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def v4 _ redirect ( * args, * * kwargs ) : return flask. redirect ( * args, response = fixed _ location _ response, * * kwargs )
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def display _ activity ( activity _ id ) : hosting, attending, considering = none, none, none # user login required for hosting / attending / considering status if'username'in flask. session : hosting = hosting _ events ( ) attending = attending _ events ( ) considering = considering _ events ( ) with db _ session ( ) ...
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def get _ sent _ message ( conn : sqlite3. connection, sent _ timestamp, * args ) : fields = [ * filter ( lambda f : f in sent _ message _ fields, args ) ] if fields : with conn : statement = ( f " select { ', '. join ( fields ) } from sentmessage where sent _ timestamp =? " ) values = conn. execute ( statement, ( sent...
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def compute _ matching ( self, inputs, model _ output ) : tree = model _ output. tree # compute matching distributions if'gt _ match _ dists'in model _ output : gt _ match _ dists = model _ output. gt _ match _ dists else : gt _ match _ dists = self. matcher. get _ w ( inputs. pad _ mask, inputs, model _ output, log = ...
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def as _ placement _ group _ factory ( self ) - > " placementgroupfactory " : from ray. tune. trainable import placementgroupfactory trainer _ resources = ( self. trainer _ resources if self. trainer _ resources else { " cpu " : 1 } ) trainer _ bundle = [ trainer _ resources ] worker _ resources = { " cpu " : self. num...
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def draw ( self, screen ) : screen. blit ( self. text _ surface _ obj, self. text _ rect _ obj )
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def children ( self, r ) : children = [ ] for radj in self. radjlst : if radj [ 0 ] = = r : children. append ( radj [ 1 ] ) return children
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def read _ wave ( path ) : with contextlib. closing ( wave. open ( path,'rb') ) as wf : num _ channels = wf. getnchannels ( ) assert num _ channels = = 1 sample _ width = wf. getsampwidth ( ) assert sample _ width = = 2 sample _ rate = wf. getframerate ( ) n _ frames = wf. getnframes ( ) data = wf. readframes ( n _ fra...
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async def async _ step _ complete ( self, _ : none = none ) - > flowresult : return self. async _ create _ entry ( data = { } )
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def tokenize _ and _ mask ( text, vocab _ size = vocab _ size, noise = 0. 15, randomizer = np. random. uniform, tokenize = tokenize ) : # current sentinel number ( starts at 0 ) cur _ sentinel _ num = 0 # inputs inps = [ ] # targets targs = [ ] # # # start code here ( replace instances of'none'with your code ) # # # # ...
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def tod ( channels, dnu, band ) : map _ combine _ smoothed = [ map _ smoothing ( nu, cmb _ i * convert _ units ('uk _ cmb ','mjysr ', nu ) + dust _ map ( nu, dust _ ind1, dust _ ampl _ i ) + sync _ map ( nu, sync _ ind, sync _ ampl _ i ) + ( 1 - st. epsilon ) / ( 1 + st. epsilon ) * ( ( cmb _ q * convert _ units ('uk _...
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def capture _ sample ( url, length ) : file _ path ='{ }. mp4 '. format ( str ( uuid. uuid4 ( ) ) ) cmd = ('{ } - i { }'' - acodec copy - vcodec copy'' - user _ agent " vlc / 3. 0. 1 "'' - t { } { }'). format ( ffmpeg _ path, url, str ( length ), file _ path ) try : _ logger. info ( " starting capture for : % s ", file...
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def get _ live _ descriptors _ labels ( row, language ='en') : try : if row. descriptors _ uris : uris = ['( < % s > )'% x for x in row. descriptors _ uris ] logger. debug ('% s : % s ', row. paper _ id, ', '. join ( uris ) ) query = cfg. vocab _ query _ template % (''. join ( uris ), language ) res = cfg. vocab _ spar...
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def test _ correlation ( data ) : assert _ equals ( 0. 62520091, process. correlation ( data,'hip circumference ( cm )') ) assert _ equals ( 0. 29145844, process. correlation ( data,'age ( years )') ) assert _ equals ( - 0. 0894953, process. correlation ( data,'height ( inches )') )
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def poisson _ cdf _ root ( target, n = 2, tol = 1e - 8 ) : # if not ( isinstance ( target, float ) and target < 1 or target > 0 ) : if target > = 1 or target < = 0 : return valueerror phi = ndtri ( target ) min _ a = 1e - 3 a = max ( ( ( phi * phi + 4 * n + 2 ) * *. 5 - phi ) * * 2 / 4, min _ a ) e = 1 count = 0 max _ ...
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def predict ( self, x, w, b ) : score = b + numpy. inner ( w, x ) # print score if score > 0 : t = 1 else : t = 0 p = self. sigmoid ( score ) if score < - 700 : lp = score else : lp = numpy. log ( p ) return ( t, p, lp )
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def get _ weekday ( self ) : return self. datetime. isoweekday ( )
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def predict ( self, ids, x, path ) : pass
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def main _ profiler ( params ) : pth = os. path. join ( params. params [ " log " ] [ " dir " ],'main. prof') cprofile. runctx ('main ( params ) ', globals ( ), locals ( ), pth )
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def _ _ init _ _ ( self, options = none ) : # holds state of workflow self. state = workflowstate. initial # dict holds all workflow nodes ( wrapping signatures ) self. nodes = { } # task is in running state if its id is in the dict self. running = { } # task finished successfuly or not self. finished = { } # holds wor...
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def setcurrentwidget ( self, assembly ) : super ( tabwidget, self ). setcurrentwidget ( assembly )
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def linear _ interpolate ( point1, point2, density = 1 ) : points = [ ] points. append ( point1 ) x _ diff = point2 [ 0 ] - point1 [ 0 ] y _ diff = point2 [ 1 ] - point1 [ 1 ] d = math. sqrt ( ( x _ diff ) * * 2 + ( y _ diff ) * * 2 ) for n in range ( 0, math. ceil ( d * density ) ) : xn = point1 [ 0 ] + ( n / density ...
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async def run _ script ( self, script = none, startline = 0 ) : if script is none : script = self. staged _ script if self. debug : print ( " running script " ) print ( script ) s = self. device if startline = = 0 : try : s. reset _ input _ buffer ( ) except exception as e : raise serialexception ( ) s. write ( b'\ r \...
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def get _ privileges ( tenant _ uuid, datastore _ url ) : err _ msg, _ auth _ mgr = get _ auth _ mgr ( ) if err _ msg : return err _ msg, none privileges = [ ] try : cur = _ auth _ mgr. conn. execute ( " select * from privileges where tenant _ id =? and datastore _ url =? ", ( tenant _ uuid, datastore _ url ) ) privile...
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def check _ layer _ field _ exists ( packet, field _ uri ) : assert isinstance ( packet, rawpacket ) secs = field _ uri. split ( '.') layer _ name = secs [ 0 ] if not is _ layer _ field ( field _ uri ) and not is _ layer _ field _ container ( field _ uri ) : raise notimplementederror ('% s is neither a field or field c...
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def at _ least ( n _ successes, n _ possible, probabilities ) : # we will find 1 - probability of at most ( n _ successes - 1 ) successes prob = 0 possible _ indices = np. asarray ( list ( range ( n _ possible ) ) ) # possible monomers to choose from for i in range ( n _ successes ) : # get all combinations of ( n _ po...
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def hook ( self, name : str ) - > optional [ simplugimpl ] : ret = getattr ( self. plugin, name, none ) if not isinstance ( ret, simplugimpl ) : return none return ret
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def check _ considering _ status ( activity _ id, event _ id ) : # user login required if'username'not in flask. session : response = flask. make _ response ( json. dumps ('user login required'), 401 ) response. headers ['content - type'] ='application / json'return response try : with db _ session ( ) as db : user _ c...
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def _ spl ( a, f, quantile, scaler ) : return ( np. nanmean ( np. where ( a > = f, quantile * ( a - f ), ( 1 - quantile ) * ( f - a ) ), axis = 0 ) / scaler )
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def get _ batch _ statistics _ rotated _ bbox ( outputs, targets, iou _ threshold ) : batch _ metrics = [ ] for sample _ i in range ( len ( outputs ) ) : if outputs [ sample _ i ] is none : continue output = outputs [ sample _ i ] pred _ boxes = output [ :, : 8 ] pred _ scores = output [ :, 8 ] pred _ labels = output [...
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def is _ url ( url ) : url = force _ text ( url ) # check what django's urlvalidator thinks about it. that covers # the http / https / ftp cases including localhost, ipv4, ipv6 and # optional ports. if validators. urlvalidator. regex. search ( url ) : return true # check if it's an about : url. if url. startswith ('abo...
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def post ( self, request ) : " " " serializer also used for to validate data " " " # to validate a serialier call is _ validate function serializer = self. serializer _ class ( data = request. data ) if serializer. is _ valid ( ) : name = serializer. validated _ data. get ('name') # message = f'saif { name }'message = ...
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def _ translate _ _ interfaces _ interface _ mpls _ label _ security ( input _ yang _ obj, translated _ yang _ obj = none ) : if input _ yang _ obj. rpf. _ changed ( ) : input _ yang _ obj. rpf = input _ yang _ obj. rpf return translated _ yang _ obj
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def update _ node ( self, db _ id : int, value : str, is _ deleted : bool ) - > optional [ list [ node ] ] : node = self. nodes [ db _ id ] node. value = value # undeleted operation not exist if is _ deleted : deleted _ children : list [ node ] = node. delete ( ) return deleted _ children # noqa : wps331 return none
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def get _ config _ manager ( ) : _ method _ name ='get _ config _ manager'_ logger. entering ( class _ name = _ class _ name, method _ name = _ method _ name ) getconfigmanager = _ load _ global ('getconfigmanager') try : result = getconfigmanager ( ) except ( wlstexception, exception ), e : pwe = exception _ helper. c...
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def retrieve _ search ( request ) : searchid = request. matchdict. get ('searchid') # get the unique search id from the url. entry = searchrecordservice. by _ id ( searchid, request ) # retrieve the search using the searchid pfams = [ int ( pf [ 2 : ] ) for pf in entry. pfams. split ( ", " ) ] # extract the list of pfa...
[ -0.39079341292381287, 0.381015807390213, 0.09865076839923859, 0.07800120860338211, 0.5470750331878662, -0.878503143787384, -0.3953217566013336, -0.20174776017665863, 0.4840644598007202, -0.5607640147209167, -0.4088784456253052, -0.20557156205177307, -0.6890468001365662, 0.7096099257469177,...
def wait _ for _ change _ set _ creation ( change _ set _ arn ) : while true : response = _ get _ boto _ client ( " cloudformation " ). describe _ change _ set ( changesetname = change _ set _ arn, ) status, reason = response ['status'], response. get ('statusreason ','' ) logger. debug ( " change set status : % s % s ...
[ -0.28637441992759705, -0.16751860082149506, 0.39509493112564087, -0.9924265146255493, 0.09746260195970535, 0.1563069224357605, -0.7557633519172668, -0.8248193264007568, -0.39541950821876526, -1.035381555557251, -0.16211684048175812, 0.038408130407333374, -0.10235647857189178, 0.61297589540...
def save _ shcfile ( self, filepath, *, model = none, deriv = none, leap _ year = none ) : model ='tdep'if model is none else model deriv = 0 if deriv is none else deriv leap _ year = true if leap _ year is none else leap _ year if model = ='tdep': if self. model _ tdep. coeffs is none : raise valueerror ( " time - dep...
[ -0.6098693013191223, 0.1013965904712677, 0.8176876306533813, -0.4401363730430603, -0.143446147441864, 0.029588470235466957, 0.3960683345794678, -0.5276570916175842, -0.8027464747428894, 0.6228911876678467, -0.7557997703552246, -0.33552294969558716, 0.6713393926620483, 0.34196537733078003, ...
def test _ is _ vector ( self ) : self. assertraises ( nonvectorerror, isvector,'a') self. assertraises ( nonvectorerror, isvector, matrix ( [ [ 1, 2 ], [ 3, 4 ] ] ) ) self. assertraises ( nonnumericerror, isvector, [ 1,'a'] ) assert ( isvector ( [ 1, 2, 3 ] ) ) assert ( isvector ( vector ( [ 1, 2, 3 ] ) ) )
[ -0.5719830989837646, -0.014372732490301132, 0.1760244071483612, 0.7124876379966736, 0.4859977066516876, 0.31346872448921204, 0.4329794645309448, 0.12413597106933594, 0.7656051516532898, -0.06442783027887344, -0.06161751225590706, 0.21382258832454681, -0.23387940227985382, 0.549808561801910...
async def delete _ stage ( tournament _ id : int, stage _ id : int, tournament : tournament = depends ( alterable _ tournament ), stage : stage = depends ( get _ stage _ by _ id ), db : session = depends ( get _ db ), ) : if not tournament or not stage or stage. tournament! = tournament : raise httpexception ( status _...
[ -0.21550200879573822, -0.5889425277709961, 0.6898142695426941, 0.5653713345527649, 0.20452383160591125, -0.03815999627113342, -0.20107433199882507, 0.3083932101726532, -0.14085841178894043, 0.9331128597259521, 0.5191112160682678, 0.34615015983581543, 0.13687756657600403, 0.2297996729612350...
def test _ cant _ update _ car _ invalid _ requests ( self ) : res = self. client. post ('/ car / update') self. assertequal ( res. status _ code, 405 ) res = self. client. delete ('/ car / update') self. assertequal ( res. status _ code, 405 ) res = self. client. put ('/ car / update') self. assertequal ( res. status ...
[ -0.8202435970306396, -0.48892349004745483, 0.7677727341651917, 0.4549528956413269, -0.015905136242508888, 0.7946954965591431, -0.439430296421051, 0.060738977044820786, -0.7505283355712891, -0.22883163392543793, -0.25427281856536865, -0.41449061036109924, -0.557822048664093, 0.1979692131280...
def _ setup ( self ) : map = rospy. wait _ for _ message ('map ', occupancygrid ) self. map _ info = map. info
[ 0.2787967026233673, -0.9811474680900574, 0.37146124243736267, -0.17067213356494904, 0.8000289797782898, 0.339631050825119, 0.03639030084013939, -0.05463765189051628, -0.20496422052383423, -0.25123220682144165, 0.45777496695518494, -0.4101845920085907, 0.6063545346260071, 0.6650389432907104...
def setinputs ( self, * * inputs ) : # to support both upper and lower case for key in inputs : if key. lower ( ) = = " d " : # to support both numerical / boolean values or connector # instances if isinstance ( inputs [ key ], connector ) : self. d = inputs [ key ] else : self. d. state = int ( inputs [ key ] ) elif k...
[ -0.6308184862136841, -0.3592904210090637, 0.8391651511192322, 0.013251997530460358, -0.3924163281917572, 0.8143081665039062, 0.5937987565994263, -0.6865886449813843, -0.42357271909713745, -0.3979496955871582, 0.3280227482318878, 0.544268786907196, -0.3345314562320709, 0.594010055065155, ...
def stitch _ sample ( self, src _ sample, dest _ sample, end ) : source = random. sample ( src _ sample, end ) destination = random. sample ( dest _ sample, end ) for ( src, dest ) in zip ( source, destination ) : if src! = dest : self. graph. add _ edge ( src, dest, none, 0 )
[ -0.25044921040534973, 0.1153859868645668, 0.6158572435379028, -0.13696469366550446, -0.40662261843681335, 0.6115712523460388, -0.31850680708885193, 0.2078087478876114, 0.3678434193134308, 0.5370880365371704, 0.09799420088529587, 0.6340487003326416, -0.17672224342823029, -1.249814748764038,...
def init _ multiprocessing _ and _ cuda ( rank, args _ from _ spawn ) : if args _ from _ spawn. multi _ gpu _ distributed : # force set the gpu device in the case where a single node has > 1 gpu os. environ ['cuda _ visible _ devices'] = str ( rank ) args _ from _ spawn. distributed _ rank = rank # set the cuda flag ap...
[ -0.08789567649364471, 0.6462588310241699, 0.988237202167511, 0.10691602528095245, 0.4332379698753357, 0.40099066495895386, 0.3212142288684845, 0.2850813567638397, -0.5235360860824585, 0.4849236011505127, 0.42947816848754883, 1.238763451576233, 0.047832321375608444, 0.9253599643707275, 0....
def _ set _ af _ neighbor _ capability ( self, v, load = false ) : if hasattr ( v, " _ utype " ) : v = v. _ utype ( v ) try : t = yangdynclass ( v, base = af _ neighbor _ capability. af _ neighbor _ capability, is _ container ='container ', presence = false, yang _ name = " af - neighbor - capability ", rest _ name = "...
[ -0.2912868559360504, 0.40160590410232544, 0.5035029649734497, 0.947359025478363, 0.6319284439086914, -0.7023725509643555, 0.7799403071403503, -1.0370597839355469, 0.12730233371257782, 1.2437183856964111, 0.30495280027389526, 0.37323302030563354, -0.50020432472229, 1.4039387702941895, 1.0...
def post _ user ( user ) : payload = { " schemas " : [ schemas ], " username " : user [ " username " ], " password " : user [ " password " ], " active " : " true ", " name " : { " familyname " : user [ " name " ] [ " familyname " ], " givenname " : user [ " name " ] [ " givenname " ] }, " emails " : [ { " type " : " wo...
[ -1.1085312366485596, 0.26886504888534546, 0.7705819606781006, 0.15692004561424255, -1.1433712244033813, 0.1664910614490509, -0.2805667221546173, -0.9691294431686401, 0.0481388196349144, 0.07032280415296555, -1.3150492906570435, 0.16192921996116638, -0.7522025108337402, -0.5236854553222656,...
def testcheckallset ( self ) : try : self. settings1. checkallset ( ) except assertionerror : self. fail ( " checkallset ( ) raised unexpected assertionerror. " ) with self. assertraises ( assertionerror ) : self. settings2. checkallset ( )
[ 0.3229675889015198, 0.5265156030654907, 0.5211688876152039, 1.07407808303833, 0.2568018436431885, 0.8948342204093933, 0.20509763062000275, -0.42090973258018494, 0.05114865303039551, -0.01980655826628208, 0.13429154455661774, 0.2272738516330719, -0.04481483995914459, 0.915239691734314, 0....
def from _ database ( cls, sess, schema ) : # prior to postgres 11, pg _ proc had different columns # https : / / github. com / olirice / alembic _ utils / issues / 12 pg _ gte _ 11 = " " " and p. prokind ='f'" " " pg _ lt _ 11 = " " " and not p. proisagg and not p. proiswindow " " " # retrieve the postgres server vers...
[ 0.1547756940126419, 0.09938230365514755, 0.8108174800872803, -0.05702017992734909, -0.22946210205554962, -0.3707312345504761, -0.3152009844779968, -0.05683012306690216, 0.16492988169193268, 0.41701337695121765, -0.2109629064798355, 0.4683998227119446, 0.029318498447537422, -0.0817699581384...
def test _ hardware _ sweep _ sanity ( ) : def hardware _ measurement ( station, namespace ) : return { " measurement " : { " unit " : " v ", " value " : [ 0, 1, 2, 3 ] }, } so = hardwaresweep ( hardware _ measurement ) previous _ iteration = none for iteration in so : if previous _ iteration is not none : assert previ...
[ -0.6833153963088989, 0.6182303428649902, 0.2650347650051117, 0.3032357394695282, 0.5811389684677124, 0.8144217133522034, 0.6894491314888, -0.2915843725204468, 0.40356892347335815, -0.5411249995231628, -0.17727141082286835, -0.22704127430915833, -0.27317944169044495, 1.2781165838241577, -...
def mkdir ( self, folder _ name ) : # wait untill new button is avaible in webpage new = self. driver. find _ elements _ by _ xpath ( " / / button [ @ name ='new'] " ) while len ( new ) = = 0 : new = self. driver. find _ elements _ by _ xpath ( " / / button [ @ name ='new'] " ) # if button is ready, click it action = a...
[ -0.6343089938163757, 0.34163108468055725, 0.8921698331832886, 0.5691453814506531, 0.6043933033943176, 0.16488848626613617, 0.9236792922019958, -0.05159387364983559, 0.13430307805538177, 0.029920030385255814, -0.24924854934215546, -0.5412473082542419, 0.019257862120866776, 0.948399126529693...
def test _ compile _ circuit ( ) : compiler _ mock = magicmock ( side _ effect = lambda circuit : circuit ) a, b, c = cirq. linequbit. range ( 3 ) model _ circuit = cirq. circuit ( [ cirq. moment ( [ cirq. x ( a ), cirq. y ( b ), cirq. z ( c ) ] ), ] ) swap _ network = cirq. contrib. quantum _ volume. compile _ circuit...
[ -0.3016001284122467, -0.01220671832561493, 0.5356112122535706, -0.08706657588481903, 0.766975462436676, 0.047744762152433395, 0.4987782835960388, 0.16904225945472717, -0.09253070503473282, -0.8272683620452881, -0.8168550133705139, -0.09466242045164108, -0.5857996940612793, 0.07041455805301...
def _ fortran _ float _ converter ( in _ string : bytes ) - > bytes : return in _ string. replace ( b'd ', b'e')
[ 0.19774213433265686, 0.04054434224963188, 0.4313627779483795, -0.6113547682762146, 0.1704406440258026, -0.25309544801712036, 0.06775883585214615, 0.4296501874923706, -1.0814472436904907, -0.5825116634368896, -0.14534376561641693, 0.08268260955810547, -0.4060856103897095, -0.096139572560787...
def predict ( clf, vect, tfidf ) : dataset = sklearn. datasets. load _ files ( " / home / vinevic / pycharmprojects / test _ mlp / fteste " ) # count _ vect = countvectorizer ( ) x _ train _ counts = vect. transform ( dataset. data ) x _ train _ counts. shape # tfidf _ transformer = tfidftransformer ( ) x _ train _ tfi...
[ 0.281782865524292, -0.42528775334358215, 0.45259860157966614, -0.16213718056678772, 0.7196725606918335, 0.1906348466873169, -0.08629831671714783, 0.4798601269721985, -0.871046245098114, 0.05159531906247139, -0.16750025749206543, 0.3321828246116638, 0.11632245779037476, -0.4841354191303253,...
def getperson ( self ) : url ='https : / / www. theyworkforyou. com / api / getperson? key = % s & id = % s & output = js'% ( theyworkyou _ apikey, self. person _ id ) request = get _ request ( url = url, user = none, headers = { } ) # literal eval the json request into actual json self. person = ast. literal _ eval ( ...
[ -1.097429871559143, -0.9147863984107971, 0.5717957019805908, -0.8369543552398682, -0.1876501739025116, -0.532234251499176, -1.3174151182174683, 0.16554012894630432, -0.5083229541778564, -0.5631025433540344, -0.9032348990440369, 0.024527283385396004, -0.09998025745153427, 0.4106937944889068...
def _ _ init _ _ ( self, width = none, height = none, x _ offset = 0, y _ offset = 0, delay = 100, delay _ den = 1000, depose _ op = 1, blend _ op = 0 ) : self. width = width self. height = height self. x _ offset = x _ offset self. y _ offset = y _ offset self. delay = delay self. delay _ den = delay _ den self. depos...
[ 0.667048990726471, 0.4453330636024475, 0.8514133095741272, 0.6115027070045471, -0.3609221875667572, -0.04909030348062515, 0.6636506915092468, 0.6547610759735107, 0.08773070573806763, -0.4953244924545288, -0.3435651957988739, -0.5036960244178772, 0.6593037247657776, 0.4444182813167572, 0....
def _ check _ and _ expand _ interval _ tuples ( name, arr ) : assert isinstance ( arr, ( list, tuple ) ), " argument'{ }'( type { } ) should be a list of integers or intervals ". format ( name, type ( arr ) ) res = none for i in range ( len ( arr ) ) : v = arr [ i ] if is _ int ( v ) : if res : res. append ( v ) else ...
[ -0.5483908653259277, 0.6975709795951843, 0.7274495959281921, 0.6558337211608887, -0.911262571811676, 0.4877680838108063, 0.2292056381702423, -0.31825536489486694, 0.5385345220565796, 0.7709469199180603, 0.4957992136478424, -0.7477728128433228, -1.1859573125839233, 0.4665371775627136, 0.8...
def execute _ spectro ( self, signal _ raw, lead, r _ peak, before, after ) : if self. plot _ mode : self. debug ( signal _ raw [ lead ], lead, r _ peak, before, after ) # remove baseline signal = self. _ baseline _ remove ( signal _ raw [ lead ] ) # convolve # signal = convolve ( signal, kernel = box1dkernel ( 7. 5 ) ...
[ 0.1228611096739769, 0.5017752051353455, 0.9106456637382507, -0.039452508091926575, -0.6422653198242188, 0.2309676706790924, 0.045512519776821136, -0.09121189266443253, 0.5207992792129517, 0.5414572954177856, 0.22313649952411652, 0.8406112790107727, -0.2693970203399658, -0.2892879545688629,...
def build _ optimizer ( model, last _ epoch = - 1 ) : optim _ map = { " rmsprop " : optim. rmsprop, " adam " : optim. adam, " adadelta " : optim. adadelta, " sgd " : optim. sgd, " momentum " : functools. partial ( optim. sgd, momentum = 0. 9 ), " lbfgs " : optim. lbfgs, } # add weight decay ( if > 0 ) and extract the o...
[ -0.27210742235183716, -0.37230101227760315, 0.8246949315071106, -0.17436790466308594, -0.7273465394973755, -0.7649902105331421, -0.8358709812164307, 0.7301843166351318, -0.12214499711990356, -0.039486292749643326, -0.1490534543991089, 0.2817649245262146, 0.3390359580516815, 0.1295089125633...
def step ( self, metrics, tick, phase, tick _ type = none, * * kwargs ) : import requests chunks ='' if phase in ['valid ','test'] : chunks + ='% s ( % d ) [ epoch % d ] [ % s ]'% ( os. getlogin ( ), os. getpid ( ), tick, phase ) for k, v in metrics. items ( ) : if k not in ['avg _ loss ','perplexity'] : v * = 100. chu...
[ -0.45199209451675415, 0.3791022002696991, 0.46783238649368286, 0.06100233271718025, 0.7061488628387451, 0.4623025953769684, -0.22849537432193756, -0.19750750064849854, -0.5707483887672424, -0.0027020566631108522, -0.3005547821521759, 0.6821231842041016, -0.17855489253997803, 0.993546545505...
def cropped ( self, index, size ) : image, label = self. _ _ getitem _ _ ( index ) image = crop _ pad _ around ( image, size ) return image, label
[ -1.0097031593322754, -0.507240891456604, 0.48255541920661926, -0.878931999206543, -0.4701020121574402, 0.16539952158927917, -0.350358247756958, -1.0635173320770264, 1.523657202720642, 0.7222109436988831, -0.14930027723312378, 0.4153469502925873, 0.34467849135398865, -0.8468948006629944, ...
def matched ( self ) : if self. _ match _ cb is not none : self. _ match _ cb ( self )
[ 0.8039703369140625, -0.03741646558046341, 0.6644120812416077, 0.17635108530521393, 0.22050902247428894, -0.08460033684968948, 0.7512494325637817, 0.5991401076316833, 0.8352741003036499, -0.49031785130500793, -0.25626659393310547, 0.062446098774671555, -0.11308296024799347, 0.50601744651794...
def settensorrepresentationsinschema ( schema : schema _ pb2. schema, tensor _ representations : mapping [ str, schema _ pb2. tensorrepresentation ], tensor _ representation _ group _ name : str = _ default _ tensor _ representation _ group ) - > none : tensor _ representation _ map = schema. tensor _ representation _ ...
[ -0.9455776214599609, 0.12509405612945557, 0.2352413386106491, -0.5101936459541321, 0.05559100583195686, 0.31674924492836, 0.17082323133945465, 0.07306624203920364, -0.34739193320274353, 1.048323392868042, -0.4956333041191101, 0.5044834613800049, -0.11494287103414536, -0.41100192070007324, ...
def clip _ gradients ( optimizer, grad _ clip ) : for group in optimizer. param _ groups : for param in group [ " params " ] : if param. grad is not none : param. grad. data. clamp _ ( - grad _ clip, grad _ clip )
[ -0.19283384084701538, -0.1082388311624527, 0.5246548652648926, 0.10104324668645859, -0.356768935918808, 0.9384236931800842, -0.48749473690986633, -0.6636126041412354, -0.7763142585754395, 1.4913876056671143, 0.3476450741291046, 0.9931159615516663, -0.07121030241250992, 0.5062914490699768, ...
def transform ( self, x, y = none ) : check _ is _ fitted ( self ) xt = check _ array ( x, ensure _ 2d = false ) if xt. ndim = = 2 : _ check _ has _ one _ column ( xt ) else : xt = xt [ :, none ] if self. kind = ='balanced': # test whether self. left _ limits _ and self. right _ limits _ have # been created - - to catc...
[ -0.0799206867814064, -0.3668161928653717, 0.5722044110298157, 0.5520684719085693, -0.03485910966992378, 0.2037280946969986, -0.42216968536376953, -1.0734014511108398, 0.542928159236908, -0.24399924278259277, -0.6136012077331543, 0.646909773349762, -0.1952831894159317, -0.6062089204788208, ...
def clone ( self ) - > " dataframe " : return wrap _ df ( self. _ df. clone ( ) )
[ -0.2581005394458771, -0.04017355293035507, 0.3734714984893799, 0.9596728086471558, -0.49413004517555237, 0.4047646224498749, -0.04449624940752983, -1.3355008363723755, 0.45822668075561523, -1.0905239582061768, 0.7114760279655457, 1.6561342477798462, 0.20345976948738098, -1.8149439096450806...
def update ( self, trans, id, payload, * * kwd ) : group _ id = id try : decoded _ group _ id = trans. security. decode _ id ( group _ id ) except typeerror : trans. response. status = 400 return " malformed group id ( % s ) specified, unable to decode. " % str ( group _ id ) try : group = trans. sa _ session. query ( ...
[ -1.0793302059173584, -0.47035133838653564, 0.5180948972702026, -0.5096715688705444, -0.5089356899261475, -0.1958945095539093, -0.034987520426511765, -0.7005918025970459, -0.02181793376803398, 0.6769737601280212, -0.08706729114055634, 0.10588588565587997, -0.13079629838466644, 0.11168312281...
def test _ set _ index ( ) : df = pd. dataframe ( data = [ [ 8, " a ", 4 ], [ 5, " b ", 92 ] ], index = [ 1, 2 ], columns = [ " num ", " char ", " w " ] ) res _ df = setindex ( " num ", drop = true ). apply ( df ) assert " w " in res _ df. columns assert " num " not in res _ df. columns assert " char " in res _ df. col...
[ -1.0512831211090088, 0.5485047101974487, 0.6006460785865784, -0.4124756157398224, -0.04398582503199577, -0.10977913439273834, 0.5063382387161255, 0.06800860911607742, 0.23634077608585358, 0.10125237703323364, -1.1850043535232544, 0.06484111398458481, -0.09180886298418045, -1.00195968151092...
def getdataframefrombase ( self, verbose = false ) : dtypes = { " abstract " : object, " acm _ class " : object, " arxiv _ id " : object, " author _ text " : object, " categories " : object, " comments " : object, " created " : object, " doi " : object, " num _ authors " : int, " num _ categories " : int, " primary _ c...
[ -0.03601239249110222, -0.13810907304286957, 0.7804234027862549, -0.08765382319688797, 0.5653133392333984, -0.2644897997379303, 0.3693788945674896, -0.21069501340389252, -1.3351835012435913, -0.6609290838241577, 0.739784300327301, 0.5862459540367126, -0.029681207612156868, 0.274500727653503...
def available _ livingspaces ( self ) : livingspaces = [ ] for room in self. all _ created _ rooms. values ( ) : if room. type _ = = " livingspace " and not room. is _ full ( ) : livingspaces. append ( room ) return livingspaces
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def _ _ init _ _ ( self, id = none, portfolio _ id = none, mtype = none, status = none, created _ date = none, additional _ properties = { } ) : # initialize members of the class self. id = id self. portfolio _ id = portfolio _ id self. mtype = mtype self. status = status self. created _ date = created _ date # add add...
[ 0.6619053483009338, -0.42622825503349304, 0.4142376780509949, 0.48984190821647644, 0.273377001285553, 0.6292632818222046, -0.2447236329317093, 0.6785575747489929, 0.26878622174263, -0.08186984807252884, -0.8308793902397156, 0.2974940538406372, -0.12660405039787292, 0.5116183161735535, -0...
def whitespace _ committee ( file ) : error = prev = none n = 0 while true : line = yield error error = none if not line : break n + = 1 # check for trailing whitespace if line. strip ( " \ r \ n " ). endswith ( " " ) : error = ( file, n + 1, " trailing whitespace detected! \ n " " { 0 } ". format ( line ) ) # check fo...
[ 1.1889032125473022, -0.43699806928634644, 0.753074586391449, -0.5042427778244019, 0.1033274382352829, 0.3022170960903168, 0.3074193000793457, 0.022668281570076942, -0.27416765689849854, 0.2243318408727646, 0.8549934029579163, 0.1475328505039215, 0.09211224317550659, 1.1605796813964844, 0...
def list ( self ) : return self. _ list ( " / users ", " users " )
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def toolbar ( hex _ p ) : tint. imagepath ( config _ dir /'theme _ toolbar. png'). tint ( hex _ p [ 0 ], theme _ dir /'img / theme _ toolbar. png')
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def get _ access _ token ( self ) : action = " get access token " username = self. username password = self. password if username and password : now = current. request. utcnow credentials, _, error = self. http ( method = " post ", path = " / v1 / oauth2 / token ", data = " grant _ type = client _ credentials ", auth =...
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def extend _ step ( self, cached _ states : nestedmap, inputs : jtensor, *, time _ step : jtensor, segment _ mask : optional [ jtensor ] = none, cross _ inputs : optional [ jtensor ] = none, cross _ paddings : optional [ jtensor ] = none, cross _ segment _ mask : optional [ jtensor ] = none ) - > tuple [ jtensor, neste...
[ -0.29451784491539, 0.7059467434883118, 0.7156482934951782, 0.47283369302749634, 0.06388907134532928, -0.1953328549861908, -0.034160830080509186, -0.26275864243507385, -0.0059874337166547775, -0.3576039671897888, -1.1556928157806396, 0.09531071037054062, 1.2088536024093628, 0.06872847676277...
def super _ kls ( self ) : if not self. kls and self. parent and self. parent. name : return self. parent. kls _ name return self. kls
[ 1.4958992004394531, -0.21642141044139862, 0.4503041207790375, 0.3276161551475525, -1.5026261806488037, 0.6224609613418579, -0.494851678609848, -0.23222331702709198, 0.8828666806221008, -0.2230951339006424, 0.342540979385376, 0.2956249415874481, 0.18597666919231415, 0.5535517930984497, -0...
def putasync ( self ) : part _ list = [ partentity ( id = i + 1, parent = self. key, value = part ) for i, part in enumerate ( _ serialize ( self. getdata ( ) ) ) ] self. size = len ( part _ list ) yield ndb. put _ multi _ async ( part _ list + [ self ] )
[ -1.2209138870239258, 0.6167963147163391, 0.6176077127456665, -0.5436771512031555, 0.18503452837467194, 0.08945538848638535, -0.6649536490440369, -0.11454763263463974, -0.0992988795042038, 0.34821978211402893, -0.8963189721107483, -0.8181633949279785, -0.7109367251396179, 0.4588878750801086...
def stats ( ) : class _ dict = { " amenity " : " amenities ", " city " : " cities ", " place " : " places ", " review " : " reviews ", " state " : " states ", " user " : " users " } objs = { class _ dict [ cls ] : storage. count ( cls ) for cls in class _ dict } return jsonify ( objs )
[ -1.2556146383285522, -0.3496897518634796, 0.5528463125228882, -0.9303517937660217, 0.371371865272522, 0.17232345044612885, -0.2716575562953949, -0.4382590353488922, 0.22665007412433624, 0.3520332872867584, -1.0033957958221436, -0.09599721431732178, 1.1705200672149658, 0.06901352852582932, ...
def setup ( self ) : self. client = apiclient ( ) self. user = get _ user _ model ( ). objects. create _ user ( email ='temp @ gmail. com ', password ='supersecrettestpassword') self. client. force _ authenticate ( self. user ) self. recipe = sample _ recipe ( user = self. user )
[ 0.5158335566520691, 0.6328899264335632, 0.27579352259635925, 0.917578935623169, 0.2937438189983368, -0.012831555679440498, 0.0957188829779625, 1.0413782596588135, 0.13518722355365753, -0.22892987728118896, -1.2894375324249268, 0.4228110611438751, -0.045405901968479156, -0.2992493808269501,...
def ema ( df, base, target, period, alpha = false ) : con = pd. concat ( [ df [ : period ] [ base ]. rolling ( window = period ). mean ( ), df [ period : ] [ base ] ] ) if ( alpha = = true ) : # ( 1 - alpha ) * previous _ val + alpha * current _ val where alpha = 1 / period df [ target ] = con. ewm ( alpha = 1 / period...
[ -0.9288927316665649, -0.07483786344528198, 0.8974477648735046, -0.03869568556547165, 0.6145557761192322, 0.036412034183740616, 0.8634240627288818, 0.2658771574497223, 0.1871981918811798, 0.36854317784309387, 1.0266690254211426, 1.1239365339279175, 0.15512144565582275, 0.19901379942893982, ...
def _ _ init _ _ ( self, rootdirectory ) : # make sure to remove drive name from the filename if it's windows if platform. system ( ) = = " windows " : rootdirectory = rootdirectory [ 3 : ] # remove " c : / " # sanitise root directory by ensuring only / is used # as a path separator self. rootdirectory = re. sub ( r " ...
[ 0.5011530518531799, -0.9573501944541931, 0.7436940670013428, 0.4122428894042969, -1.0672123432159424, -0.39823469519615173, -0.0451371967792511, 0.6758473515510559, -0.07280141115188599, -0.44145122170448303, 0.8629398941993713, 0.16500116884708405, -0.16292959451675415, 0.9472878575325012...
def get ( self, post _ id ) : if self. user : post = post. get _ by _ id ( int ( post _ id ) ) if not post : self. error ( 404 ) if post. user. key ( ). id ( ) = = int ( self. user ) : post. delete ( ) self. redirect ('/') else : error = " you cannot delete this post. " self. render ( " edit _ blog. html ", access _ er...
[ 0.43448707461357117, 0.1541135609149933, 0.7172194123268127, 1.8351778984069824, 0.37745389342308044, -0.14938171207904816, 0.2277747392654419, 0.7243723273277283, 0.9299600720405579, 0.23680132627487183, 0.8023424744606018, 0.4800858795642853, -0.14412064850330353, 0.12990599870681763, ...
def volume _ id ( self ) - > optional [ pulumi. input [ str ] ] : return pulumi. get ( self, " volume _ id " )
[ 1.6918041706085205, 0.06110813841223717, 0.35350659489631653, 0.6416336894035339, 1.0509275197982788, 1.0977046489715576, -0.31523802876472473, 0.2220906913280487, 1.2043299674987793, -0.5712188482284546, 0.5499958395957947, 1.2896088361740112, -0.31499728560447693, -0.5160427689552307, ...
def predict ( self, s, target = false ) : if target : return self. model _. predict ( s ) else : return self. model. predict ( s )
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def step ( self, reward, observation ) : self. _ last _ observation = self. _ observation self. _ record _ observation ( observation ) if not self. eval _ mode : self. _ store _ transition ( self. _ last _ observation, self. action, reward, false ) self. replay _ buffer _ temp. add ( self. _ last _ observation, self. a...
[ -0.3699241876602173, 0.23302318155765533, 0.6215618848800659, -0.3247891664505005, 0.30314901471138, 0.03921572491526604, 0.5531043410301208, -0.5997153520584106, 0.5614688396453857, 0.011643210425972939, -0.8878635764122009, 0.21994981169700623, -0.2343837171792984, -1.0702396631240845, ...
async def tap _ button ( self, button _ id : str ) : if button _ id in self. buttons : await self. _ request ( " createrequest ", f " / button / { button _ id } / commandprocessor ", { " command " : { " commandtype " : " pressandrelease " } }, )
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def _ euro _ put ( s : float, k : float, r : float, t : float, sigma : float ) - > float : d1 = _ d1 ( s, k, t, r, sigma ) d2 = _ d2 ( s, k, t, r, sigma ) put = ( k * numpy. exp ( - r * t ) * si. norm. cdf ( - d2, 0., 1. ) ) - \ ( s * si. norm. cdf ( - d1, 0., 1. ) ) return round ( put, 4 )
[ 0.7688965797424316, 0.382041871547699, 0.3452948331832886, -1.3356590270996094, -0.6103959083557129, -0.3316013216972351, 0.4936755895614624, 0.11389465630054474, -0.6411895155906677, 1.1808708906173706, 0.2739640474319458, -0.3670543432235718, -0.21341253817081451, -1.6034361124038696, ...
def plot _ weekend _ revenue _ mojo ( self ) : self. mojo _ box _ office _ df ['weekend _ gross _ thou'] = self. mojo _ box _ office _ df ['weekend _ gross _ usd']. replace ('[ \ £, ] ','', regex = true ). astype ( float ) / 1000 ax = sns. lineplot ( x = " start _ date ", y = " weekend _ gross _ thou ", data = self. mo...
[ 0.5195934176445007, 0.43564778566360474, 0.8183252215385437, -0.9245247840881348, -0.7382676601409912, 0.1572268307209015, -0.05534848943352699, 0.7607640027999878, 0.22159458696842194, -0.16339577734470367, 0.1494143009185791, 1.3439942598342896, -0.3372676968574524, -0.22024965286254883,...
def test _ here ( tmpdir, project _ files, child _ dir ) : # create project file temp _ dir = path ( tmpdir ) path = temp _ dir / project _ files with path. open ( " w " ) as file _ path : file _ path. write ( " blah " ) # create child dirs ( temp _ dir / child _ dir ). mkdir ( parents = true ) chdir ( temp _ dir / chi...
[ 0.9689140319824219, -0.4157070517539978, 0.6437110900878906, 0.33698514103889465, 0.6249451041221619, 1.5491394996643066, 1.199484944343567, -0.27880698442459106, -0.6840910315513611, -0.3855839669704437, -0.17174804210662842, -0.6730367541313171, -0.5348709225654602, -0.013709758408367634...
def cinemas _ in _ town ( data : gpd. geodataframe, town _ name : str ) - > int : data = data [ " com _ nom " ]. value _ counts ( ) try : theaters _ town = data [ town _ name ] return theaters _ town except exception as error : logger. warning ( error ) return 0
[ -0.4701271951198578, -0.4680824875831604, 0.5751800537109375, -0.5261001586914062, -0.2126421332359314, -0.010016104206442833, 0.0069194696843624115, 0.5172220468521118, -0.6139364838600159, 0.5486807227134705, 0.10560335963964462, 0.34915322065353394, 0.01926490105688572, 0.10873614251613...
def latitude ( self, latitude ) : self. _ latitude = latitude
[ 0.1457303911447525, -0.445777952671051, -0.27777978777885437, -0.7368936538696289, -0.5770241618156433, 1.072037935256958, -0.6647828221321106, 0.5410041809082031, -0.49498429894447327, 0.011351436376571655, -1.044681191444397, -1.0945709943771362, -0.2156597375869751, 0.3388046622276306, ...
def valid _ for _ secs ( self ) - > optional [ int ] : def _ timeleft ( info _ dict, claim = " exp " ) - > optional [ int ] : " " " get expiry from info dictionary ( either from access token or introspection " " " if claim in info _ dict : now = time ( ) timeleft = info _ dict [ claim ] - now return timeleft return non...
[ 1.119688630104065, -0.6492160558700562, 0.6276249885559082, -1.4542341232299805, 0.37614011764526367, 0.3695584833621979, -0.916881799697876, -0.0919693186879158, 0.14798583090305328, 0.22705189883708954, 0.4506027102470398, 0.21701553463935852, -0.08162812143564224, 0.6687246561050415, ...
def log _ skip ( self, resource, msg ) : self. logger. info ( " [ % s ] % s - skip : % s " % ( resource ['id'], resource ['name'], msg ) )
[ -0.41826140880584717, -0.720914900302887, 0.6154056787490845, -0.8644468188285828, -0.19633328914642334, 0.46808236837387085, 0.31084638833999634, -0.37190014123916626, -0.5846081376075745, 0.2644328773021698, -0.12809886038303375, 0.5260396599769592, 0.38161155581474304, -0.71823132038116...
def will _ clear ( self ) : self. _ will = false self. _ will _ topic = " " self. _ will _ payload = none self. _ will _ qos = 0 self. _ will _ retain = false
[ 0.10401379317045212, 0.2623736560344696, 0.22006183862686157, -0.9575634002685547, 0.16211868822574615, 0.07280934602022171, -0.2027813345193863, -1.334643840789795, 0.46152424812316895, -0.1660628318786621, -0.6311697363853455, 1.4329532384872437, -0.053155262023210526, 0.3458591401576996...
def status ( self ) - > optional [ str ] : return pulumi. get ( self, " status " )
[ 0.8840094804763794, -0.3404715657234192, 0.3010663390159607, 0.5359886884689331, 0.9858518838882446, 1.195312738418579, -0.7661055326461792, 0.270215779542923, 0.8810352087020874, 0.03336980938911438, 0.06324440985918045, 0.588769793510437, 0.4507307708263397, -1.0958200693130493, -0.473...
def load _ files ( directory ) : # successfully implemented files = os. listdir ( directory ) file _ data _ list = list ( ) for file in files : with open ( os. path. join ( directory, file ), encoding ='utf - 8') as f : text = f. read ( ) file _ data _ list. append ( ( file, text ) ) print ( f " loaded { file } " ) fil...
[ -0.9647265076637268, -0.18974125385284424, 0.6200441122055054, -1.1384297609329224, -1.2366969585418701, -0.1359938234090805, -0.4902086555957794, 0.8309321999549866, -0.5609624981880188, 0.5880703330039978, -1.0430446863174438, -0.7698643207550049, 0.4947426915168762, 1.1354674100875854, ...
def init _ states ( self, target _ batch _ size : int, target _ max _ length : int ) - > nestedmap : return self. self _ attention. init _ states ( target _ batch _ size, target _ max _ length )
[ -0.7581029534339905, -0.4683709442615509, 0.34627482295036316, -0.23615320026874542, 0.20481595396995544, -0.334902822971344, 0.19234322011470795, 0.19133570790290833, 0.38868120312690735, -0.5860154628753662, -0.6536800265312195, 0.7711712718009949, 0.8859012722969055, -0.7641371488571167...
def overrides ( self ) - > optional [ pulumi. input [ sequence [ pulumi. input ['spotfleetrequestlaunchtemplateconfigoverrideargs'] ] ] ] : return pulumi. get ( self, " overrides " )
[ -0.4345393776893616, -0.02448553778231144, 0.6037051677703857, 0.6124058365821838, 1.1188002824783325, 0.15922893583774567, -0.07219165563583374, 0.2898644506931305, 0.8815534710884094, -0.9619104862213135, -0.6352586150169373, 0.05570955574512482, -0.2924632132053375, -0.44648244976997375...
def test _ build _ mlp _ norm _ training ( init _ kwargs ) - > none : # create tensors to hold input and outputs. x = th. linspace ( - math. pi, math. pi, 200 ). reshape ( - 1, 1 ) y = th. sin ( x ) # construct our model by instantiating the class defined above model = networks. build _ mlp ( in _ size = 1, hid _ sizes...
[ 0.22462157905101776, -0.22796855866909027, 0.6993843913078308, 0.3263969421386719, 0.09035477042198181, 0.29734209179878235, 0.62957763671875, -0.013453363440930843, 0.5460670590400696, -0.7512006759643555, -0.3355247676372528, 0.42633819580078125, -0.13351668417453766, -0.5145673751831055...