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def calc _ mat _ variance ( mat ) : # if mat is not np. ndarray, then convert it into np. ndarray if type ( mat ). _ _ module _ _! = np. _ _ name _ _ : mat = mat. toarray ( ) mat _ t = mat. transpose ( ) mat _ mat _ t = mat. dot ( mat _ t ) # sum up diagonal variance = 0. 0 for i in range ( 0, mat _ mat _ t. shape [ 0 ... | [
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def tmout _ new ( mxbfl = 1024 ) : return _ snap. tmout _ new ( mxbfl ) | [
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def _ demo _ input _ train ( img _ shape, batch _ size = 1, cuda = false, meta = { } ) : color _ shape = ( batch _ size, 3, img _ shape [ 0 ], img _ shape [ 1 ] ) gray _ shape = ( batch _ size, 1, img _ shape [ 0 ], img _ shape [ 1 ] ) merged = torch. from _ numpy ( np. random. random ( color _ shape ). astype ( np. fl... | [
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def setup ( app : sphinx ) - > dict [ str, any ] : app. add _ post _ transform ( admonitionid ) return { " version " : _ _ version _ _, " parallel _ read _ safe " : true, " parallel _ write _ safe " : true, } | [
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def genext ( self, * args ) : return _ snap. tstrv _ genext ( self, * args ) | [
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def test _ subclasses _ omni _ field ( self ) : self. asserttrue ( issubclass ( omniurlfield, omnifield ) ) | [
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def _ open _ file ( self, path ) : return open ( path,'r + b') | [
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def test _ subclasses _ omni _ field ( self ) : self. asserttrue ( issubclass ( omnidurationfield, omnifield ) ) | [
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def test _ register _ createnewuser ( self ) : c = client ( ) register _ info = { " username " : " registerman ", " email " :'register @ register. com ', " firstname " : " reginald ", " lastname " :'register ', " password " : " secret " } response = c. post ( " / register ", register _ info, follow = true ) self. asser... | [
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def auto _ apply _ tail ( * args ) : return _ ida _ auto. auto _ apply _ tail ( * args ) | [
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def get _ edu _ institutions _ section ( ) : from django. template. loader import get _ template from django. template import context teduinst = get _ template ('app / userregistration / edu _ inst _ form. html') insts = get _ org _ groups ( ) csection = context ( {'section': _ ( u'fall 2 : angehorige ( r ) einer spezi... | [
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def _ is _ legacy _ ip _ per _ task ( app ) : return app. get ('ipaddress') is not none | [
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def slice _ word ( message ) : command = re. split ('', message, 1 ) if len ( command ) = = 1 : return command [ 0 ],'' else : return command [ 0 ], command [ 1 ] | [
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def names ( self ) : return sorted ( set ( i [ 0 ] if'['not in i [ 0 ] else i [ 0 ] [ : i [ 0 ]. index ('[') ] for i in self. _ items ) ) | [
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def powerseriespolynomialinterp3d ( x, y, z, interpolationarguments, returncoefficients = false ) : desiredpoints = numpy. zeros ( ( len ( interpolationarguments ), 3 ) ) " " " build the matrix of coefficients to solve the system of equations : [ 1, argumnet, argument ^ 2,..., argument ^ ( n - 1 ) ] * [ unknown polynom... | [
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def _ set _ attr ( self ) : for key, value in self. job. items ('defaults') : value = self. get _ val ('defaults ', key ) setattr ( self, key, value ) for key, value in self. job. items ('job') : value = self. get _ val ('job ', key ) setattr ( self, key, value ) for key, value in self. cmd _ options. _ _ dict _ _. ite... | [
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def test _ get _ field ( self ) : field _ 1 = self. omniform. _ get _ field ('title') field _ 2 = self. omniform. _ get _ field ('agree') field _ 3 = self. omniform. _ get _ field ('fictional') self. assertisinstance ( field _ 1, forms. charfield ) self. assertisinstance ( field _ 1. widget, forms. textinput ) self. as... | [
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def it _ can _ extract _ a _ module _ docstring ( self ) : test _ vector ='''" " " one module level docstring " " " def a _ function : pass'''assert get _ list _ of _ tokens _ from _ text ( test _ vector ) = = ['one module level docstring'] | [
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def transform ( omega, v, th ) : t = np. eye ( 4 ) skomega = skew ( omega ) p = th * np. eye ( 3 ) + ( 1 - np. cos ( th ) ) * skomega + \ ( th - np. sin ( th ) ) * skomega. dot ( skomega ) p = np. dot ( p, v ) r = rotation ( omega, th ) t [ 0 : 3, 0 : 3 ] = r t [ 0 : 3, 3 ] = p return t | [
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def url _ permutations ( url ) : def url _ host _ permutations ( host ) : if re. match ( r'\ d + \. \ d + \. \ d + \. \ d + ', host ) : yield host return parts = host. split ( '.') l = min ( len ( parts ), 5 ) if l > 4 : yield host for i in xrange ( l - 1 ) : yield '. '. join ( parts [ i - l : ] ) def url _ path _ perm... | [
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def addintattrdatn ( self, * args ) : return _ snap. pneanet _ addintattrdatn ( self, * args ) | [
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def exercise _ 03 ( prefix = " tst _ 2 _ exercise _ 03 " ) : h _ records = " " " \ helix 13 13 ser a 466 tyr a 472 1 7 " " " pdb _ inp = iotbx. pdb. input ( source _ info = none, lines = tst _ 03 _ start _ lines ) ann = ioss. annotation. from _ records ( records = h _ records. split ('\ n') ) model = mmtbx. model. mana... | [
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def sumout ( self, variable ) : pos = self. varlist. index ( variable ) # 和 的 的 new _ var _ list = self. varlist [ : pos ] + self. varlist [ pos + 1 : ] new _ cpt _ keyset = sorted ( list ( set ( [ k [ : pos ] + k [ pos + 1 : ] for k in self. cpt. keys ( ) ] ) ) ) # 新 的 合 成 的 合 new _ cpt = { } for new _ key in new _ cp... | [
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def tstr _ getnrfext ( * args ) : return _ snap. tstr _ getnrfext ( * args ) | [
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def test _ cluster ( ) : inputs = {'a': ( 4, 0, 0, 0 ),'b': ( 0, 4, 0, 0 ),'c': ( 0, 0, 4, 0 ),'d': ( 0, 0, 0, 4 ), } # by choosing 1 cluster, we guarantee the outcome must always be the same no matter the randomness amount _ of _ clusters = 1 inputs = make _ dict ( inputs ) # attempting to modify the input would cause... | [
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def getindegcnt _ pngraph ( * args ) : return _ snap. getindegcnt _ pngraph ( * args ) | [
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async def _ handle _ content ( self, message : message, content : str ) : if content : content = content. strip ( ) # check if it is a shortcut reaction command. for check, handler in self. shortcut _ handlers. items ( ) : if check ( content ) : await handler ( message, content ) break # default to proxying the message... | [
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def mock _ tf ( symbol _ name : str, * args : any, * * kwargs : any ) - > iterator [ none ] : # pylint : disable = g - import - not - at - top, reimported import tensorflow as tf _ lib1 import tensorflow. compat. v2 as tf _ lib2 # pylint : enable = g - import - not - at - top, reimported tf _ symbol, * tf _ submodules,... | [
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def get _ redirect _ url ( self, * args, * * kwargs ) : backend = self. signature _ backend signer = self. get _ object ( ) # callback compat if backend. use _ callback : return self. get _ signer _ return _ with _ callback _ url ( ) docusign _ event = self. request. get. get ('event') if docusign _ event = ='cancel': ... | [
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def load ( * args ) : return _ snap. tgstat _ load ( * args ) | [
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def analyzeallruns ( ) : infile = open ( os. path. join ( home _ dir, " all _ runs _ template. fsf " ), " r " ) template = infile. read ( ) infile. close ( ) template = template. replace ( " cur _ dir ", home _ dir ) template = template. replace ( " templates _ dir ", template _ dir ) outfile = open ( os. path. join ( ... | [
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def test _ publication _ status _ is _ reflected ( self ) : with self. app. app _ context ( ) : session = classic. current _ session ( ) # publication agent publishes the paper. db _ submission = session. query ( classic. models. submission ) \. get ( self. submission. submission _ id ) db _ submission. status = db _ s... | [
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def find _ x _ position _ box ( box _ plotter, boxname ) : if box _ plotter. plot _ hues is none : cat = boxname hue _ offset = 0 else : cat = boxname [ 0 ] hue = boxname [ 1 ] hue _ offset = box _ plotter. hue _ offsets [ box _ plotter. hue _ names. index ( hue ) ] group _ pos = box _ plotter. group _ names. index ( c... | [
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def getintval ( self, * args ) : return _ snap. ttable _ getintval ( self, * args ) | [
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def test _ do _ region _ create _ calls _ host _ manager ( self, mock _ create ) : client = mock. mock ( ) session = mock. mock ( ) session. project _ id = 1 client. regions = regions. regionmanager ( session,'http : / / 127. 0. 0. 1 /') regions _ shell. do _ region _ create ( client, self. region _ valid _ fields ) mo... | [
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def _ generate _ citrine _ to _ sample _ map ( ) : cmap = { } cmap [ " material _ name " ] = 0 cmap [ " formula " ] = 1 cmap [ " identifier " ] = 2 cmap [ " average _ thickness _ of _ growth " ] = 3 cmap [ " standard _ deviation _ of _ growth " ] = 4 cmap [ " number _ of _ layers " ] = 5 cmap [ " growth _ coverage " ] ... | [
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def searchbin ( self, * args ) : return _ snap. tstrv _ searchbin ( self, * args ) | [
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def exercise _ 04 ( prefix = " tst _ 2 _ exercise _ 04 " ) : h _ records = " " " \ helix 1 21 ala a 21 ala a 24 1 5 " " " pdb _ inp = iotbx. pdb. input ( source _ info = none, lines = tst _ 04 _ start _ lines ) ann = ioss. annotation. from _ records ( records = h _ records. split ('\ n') ) model = mmtbx. model. manager... | [
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def _ _ init _ _ ( self, * args ) : _ snap. ttablecontext _ swiginit ( self, _ snap. new _ ttablecontext ( * args ) ) | [
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def make _ move ( self, request ) : game = get _ by _ urlsafe ( request. urlsafe _ game _ key, game ) if game. game _ over : return game. to _ form ('game already over!') " " " code added to check letter has not already been guessed " " " if request. guess in game. letters _ guessed : raise endpoints. badrequestexcepti... | [
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def _ populate _ attributes ( self, response ) : if'access _ token'in response : self. access _ token = response. get ('access _ token') if'refresh _ token'in response : self. refresh _ token = response. get ('refresh _ token') if'token _ type'in response : self. token _ type = response. get ('token _ type') if'expires... | [
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def delete _ comment ( self, bc ) : warnings = [ ] fields = {'post _ name': bc. post _ name,'number': bc. number,'comment': bc. comment,'author': bc. author,'time': bc. time } is _ deleted = bc. delete ( ) if is _ deleted : for listener in self. listeners : listener. blog _ comment _ deleted ( fields ['post _ name'], f... | [
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def sqr _ fill ( coords, pen, fillcol = none ) : if not fillcol : fillcol = ( random. randrange ( 256 ), random. randrange ( 256 ), random. randrange ( 256 ) ) pen. rectangle ( coords, fill = fillcol, outline = fillcol ) | [
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def find _ module ( self, name, path = none ) : # use this loader only on registered modules if name not in bredala. _ modules : return none # get parent module and associated sub module names self. sub _ name = name. split ( ". " ) [ - 1 ] self. mod _ name = name. rpartition ( ". " ) [ 0 ] # find the sub module and bu... | [
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def getnumors ( self ) : orcount = 0 for c in components : if isinstance ( c, ( or, ) ) : orcount + = 1 return orcount | [
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def set _ profile _ b2c ( life _ off, check _ cloud _ env, request, memory, store ) : b2c _ groups = [ " dialog _ compile _ b2c _ config " ] # to be filled with appropriate name associate _ group ( memory, request, store, b2c _ groups ) | [
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def classfactory ( iface ) : # pylint : disable = invalid - name # from. shapecreator import shapecreator return shapecreator ( iface ) | [
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def get _ numpy ( x ) : if use _ cuda : return x. cpu ( ). data. numpy ( ) return x. data. numpy ( ) | [
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def get _ preprocessor ( data _ src ) : return _ preprocessors [ data _ src ] | [
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def gps _ kf ( self, dimension = 1, init _ data = 0 ) : abs _ error = 10. 0 try : sensor = sensor ( ) kf = kalmanfilter ( error = abs _ error ) # generate gps observations. obs, time = sensor. measure ( init _ data, abs _ error = abs _ error, unit ='position') # estimate position using kalman filter est = kf. estimate ... | [
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def addkey ( self, * args ) : return _ snap. tintset _ addkey ( self, * args ) | [
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def _ matchfeatures ( query _ locations, query _ descriptors, index _ image _ locations, index _ image _ descriptors ) : num _ features _ query = query _ locations. shape [ 0 ] num _ features _ index _ image = index _ image _ locations. shape [ 0 ] if not num _ features _ query or not num _ features _ index _ image : r... | [
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def push ( self, new _ fst _ base = false, in _ place = false ) : if new _ fst _ base = = false : return self. push ( self. base, true ) call = " fstpush - - push _ weights = true - - delta = % s % s % s. fst " \ % ( self. delta, self. fst _ fn, new _ fst _ base ) subprocess. call ( [ call ], shell = true ) if in _ pla... | [
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def convert _ to _ seq _ pairs ( data _ filepath ) : pairs = [ ] logger. info ('processing file { } '. format ( data _ filepath ) ) with open ( data _ filepath,'r ', encoding ='utf - 8') as input _ str : for line in input _ str : line = line. strip ( ) tokens = line. split ('\ t') if len ( tokens [ 0 ]. split ( ) )! = ... | [
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def base _ config ( self ) : self. v100 _ hosts = [ 1 ] self. v200 _ hosts = [ 3 ] return " " " routers : router1 : vlans : [ vlan100, vlan200 ] dps : s1 : hardware :'generictfm'dp _ id : 1 stack : { priority : 1 } interfaces : 1 : native _ vlan : vlan100 3 : stack : { dp : s2, port : 3 } s2 : dp _ id : 2 interfaces : ... | [
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def data ( self, msg ) : self. putcmd ( " data " ) ( code, repl ) = self. getreply ( ) if self. debuglevel > 0 : self. _ print _ debug ('data : ', ( code, repl ) ) if code! = 354 : raise smtpdataerror ( code, repl ) else : if isinstance ( msg, str ) : msg = _ fix _ eols ( msg ). encode ('ascii') q = _ quote _ periods (... | [
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def clr ( self, * args ) : return _ snap. tinttrv _ clr ( self, * args ) | [
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async def match _ from _ name ( redis, match _ str : str ) : all _ keys = await redis. keys ( f " { redis _ key _ mask } * ", encoding ='utf - 8') result _ list = [ ] match _ count = 0 while all _ keys : key = all _ keys. pop ( ) section _ data = await redis. get ( key ) section _ data, match _ count = await get _ matc... | [
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def attrvalueei ( self, * args ) : return _ snap. tneanet _ attrvalueei ( self, * args ) | [
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def _ _ init _ _ ( self, buffer _ size, random _ seed, diff _ sess = none ) : self. buffer _ size = buffer _ size self. buffer _ size _ file = 0 self. transitions _ size _ file = 0 self. transitions _ count = 0 self. replay _ buffer _ count = 0 self. transitions _ buffer _ count = 0 self. replay _ buffer = deque ( ) se... | [
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def _ addselecteddatasetitem ( self, menu = none ) : if menu is none : menu = self item = wx. menuitem ( self, wx. id _ any, label _ selecteddataset, kind = wx. item _ check ) menu. appenditem ( item ) self. binder. bind ( wx. evt _ menu, self. _ ondatasetmenuitem, item ) if self. datasetlistener and \ self. datasetlis... | [
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... |
def test _ init ( self ) : self. asserttrue ( self. metadata ) self. asserttrue ( isinstance ( self. metadata, metadatatoph5. metadatatoph5 ) ) | [
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def _ _ eq _ _ ( self, rhs ) : ts1 = filestoragemanagersingleton. get ( self. _ id ) ts2 = filestoragemanagersingleton. get ( rhs. _ id ) return ts1 = = ts2 | [
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def on _ failure _ action ( self ) : return self. _ on _ failure _ action | [
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def inference _ lp ( unary _ potentials, pairwise _ potentials, edges, relaxed = false, return _ energy = false, * * kwargs ) : shape _ org = unary _ potentials. shape [ : - 1 ] n _ states, pairwise _ potentials = \ _ validate _ params ( unary _ potentials, pairwise _ potentials, edges ) unaries = unary _ potentials. r... | [
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def read _ config ( file _ name : str ) : config _ data = none try : with open ( file _ name ) as json _ file : config _ data = json. loads ( json _ file. read ( ) ) except filenotfounderror as fnfe : print ( fnfe ) return config _ data | [
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async def show _ all ( message : types. message ) : result _ string, inline _ kb _ to _ choose = await handler _ show _ all ( message = message ) await storage. set _ data ( chat = access _ id, data = { " text " : result _ string, " markup " : inline _ kb _ to _ choose, " type " : " all " } ) | [
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def geteaflti ( self, * args ) : return _ snap. tcrossnet _ geteaflti ( self, * args ) | [
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def getrndni ( self, * args ) : return _ snap. tngraph _ getrndni ( self, * args ) | [
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def ht _ date _ to _ text ( _ date ) : return _ date. strftime ( " % y - % m - % d % h : % m : % s " ) | [
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def new ( * args ) : return _ snap. tfin _ new ( * args ) | [
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def addedge ( self, * args ) : return _ snap. pneanet _ addedge ( self, * args ) | [
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def activatethingtypeconfiguration ( self, thingtypeid ) : req = apiclient. draftthingtypeurl % ( self. host, thingtypeid ) body = { " operation " : " activate - configuration " } resp = requests. patch ( req, auth = self. credentials, headers = { " content - type " : " application / json " }, data = json. dumps ( body... | [
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def is _ running ( self ) - > awaitable [ bool ] : return self. instance. is _ running ( ) | [
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def _ _ len _ _ ( self ) - > int : return self. _ length | [
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def _ _ eq _ _ ( self, * args ) : return _ snap. tngraphmpedgei _ _ _ eq _ _ ( self, * args ) | [
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def run _ interaction ( logger : logger, service : dummyservice, rate _ limit : sentinelhubratelimit, request _ num : int, index : int ) - > int : rate _ limit _ hits = 0 while request _ num > 0 : sleep _ time = rate _ limit. register _ next ( ) if sleep _ time > 0 : logger. info ( " process : % d, requests left : % d,... | [
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def brython _ _ eq _ _ ( a, b ) : return a = = b | [
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def addsattrdate ( self, * args ) : return _ snap. tdirnet _ addsattrdate ( self, * args ) | [
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def save _ custom _ dict ( corpus _ entity, file _ path ) : custom _ dict = set ( ) for i, x in enumerate ( corpus _ entity ) : if len ( x ) = = 0 : continue for d in x : if re. search ('\ d + ', d ['name'] ) is none : custom _ dict. add ( d ['name'] ) with open ( file _ path,'w ', encoding ='utf - 8') as f : for word ... | [
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def bpdist ( feature ) : square _ sum = torch. sum ( feature * * 2, 1, keepdim = true ) square _ sum = square _ sum. transpose ( 1, 2 ) + square _ sum distance = torch. baddbmm ( square _ sum, feature. transpose ( 1, 2 ), feature, alpha = - 2. 0 ) return distance | [
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... |
def maybe _ promote _ tensors ( * tensors, force _ same _ dtype = false ) : if ops. is _ auto _ dtype _ conversion _ enabled ( ) : return tensors if not tensors : return tensors if not ops. is _ numpy _ style _ type _ promotion ( ) : if not force _ same _ dtype : return tensors promoted _ tensors = [ ] promoted _ tenso... | [
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def _ normalizeglifimage ( element, writer ) : # invalid data possibility : no file name defined # invalid data possibility : non - existent file referenced filename = element. attrib. get ( " filename " ) if not filename : return attrs = dict ( filename = filename ) transformation = _ normalizegliftransformation ( ele... | [
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def _ get _ time _ to _ peak ( self, unit _ id, preferred _ condition ) : try : # todo : try to find a way to generalize that doesn't rely on conditionwise _ psth psth = self. conditionwise _ psth. sel ( unit _ id = unit _ id, stimulus _ condition _ id = preferred _ condition ) peak _ time = psth. where ( psth = = psth... | [
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... |
def load _ file ( id _ output _ file ) : temp _ output _ file = tempoutputfile. get _ by _ id ( id _ output _ file ) list _ output _ file = [ ] for chunk in temp _ output _ file. file : # load each part of the file list _ output _ file. append ( chunk. piece _ file ) return " ". join ( list _ output _ file ) # create t... | [
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def line _ by _ line _ indexes ( words : iterable [ word ], max _ width : int, space _ width = 1 ) - > list [ list [ int ] ] : curr _ line : list [ int ] = [ ] lines : list [ list [ int ] ] = [ ] line _ width = - space _ width for i, word in enumerate ( words ) : line _ width + = space _ width + word. width _ min ( max... | [
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def last ( self, * args ) : return _ snap. tintprv _ last ( self, * args ) | [
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def disable _ swagger _ doc _ genertion ( ) - > none : with patch. dict ( rest. setup. _ _ wrapped _ _. _ _ kwdefaults _ _, { " swagger _ doc _ enabled " : false } ) : yield | [
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def start ( self, doloop = true ) : self. logger. info ( " started nav " ) self. logger. debug ( " cwd of nav is { } ". format ( getcwd ( ) ) ) # find path to. / qwe directory. allows for flexibility in the location nav is run from. # todo could make this arbitrary by counting the number of slashes if getcwd ( ). endsw... | [
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def isnode ( self, * args ) : return _ snap. pngraphmp _ isnode ( self, * args ) | [
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def infer ( self, x _ input ) : y _ pred = self. sess. run ( self. outputs, feed _ dict = { self. x : x _ input } ) return y _ pred | [
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def count _ chars ( sequences ) : counts = defaultdict ( int ) for seq in sequences : for token in seq : for char in token : counts [ char ] + = 1 return counts | [
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def run ( edr, sdr, q, f, db, nt, track _ tram, track _ stop, only _ passengers, start, end, show _ all, etype ) : state = state ( nt, q, f, db, t ( start ) if start else none ) events = events ( ) events. schedule ( state, * initial _ events ( state ) ) if end : events. schedule ( state, endsim ( t ( end ) ) ) i = 0 w... | [
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def index _ transactions ( web3 _ client : web3. web3, db, num _ blocks = none ) : cur = db. cursor ( ) last _ indexed _ block _ query = " select coalesce ( max ( block _ number ), - 1 ) from blocks ; " last _ indexed _ block _ rows = cur. execute ( last _ indexed _ block _ query ). fetchall ( ) if not last _ indexed _... | [
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def _ _ str _ _ ( self ) : return " added " + ( str ( self. created _ on ) ) [ : 10 ] + " by " + str ( self. author ) | [
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def validate _ request _ token _ request ( self, request ) : self. _ check _ transport _ security ( request ) self. _ check _ mandatory _ parameters ( request ) if request. realm : request. realms = request. realm. split ('' ) else : request. realms = self. request _ validator. get _ default _ realms ( request. client ... | [
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... |
def test _ atomic _ any _ uri _ pattern _ nistxml _ sv _ iv _ atomic _ any _ uri _ pattern _ 1 _ 4 ( mode, save _ output, output _ format ) : assert _ bindings ( schema = " nistdata / atomic / anyuri / schema + instance / nistschema - sv - iv - atomic - anyuri - pattern - 1. xsd ", instance = " nistdata / atomic / anyu... | [
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def prepare _ bearer _ headers ( token, headers = none ) : headers = headers or { } headers ['authorization'] ='bearer % s'% token return headers | [
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def journal _ name ( t ) : return re. sub ('& ','and ', t ). title ( ) | [
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def findinputslice ( coord, sliceshape, sheetshape ) : center _ row, center _ col = coord n _ rows, n _ cols = sliceshape sheet _ rows, sheet _ cols = sheetshape c1 = - min ( 0, center _ col - n _ cols / 2 ) # assuming odd shape ( n _ cols / 2 ) r1 = - min ( 0, center _ row - n _ rows / 2 ) # top and bottom c2 = - max ... | [
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0.3145584762096405,
-0.05473008751869202,
-0.35351264476776123,
0.6251662373542786,... |
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