text stringlengths 25 2.19k | embedding listlengths 768 768 |
|---|---|
def decode _ multiple ( self, obs _ fl, z = none, num _ decode = 10 ) : if z is none : shape = ( tf. shape ( obs _ fl ) [ 0 ], num _ decode, self. latent _ dim ) z = tf. clip _ by _ value ( tf. random. normal ( shape, 0, 1 ), - 0. 5, 0. 5 ) # z = b * n * d with tf. variable _ scope ('decoder') : tf. get _ variable _ sc... | [
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def match ( self, passage _ encodes, question _ encodes, p _ length, q _ length ) : with tf. variable _ scope ('match _ lstm') : cell _ fw = matchlstmattncell ( self. hidden _ size, question _ encodes ) cell _ bw = matchlstmattncell ( self. hidden _ size, question _ encodes ) outputs, state = tf. nn. bidirectional _ dy... | [
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def generate _ moments ( hyper, params ) : k, d = hyper ['k'], hyper ['d'] p = params # shorthand, don't judge m = { } # moments for x1 in xrange ( 1, d + 1 ) : m [ ( x1, ) ] = sum ( p [ ( h, x1 ) ] * p [ ( h, ) ] for h in xrange ( 1, k + 1 ) ) for x2 in xrange ( 1, d + 1 ) : m [ ( x1, x2 ) ] = sum ( p [ ( h, x1 ) ] * ... | [
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def get _ args ( ) : parser = argparse. argumentparser ( description ='genetic algorithm for de novo discovery of exclusively mutated pathways.') parser. add _ argument ('- - k ', type = int, action ='store ', default = 3, help ='solution size to search for') parser. add _ argument ('- - eval - only ', action ='store '... | [
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def reset _ default ( self ) : self. data = self. default self. _ save ( ) | [
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def get _ gs _ similarity _ node _ creator ( alphabet, n, graph, graph _ weights, y _ length, gs _ kernel ) : n _ gram _ to _ index = get _ n _ gram _ to _ index ( alphabet, n ) letter _ to _ index = get _ n _ gram _ to _ index ( alphabet, 1 ) n _ grams = get _ n _ grams ( alphabet, n ) min _ bound = peptideminboundcal... | [
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def change _ subgraph _ io _ type _ shape ( onx, type _ changes = none, shape _ changes = none, recursive = true ) : if isinstance ( onx, modelproto ) : graph = change _ subgraph _ io _ type _ shape ( onx. graph, type _ changes, shape _ changes, recursive ) onnx _ model = make _ model ( graph, functions = onx. function... | [
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def disk _ prior _ model _ tag ( self ) - > str : if self. disk _ prior _ model is none : return " " tag = conf. instance [ " notation " ] [ " prior _ model _ tags " ] [ " light " ] [ self. disk _ prior _ model. name ] return f " _ _ disk _ { tag } " | [
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def add _ to _ command _ stack ( cls, command ) : cls. executed _ commands _ stack. append ( command ) | [
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def read _ from _ yaml ( file _ path ) : import yaml if os. path. isfile ( file _ path ) : with open ( file _ path,'r') as stream : data = yaml. load ( stream ) return data else : raise exception ('file : { } does not exist. '. format ( file _ path ) ) | [
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def getkilostr ( * args ) : return _ snap. tuint _ getkilostr ( * args ) | [
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def overwrite _ dbs _ in _ target ( self ) - > optional [ str ] : return pulumi. get ( self, " overwrite _ dbs _ in _ target " ) | [
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def _ _ init _ _ ( self, username, password ) : self. username = username self. password = password opts = webdriver. firefoxoptions ( ) opts. headless = true self. bot = webdriver. firefox ( options = opts ) | [
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def _ _ set ( self, status ) : # pylint : disable = too - many - locals address = str ( status. address ). encode ( self. encoding ) key _ hash = self. _ key ( " servers ", status. address ) key _ tags = self. _ key ( " servers ", status. address, " tags " ) hash _ = { } for attribute in { " name ", " map ", " applicat... | [
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def set _ display _ mode ( self, presenter _ code ) : if presenter _ code not in self. _ presenter _ classes : raise ringmastererror ( " unknown presenter type : % s " % presenter _ code ) self. display _ mode = presenter _ code | [
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def insert ( self, val ) : if val not in self. reversedic : self. count + = 1 self. dic [ self. count ] = val self. reversedic [ val ] = self. count return true else : return false | [
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def test _ auto _ verify _ dups ( unode, simpleacq, archivefile, archivefilecopy ) : # enable auto _ verify unode. db. auto _ verify = 4 # last update time to permit auto verification last _ update = datetime. datetime. utcnow ( ) - datetime. timedelta ( days = 10 ) # only one file copyy = archivefilecopy ( node = unod... | [
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def test _ isunicode _ int ( self ) : assert not isunicode ( 0 ) | [
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def calculate _ lbtt ( property _ value ) : # edge case if property value is lower than the taxable bound, no tax is incurred if property _ value < = 145000 : return 0 taxable _ bands = get _ taxable _ bands ( property _ value ) tax _ amount = reduce ( lambda sum, band : sum + band. tax if band. high < property _ value... | [
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def reserve ( self, * args ) : return _ snap. tungraph _ reserve ( self, * args ) | [
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def server ( version = none, password = none ) : family = distrib _ family ( ) if family = ='debian': _ server _ debian ( version, password ) elif family = ='redhat': _ server _ redhat ( version, password ) else : raise unsupportedfamily ( supported = ['debian ','redhat'] ) | [
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def load _ elements ( css _ selector = ". buy - button ", page _ ups = 1, wait _ max = 20, time _ to _ wait = 1 ) : old _ elements _ count = none new _ elements _ count = 0 while new _ elements _ count! = old _ elements _ count : old _ elements _ count = new _ elements _ count # replacing old button count new _ element... | [
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def _ _ ne _ _ ( self, other ) : if not isinstance ( other, putbusinesssettingsbusinesssettings ) : return true return self. to _ dict ( )! = other. to _ dict ( ) | [
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def test _ delete _ github _ link ( self ) : pass | [
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def run ( ) : arg = config. config ['arg'] cfg = config. get _ cfg ('edit ', defaults ) root = cfg ['lexor'] ['root'] paths = cfg ['edit'] ['path']. split (':') fname = arg. inputfile found = false for path in paths : if path [ 0 ] in ['/ ', '.'] : abspath ='% s / % s'% ( path, fname ) else : abspath ='% s / % s / % s'... | [
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def priority ( self ) - > pulumi. output [ optional [ int ] ] : return pulumi. get ( self, " priority " ) | [
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def change _ userpass ( cls, usern, new _ pass ) : for user in cls. user _ list : if cls. find _ user ( usern ) : user. password = new _ pass return user else : return | [
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def interpret _ python ( source, provided _ globals, display _ filename ) : result = provided _ globals. copy ( ) code = compile ( source, display _ filename,'exec ', division. compiler _ flag, true ) exec code in result return result | [
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def _ _ str _ _ ( self ) : table = prettytable ( [ str ( x ) for x in range ( len ( self. rows [ 0 ] ) ) ] ) table. header = false table. border = false for row in self. rows : table. add _ row ( row ) return str ( table ) | [
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def add _ message ( self, message _ type : wsmessagetype, data : union [ dict [ str, any ], list [ any ] ], ) - > none : fallback _ msg = json. dumps ( {'type': str ( message _ type ),'data': data } ) # noqa : e501 # kind of silly to repeat it here. same code in broadcast if self. rotki _ notifier is not none : self. r... | [
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def example ( cls ) : return cls ('[ * * * * ] \ n'' [ * * * * * * * * * * ] \ n'' [ * * *, *, *, * *, * *, *, *, *, * ]') | [
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def unique _ filename ( inputs, wildcards ) : unique _ if = ( " ". join ( [ str ( v ) for p, v in inputs. items ( ) ] ) ). encode ('utf - 8') return str ( _ hl. md5 ( unique _ if ). hexdigest ( ) ) | [
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def fetch _ packages ( self ) : global verbose curllist = self. mc. handles [ : ] serverlist = [ ] # build a list of " free " servers ( those that can be downloaded from ) for server in self. url _ queue : thr _ max = min ( threads _ per _ server, len ( self. url _ queue [ server ] ) ) for i in range ( thr _ max ) : se... | [
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def update _ to _ latest _ version ( self, path ) : if not self. has _ latest _ version ( path ) : self. refresh _ cache ( path ) | [
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def network _ id ( self ) : return self. _ network _ id | [
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def get _ count ( self ) : return sum ( [ item. _ method = ='get'for item in self ] ) | [
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def find _ name _ of _ classes _ in _ project ( classes _ name ) : classes = [ ] error = false for class _ name in classes _ name : try : class _ _ = getattr ( importlib. import _ module ( " src. models. dataobject. v0 _ 0 _ 2. nodeentities. " + class _ name ), class _ name, ) classes. append ( class _ _ ) except : try... | [
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def _ parse _ repo ( self, data ) : if not isinstance ( data, dict ) : raise attributeerror ( " expected a dict object " ) repo = data. get ('repository') canon _ url = data. get ('canon _ url ','' ) abs _ url = repo. get ('absolute _ url ','' ) if not abs _ url. startswith ('http') : abs _ url = urlparse. urljoin ( ca... | [
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def _ _ init _ _ ( self, buffer, steps _ count = 1 ) : self. update _ buffer ( buffer ) self. steps _ count = steps _ count | [
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def get _ lti _ consumer ( ) : return lticonsumer ( consumer _ name ='consumer name ', consumer _ key ='consumer key ', consumer _ secret ='consumer secret') | [
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def zca _ whiten ( x ) : assert ( x. ndim = = 2 ) eps = 10e - 5 # covariance matrix cov = np. dot ( x. t, x ) # d = ( lambda1, lambda2,..., lambdan ) d, e = np. linalg. eigh ( cov ) # d = diag ( d ) ^ ( - 1 / 2 ) d = np. diag ( 1. / np. sqrt ( d + eps ) ) # w _ zca = e * d * e. t w = np. dot ( np. dot ( e, d ), e. t ) ... | [
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def host _ from _ uri ( uri ) : default _ ports = {'http':'80 ','https':'443 ', } sch, netloc, path, par, query, fra = urlparse ( uri ) if':'in netloc : netloc, port = netloc. split (': ', 1 ) else : port = default _ ports. get ( sch. upper ( ) ) return netloc, port | [
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def message _ callback ( client, userdata, message ) : # pylint : disable = unused - argument logger. info ( " received a new message from % s : ", message. topic ) logger. info ( " payload : % r ", message. payload ) logger. info ( " executing : % s ", params. script ) # add mqtt _ payload and mqtt _ topic to the scri... | [
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def tint _ getmegastr ( * args ) : return _ snap. tint _ getmegastr ( * args ) | [
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def make _ bricks ( small, big, goal ) : # condition 1 - will remainder of length of goal after big bricks used be less than or equal to amount of small bricks # condition 2 - will length of both big and small bricks together at least equal the goal length, ok if bigger as can get rid of a brick return goal % 5 < = sma... | [
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def isempty ( self ) : return self. stack = = [ ] | [
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def forward _ step ( x, * ps ) : # for each equation y need to do the folloing equations ( basic rnn ) # st = tanh ( uxt + wst - 1 ) - > hidden t state f the unit - > ( ( 8000x100 ) t dot ( 8000, 1 ) ) + ( 100, 100 ) dot ( 100, 1 ) # ot = softmax ( vst ) - > output t of the unit states = [ ] # we have to iterate betwee... | [
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def test _ ask _ for _ password _ reset _ via _ form ( self ) : pass | [
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def modellearning ( x, y ) : # create 10 cross - validation sets for training and testing cv = shufflesplit ( x. shape [ 0 ], n _ iter = 10, test _ size = 0. 2, random _ state = 0 ) # generate the training set sizes increasing by 50 train _ sizes = np. rint ( np. linspace ( 1, x. shape [ 0 ] * 0. 8 - 1, 9 ) ). astype (... | [
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def inversion _ pixels _ fixed _ tag ( self ) - > str : if ( self. inversion _ pixels _ fixed is none or self. _ pixelization _ prior _ model. cls is not pix. voronoibrightnessimage ) : return " " return f " _ { str ( self. inversion _ pixels _ fixed ) } " | [
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def kneighbors ( self, x _ test ) : # scale the list and test list scaled _ x _ train, scaled _ x _ test = myutils. scale ( self. x _ train, x _ test ) all _ distances = [ ] all _ indices = [ ] # for each value in the scaled test list for val in scaled _ x _ test : # the prep gives us the distance and indice list dista... | [
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def test _ list _ decimal _ length _ 4 _ nistxml _ sv _ iv _ list _ decimal _ length _ 5 _ 2 ( mode, save _ output, output _ format ) : assert _ bindings ( schema = " nistdata / list / decimal / schema + instance / nistschema - sv - iv - list - decimal - length - 5. xsd ", instance = " nistdata / list / decimal / schem... | [
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def preprocess ( self, batch ) : # first and last states for every entry state _ 0 = np. array ( [ exp [ 0 ]. state for exp in batch ], dtype = np. float32 ) state _ l = np. array ( [ exp [ - 1 ]. state for exp in batch ], dtype = np. float32 ) q0, ql = self. _ calc _ q ( state _ 0, state _ l ) rewards = self. _ calc _... | [
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def list _ find ( f, items ) : for i, x in enumerate ( items ) : if f ( x ) : return i return none | [
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def proj ( self ) : # keep epsg code strings upper case return self. _ _ geo _ transform _ _. proj. replace ('epsg ','epsg') | [
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def sent _ loader ( mock _ creds, get _ token, monkeypatch ) : monkeypatch. setattr ( microsoftsentinel, " set _ default _ workspace ", _ set _ default _ workspace ) mock _ creds. return _ value = none get _ token. return _ value = " fd09863b - 5cec - 4833 - ab9c - 330ad07b0c1a " with custom _ mp _ config ( get _ test ... | [
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def image _ reference ( self, image _ id ) : return " " | [
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def find _ common _ ar _ markers ( ar _ pos1, ar _ pos2 ) : ar1, ar2 = { }, { } common _ id = np. intersect1d ( ar _ pos1. keys ( ), ar _ pos2. keys ( ) ) for i in common _ id : ar1 [ i ] = ar _ pos1 [ i ] ar2 [ i ] = ar _ pos2 [ i ] return ar1, ar2 | [
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def read _ conll _ file ( self, file _ name ) : for line in codecs. open ( file _ name, encoding ='utf - 8') : line = line. strip ( ) if line : label, features = line. split ('\ t') features = map ( int, features. split ('' ) ) yield ( label, features ) | [
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def custom _ hostname ( self ) : return self. _ custom _ hostname | [
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def position _ in _ large _ switch _ to _ branch ( self, large _ switch, paths _ on _ side, side ) : # todo : collapsed cusp for branch, total in self. accumulate _ outgoing _ paths ( large _ switch, side ) : if all ( total > = paths _ on _ side ) : return paths _ on _ side - ( total - self. get _ intersections ( branc... | [
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def increment ( t1, t2 ) : sec1 = time _ to _ int ( t1 ) sec2 = time _ to _ int ( t2 ) new _ sec = sec1 + sec2 return int _ to _ time ( new _ sec ) | [
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def apply _ curriculum ( batch : dict [ str, tensor ], curr _ seq _ len : int, truncate : bool ) - > batch : assert isinstance ( batch, mapping ) if truncate : for k in batch. keys ( ) : batch [ k ] = batch [ k ] [ :, : curr _ seq _ len ] else : # ensure new tensor shape is divisible by curr _ seq _ len input _ ids = b... | [
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def update _ standings ( ) : db. session. commit ( ) return | [
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def patches2array _ new ( patches, img _ upscale _ size, img _ size, patch _ size = ( 64, 64 ), step _ size = 64 ) : logging. info ('patches2array, patches. shape : { }, img _ size : { } '. format ( patches. shape, img _ size ) ) logging. debug ('patches2array : img _ size : { } '. format ( img _ size ) ) patches _ in ... | [
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def show _ about ( ) : with open ('readme. md') as f : readme = markup ( markdown. markdown ( f. read ( ) ) ) return render _ template ('about. html ', readme = readme ) | [
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async def _ setcelebrate _ remove ( self, ctx, user : discord. member ) : guild = ctx. guild group = self. config. guild ( guild ) async with group. blocked _ ids ( ) as blocked _ ids : if user. id not in blocked _ ids : await ctx. send ( " this user isn't in the block list, did you mean to ` - - setcelebrate add `? " ... | [
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0... |
def automatic ( self, pattern _ dict ) : if isinstance ( pattern _ dict, bool ) : pattern _ dict = { } pattern _ dict ['freq _ type'] ='automatic'schedule _ pattern = schedulepattern ( self. _ automatic _ pattern ) self. _ pattern = { " freq _ type " : 1024 } if'commonopts'in self. _ task _ options : self. _ task _ opt... | [
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def gaussian _ likelihood ( data, model, sigma ) : return - 0. 5 * np. sum ( ( data - model ) * * 2 / sigma * * 2 + np. log ( 2 * np. pi * sigma * * 2 ) ) | [
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def convolve ( image, kernel ) : assert len ( image ) = = len ( kernel ) and len ( image [ 0 ] ) = = len ( kernel [ 0 ] ) image = fft. fft2 ( image ) image = fft. fftshift ( image ) image * = kernel image = fft. ifftshift ( image ) image = fft. ifft2 ( image ) return image | [
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def make _ request ( self, request, path _ params = none ) : url = self. _ create _ url ( path _ params ) headers = request. headers method = request. method if method = ='get': try : response = requests. get ( url, headers = headers ) response = response ( response. json ( ), status = response. status _ code ) except ... | [
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def get _ command ( self, destination ) : for key in self. commands _ to _ proc : command = self. commands _ to _ proc [ key ] if command [ - 4 : ] = = destination. encode ( ) : return ( key, command [ : - 5 ] ) return ( none, none ) | [
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def get _ upcoming _ action ( self, project _ name : str, dev _ box _ name : str, upcoming _ action _ id : str, user _ id : str = " me ", * * kwargs : any ) - > json : error _ map = { 401 : clientauthenticationerror, 404 : resourcenotfounderror, 409 : resourceexistserror, 304 : resourcenotmodifiederror, } error _ map. ... | [
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def brython _ _ ne _ _ ( a, b ) : return a! = b | [
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async def async _ getnow ( self ) : response = await self. _ websession. request ( " post ", getnow _ api _ url, timeout = self. _ timeout, json = { " settlement _ point " : self. _ settlement _ point }, ) return griddypricedata ( await response. json ( ) ) | [
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def check _ hole _ bounds ( x _ y _ z _ r _ array, mask _ checker, cut _ pct = 0. 1, pts _ per _ unit _ volume = 3, num _ surf _ pts = 20, num _ cpus = 1, verbose = 0 ) : if num _ cpus = = 1 : valid _ index, monte _ index = oob _ cut _ single ( x _ y _ z _ r _ array, mask _ checker, cut _ pct, pts _ per _ unit _ volume... | [
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def browse ( ) : global file _ loc file _ loc = askopenfilename ( parent = dec, initialdir = os. getcwd ( ), title ='select file to decode ', filetypes = [ ('text files ', '. txt') ], defaultextension = '. txt') file _ ent. delete ( 0, end ) file _ ent. insert ( 0, file _ loc ) info _ label. config ( text ='selected fi... | [
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0.0832395851612091,
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0... |
def test _ atomic _ id _ pattern _ 1 _ nistxml _ sv _ iv _ atomic _ id _ pattern _ 2 _ 2 ( mode, save _ output, output _ format ) : assert _ bindings ( schema = " nistdata / atomic / id / schema + instance / nistschema - sv - iv - atomic - id - pattern - 2. xsd ", instance = " nistdata / atomic / id / schema + instance... | [
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0.559650182723999,
0.5561097860336304,
0.01827896758913994,
... |
def setstatus ( self, status ) : self. _ status = status | [
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1.0053577423095703,... |
def run _ simulation ( tf = 100, n = 1000 ) : flag = 1 while flag! = 0 : option = input ('choose : case _ a, case _ b, case _ c, case _ d, case _ e, case _ cool _ 1, otherwise 0 to quit') if option = ='case _ a': dict = case _ a elif option = ='case _ b': dict = case _ b elif option = ='case _ c': dict = case _ c elif ... | [
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0.033433981239795685... |
def command _ host ( self, brain, host ) : return | [
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def nb _ r _ deriv ( r, data _ row ) : n = len ( data _ row ) d = sum ( digamma ( data _ row + r ) ) - n * digamma ( r ) + n * np. log ( r / ( r + np. mean ( data _ row ) ) ) return d | [
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def is _ lazy ( self ) - > bool : return self. _ load _ lazy is not none | [
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1.0466269254684448... |
def _ _ init _ _ ( self, dropout = none, batch _ size = none, dataset _ id = none, input _ ranges = none, output _ ranges = none, hidden _ layer _ count _ range = none, neurons _ per _ layer = none, training _ algorithms = none, activation _ functions = none, max _ epoch = none, cross _ validation = none, validation _ ... | [
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def is _ draw ( game _ board ) : for row in range ( 3 ) : for col in range ( 3 ) : if game _ board [ row ] [ col ] = = ('' ) : return false return true pass | [
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def url _ to _ gdrive _ id ( url : str ) - > str : pattern = re. compile ( r " [ a - za - z0 - 9 - _ ] { 33 } " ) return pattern. search ( url ). group ( 0 ) | [
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def get _ roles ( self ) : return " \ n ". join ( self. credentials. keys ( ) ) | [
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def normalize _ y ( y : np. ndarray ) - > np. ndarray : # return y # return y - np. mean ( y ) y _ min, y _ max = np. min ( y ), np. max ( y ) return - 0. 5 + ( ( y - y _ min ) / ( y _ max - y _ min ) ) | [
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def fast _ charger _ brand ( self ) - > str : return self. _ vehicle _ data. get ( " charge _ state ", { } ). get ( " fast _ charger _ brand " ) | [
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def _ _ init _ _ ( self, * args ) : _ snap. tmout _ swiginit ( self, _ snap. new _ tmout ( * args ) ) | [
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def test _ add _ exe _ args _ list _ of _ mixed ( ) : settings = runsettings ( " python " ) with pytest. raises ( typeerror ) : settings. add _ exe _ args ( [ " 1 ", " 2 ", 3 ] ) | [
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def show _ topic ( self ) : data = none for path, topic _ file in self. _ gathering _ topics ( ) : topic _ path = os. path. join ( path, topic _ file ) with open ( topic _ path,'r') as ifs : try : yamldata = ifs. read ( ) data = yaml. safe _ load ( yamldata ) topic = topic _ file [ : - len ( self. topic _ ext ) ] self.... | [
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def search ( self, request ) : result = self. xml. find ( request ) return result. text | [
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def shopify _ create _ variant _ product ( self, result, instance, price ) : product _ template _ obj = self. env [ " product. template " ] template _ title = result. get ( " title ", " " ) attrib _ line _ vals = self. shopify _ prepare _ attribute _ vals ( result ) if attrib _ line _ vals : template _ vals = { " name ... | [
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def form _ valid ( self, form ) : form _ data = form. save ( commit = false ) form _ data. user = self. request. user form _ data. save ( ) form = campgroundmodelform ( ) msg = " successfully registered " return self. render _ to _ response ( self. get _ context _ data ( form = form, success = msg ) ) | [
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def purge _ orphaned _ l7 _ policy ( self, tenant _ id = none, l7 _ policy _ id = none, hostnames = list ( ), listener _ id = none ) : for bigip in self. get _ all _ bigips ( ) : if bigip. hostname in hostnames : error = none try : l7 _ policy _ name = l7 _ policy _ id partition = self. service _ adapter. prefix + tena... | [
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def onnx _ inline _ function ( obj, protos = none, existing _ names = none, verbose = 0, flog = none ) : if verbose > 0 and flog is none : flog = print # pragma : no cover if isinstance ( obj, modelproto ) : if verbose > 0 : flog ( " [ onnx _ inline _ function ] type = % r graph = % d " % ( type ( obj ), id ( obj ) ) )... | [
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def _ _ eq _ _ ( self, * args ) : return _ snap. tuch _ _ _ eq _ _ ( self, * args ) | [
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def test _ autocomplete ( self ) : support. create _ project ( self,'gina') support. add _ step ( self,'a. py') support. add _ step ( self,'b. py') result = support. autocomplete ('steps a') self. assertin ('add ', result ) result = support. autocomplete ('steps modify') self. assertequal ( len ( result ), 2,'there are... | [
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0.78265291452407... |
def draw _ map ( self, width ) : for j in range ( len ( self. track _ points ) ) : pygame. draw. line ( screen,'red ', self. track _ points [ j - 1 ], self. track _ points [ j ], width ) | [
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... |
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