . bg _ pos : array _ like , optional The list of values for the negative set . Returns p : fl...
p = ks_pvalue ( fg_pos , max ( fg_pos ) ) if p > 0 : return - np . log10 ( p ) else : return np . inf
def generate_property_deprecation_message ( to_be_removed_in_version , old_name , new_name , new_attribute , module_name = 'Client' ) : """Generate a message to be used when warning about the use of deprecated properties . : param to _ be _ removed _ in _ version : Version of this module the deprecated property w...
message = "Call to deprecated property '{name}'. This property will be removed in version '{version}'" . format ( name = old_name , version = to_be_removed_in_version , ) message += " Please use the '{new_name}' property on the '{module_name}.{new_attribute}' attribute moving forward." . format ( new_name = new_name , ...
def _call ( self , x , out = None ) : """Scale ` ` x ` ` and write to ` ` out ` ` if given ."""
if out is None : out = self . scalar * x else : out . lincomb ( self . scalar , x ) return out
def GetLocation ( location = None , alias = None , session = None ) : """Returns a list of anti - affinity policies within a specific location . > > > clc . v2 . AntiAffinity . GetLocation ( " VA1 " ) [ < clc . APIv2 . anti _ affinity . AntiAffinity object at 0x105eeded0 > ]"""
if not location : location = clc . v2 . Account . GetLocation ( session = session ) return ( AntiAffinity . GetAll ( alias = alias , location = location , session = session ) )
def subscribe ( self , path , callback , * args ) : """Subscribe to changes in a given attribute and call ` ` callback ( future , value , * args ) ` ` when it changes Returns : Future : A single Future which will resolve to the result"""
request = Subscribe ( self . _get_next_id ( ) , path , delta = False ) request . set_callback ( self . _q . put ) # If self is in args , then make weak version of it saved_args = [ ] for arg in args : if arg is self : saved_args . append ( weakref . proxy ( self ) ) else : saved_args . append ( ...
def update ( self ) : """Update CPU stats using the input method ."""
# Grab stats into self . stats if self . input_method == 'local' : stats = self . update_local ( ) elif self . input_method == 'snmp' : stats = self . update_snmp ( ) else : stats = self . get_init_value ( ) # Update the stats self . stats = stats return self . stats
async def dispatch_request ( self , request_context : Optional [ RequestContext ] = None , ) -> ResponseReturnValue : """Dispatch the request to the view function . Arguments : request _ context : The request context , optional as Flask omits this argument ."""
request_ = ( request_context or _request_ctx_stack . top ) . request if request_ . routing_exception is not None : raise request_ . routing_exception if request_ . method == 'OPTIONS' and request_ . url_rule . provide_automatic_options : return await self . make_default_options_response ( ) handler = self . vie...
def highlight_spaces ( self , text , offset = 0 ) : """Make blank space less apparent by setting the foreground alpha . This only has an effect when ' Show blank space ' is turned on . Derived classes could call this function at the end of highlightBlock ( ) ."""
flags_text = self . document ( ) . defaultTextOption ( ) . flags ( ) show_blanks = flags_text & QTextOption . ShowTabsAndSpaces if show_blanks : format_leading = self . formats . get ( "leading" , None ) format_trailing = self . formats . get ( "trailing" , None ) match = self . BLANKPROG . search ( text , ...
def add ( self , key , metric , ** dims ) : """Adds custom metric instances to the registry with dimensions which are not created with their constructors default arguments"""
return super ( MetricsRegistry , self ) . add ( self . metadata . register ( key , ** dims ) , metric )
def power_source_str ( self ) : """String representation of current power source ."""
if DeviceInfo . ATTR_POWER_SOURCE not in self . raw : return None return DeviceInfo . VALUE_POWER_SOURCES . get ( self . power_source , 'Unknown' )
def carry_over_color ( lines ) : """Given a sequence of lines , for each line that contains a ANSI color escape sequence without a reset , add a reset to the end of that line and copy all colors in effect at the end of it to the beginning of the next line ."""
lines2 = [ ] in_effect = '' for s in lines : s = in_effect + s in_effect = '' m = re . search ( COLOR_BEGIN_RGX + '(?:(?!' + COLOR_END_RGX + ').)*$' , s ) if m : s += '\033[m' in_effect = '' . join ( re . findall ( COLOR_BEGIN_RGX , m . group ( 0 ) ) ) lines2 . append ( s ) return li...
def end_of_paragraph ( self , count = 1 , after = False ) : """Return the end of the current paragraph . ( Relative cursor position . )"""
def match_func ( text ) : return not text or text . isspace ( ) line_index = self . find_next_matching_line ( match_func = match_func , count = count ) if line_index : add = 0 if after else 1 return max ( 0 , self . get_cursor_down_position ( count = line_index ) - add ) else : return len ( self . text_...
def nullable ( self , ctype : ContentType ) -> bool : """Override the superclass method ."""
return self . left . nullable ( ctype ) or self . right . nullable ( ctype )
def _GetEventData ( self , parser_mediator , record_index , evt_record , recovered = False ) : """Retrieves event data from the Windows EventLog ( EVT ) record . Args : parser _ mediator ( ParserMediator ) : mediates interactions between parsers and other components , such as storage and dfvfs . record _ in...
event_data = WinEvtRecordEventData ( ) try : event_data . record_number = evt_record . identifier except OverflowError as exception : parser_mediator . ProduceExtractionWarning ( ( 'unable to read record identifier from event record: {0:d} ' 'with error: {1!s}' ) . format ( record_index , exception ) ) try : ...
def check_all_params_are_keyword ( method ) : """Raises CooperativeError if method any parameter that is not a named keyword parameter"""
args , varargs , keywords , defaults = inspect . getargspec ( method ) # Always have self , thus the - 1 if len ( args or [ ] ) - 1 != len ( defaults or [ ] ) : raise CooperativeError , "Init has positional parameters " + str ( args [ 1 : ] ) if varargs : raise CooperativeError , "Init has variadic positional p...
def add_variables_to_context ( generator ) : '''Adds useful iterable variables to template context'''
context = generator . context # minimize attr lookup context [ 'relpath_to_site' ] = relpath_to_site context [ 'main_siteurl' ] = _MAIN_SITEURL context [ 'main_lang' ] = _MAIN_LANG context [ 'lang_siteurls' ] = _SITE_DB current_lang = generator . settings [ 'DEFAULT_LANG' ] extra_siteurls = _SITE_DB . copy ( ) extra_si...
def highlight_current_line ( editor ) : """Highlights given editor current line . : param editor : Document editor . : type editor : QWidget : return : Method success . : rtype : bool"""
format = editor . language . theme . get ( "accelerator.line" ) if not format : return False extra_selections = editor . extraSelections ( ) or [ ] if not editor . isReadOnly ( ) : selection = QTextEdit . ExtraSelection ( ) selection . format . setBackground ( format . background ( ) ) selection . forma...
def write_metadata ( self ) : """Write all ID3v2.4 tags to file from self . metadata"""
import mutagen from mutagen import id3 id3 = id3 . ID3 ( self . filename ) for tag in self . metadata . keys ( ) : value = self . metadata [ tag ] frame = mutagen . id3 . Frames [ tag ] ( 3 , value ) try : id3 . add ( frame ) except : raise IOError ( 'EncoderError: cannot tag "' + tag + ...
def _extract_key_val ( kv , delimiter = '=' ) : '''Extract key and value from key = val string . Example : > > > _ extract _ key _ val ( ' foo = bar ' ) ( ' foo ' , ' bar ' )'''
pieces = kv . split ( delimiter ) key = pieces [ 0 ] val = delimiter . join ( pieces [ 1 : ] ) return key , val
def update ( self , workspace , params = { } , ** options ) : """A specific , existing workspace can be updated by making a PUT request on the URL for that workspace . Only the fields provided in the data block will be updated ; any unspecified fields will remain unchanged . Currently the only field that can ...
path = "/workspaces/%s" % ( workspace ) return self . client . put ( path , params , ** options )
def set_color ( self , value , callb = None , duration = 0 , rapid = False ) : """Convenience method to set the colour status of the device This method will send a LightSetColor message to the device , and request callb be executed when an ACK is received . The default callback will simply cache the value . :...
if len ( value ) == 4 : mypartial = partial ( self . resp_set_light , color = value ) if callb : mycallb = lambda x , y : ( mypartial ( y ) , callb ( x , y ) ) else : mycallb = lambda x , y : mypartial ( y ) # try : if rapid : self . fire_and_forget ( LightSetColor , { "color...
def setdefault ( self , key , value ) : """We may not always be connected to an app , but we still need to provide a way to the base environment to set it ' s defaults ."""
try : super ( FlaskConfigStorage , self ) . setdefault ( key , value ) except RuntimeError : self . _defaults . __setitem__ ( key , value )
def get_outcome_for_state_name ( self , name ) : """Returns the final outcome of the child state specified by name . Note : This is utility function that is used by the programmer to make a decision based on the final outcome of its child states . A state is not uniquely specified by the name , but as the progr...
return_value = None for state_id , name_outcome_tuple in self . final_outcomes_dict . items ( ) : if name_outcome_tuple [ 0 ] == name : return_value = name_outcome_tuple [ 1 ] break return return_value
def _remove_deprecated_options ( self , old_version ) : """Remove options which are present in the . ini file but not in defaults"""
old_defaults = self . _load_old_defaults ( old_version ) for section in old_defaults . sections ( ) : for option , _ in old_defaults . items ( section , raw = self . raw ) : if self . get_default ( section , option ) is NoDefault : try : self . remove_option ( section , option ) ...
def make_multi_metatile ( parent , tiles , date_time = None ) : """Make a metatile containing a list of tiles all having the same layer , with coordinates relative to the given parent . Set date _ time to a 6 - tuple of ( year , month , day , hour , minute , second ) to set the timestamp for members . Otherwi...
assert parent is not None , "Parent tile must be provided and not None to make a metatile." if len ( tiles ) == 0 : return [ ] if date_time is None : date_time = gmtime ( ) [ 0 : 6 ] layer = tiles [ 0 ] [ 'layer' ] buf = StringIO . StringIO ( ) with zipfile . ZipFile ( buf , mode = 'w' ) as z : for tile in ...
def parse_version ( v ) : """Take a string version and conver it to a tuple ( for easier comparison ) , e . g . : "1.2.3 " - - > ( 1 , 2 , 3) "1.2 " - - > ( 1 , 2 , 0) "1 " - - > ( 1 , 0 , 0)"""
parts = v . split ( "." ) # Pad the list to make sure there is three elements so that we get major , minor , point # comparisons that default to " 0 " if not given . I . e . " 1.2 " - - > ( 1 , 2 , 0) parts = ( parts + 3 * [ '0' ] ) [ : 3 ] return tuple ( int ( x ) for x in parts )
def Size ( self ) : """Get the total size in bytes of the object . Returns : int : size ."""
corrected_hashes = list ( map ( lambda i : UInt256 ( data = binascii . unhexlify ( i ) ) , self . HashStart ) ) return GetVarSize ( corrected_hashes ) + self . hash_stop . Size
def plot_walks ( self , parameters = None , truth = None , extents = None , display = False , filename = None , chains = None , convolve = None , figsize = None , plot_weights = True , plot_posterior = True , log_weight = None ) : # pragma : no cover """Plots the chain walk ; the parameter values as a function of s...
chains , parameters , truth , extents , _ = self . _sanitise ( chains , parameters , truth , extents ) n = len ( parameters ) extra = 0 if plot_weights : plot_weights = plot_weights and np . any ( [ np . any ( c . weights != 1.0 ) for c in chains ] ) plot_posterior = plot_posterior and np . any ( [ c . posterior is...
def get_path ( self , repo ) : """Return the path for the repo"""
if repo . endswith ( '.git' ) : repo = repo . split ( '.git' ) [ 0 ] org , name = repo . split ( '/' ) [ - 2 : ] path = self . plugins_dir path = join ( path , org , name ) return path , org , name
def validate_io ( f = DECORATED , none_policy = None , # type : int _out_ = None , # type : ValidationFuncs ** kw_validation_funcs # type : ValidationFuncs ) : """A function decorator to add input validation prior to the function execution . It should be called with named arguments : for each function arg name , ...
return decorate_several_with_validation ( f , none_policy = none_policy , _out_ = _out_ , ** kw_validation_funcs )
async def ask_async ( self , patch_stdout : bool = False , kbi_msg : str = DEFAULT_KBI_MESSAGE ) -> Any : """Ask the question using asyncio and return user response ."""
if self . should_skip_question : return self . default try : sys . stdout . flush ( ) return await self . unsafe_ask_async ( patch_stdout ) except KeyboardInterrupt : print ( "\n{}\n" . format ( kbi_msg ) ) return None
def get_gene_substitution_language ( ) -> ParserElement : """Build a gene substitution parser ."""
parser_element = gsub_tag + nest ( dna_nucleotide ( GSUB_REFERENCE ) , ppc . integer ( GSUB_POSITION ) , dna_nucleotide ( GSUB_VARIANT ) , ) parser_element . setParseAction ( _handle_gsub ) return parser_element
def AND ( queryArr , exclude = None ) : """create a combined query with multiple items on which to perform an AND operation @ param queryArr : a list of items on which to perform an AND operation . Items can be either a CombinedQuery or BaseQuery instances . @ param exclude : a instance of BaseQuery , CombinedQ...
assert isinstance ( queryArr , list ) , "provided argument as not a list" assert len ( queryArr ) > 0 , "queryArr had an empty list" q = CombinedQuery ( ) q . setQueryParam ( "$and" , [ ] ) for item in queryArr : assert isinstance ( item , ( CombinedQuery , BaseQuery ) ) , "item in the list was not a CombinedQuery ...
def reset_x ( self , x , copy = True ) : """reset self . _ _ x private attribute Parameters x : numpy . ndarray copy : bool flag to make a copy of ' x ' . Defaule is True Note makes a copy of ' x ' argument"""
assert x . shape == self . shape if copy : self . __x = x . copy ( ) else : self . __x = x
def _encode_request ( self , request ) : """Encode a request object"""
obj = request_to_dict ( request , self . spider ) return self . serializer . dumps ( obj )
def enabled_plugins ( installed_only = True ) : '''. . versionadded : : 0.21 Parameters installed _ only : bool , optional Only consider enabled plugins that are installed in the Conda environment . Returns list List of properties corresponding to each plugin that is * * enabled * * . If : data : ` ...
enabled_path = MICRODROP_CONDA_PLUGINS . joinpath ( 'enabled' ) if not enabled_path . isdir ( ) : return [ ] # Construct list of property dictionaries , one per enabled plugin # directory . enabled_plugins_ = [ ] for plugin_path_i in enabled_path . dirs ( ) : if not installed_only or _islinklike ( plugin_path_i...
def _clear_context ( bin_env = None ) : '''Remove the cached pip version'''
contextkey = 'pip.version' if bin_env is not None : contextkey = '{0}.{1}' . format ( contextkey , bin_env ) __context__ . pop ( contextkey , None )
def parse ( self , rrstr ) : # type : ( bytes ) - > None '''Parse a Rock Ridge Child Link record out of a string . Parameters : rrstr - The string to parse the record out of . Returns : Nothing .'''
if self . _initialized : raise pycdlibexception . PyCdlibInternalError ( 'CL record already initialized!' ) # We assume that the caller has already checked the su _ entry _ version , # so we don ' t bother . ( su_len , su_entry_version_unused , child_log_block_num_le , child_log_block_num_be ) = struct . unpack_fro...
def _set_igmps_interface ( self , v , load = False ) : """Setter method for igmps _ interface , mapped from YANG variable / interface _ vlan / vlan / ip / igmpVlan / snooping / igmps _ mrouter / igmps _ interface ( list ) If this variable is read - only ( config : false ) in the source YANG file , then _ set _ ...
if hasattr ( v , "_utype" ) : v = v . _utype ( v ) try : t = YANGDynClass ( v , base = YANGListType ( "igmps_if_type igmps_value" , igmps_interface . igmps_interface , yang_name = "igmps-interface" , rest_name = "interface" , parent = self , is_container = 'list' , user_ordered = False , path_helper = self . _p...