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def measure_each ( * qubits : raw_types . Qid , key_func : Callable [ [ raw_types . Qid ] , str ] = str ) -> List [ gate_operation . GateOperation ] : """Returns a list of operations individually measuring the given qubits . The qubits are measured in the computational basis . Args : * qubits : The qubits to ...
return [ MeasurementGate ( 1 , key_func ( q ) ) . on ( q ) for q in qubits ]
def on_post_save ( sender , ** kwargs ) : """Expire ultracache cache keys affected by this object"""
if not invalidate : return if kwargs . get ( "raw" , False ) : return if sender is MigrationRecorder . Migration : return if issubclass ( sender , Model ) : obj = kwargs [ "instance" ] if isinstance ( obj , Model ) : # get _ for _ model itself is cached try : ct = ContentType . o...
def detect_Martin2013 ( dat_orig , s_freq , time , opts ) : """Spindle detection based on Martin et al . 2013 Parameters dat _ orig : ndarray ( dtype = ' float ' ) vector with the data for one channel s _ freq : float sampling frequency time : ndarray ( dtype = ' float ' ) vector with the time points ...
dat_filt = transform_signal ( dat_orig , s_freq , 'remez' , opts . det_remez ) dat_det = transform_signal ( dat_filt , s_freq , 'moving_rms' , opts . moving_rms ) # downsampled det_value = percentile ( dat_det , opts . det_thresh ) events = detect_events ( dat_det , 'above_thresh' , det_value ) if events is not None : ...
def load ( self , filename , fv_extern = None ) : """Read model stored in the file . : param filename : Path to file with model : param fv _ extern : external feature vector function is passed here : return :"""
self . modelparams [ "mdl_stored_file" ] = filename if fv_extern is not None : self . modelparams [ "fv_extern" ] = fv_extern # segparams [ ' modelparams ' ] = { # ' mdl _ stored _ file ' : mdl _ stored _ file , # # ' fv _ extern ' : fv _ function self . mdl = Model ( modelparams = self . modelparams )
def save_attribute ( elements , module_path ) : """Recursively save attributes with module name and signature ."""
for elem , signature in elements . items ( ) : if isinstance ( signature , dict ) : # Submodule case save_attribute ( signature , module_path + ( elem , ) ) elif signature . isattribute ( ) : assert elem not in attributes # we need unicity attributes [ elem ] = ( module_path , si...
def CutAtClosestPoint ( self , p ) : """Let x be the point on the polyline closest to p . Then CutAtClosestPoint returns two new polylines , one representing the polyline from the beginning up to x , and one representing x onwards to the end of the polyline . x is the first point returned in the second poly...
( closest , i ) = self . GetClosestPoint ( p ) tmp = [ closest ] tmp . extend ( self . _points [ i + 1 : ] ) return ( Poly ( self . _points [ 0 : i + 1 ] ) , Poly ( tmp ) )
def rasterToWKB ( cls , rasterPath , srid , noData , raster2pgsql ) : """Accepts a raster file and converts it to Well Known Binary text using the raster2pgsql executable that comes with PostGIS . This is the format that rasters are stored in a PostGIS database ."""
raster2pgsqlProcess = subprocess . Popen ( [ raster2pgsql , '-s' , srid , '-N' , noData , rasterPath , 'n_a' ] , stdout = subprocess . PIPE ) # This commandline tool generates the SQL to load the raster into the database # However , we want to use SQLAlchemy to load the values into the database . # We do this by extrac...
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 ."""
if self . body : return '\n' . join ( stmt . pretty_str ( indent ) for stmt in self . body ) else : return ( ' ' * indent ) + '[empty]'
def __is_outside_of_builddir ( project , path_to_check ) : """Check if a project lies outside of its expected directory ."""
bdir = project . builddir cprefix = os . path . commonprefix ( [ path_to_check , bdir ] ) return cprefix != bdir
def get_field_analysis ( self , field ) : """Get the FieldAnalysis for a given fieldname : param field : TODO : return : : class : ` FieldClassAnalysis `"""
class_analysis = self . get_class_analysis ( field . get_class_name ( ) ) if class_analysis : return class_analysis . get_field_analysis ( field ) return None
def get_default_config ( self ) : """Returns the default collector settings"""
config = super ( VMStatCollector , self ) . get_default_config ( ) config . update ( { 'path' : 'vmstat' } ) return config
def get_authorization_url ( self , acr_values = None , prompt = None , scope = None , custom_params = None ) : """Function to get the authorization url that can be opened in the browser for the user to provide authorization and authentication Parameters : * * * acr _ values ( list , optional ) : * * acr value...
params = { "oxd_id" : self . oxd_id } if scope and isinstance ( scope , list ) : params [ "scope" ] = scope if acr_values and isinstance ( acr_values , list ) : params [ "acr_values" ] = acr_values if prompt and isinstance ( prompt , str ) : params [ "prompt" ] = prompt if custom_params : params [ "cust...
def _check_geo_param ( self , arg_list ) : r"""Checks each function call to make sure that the user has provided at least one of the following geographic parameters : ' stid ' , ' state ' , ' country ' , ' county ' , ' radius ' , ' bbox ' , ' cwa ' , ' nwsfirezone ' , ' gacc ' , or ' subgacc ' . Arguments : a...
geo_func = lambda a , b : any ( i in b for i in a ) check = geo_func ( self . geo_criteria , arg_list ) if check is False : raise MesoPyError ( 'No stations or geographic search criteria specified. Please provide one of the ' 'following: stid, state, county, country, radius, bbox, cwa, nwsfirezone, gacc, subgacc' )
def int_0_inf ( cls , string ) : '''Convert string to int . If ` ` inf ` ` is supplied , it returns ` ` 0 ` ` .'''
if string == 'inf' : return 0 try : value = int ( string ) except ValueError as error : raise argparse . ArgumentTypeError ( error ) if value < 0 : raise argparse . ArgumentTypeError ( _ ( 'Value must not be negative.' ) ) else : return value
def _parse_response_for_all_events ( self , response ) : """This function will retrieve * most * of the event data , excluding Organizer & Attendee details"""
items = response . xpath ( u'//m:FindItemResponseMessage/m:RootFolder/t:Items/t:CalendarItem' , namespaces = soap_request . NAMESPACES ) if not items : items = response . xpath ( u'//m:GetItemResponseMessage/m:Items/t:CalendarItem' , namespaces = soap_request . NAMESPACES ) if items : self . count = len ( items...
def get_lldp_neighbor_detail_output_lldp_neighbor_detail_remote_chassis_id ( self , ** kwargs ) : """Auto Generated Code"""
config = ET . Element ( "config" ) get_lldp_neighbor_detail = ET . Element ( "get_lldp_neighbor_detail" ) config = get_lldp_neighbor_detail output = ET . SubElement ( get_lldp_neighbor_detail , "output" ) lldp_neighbor_detail = ET . SubElement ( output , "lldp-neighbor-detail" ) local_interface_name_key = ET . SubEleme...
def multipart_content ( * files ) : """Returns a mutlipart content . Note : This script was clearly inspired by write - mime - multipart ."""
outer = MIMEMultipart ( ) for fname in files : mtype = get_type ( fname ) maintype , subtype = mtype . split ( '/' , 1 ) with open ( fname ) as f : msg = MIMEText ( f . read ( ) , _subtype = subtype ) msg . add_header ( 'Content-Disposition' , 'attachment' , filename = os . path . basename ( fna...
def z ( self , what ) : """Change redshift ."""
if not isinstance ( what , numbers . Real ) : raise exceptions . SynphotError ( 'Redshift must be a real scalar number.' ) self . _z = float ( what ) self . _redshift_model = RedshiftScaleFactor ( self . _z ) if self . z_type == 'wavelength_only' : self . _redshift_flux_model = None else : # conserve _ flux ...
def removeDerivedMSCal ( msname ) : """Remove the derived columns like HA from an MS or CalTable . It removes the columns using the data manager DerivedMSCal . Such columns are HA , HA1 , HA2 , PA1 , PA2 , LAST , LAST1 , LAST2 , AZEL1, AZEL2 , and UVW _ J2000. It fails if one of the columns already exists ....
# Open the MS t = table ( msname , readonly = False , ack = False ) # Remove the columns stored as DerivedMSCal . dmi = t . getdminfo ( ) for x in dmi . values ( ) : if x [ 'TYPE' ] == 'DerivedMSCal' : t . removecols ( x [ 'COLUMNS' ] ) t . flush ( )
def reactToAMQPMessage ( message , send_back ) : """React to given ( AMQP ) message . ` message ` is expected to be : py : func : ` collections . namedtuple ` structure from : mod : ` . structures ` filled with all necessary data . Args : message ( object ) : One of the request objects defined in : mod : ...
if _instanceof ( message , ExportRequest ) : tmp_folder = ltp . create_ltp_package ( aleph_record = message . aleph_record , book_id = message . book_uuid , urn_nbn = message . urn_nbn , ebook_fn = message . filename , url = message . url , data = base64 . b64decode ( message . b64_data ) ) # remove directory f...
def printTPRegionParams ( tpregion ) : """Note : assumes we are using TemporalMemory / TPShim in the TPRegion"""
tm = tpregion . getSelf ( ) . _tfdr print "------------PY TemporalMemory Parameters ------------------" print "numberOfCols =" , tm . columnDimensions print "cellsPerColumn =" , tm . cellsPerColumn print "minThreshold =" , tm . minThreshold print "activationThreshold =" , tm . ac...
def save_data ( self ) : """Store data as a JSON dump ."""
filename = os . path . join ( self . _get_prefix ( ) , self . model . site ) self . store . store_json ( filename , self . model . get_dict ( ) )
def is_internet_on ( host = "8.8.8.8" , port = 53 , timeout = 3 ) : """Checks if machine has internet connection : param host : hostname to test : param port : port of hostname : param timeout : seconds before discarding connection : return : True iff machine has internet connection"""
socket . setdefaulttimeout ( timeout ) socket . socket ( socket . AF_INET , socket . SOCK_STREAM ) . connect ( ( host , port ) )
def _set_mult_grid_attr ( self ) : """Set multiple attrs from grid file given their names in the grid file ."""
grid_objs = self . _get_grid_files ( ) if self . grid_attrs is None : self . grid_attrs = { } # Override GRID _ ATTRS with entries in grid _ attrs attrs = internal_names . GRID_ATTRS . copy ( ) for k , v in self . grid_attrs . items ( ) : if k not in attrs : raise ValueError ( 'Unrecognized internal nam...
def composite ( df , sameGenderMZ , sameGenderDZ , size = ( 16 , 24 ) ) : """Embed both absdiff figures and heritability figures ."""
fig = plt . figure ( 1 , size ) ax1a = plt . subplot2grid ( ( 6 , 4 ) , ( 0 , 0 ) , rowspan = 2 , colspan = 1 ) ax2a = plt . subplot2grid ( ( 6 , 4 ) , ( 0 , 1 ) , rowspan = 2 , colspan = 1 ) ax3a = plt . subplot2grid ( ( 6 , 4 ) , ( 0 , 2 ) , rowspan = 2 , colspan = 1 ) ax4a = plt . subplot2grid ( ( 6 , 4 ) , ( 0 , 3 ...
def elcm_session_list ( irmc_info ) : """send an eLCM request to list all sessions : param irmc _ info : node info : returns : dict object of sessions if succeed ' SessionList ' : ' Contains ' : { ' Id ' : id1 , ' Name ' : name1 } , { ' Id ' : id2 , ' Name ' : name2 } , { ' Id ' : idN , ' Name ' : nam...
# Send GET request to the server resp = elcm_request ( irmc_info , method = 'GET' , path = '/sessionInformation/' ) if resp . status_code == 200 : return _parse_elcm_response_body_as_json ( resp ) else : raise scci . SCCIClientError ( ( 'Failed to list sessions with ' 'error code %s' % resp . status_code ) )
def n_exec_stmt ( self , node ) : """exec _ stmt : : = expr exprlist DUP _ TOP EXEC _ STMT exec _ stmt : : = expr exprlist EXEC _ STMT"""
self . write ( self . indent , 'exec ' ) self . preorder ( node [ 0 ] ) if not node [ 1 ] [ 0 ] . isNone ( ) : sep = ' in ' for subnode in node [ 1 ] : self . write ( sep ) ; sep = ", " self . preorder ( subnode ) self . println ( ) self . prune ( )
def refweights ( self ) : """A | numpy | | numpy . ndarray | with equal weights for all segment junctions . . > > > from hydpy . models . hstream import * > > > parameterstep ( ' 1d ' ) > > > states . qjoints . shape = 5 > > > states . qjoints . refweights array ( [ 0.2 , 0.2 , 0.2 , 0.2 , 0.2 ] )"""
# pylint : disable = unsubscriptable - object # due to a pylint bug ( see https : / / github . com / PyCQA / pylint / issues / 870) return numpy . full ( self . shape , 1. / self . shape [ 0 ] , dtype = float )
def _compiled ( self ) : """Return a string of the self . block compiled to a block of code that can be execed to get a function to execute"""
# Dev Notes : # Because of fast locals in functions in both CPython and PyPy , getting a # function to execute makes the code a few times faster than # just executing it in the global exec scope . prog = [ self . _prog_start ] simple_func = { # OPS 'w' : lambda x : x , 'r' : lambda x : x , '~' : lambda x : '(~' + x + '...
def line_oriented ( cls , line_oriented_options , console ) : """Given Goal . Options and a Console , yields functions for writing to stdout and stderr , respectively . The passed options instance will generally be the ` Goal . Options ` of a ` LineOriented ` ` Goal ` ."""
if type ( line_oriented_options ) != cls . Options : raise AssertionError ( 'Expected Options for `{}`, got: {}' . format ( cls . __name__ , line_oriented_options ) ) output_file = line_oriented_options . values . output_file sep = line_oriented_options . values . sep . encode ( 'utf-8' ) . decode ( 'unicode_escape...
def read_spec ( filename , verbose = False ) : """Read an SBP specification . Parameters filename : str Local filename for specification . verbose : bool Print out some debugging info Returns Raises Exception On empty file . yaml . YAMLError On Yaml parsing error voluptuous . Invalid On in...
contents = None with open ( filename , 'r' ) as f : contents = yaml . load ( f ) if contents is None : raise Exception ( "Empty yaml file: %s." % filename ) try : s . package_schema ( contents ) except Exception as e : sys . stderr . write ( "Invalid SBP YAML specification: %s.\n...
def mvir ( self , H = 70. , Om = 0.3 , overdens = 200. , wrtcrit = False , forceint = False , ro = None , vo = None , use_physical = False ) : # use _ physical necessary bc of pop = False , does nothing inside """NAME : mvir PURPOSE : calculate the virial mass INPUT : H = ( default : 70 ) Hubble constant ...
if ro is None : ro = self . _ro if vo is None : vo = self . _vo # Evaluate the virial radius try : rvir = self . rvir ( H = H , Om = Om , overdens = overdens , wrtcrit = wrtcrit , use_physical = False , ro = ro , vo = vo ) except AttributeError : raise AttributeError ( "This potential does not have a '_...
def _create_group_tree ( self , levels ) : """This method creates a group tree"""
if levels [ 0 ] != 0 : raise KPError ( "Invalid group tree" ) for i in range ( len ( self . groups ) ) : if ( levels [ i ] == 0 ) : self . groups [ i ] . parent = self . root_group self . groups [ i ] . index = len ( self . root_group . children ) self . root_group . children . append ( ...
def update_url_params ( url , replace_all = False , ** url_params ) : """: return : url with its query updated from url _ query ( non - matching params are retained )"""
# Ensure ' replace _ all ' can be sent as a url param if not ( replace_all is True or replace_all is False ) : url_params [ 'replace_all' ] = replace_all if not url or not url_params : return url or None scheme , netloc , url_path , url_query , fragment = _urlsplit ( url ) if replace_all is True : url_query...
def add_event ( self , name , time , chan ) : """Action : add a single event ."""
self . annot . add_event ( name , time , chan = chan ) self . update_annotations ( )
def from_tuple ( tup ) : """Convert a tuple into a range with error handling . Parameters tup : tuple ( len 2 or 3) The tuple to turn into a range . Returns range : range The range from the tuple . Raises ValueError Raised when the tuple length is not 2 or 3."""
if len ( tup ) not in ( 2 , 3 ) : raise ValueError ( 'tuple must contain 2 or 3 elements, not: %d (%r' % ( len ( tup ) , tup , ) , ) return range ( * tup )
def isfile ( self , path = None , client_kwargs = None , assume_exists = None ) : """Return True if path is an existing regular file . Args : path ( str ) : Path or URL . client _ kwargs ( dict ) : Client arguments . assume _ exists ( bool or None ) : This value define the value to return in the case ther...
relative = self . relpath ( path ) if not relative : # Root always exists and is a directory return False if path [ - 1 ] != '/' and not self . is_locator ( path , relative = True ) : return self . exists ( path = path , client_kwargs = client_kwargs , assume_exists = assume_exists ) return False
def isvector_or_scalar ( a ) : """one - dimensional arrays having shape [ N ] , row and column matrices having shape [ 1 N ] and [ N 1 ] correspondingly , and their generalizations having shape [ 1 1 . . . N . . . 1 1 1 ] . Scalars have shape [ 1 1 . . . 1 ] . Empty arrays dont count"""
try : return a . size and a . ndim - a . shape . count ( 1 ) <= 1 except : return False
def token ( self , value ) : """Set the Token of the message . : type value : String : param value : the Token : raise AttributeError : if value is longer than 256"""
if value is None : self . _token = value return if not isinstance ( value , str ) : value = str ( value ) if len ( value ) > 256 : raise AttributeError self . _token = value
def get_proxy_ticket ( self , pgt ) : """Returns proxy ticket given the proxy granting ticket"""
response = requests . get ( self . get_proxy_url ( pgt ) ) if response . status_code == 200 : from lxml import etree root = etree . fromstring ( response . content ) tickets = root . xpath ( "//cas:proxyTicket" , namespaces = { "cas" : "http://www.yale.edu/tp/cas" } ) if len ( tickets ) == 1 : r...
def save_assets ( self , dest_path ) : """Save plot assets alongside dest _ path . Some plots may have assets , like bitmap files , which need to be saved alongside the rendered plot file . : param dest _ path : path of the main output file ."""
for idx , subplot in enumerate ( self . subplots ) : subplot . save_assets ( dest_path , suffix = '_%d' % idx )
def visit_Call ( self , node ) : """Function calls are not handled for now . > > > import gast as ast > > > from pythran import passmanager , backend > > > node = ast . parse ( ' ' ' . . . def foo ( ) : . . . a = _ _ builtin _ _ . range ( 10 ) ' ' ' ) > > > pm = passmanager . PassManager ( " test " ) ...
for alias in self . aliases [ node . func ] : if alias is MODULES [ '__builtin__' ] [ 'getattr' ] : attr_name = node . args [ - 1 ] . s attribute = attributes [ attr_name ] [ - 1 ] self . add ( node , attribute . return_range ( None ) ) elif isinstance ( alias , Intrinsic ) : ali...
def buscar_rules ( self , id_ambiente_vip , id_vip = '' ) : """Search rules by environmentvip _ id : return : Dictionary with the following structure : { ' name _ rule _ opt ' : [ { ' name _ rule _ opt ' : < name > , ' id ' : < id > } , . . . ] } : raise InvalidParameterError : Environment VIP identifier is n...
url = 'environment-vip/get/rules/' + str ( id_ambiente_vip ) + '/' + str ( id_vip ) code , xml = self . submit ( None , 'GET' , url ) return self . response ( code , xml )
def lock_key ( group_id , item_id , group_width = 8 ) : """Creates a lock ID where the lower bits are the group ID and the upper bits are the item ID . This allows the use of a bigint namespace for items , with a limited space for grouping . : group _ id : an integer identifying the group . Must be less than ...
if group_id >= ( 1 << group_width ) : raise Exception ( "Group ID is too big" ) if item_id >= ( 1 << ( 63 - group_width ) ) - 1 : raise Exception ( "Item ID is too big" ) return ( item_id << group_width ) | group_id
def enable_passive_svc_checks ( self , service ) : """Enable passive checks for a service Format of the line that triggers function call : : ENABLE _ PASSIVE _ SVC _ CHECKS ; < host _ name > ; < service _ description > : param service : service to edit : type service : alignak . objects . service . Service ...
if not service . passive_checks_enabled : service . modified_attributes |= DICT_MODATTR [ "MODATTR_PASSIVE_CHECKS_ENABLED" ] . value service . passive_checks_enabled = True self . send_an_element ( service . get_update_status_brok ( ) )
def stripHtml ( html , joiner = '' ) : """Strips out the HTML tags from the inputted text , returning the basic text . This algorightm was found on [ http : / / stackoverflow . com / questions / 753052 / strip - html - from - strings - in - python StackOverflow ] . : param html | < str > : return < str >"""
stripper = HTMLStripper ( ) stripper . feed ( html . replace ( '<br>' , '\n' ) . replace ( '<br/>' , '\n' ) ) return stripper . text ( joiner )
def layers ( ) : """Get the layers module good for TF 1 and TF 2 work for now ."""
global _cached_layers if _cached_layers is not None : return _cached_layers layers_module = tf . layers try : from tensorflow . python import tf2 # pylint : disable = g - direct - tensorflow - import , g - import - not - at - top if tf2 . enabled ( ) : tf . logging . info ( "Running in V2 mode, ...
def register_bse_task ( self , * args , ** kwargs ) : """Register a Bethe - Salpeter task ."""
kwargs [ "task_class" ] = BseTask return self . register_task ( * args , ** kwargs )
def knowledge_base_path ( cls , project , knowledge_base ) : """Return a fully - qualified knowledge _ base string ."""
return google . api_core . path_template . expand ( 'projects/{project}/knowledgeBases/{knowledge_base}' , project = project , knowledge_base = knowledge_base , )
def find_best_rsquared ( list_of_fits ) : """Return the best fit , based on rsquared"""
res = sorted ( list_of_fits , key = lambda x : x . rsquared ) return res [ - 1 ]
async def handle_agent_job_done ( self , agent_addr , message : AgentJobDone ) : """Handle an AgentJobDone message . Send the data back to the client , and start new job if needed"""
if agent_addr in self . _registered_agents : self . _logger . info ( "Job %s %s finished on agent %s" , message . job_id [ 0 ] , message . job_id [ 1 ] , agent_addr ) # Remove the job from the list of running jobs del self . _job_running [ message . job_id ] # Sent the data back to the client await ...
def provider_factory ( factory = _sentinel , scope = NoneScope ) : '''Decorator to create a provider using the given factory , and scope . Can also be used in a non - decorator manner . : param scope : Scope key , factory , or instance : type scope : object or callable : return : decorator : rtype : decor...
if factory is _sentinel : return functools . partial ( provider_factory , scope = scope ) provider = Provider ( factory , scope ) return provider
def unflat_take ( items_list , unflat_index_list ) : r"""Returns nested subset of items _ list Args : items _ list ( list ) : unflat _ index _ list ( list ) : nested list of indices CommandLine : python - m utool . util _ list - - exec - unflat _ take SeeAlso : ut . take Example : > > > # DISABLE ...
return [ unflat_take ( items_list , xs ) if isinstance ( xs , list ) else take ( items_list , xs ) for xs in unflat_index_list ]
def code ( ctx , show_hidden , query , single ) : """Generate codes . Generate codes from credentials stored on your YubiKey . Provide a query string to match one or more specific credentials . Touch and HOTP credentials require a single match to be triggered ."""
ensure_validated ( ctx ) controller = ctx . obj [ 'controller' ] creds = [ ( cr , c ) for ( cr , c ) in controller . calculate_all ( ) if show_hidden or not cr . is_hidden ] creds = _search ( creds , query ) if len ( creds ) == 1 : cred , code = creds [ 0 ] if cred . touch : prompt_for_touch ( ) try...
def usergroups_list ( self , ** kwargs ) -> SlackResponse : """List all User Groups for a team"""
self . _validate_xoxp_token ( ) return self . api_call ( "usergroups.list" , http_verb = "GET" , params = kwargs )
def _create_cd_drives ( cd_drives , controllers = None , parent_ref = None ) : '''Returns a list of vim . vm . device . VirtualDeviceSpec objects representing the CD / DVD drives to be created for a virtual machine cd _ drives CD / DVD drive properties controllers CD / DVD drive controllers ( IDE , SATA )...
cd_drive_specs = [ ] keys = range ( - 3000 , - 3050 , - 1 ) if cd_drives : devs = [ dvd [ 'adapter' ] for dvd in cd_drives ] log . trace ( 'Creating cd/dvd drives %s' , devs ) for drive , key in zip ( cd_drives , keys ) : # if a controller is not available / cannot be created we should use the # one whi...
def calculate_nonagonal_number ( nth_order : int ) -> int : """Computes the nth nonagonal number A nonagonal number is a figurate number that extends the concept of triangular and square numbers to the n - gon ( 9 - sided polygon ) i . e . , nonagon . The nth nonagonal number is calculated using the formula : ...
return int ( ( ( nth_order * ( ( 7 * nth_order ) - 5 ) ) / 2 ) )
def _create_storage_folder ( self ) : '''Creates a storage folder using the query name by replacing spaces in the query with ' _ ' ( underscore )'''
try : print ( colored ( '\nCreating Storage Folder...' , 'yellow' ) ) self . _storageFolder = os . path . join ( self . _destinationFolder , self . _imageQuery . replace ( ' ' , '_' ) ) os . makedirs ( self . _storageFolder ) print ( colored ( 'Storage Folder - ' + self . _storageFolder + ' created.' , ...
def _str_dotted_getattr ( obj , name ) : """Expands extends getattr to allow dots in x to indicate nested objects . Args : obj ( object ) : an object . name ( str ) : a name for a field in the object . Returns : Any : the value of named attribute . Raises : AttributeError : if the named attribute does...
for part in name . split ( '.' ) : obj = getattr ( obj , part ) return str ( obj ) if obj else None
def readline ( self ) : """Read and return a line of text . : rtype : str : return : the next line of text in the file , including the newline character"""
_complain_ifclosed ( self . closed ) line = self . f . readline ( ) if self . __encoding : return line . decode ( self . __encoding , self . __errors ) else : return line
def close_room ( self , room , namespace = None ) : """Close a room ."""
return self . socketio . close_room ( room = room , namespace = namespace or self . namespace )
def _activation_summary ( x ) : """Helper to create summaries for activations . Creates a summary that provides a histogram of activations . Creates a summary that measures the sparsity of activations . Args : x : Tensor Returns : nothing"""
# Remove ' tower _ [ 0-9 ] / ' from the name in case this is a multi - GPU training # session . This helps the clarity of presentation on tensorboard . tensor_name = re . sub ( '%s_[0-9]*/' % TOWER_NAME , '' , x . op . name ) tf . summary . histogram ( tensor_name + '/activations' , x ) tf . summary . scalar ( tensor_n...
def sort ( self , callback = None ) : """Sort through each item with a callback . : param callback : The callback : type callback : callable or None : rtype : Collection"""
items = self . items if callback : return self . __class__ ( sorted ( items , key = callback ) ) else : return self . __class__ ( sorted ( items ) )
def _images ( self , sys_output ) : '''a helper method for parsing docker image output'''
import re gap_pattern = re . compile ( '\t|\s{2,}' ) image_list = [ ] output_lines = sys_output . split ( '\n' ) column_headers = gap_pattern . split ( output_lines [ 0 ] ) for i in range ( 1 , len ( output_lines ) ) : columns = gap_pattern . split ( output_lines [ i ] ) if len ( columns ) == len ( column_heade...
def set_option ( self , option , value ) : """Set a plugin option in configuration file . Note : Use sig _ option _ changed to call it from widgets of the same or another plugin ."""
CONF . set ( self . CONF_SECTION , str ( option ) , value )
def Reset ( self ) : """Reset the lexer to process a new data feed ."""
# The first state self . state = "INITIAL" self . state_stack = [ ] # The buffer we are parsing now self . buffer = "" self . error = 0 self . verbose = 0 # The index into the buffer where we are currently pointing self . processed = 0 self . processed_buffer = ""
def cross_product ( p1 , p2 , o = ( 0 , 0 ) ) : """Returns cross product Args : p1 , p2 : point ( x , y ) o : origin"""
v1 = vector ( o , p1 ) v2 = vector ( o , p2 ) return v1 [ 0 ] * v2 [ 1 ] - v1 [ 1 ] * v2 [ 0 ]
def chunks_generator ( iterable , count_items_in_chunk ) : """Очень внимательно ! Не дает обходить дважды : param iterable : : param count _ items _ in _ chunk : : return :"""
iterator = iter ( iterable ) for first in iterator : # stops when iterator is depleted def chunk ( ) : # construct generator for next chunk yield first # yield element from for loop for more in islice ( iterator , count_items_in_chunk - 1 ) : yield more # yield more elements ...
def _combine_variant_collections ( cls , combine_fn , variant_collections , kwargs ) : """Create a single VariantCollection from multiple different collections . Parameters cls : class Should be VariantCollection combine _ fn : function Function which takes any number of sets of variants and returns som...
kwargs [ "variants" ] = combine_fn ( * [ set ( vc ) for vc in variant_collections ] ) kwargs [ "source_to_metadata_dict" ] = cls . _merge_metadata_dictionaries ( [ vc . source_to_metadata_dict for vc in variant_collections ] ) kwargs [ "sources" ] = set . union ( * ( [ vc . sources for vc in variant_collections ] ) ) f...
def recv_exit_status ( self ) : """Return the exit status from the process on the server . This is mostly useful for retrieving the reults of an L { exec _ command } . If the command hasn ' t finished yet , this method will wait until it does , or until the channel is closed . If no exit status is provided ...
self . status_event . wait ( ) assert self . status_event . isSet ( ) return self . exit_status
def visit_Slice ( self , node : ast . Slice ) -> slice : """Visit ` ` lower ` ` , ` ` upper ` ` and ` ` step ` ` and recompute the node as a ` ` slice ` ` ."""
lower = None # type : Optional [ int ] if node . lower is not None : lower = self . visit ( node = node . lower ) upper = None # type : Optional [ int ] if node . upper is not None : upper = self . visit ( node = node . upper ) step = None # type : Optional [ int ] if node . step is not None : step = self ....
def create_job_queue ( self , queue_name , priority , state , compute_env_order ) : """Create a job queue : param queue _ name : Queue name : type queue _ name : str : param priority : Queue priority : type priority : int : param state : Queue state : type state : string : param compute _ env _ order ...
for variable , var_name in ( ( queue_name , 'jobQueueName' ) , ( priority , 'priority' ) , ( state , 'state' ) , ( compute_env_order , 'computeEnvironmentOrder' ) ) : if variable is None : raise ClientException ( '{0} must be provided' . format ( var_name ) ) if state not in ( 'ENABLED' , 'DISABLED' ) : ...
def crawl_links ( self , seed_url = None ) : """Find new links given a seed URL and follow them breadth - first . Save page responses as PART . html files . Return the PART . html filenames created during crawling ."""
if seed_url is not None : self . seed_url = seed_url if self . seed_url is None : sys . stderr . write ( 'Crawling requires a seed URL.\n' ) return [ ] prev_part_num = utils . get_num_part_files ( ) crawled_links = set ( ) uncrawled_links = OrderedSet ( ) uncrawled_links . add ( self . seed_url ) try : ...
def get_ptr ( data , offset = None , ptr_type = ctypes . c_void_p ) : """Returns a void pointer to the data"""
ptr = ctypes . cast ( ctypes . pointer ( data ) , ctypes . c_void_p ) if offset : ptr = ctypes . c_void_p ( ptr . value + offset ) if ptr_type != ctypes . c_void_p : ptr = ctypes . cast ( ptr , ptr_type ) return ptr
def get_lang_class ( lang ) : """Import and load a Language class . lang ( unicode ) : Two - letter language code , e . g . ' en ' . RETURNS ( Language ) : Language class ."""
global LANGUAGES # Check if an entry point is exposed for the language code entry_point = get_entry_point ( "spacy_languages" , lang ) if entry_point is not None : LANGUAGES [ lang ] = entry_point return entry_point if lang not in LANGUAGES : try : module = importlib . import_module ( ".lang.%s" % l...
def varea_stack ( self , stackers , ** kw ) : '''Generate multiple ` ` VArea ` ` renderers for levels stacked bottom to top . Args : stackers ( seq [ str ] ) : a list of data source field names to stack successively for ` ` y1 ` ` and ` ` y1 ` ` varea coordinates . Additionally , the ` ` name ` ` of the r...
result = [ ] for kw in _double_stack ( stackers , "y1" , "y2" , ** kw ) : result . append ( self . varea ( ** kw ) ) return result
def update_keys ( self ) : """Updates the Google API key with the text value"""
from . . . main import add_api_key add_api_key ( "reddit_api_user_agent" , self . reddit_api_user_agent . get ( ) ) add_api_key ( "reddit_api_client_id" , self . reddit_api_client_id . get ( ) ) add_api_key ( "reddit_api_client_secret" , self . reddit_api_client_secret . get ( ) )
def _collect_data_references ( self , irsb , irsb_addr ) : """Unoptimises IRSB and _ add _ data _ reference ' s for individual statements or for parts of statements ( e . g . Store ) : param pyvex . IRSB irsb : Block to scan for data references : param int irsb _ addr : Address of block : return : None"""
if irsb . data_refs : self . _process_irsb_data_refs ( irsb ) elif irsb . statements : irsb = self . _unoptimize_irsb ( irsb ) # for each statement , collect all constants that are referenced or used . self . _collect_data_references_by_scanning_stmts ( irsb , irsb_addr )
def score_genes ( adata , gene_list , ctrl_size = 50 , gene_pool = None , n_bins = 25 , score_name = 'score' , random_state = 0 , copy = False , use_raw = False ) : # we use the scikit - learn convention of calling the seed " random _ state " """Score a set of genes [ Satija15 ] _ . The score is the average expre...
logg . info ( 'computing score \'{}\'' . format ( score_name ) , r = True ) adata = adata . copy ( ) if copy else adata if random_state : np . random . seed ( random_state ) gene_list_in_var = [ ] var_names = adata . raw . var_names if use_raw else adata . var_names for gene in gene_list : if gene in var_names ...
def rlmb_base_stochastic_discrete_noresize ( ) : """Base setting with stochastic discrete model ."""
hparams = rlmb_base ( ) hparams . generative_model = "next_frame_basic_stochastic_discrete" hparams . generative_model_params = "next_frame_basic_stochastic_discrete" hparams . resize_height_factor = 1 hparams . resize_width_factor = 1 return hparams
async def restrictChatMember ( self , chat_id , user_id , until_date = None , can_send_messages = None , can_send_media_messages = None , can_send_other_messages = None , can_add_web_page_previews = None ) : """See : https : / / core . telegram . org / bots / api # restrictchatmember"""
p = _strip ( locals ( ) ) return await self . _api_request ( 'restrictChatMember' , _rectify ( p ) )
def _log ( self , s ) : r"""Log a string . It flushes but doesn ' t append \ n , so do that yourself ."""
# TODO ( tewalds ) : Should this be using logging . info instead ? How to see them # outside of google infrastructure ? sys . stderr . write ( s ) sys . stderr . flush ( )
def parseTopDepth ( self , descendants = ( ) ) : """Parse tex for highest tag in hierarchy > > > TOC . fromLatex ( ' \\ section { Hah } \\ subsection { No } ' ) . parseTopDepth ( ) > > > s = ' \\ subsubsubsection { Yo } \\ subsubsection { Hah } ' > > > TOC . fromLatex ( s ) . parseTopDepth ( ) > > > h = ( '...
descendants = list ( descendants ) or list ( getattr ( self . source , 'descendants' , descendants ) ) if not descendants : return - 1 return min ( TOC . getHeadingLevel ( e , self . hierarchy ) for e in descendants )
def compute_acf ( cls , filename , start_index = None , end_index = None , per_walker = False , walkers = None , parameters = None ) : """Computes the autocorrleation function of the model params in the given file . By default , parameter values are averaged over all walkers at each iteration . The ACF is the...
acfs = { } with cls . _io ( filename , 'r' ) as fp : if parameters is None : parameters = fp . variable_params if isinstance ( parameters , str ) or isinstance ( parameters , unicode ) : parameters = [ parameters ] for param in parameters : if per_walker : # just call myself with a s...
def get_published_topics ( self ) : """Get a list of published topics for this instance . Streams applications publish streams to a a topic that can be subscribed to by other applications . This allows a microservice approach where publishers and subscribers are independent of each other . A published strea...
published_topics = [ ] # A topic can be published multiple times # ( typically with the same schema ) but the # returned list only wants to contain a topic , schema # pair once . I . e . the list of topics being published is # being returned , not the list of streams . seen_topics = { } for es in self . get_exported_st...
def render_summary ( self , include_title = True , request = None ) : """Render the traceback for the interactive console ."""
title = '' frames = [ ] classes = [ 'traceback' ] if not self . frames : classes . append ( 'noframe-traceback' ) if include_title : if self . is_syntax_error : title = text_ ( 'Syntax Error' ) else : title = text_ ( 'Traceback <small>(most recent call last)' '</small>' ) for frame in self ....
def project_geometry ( geometry , crs , to_latlong = False ) : """Project a shapely Polygon or MultiPolygon from WGS84 to UTM , or vice - versa Parameters geometry : shapely Polygon or MultiPolygon the geometry to project crs : int the starting coordinate reference system of the passed - in geometry to ...
gdf = gpd . GeoDataFrame ( ) gdf . crs = crs gdf . name = 'geometry to project' gdf [ 'geometry' ] = None gdf . loc [ 0 , 'geometry' ] = geometry gdf_proj = project_gdf ( gdf , to_latlong = to_latlong ) geometry_proj = gdf_proj [ 'geometry' ] . iloc [ 0 ] return geometry_proj , gdf_proj . crs
def sorted_for_ner ( crf_classes ) : """Return labels sorted in a default order suitable for NER tasks : > > > sorted _ for _ ner ( [ ' B - ORG ' , ' B - PER ' , ' O ' , ' I - PER ' ] ) [ ' O ' , ' B - ORG ' , ' B - PER ' , ' I - PER ' ]"""
def key ( cls ) : if len ( cls ) > 2 and cls [ 1 ] == '-' : # group names like B - ORG and I - ORG together return cls . split ( '-' , 1 ) [ 1 ] , cls return '' , cls return sorted ( crf_classes , key = key )
def swf2png ( swf_path , png_path , swfrender_path = "swfrender" ) : """Convert SWF slides into a PNG image Raises : OSError is raised if swfrender is not available . ConversionError is raised if image cannot be created ."""
# Currently rely on swftools # Would be great to have a native python dependency to convert swf into png or jpg . # However it seems that pyswf isn ' t flawless . Some graphical elements ( like the text ! ) are lost during # the export . try : cmd = [ swfrender_path , swf_path , '-o' , png_path ] subprocess . c...
def _lowest_rowids ( self , table , limit ) : """Gets the lowest available row ids for table insertion . Keeps things tidy ! Parameters table : str The name of the table being modified limit : int The number of row ids needed Returns available : sequence An array of all available row ids"""
try : t = self . query ( "SELECT id FROM {}" . format ( table ) , unpack = True , fmt = 'table' ) ids = t [ 'id' ] all_ids = np . array ( range ( 1 , max ( ids ) ) ) except TypeError : ids = None all_ids = np . array ( range ( 1 , limit + 1 ) ) available = all_ids [ np . in1d ( all_ids , ids , assum...
def inferred_var_seqs_plus_flanks ( self , ref_seq , flank_length ) : '''Returns start position of first flank sequence , plus a list of sequences - the REF , plus one for each ALT . sequence . Order same as in ALT column'''
flank_start = max ( 0 , self . POS - flank_length ) flank_end = min ( len ( ref_seq ) - 1 , self . ref_end_pos ( ) + flank_length ) seqs = [ ref_seq [ flank_start : self . POS ] + self . REF + ref_seq [ self . ref_end_pos ( ) + 1 : flank_end + 1 ] ] for alt in self . ALT : seqs . append ( ref_seq [ flank_start : se...
def save_files ( self , nodes ) : """Saves user defined files using give nodes . : param nodes : Nodes . : type nodes : list : return : Method success . : rtype : bool"""
metrics = { "Opened" : 0 , "Cached" : 0 } for node in nodes : file = node . file if self . __container . get_editor ( file ) : if self . __container . save_file ( file ) : metrics [ "Opened" ] += 1 self . __uncache ( file ) else : cache_data = self . __files_cache . g...
def __cutRaw ( self , oiraw , maxLength ) : '''现将句子按句子完结符号切分 , 如果切分完后一个句子长度超过限定值 , 再对该句子进行切分'''
vec = [ ] m = re . findall ( u".*?[。?!;;!?]" , oiraw ) num , l , last = 0 , 0 , 0 for i in range ( len ( m ) ) : if ( num + len ( m [ i ] ) >= maxLength ) : vec . append ( "" . join ( m [ last : i ] ) ) last = i num = len ( m [ i ] ) else : num += len ( m [ i ] ) l += len ( m...
def image ( self , img ) : """Set buffer to value of Python Imaging Library image . The image should be in 1 bit mode and a size equal to the display size ."""
if img . mode != '1' : raise ValueError ( 'Image must be in mode 1.' ) imwidth , imheight = img . size if imwidth != self . width or imheight != self . height : raise ValueError ( 'Image must be same dimensions as display ({0}x{1}).' . format ( self . width , self . height ) ) # Grab all the pixels from the ima...
def _get_slack_array_construct ( self ) : """Returns a construct for an array of slack bus data ."""
bus_no = integer . setResultsName ( "bus_no" ) s_rating = real . setResultsName ( "s_rating" ) # MVA v_rating = real . setResultsName ( "v_rating" ) # kV v_magnitude = real . setResultsName ( "v_magnitude" ) # p . u . ref_angle = real . setResultsName ( "ref_angle" ) # p . u . q_max = Optional ( real ) . setResultsName...
def send_cmd ( self , command , connId = 'default' ) : """Sends any command to FTP server . Returns server output . Parameters : - command - any valid command to be sent ( invalid will result in exception ) . - connId ( optional ) - connection identifier . By default equals ' default ' Example : | send cm...
thisConn = self . __getConnection ( connId ) outputMsg = "" try : outputMsg += str ( thisConn . sendcmd ( command ) ) except ftplib . all_errors as e : raise FtpLibraryError ( str ( e ) ) if self . printOutput : logger . info ( outputMsg ) return outputMsg
def _kvmatrix2d ( km , vm ) : '''km = [ [ [ 1 ] , [ 3 ] ] , [ [ 1 , 2 ] , [ 3 , ' a ' ] ] , [ [ 1 , 2 , 22 ] ] ] show _ kmatrix ( km ) vm = [ [ [ 222 ] ] , [ ' b ' ] ] show _ vmatrix ( vm ) d = _ kvmatrix2d ( km , vm )'''
d = { } kmwfs = get_kmwfs ( km ) vmwfs = elel . get_wfs ( vm ) lngth = vmwfs . __len__ ( ) for i in range ( 0 , lngth ) : value = elel . getitem_via_pathlist ( vm , vmwfs [ i ] ) cond = elel . is_leaf ( value ) if ( cond ) : _setitem_via_pathlist ( d , kmwfs [ i ] , value ) else : _setde...
def _rlmb_tiny_overrides ( ) : """Parameters to override for tiny setting excluding agent - related hparams ."""
return dict ( epochs = 1 , num_real_env_frames = 128 , model_train_steps = 2 , max_num_noops = 1 , eval_max_num_noops = 1 , generative_model_params = "next_frame_tiny" , stop_loop_early = True , resize_height_factor = 2 , resize_width_factor = 2 , wm_eval_rollout_ratios = [ 1 ] , rl_env_max_episode_steps = 7 , eval_rl_...
def from_struct ( klass , struct , timezone = pytz . UTC ) : """Returns MayaDT instance from a 9 - tuple struct It ' s assumed to be from gmtime ( ) ."""
struct_time = time . mktime ( struct ) - utc_offset ( struct ) dt = Datetime . fromtimestamp ( struct_time , timezone ) return klass ( klass . __dt_to_epoch ( dt ) )
def search_maintenance_window_entities ( self , ** kwargs ) : # noqa : E501 """Search over a customer ' s maintenance windows # noqa : E501 # noqa : E501 This method makes a synchronous HTTP request by default . To make an asynchronous HTTP request , please pass async _ req = True > > > thread = api . searc...
kwargs [ '_return_http_data_only' ] = True if kwargs . get ( 'async_req' ) : return self . search_maintenance_window_entities_with_http_info ( ** kwargs ) # noqa : E501 else : ( data ) = self . search_maintenance_window_entities_with_http_info ( ** kwargs ) # noqa : E501 return data