Azure OpenAI Embeddings - optional#
PyRIT also allows to get embeddings. The embedding response is a wrapper for the OpenAI embedding API.
from pprint import pprint
from pyrit.common import IN_MEMORY, initialize_pyrit
from pyrit.embedding.azure_text_embedding import AzureTextEmbedding
initialize_pyrit(memory_db_type=IN_MEMORY)
input_text = "hello"
ada_embedding_engine = AzureTextEmbedding()
embedding_response = ada_embedding_engine.generate_text_embedding(text=input_text)
pprint(embedding_response, width=280, compact=True)
EmbeddingResponse(model='text-embedding-ada-002', object='list', usage=EmbeddingUsageInformation(prompt_tokens=1, total_tokens=1), data=[EmbeddingData(embedding=[-0.025122925639152527, -0.019487135112285614, -0.02802019938826561, -0.03106299601495266, -0.024752499535679817, 0.027543935924768448, -0.012554848566651344, -0.008420612663030624, -0.017608538269996643, -0.008347849361598492, 0.03251824900507927, 0.004187154583632946, -0.024712810292840004, -0.0006296441424638033, 0.014129165560007095, -0.0015941614983603358, 0.03939761593937874, 0.00207538646645844, 0.02704121172428131, -0.012409322895109653, -0.021048223599791527, 0.008923335000872612, 0.008394152857363224, -0.00326770031824708, -0.005410888232290745, -0.009624501690268517, 0.011165744625031948, -0.0015660487115383148, 0.00355544313788414, -0.023297248408198357, 0.006866139359772205, -0.007818667218089104, -0.023905808106064796, -0.008910105563700199, 0.006846295204013586, -0.013705819845199585, 0.00959804281592369, -0.014115936122834682, 0.022013980895280838, -0.01051749661564827, 0.0033652682323008776, -0.014671577140688896, 0.00533481827005744, -0.014922939240932465, -0.03180385380983353, 0.0162988118827343, -0.005529954098165035, -0.00667100353166461, -0.009763412177562714, 0.03468789532780647, 0.026459110900759697, 0.009121778421103954, -0.019592972472310066, -0.007924503646790981, -0.005725090391933918, -0.005701938644051552, -0.013540450483560562, 0.006300576031208038, 0.0008466915460303426, -0.03870968148112297, -0.00037249468732625246, 0.019010871648788452, -0.015518268570303917, 0.018746281042695045, -0.00024309309083037078, 0.010742398910224438, 0.019235774874687195, 0.004021784756332636, -0.004544352181255817, 0.022146277129650116, 0.025321369990706444, 0.017291029915213585, 0.006905828136950731, -0.018018655478954315, 0.01914316788315773, -0.010927612893283367, -0.007329173851758242, -0.0054274252615869045, -0.014618659391999245, 0.0012601151829585433, 0.0159151554107666, -0.0250964667648077, -0.008499989286065102, 0.013242784887552261, 0.01897118240594864, 0.015161070972681046, -0.021709701046347618, 0.02387934736907482, -0.009743567556142807, -0.029025645926594734, -0.0017711067339405417, 0.018005425110459328, 0.008797654882073402, 0.025003859773278236, -0.02133927308022976, 0.0028526228852570057, -0.015002315863966942, 0.03159217908978462, -0.0018207175889983773, -0.008189095184206963, -0.0013361851451918483, 0.013758737593889236, -0.0007139825611375272, -0.0040052481926977634, -0.03238595277070999, -0.00951205100864172, -0.012019051238894463, -0.007315944414585829, 0.02382642962038517, 0.010034617967903614, -0.005252133589237928, 0.026710473001003265, -0.002533460035920143, -0.044583603739738464, -0.014856791123747826, -0.006651159375905991, -0.005255441181361675, -0.0036811239551752806, -0.012217494659125805, -0.02073071338236332, 0.016801536083221436, 0.0021564175840467215, 0.026776621118187904, -0.0036248983815312386, 0.0219478327780962, 0.004378982819616795, -0.01738363690674305, -0.016999978572130203, 0.00458734855055809, -0.006429564207792282, 0.033576611429452896, 0.003648049896582961, -0.003839878598228097, -0.0044947415590286255, -0.020519040524959564, 0.019341610372066498, -0.02139219082891941, 0.025122925639152527, -0.03963574767112732, -0.026882456615567207, -0.014459904283285141, 0.032677002251148224, -0.00031213482725434005, -0.003634820459410548, -0.02345600165426731, 0.008506604470312595, 0.013256015256047249, -0.0010542302625253797, 0.006548630073666573, -0.014393757097423077, 0.0008987829205580056, 0.0012278681388124824, 0.012257182970643044, -0.004398827441036701, 0.0020555423106998205, 0.013639671728014946, -0.010259520262479782, 0.00845368579030037, -0.006743765901774168, -0.013242784887552261, -0.011926444247364998, 0.00311556039378047, 0.012594536878168583, -0.008791039697825909, -0.010610103607177734, 0.023045886307954788, 0.017595309764146805, 0.016814764589071274, -0.0013849691022187471, -0.0029882260132580996, 0.01143033616244793, 0.011046678759157658, -0.035217076539993286, 0.02115405909717083, 0.002535113599151373, 0.009803100489079952, 0.018217097967863083, 0.016034221276640892, -0.024091020226478577, -0.04156726598739624, -0.01623266562819481, 0.008473530411720276, 0.019341610372066498, 0.03841862827539444, -0.012720217928290367, 0.009366525337100029, 0.017052898183465004, 0.009677420370280743, 0.0026839461643248796, -0.020942386239767075, 0.008797654882073402, 0.022463785484433174, 0.033708907663822174, -0.013256015256047249, -0.7036007046699524, -0.005738319829106331, 0.02656494826078415, 0.009346680715680122, 0.013560294173657894, 0.04839371517300606, 0.025070007890462875, 0.013236170634627342, -0.022450556978583336, 0.03778361156582832, 0.012627610936760902, 0.01763499714434147, 0.007236566860228777, -0.009221000596880913, 0.008817498572170734, 0.0008437975775450468, -0.0034661435056477785, -0.0032759688328951597, 0.006016140338033438, 0.0020588496699929237, -0.01307080127298832, 0.0068132211454212666, -0.020082466304302216, 0.015346284955739975, 0.00458734855055809, 0.002994840731844306, 0.01701320894062519, -0.0073820920661091805, -0.012654069811105728, 0.02139219082891941, -0.01342799887061119, 0.005817696917802095, 0.007243181578814983, -0.004216921050101519, 0.03894781321287155, -0.003095716005191207, 0.0077855936251580715, 0.022622540593147278, 0.00917469710111618, 0.03982096165418625, -0.010682865977287292, -0.01677507720887661, 0.0036149760708212852, -0.002391242189332843, 0.012316716834902763, 0.006184817291796207, -0.0012642494402825832, -0.0009012634982354939, -0.00037208126741461456, -0.007726060692220926, 0.01494939811527729, -7.50945218896959e-07, -0.02218596450984478, 0.004961083177477121, 0.005169448908418417, -0.009895707480609417, 0.016179746016860008, -0.018150949850678444, 0.003922563046216965, 0.023786740377545357, 0.00948559120297432, -0.0025450356770306826, -0.016153287142515182, -0.006985205225646496, -0.01471126638352871, 0.002053888514637947, -0.013811656273901463, -0.014989086426794529, -0.005811082199215889, 0.003150288015604019, -0.003912641201168299, 0.014235001988708973, -0.012270413339138031, 0.0032858909107744694, 0.0127665214240551, 0.02698829397559166, 0.019037330523133278, -0.015306595712900162, -0.006952131632715464, 0.009459132328629494, 0.004577426239848137, -0.007302714977413416, -0.01569025218486786, -0.01373227871954441, 0.035402290523052216, -0.01510815229266882, -0.024236546829342842, 0.003922563046216965, 0.002898926381021738, 0.010583644732832909, 0.027861444279551506, 0.028655217960476875, 0.0074548544362187386, -0.02485833503305912, -0.003786960383877158, 0.0008756312308833003, -0.0275968536734581, 0.009432673454284668, -0.0011286464286968112, -0.027993740513920784, -0.002518576569855213, -0.0004353350668679923, -0.01285251323133707, -0.01173461601138115, 0.034370385110378265, 0.009928781539201736, -0.024395300075411797, 0.03921240195631981, 0.026035765185952187, -0.018944723531603813, -0.003925870638340712, 0.006465945392847061, -0.00872489158064127, 0.012574693188071251, 0.009082090109586716, -0.02675016224384308, -0.004335986915975809, 0.015650564804673195, 0.02206689864397049, -0.026776621118187904, -0.006429564207792282, 0.000662718084640801, 0.01902410201728344, -0.0038498006761074066, -0.0015032083028927445, 0.025850551202893257, 0.0010079267667606473, -0.007481313776224852, -0.018137721344828606, 0.009644346311688423, 0.016642780974507332, -0.002022468252107501, 0.007970807142555714, -0.014327608980238438, 0.015518268570303917, -0.02462020330131054, -0.002879081992432475, -0.02267545834183693, -0.0022556392941623926, -0.005228981841355562, 0.004693184979259968, 0.0036712016444653273, -0.007481313776224852, -0.0054671140387654305, 0.004600577987730503, -0.01182060781866312, -0.006148436106741428, -0.0063601089641451836, -0.0014180430443957448, 0.003175093326717615, 0.01055057067424059, 0.003214782103896141, -0.004054858814924955, 0.017661456018686295, 0.022384408861398697, -0.01672215759754181, 0.00770621607080102, -0.012812824919819832, -0.023733822628855705, -0.008797654882073402, -0.007924503646790981, 0.014486363157629967, -0.023350166156888008, -0.0020356979221105576, -0.007944348268210888, -0.027252884581685066, 0.003724119858816266, 0.01008753664791584, 0.005834233947098255, -0.0459594763815403, 0.025334598496556282, -0.020227991044521332, -0.02182876691222191, 0.014155624434351921, 0.018997641280293465, 0.004888320807367563, -0.011602320708334446, 0.0044947415590286255, -0.0031932839192450047, -0.01315679308027029, 0.008103102445602417, -0.004504663869738579, -0.008526449091732502, 0.00609551789239049, 0.02675016224384308, -0.001009580446407199, 0.005930148530751467, 0.022622540593147278, -0.02152448706328869, 0.018706591799855232, 0.012052125297486782, 0.01407624687999487, -0.014724495820701122, 9.674112516222522e-05, 0.013771967962384224, 0.0023647830821573734, 0.0007193571073003113, 0.009551739320158958, 0.006082288455218077, 0.017357178032398224, 0.036248981952667236, -0.014155624434351921, 0.0183626227080822, -0.022278571501374245, -0.016312042251229286, -0.026723703369498253, -0.003667894285172224, -0.01567702367901802, 0.020201532170176506, 0.025744715705513954, -0.00623112078756094, -0.014367297291755676, 0.0030047628097236156, 0.003140365704894066, 0.025175845250487328, 0.035957932472229004, -0.010603489354252815, 0.007831896655261517, -0.014327608980238438, -0.007223337423056364, -0.0015263600507751107, -0.01035874243825674, 0.008248628117144108, -0.0038167268503457308, 0.007666527759283781, 0.022900361567735672, 0.014817102812230587, 0.03251824900507927, 0.005407581105828285, -0.0015528191579505801, -0.014142394997179508, 0.011099597439169884, 0.009809715673327446, 0.010590258985757828, -0.00021994135749991983, -0.011589091271162033, 0.013103875331580639, -0.021431880071759224, 0.0316186398267746, -0.019976628944277763, -0.0011468371376395226, 0.03209490329027176, 0.03426454961299896, -0.03429100662469864, 0.0010418274905532598, 0.016682470217347145, 0.008096488192677498, 0.004623729735612869, 0.023839659988880157, 0.026287127286195755, 0.001020329538732767, 0.0038927968125790358, 0.0021597249433398247, -0.00856613740324974, 0.0019050560658797622, -0.02036028541624546, -0.011959518305957317, 0.010034617967903614, 0.01592838577926159, 0.025202304124832153, 0.0018273324239999056, 0.010993761010468006, 0.0063237277790904045, -0.0009062245953828096, 0.009994929656386375, 0.0074945432133972645, -0.008030340075492859, -0.007679757196456194, -0.0019232466584071517, 0.006690847687423229, 0.00814940594136715, -0.002870813710615039, 0.03220073878765106, -0.031036537140607834, 0.02364121563732624, 0.007626838982105255, -0.003932485356926918, 0.0051628341898322105, -0.01628558337688446, -0.01805834285914898, -0.023323707282543182, -0.026935376226902008, 0.00443520862609148, 0.010729169473052025, 0.01006107684224844, -0.00826185755431652, -0.05371199548244476, 0.0008247800869867206, 0.010557185858488083, 0.01682799495756626, 0.0072299521416425705, 0.013103875331580639, 0.02844354510307312, -0.021789077669382095, -0.004699799697846174, 0.0064361789263784885, 0.0348731093108654, -0.0015156109584495425, 0.0033536923583596945, 0.011218663305044174, -0.004471589811146259, 0.0003958531015086919, 0.01574317179620266, -0.01907701976597309, -0.004643573891371489, 0.005063612479716539, -0.01123850792646408, -0.011476639658212662, 0.0034099179320037365, 0.003070910694077611, -0.005228981841355562, 0.015081693418323994, -0.01123850792646408, -0.0021762619726359844, 0.0029038875363767147, 0.0022275263909250498, -0.020743943750858307, -0.008552907966077328, 0.02053227089345455, -0.023363394662737846, -0.018005425110459328, -0.009353295899927616, -0.0010558839421719313, 0.010610103607177734, 0.055458296090364456, 0.02485833503305912, 0.0021927987691015005, -0.013705819845199585, 0.001109628938138485, 0.018918264657258987, -0.02041320502758026, -0.013031112030148506, -0.015094922855496407, -0.018574295565485954, 0.0022341411095112562, -0.009373140521347523, -0.020995305851101875, 0.030904242768883705, 0.01738363690674305, 0.002411086577922106, 0.011231892742216587, -0.0029700351879000664, -0.0031932839192450047, 0.003219743026420474, -0.004216921050101519, -0.013011268340051174, 0.0050239237025380135, 0.017701145261526108, 0.022146277129650116, -0.007104271557182074, 0.017410095781087875, 0.022635769098997116, -0.00035244363243691623, -0.014870020560920238, -0.0036381278187036514, -0.00014304456999525428, 0.012111658230423927, 0.008473530411720276, 0.012508545070886612, 0.02448790706694126, -0.013719049282371998, 0.014327608980238438, 0.008367693983018398, -0.0027567087672650814, 0.012197650037705898, 0.012356405146420002, 0.009968469850718975, -0.02144511044025421, 0.0010112341260537505, -0.010166913270950317, -0.013930722139775753, 0.024355612695217133, -0.006826450582593679, -0.015015545301139355, 0.034608516842126846, 0.002678985008969903, -0.01721165142953396, -0.01684122532606125, -0.0037274272181093693, 0.006244350224733353, -0.01403655856847763, -0.006912442855536938, -0.006978590507060289, -0.0025251915212720633, 0.0005651501123793423, -0.020042777061462402, -0.0006296441424638033, 0.005662249866873026, -0.029078563675284386, -0.039900340139865875, -0.026207750663161278, 0.0002033010678132996, -0.01242916751652956, 0.008923335000872612, -0.013368465937674046, -0.006237735506147146, -0.008943179622292519, -0.011556017212569714, 0.000940952158998698, 0.013547064736485481, 0.0006135206203907728, -0.011536172591149807, 0.020267680287361145, 0.005916918627917767, -0.0014899787493050098, -0.03233303502202034, -0.00177772156894207, -0.023654446005821228, -0.005080149509012699, -0.0032131283078342676, -0.006780147086828947, -0.0044550527818500996, -0.010854850523173809, 0.016735387966036797, 0.02582409232854843, 0.016616322100162506, -0.002798051107674837, -0.0013725664466619492, 0.009882478043437004, -0.002518576569855213, 0.013474302366375923, 0.00604590680450201, -0.012105043046176434, -0.011562631465494633, 0.011913214810192585, -0.005093378946185112, -0.006601548288017511, -0.009042401798069477, 0.01793927699327469, 0.002030736766755581, 0.012647455558180809, 0.025916699320077896, -0.003899411531165242, -0.010411660186946392, 0.03505832329392433, -0.01273344736546278, 0.01702643744647503, -0.0019563206005841494, -0.004517893306910992, 0.006710692308843136, 0.006406412459909916, 0.02942253276705742, -0.026392962783575058, -0.014658347703516483, 0.003214782103896141, -0.058262962847948074, 0.01721165142953396, 0.007296099793165922, 0.00623112078756094, 0.0011592397931963205, 0.019434217363595963, -0.013011268340051174, 0.0024805415887385607, 0.0016983442474156618, -0.007216722704470158, 0.015571187250316143, -0.00810971762984991, -0.017463013529777527, -0.03177739307284355, -0.005864000413566828, -0.01227702759206295, 0.002774899359792471, -0.009267304092645645, -0.03659295290708542, -0.03013692796230316, -0.01510815229266882, 0.013249400071799755, -0.027543935924768448, -0.018389081582427025, -0.0471501350402832, -0.005040460731834173, 0.005807775072753429, -0.0003421080473344773, 0.01367936097085476, -0.006608163006603718, 0.010074306279420853, -0.027305802330374718, -0.028231872245669365, -0.008625670336186886, -0.024302693083882332, -0.002095230855047703, -0.004593963269144297, 0.03857738524675369, 0.028787514194846153, 0.015703482553362846, 0.012164576910436153, 0.00890349131077528, -0.005867308005690575, 0.003644742537289858, 0.018256787210702896, -0.0007557383505627513, 0.004111084621399641, -0.010233061388134956, 0.014578970149159431, 0.025757944211363792, 0.03196260705590248, 0.004772562067955732, -0.012164576910436153, 0.008308161050081253, 0.013758737593889236, -0.006938902195543051, -5.6018900068011135e-05, -0.005635790526866913, -0.019526824355125427, -0.013110489584505558, 0.0017992196371778846, -0.011893370188772678, 0.0046832626685500145, 0.012964964844286442, -0.009168081916868687, 0.026154831051826477, 0.027729148045182228, 0.03111591562628746, 0.0013717395486310124, 0.030004631727933884, -0.011172359809279442, 0.030719028785824776, 0.010305823758244514, 0.01792604848742485, 0.019473906606435776, -0.01438052672892809, -0.016814764589071274, -0.01871982216835022, 0.009796486236155033, -0.0013477610191330314, 0.02049258165061474, -0.015187529847025871, -0.007679757196456194, -0.017343947663903236, 0.029660664498806, -0.012601152062416077, -0.008519833907485008, -0.006661081220954657, -0.010266135446727276, -0.012878972105681896, -0.03908010944724083, -0.014671577140688896, -0.00844707153737545, 0.004620422143489122, 0.0002681052137631923, -0.01670892909169197, 0.03336494043469429, -0.02200075052678585, -0.01834939420223236, 0.0025533041916787624, -0.006439486052840948, 0.021048223599791527, -0.0012278681388124824, 0.014856791123747826, 0.011132671497762203, -0.022992968559265137, -0.028787514194846153, -0.00013312240480445325, -0.011642009019851685, -0.014671577140688896, 0.02084977924823761, 0.0009856019169092178, 0.0011104558361694217, -0.018018655478954315, 0.00028753612423315644, -0.01039181649684906, -0.017410095781087875, -0.00933345127850771, 0.012574693188071251, 0.017608538269996643, -0.008943179622292519, -0.019844332709908485, -0.004296298138797283, -0.02139219082891941, 0.026578176766633987, 0.010352127254009247, -0.010762243531644344, -0.008797654882073402, 0.004488126840442419, -0.014168853871524334, 0.019487135112285614, -0.012382864020764828, 0.009842789731919765, 0.02340308390557766, -0.01731748878955841, -0.017171964049339294, 0.005989681463688612, -0.018759509548544884, 0.014592199586331844, -0.007468084339052439, 0.014962627552449703, -0.012105043046176434, 0.0019249003380537033, 0.01464511826634407, -0.0076069943606853485, -0.03130112960934639, -0.01215796172618866, -0.0020671181846410036, 0.026459110900759697, -0.0250964667648077, 0.01569025218486786, -0.0038134194910526276, 4.8060494009405375e-05, 0.014354067854583263, 0.0009302031248807907, -0.012627610936760902, -0.028655217960476875, -0.020161842927336693, -0.0011608934728428721, 0.026035765185952187, 0.010696095414459705, -0.002510308288037777, -0.0035190617199987173, -0.0029485372360795736, -0.026247438043355942, -0.034132253378629684, 0.00875796563923359, 0.0024689659476280212, -0.0009020903380587697, -0.012224109843373299, -0.013877804391086102, -0.0032329726964235306, 0.008996098302304745, 0.01434083841741085, -0.02643265202641487, 0.025149386376142502, 0.015346284955739975, -0.03238595277070999, -0.00489493552595377, -0.0047857919707894325, -0.009221000596880913, -0.029872337356209755, 0.013090644963085651, -0.0052885147742927074, -0.019526824355125427, 0.010080921463668346, -0.01751593127846718, -0.02005600556731224, 0.015015545301139355, 0.012660684995353222, 0.011575860902667046, 0.013891033828258514, 0.007818667218089104, 0.017277799546718597, 0.018098032101988792, 0.006009525619447231, -0.008043569512665272, -0.01963265985250473, 0.012376249767839909, -0.018746281042695045, 0.012449012137949467, -0.007329173851758242, -0.011833837255835533, 0.02122020721435547, -0.016007762402296066, 0.019222544506192207, 0.0069653610698878765, -0.023125262930989265, -0.002005931455641985, -0.0003061401948798448, -0.0007234913064166903, -0.01792604848742485, -0.006429564207792282, -0.0024358918890357018, -0.011589091271162033, -0.02345600165426731, 0.007587150204926729, 0.0115163279697299, -0.012151346541941166, 0.015782859176397324, -0.004580733831971884, -0.0023366701789200306, 0.0028840431477874517, -0.003532291390001774, -0.0006031850352883339, -0.008122947067022324, -0.011992592364549637, -0.005837541539222002, -0.009492206387221813, 0.00047585059655830264, 0.03209490329027176, 0.010841621086001396, -0.024302693083882332, -0.01877273991703987, 0.00902917142957449, -0.019182855263352394, -0.008519833907485008, -0.005906996782869101, 0.0011716425651684403, 0.019341610372066498, 0.017886359244585037, 0.00575816398486495, 0.01707935705780983, -0.008843958377838135, 0.020505812019109726, -0.02029413916170597, -0.006859524641185999, 0.01464511826634407, 0.009121778421103954, 0.01367936097085476, -0.007302714977413416, -0.01853460818529129, -0.03304743021726608, 0.008070029318332672, 0.0013874496798962355, -0.010874695144593716, 0.01951359398663044, -0.011926444247364998, -0.01853460818529129, -0.013904263265430927, 0.008215554058551788, -0.02844354510307312, -0.00783851183950901, 0.031221751123666763, -0.02462020330131054, 0.00028608913999050856, 0.01039181649684906, -0.020889468491077423, -0.0017231496749445796, -0.01719842292368412, 0.0015238794730976224, -0.0016966905677691102, 0.016576632857322693, -0.005526646971702576, -0.004736180882900953, 0.022331489250063896, -0.031698014587163925, 0.020770402625203133, 0.008857187815010548, -0.017463013529777527, 0.031142374500632286, -0.0033057352993637323, 0.006899213418364525, -0.016788305714726448, 0.00487839849665761, -0.014023329131305218, 0.0005006560240872204, 0.01422177255153656, -0.017595309764146805, -0.025202304124832153, -0.03087778389453888, -0.021736159920692444, -0.021233437582850456, 0.012058740481734276, -0.030480897054076195, -0.0017926048021763563, -0.001986087067052722, 0.018005425110459328, 0.0009748528827913105, -0.00890349131077528, -0.013229555450379848, -0.010451349429786205, -0.017767293378710747, 0.010292594321072102, -0.009498820640146732, 0.014856791123747826, -0.0010575376218184829, 0.00027699381462298334, 0.011384032666683197, -0.01824355684220791, -0.018190639093518257, 0.007573920767754316, -0.0010542302625253797, 0.015782859176397324, 0.026340045034885406, 0.20997950434684753, -0.013454457744956017, -0.006313805468380451, 0.04778515547513962, 0.01713227480649948, 0.012912046164274216, 0.013785197399556637, 0.013408155180513859, -0.0047394884750247, 0.03519061952829361, -0.016020992770791054, 0.011899985373020172, -0.016325272619724274, 0.005787930451333523, 0.014870020560920238, 0.004173924680799246, -0.025030318647623062, -0.018190639093518257, -0.023363394662737846, -0.0019596279598772526, -0.007276255637407303, -0.010537341237068176, -0.02157740481197834, -0.015266907401382923, 0.03627544268965721, 0.0004713029193226248, -0.009822945110499859, -3.178193946951069e-05, 0.008896876126527786, 0.0030891012866050005, -0.020161842927336693, -0.037889447063207626, 0.007911274209618568, 0.01023967657238245, -0.005625868681818247, -0.002614490920677781, 0.0077855936251580715, 0.002786475233733654, 0.030957160517573357, 0.00519590824842453, 0.002029083203524351, -0.00635018665343523, 0.0034132252912968397, -0.005281900055706501, -0.014830332249403, -0.0034727584570646286, -0.005404273513704538, -0.016933830454945564, -0.0013518952764570713, 0.021286355331540108, -0.033285561949014664, 0.006780147086828947, 0.024606972932815552, 0.0347672738134861, 0.0051363748498260975, 3.5657787520904094e-05, 0.005533261690288782, 0.005837541539222002, -0.010451349429786205, 0.007573920767754316, -0.018031883984804153, 0.0336824506521225, -0.005348047707229853, 0.01452605240046978, -0.02910502254962921, 0.0079575777053833, -0.0040515512228012085, 9.97901224764064e-05, 0.008843958377838135, -0.008996098302304745, -0.01854783669114113, -0.01494939811527729, 0.006469252984970808, -0.003743964247405529, -0.01543889194726944, -0.034132253378629684, 0.015968073159456253, 0.016378190368413925, 0.023680904880166054, 0.01587546616792679, 0.004600577987730503, 0.0006271636229939759, -0.007071197498589754, -0.02254316210746765, -0.011192204430699348, -0.02110114134848118, 0.002730249660089612, 0.019553283229470253, 0.001729764393530786, -0.0047394884750247, -0.001865367405116558, -0.01567702367901802, -0.00650232657790184, 0.011509713716804981, 0.02266222983598709, 0.013183251954615116, 0.003644742537289858, 0.018613984808325768, -0.01926223374903202, 0.024990631267428398, -0.025612419471144676, -0.007481313776224852, -0.006846295204013586, 0.013705819845199585, -0.008539678528904915, 0.019712038338184357, 0.003456221427768469, 0.0003156489401590079, 0.0013204750139266253, -0.017224881798028946, -0.019844332709908485, -0.016364959999918938, -0.002129958476871252, -0.0063601089641451836, 0.019420986995100975, 0.008744736202061176, 0.012025666423141956, -0.009141623042523861, 0.0012278681388124824, 0.00990232266485691, 0.013050956651568413, -0.005546491127461195, 0.002462350996211171, -0.0011261659674346447, -0.00844707153737545, -0.015849007293581963, -0.018812429159879684, -0.004289683420211077, 0.007659912575036287, -0.03045443817973137, -0.005523339379578829, -0.011205433867871761, 0.02612837217748165, -0.0056225610896945, -0.01318986713886261, -0.005245518870651722, 0.0009293762850575149, 0.0004086692351847887, -0.0054671140387654305, 0.0168941430747509, 0.00039109872886911035, -0.020929157733917236, 0.0027153664268553257, 0.017727604135870934, -0.007805437780916691, -0.025638878345489502, 0.025149386376142502, -0.020757172256708145, -0.011569246649742126, 0.0016231010667979717, -0.020386746153235435, 0.0029898795764893293, -0.0076731424778699875, 0.0010980531806126237, 0.030666111037135124, -0.003912641201168299, -0.031459882855415344, -0.033285561949014664, -0.0010633255587890744, -0.007282870355993509, -0.005397658795118332, -0.0019761649891734123, 0.01878596842288971, 0.0031817080453038216, -0.021670011803507805, -0.025241991505026817, -0.17261923849582672, 0.049028731882572174, 0.005830926820635796, -0.026763390749692917, 0.02041320502758026, 0.017899589613080025, 0.02338985539972782, -0.0012485393090173602, 0.00037538865581154823, 0.013335391879081726, 0.015901926904916763, 0.00039667997043579817, -0.03482019156217575, -0.003856415394693613, -0.012640840373933315, -0.007653297856450081, 0.01731748878955841, 0.006733844056725502, 0.0044186715967953205, 0.03439684584736824, 0.037810068577528, -0.024845106527209282, 0.0030411442276090384, -0.002129958476871252, 0.008380923420190811, -0.00475602550432086, 0.007421780843287706, 0.01878596842288971, 0.012025666423141956, 0.0021448417101055384, -0.02127312496304512, -0.014499593526124954, 0.018865346908569336, 0.011423720978200436, 0.011714771389961243, 0.0035587504971772432, 0.0031866692006587982, -0.02450113743543625, -0.012951735407114029, 0.022887131199240685, 0.02619452029466629, 0.030533814802765846, 0.007884815335273743, -0.01750270277261734, -0.014248231425881386, 0.014565740711987019, 0.016801536083221436, 0.010385201312601566, 0.015359514392912388, -0.017701145261526108, 0.009981700219213963, -0.009227614849805832, 0.005073534790426493, 0.0004828787932638079, 0.021961063146591187, 0.0036050539929419756, 0.0031486342195421457, 0.016034221276640892, 0.016933830454945564, 0.0002031977055594325, -0.012019051238894463, -0.004931316711008549, 0.019103478640317917, -0.005996296182274818, 0.010729169473052025, -0.015200759284198284, -0.011602320708334446, 0.018627215176820755, -0.014115936122834682, 0.02849646285176277, 0.0079575777053833, -0.038445089012384415, 0.003611668711528182, -0.04053536057472229, 0.02103499323129654, 0.018812429159879684, -0.023310476914048195, 0.007236566860228777, -0.016563404351472855, -0.006505634170025587, -0.02133927308022976, 0.011284811422228813, -0.009664190001785755, 0.006932287011295557, 0.006532093044370413, 0.0017711067339405417, 0.010901154018938541, -0.0027285958640277386, -0.02030736766755581, -0.03714859113097191, 0.021894915029406548, -0.01318986713886261, -0.004448438063263893, -0.02073071338236332, 0.017529161646962166, 0.006227813195437193, 0.01008753664791584, 0.014301150105893612, -0.0158093199133873, -0.004111084621399641, 0.008420612663030624, -0.0027203273493796587, -0.018415542319417, 0.016576632857322693, 0.024884793907403946, -0.01957974210381508, 0.019037330523133278, 0.022291801869869232, 0.008989483118057251, -0.02036028541624546, -0.005281900055706501, 0.007653297856450081, 0.01246224157512188, 0.03331202268600464, 0.0018918265122920275, 0.012587922625243664, -0.001125339069403708, -0.0075606913305819035, 0.003710890421643853, -0.016867684200406075, 0.04185831546783447, -0.013295703567564487, -0.007276255637407303, -0.010702710598707199, -0.004630344454199076, 0.005986373871564865, -0.12192358821630478, -0.03654003143310547, 0.001505688764154911, 0.015015545301139355, -0.022159505635499954, 0.03347077593207359, 0.01081516221165657, 0.007362247910350561, -0.013666131533682346, 0.04035014659166336, -0.011959518305957317, -0.025599190965294838, -0.029740041121840477, 0.002834432292729616, 0.020399974659085274, -0.013705819845199585, -0.01525367796421051, -0.008195709437131882, -0.005093378946185112, 0.004752717912197113, 0.0014602121664211154, -0.0023482460528612137, 0.007580535486340523, -0.007362247910350561, -0.004574119113385677, -0.0013560294173657894, 0.002262254012748599, 0.022529933601617813, 0.01702643744647503, -0.013586753979325294, 0.00935991108417511, -0.033100347965955734, 0.013229555450379848, -0.014314379543066025, -0.005248826462775469, 0.0025963003281503916, -0.04947853833436966, 0.022093357518315315, 0.018071573227643967, -0.026392962783575058, 0.019897252321243286, 0.012660684995353222, 0.0036976607516407967, -0.04259916767477989, 0.011218663305044174, -0.021405421197414398, -0.010649791918694973, 0.03508478030562401, 0.009135007858276367, -0.0014676537830382586, -0.03050735592842102, -0.015888696536421776, -0.03444976359605789, -0.008400768041610718, 0.027623312547802925, -0.0019000949105247855, 0.014235001988708973, 0.0195003654807806, -0.012819439172744751, 0.021841997280716896, 0.010861465707421303, 0.005520032253116369, -0.004934624303132296, 0.028655217960476875, -0.007196878548711538, -0.021789077669382095, -0.012859128415584564, 0.005109915975481272, 0.0005080976407043636, -0.010074306279420853, -0.008625670336186886, -2.751851025095675e-05, -0.014790643006563187, 0.012594536878168583, -0.026207750663161278, 0.013090644963085651, -0.025136156007647514, -0.019249003380537033, 0.004071395844221115, -0.02595638856291771, -0.028417086228728294, -0.015650564804673195, 0.01684122532606125, -0.0025417283177375793, 0.013540450483560562, -0.0007561517995782197, -0.0028294711373746395, -0.012058740481734276, -0.003439684398472309, -0.03294159471988678, -0.0032428947743028402, -0.0039655594155192375, 0.009366525337100029, -0.0044451309368014336, 0.01231010165065527, 0.02029413916170597, -0.005979759152978659, -0.008843958377838135, 0.016192976385354996, 0.009730338118970394, -0.018508149310946465, -0.008665358647704124, -0.062337666749954224, 0.03786299005150795, -0.004081318154931068, 0.00563909811899066, 0.010199987329542637, 3.908145117748063e-06, 0.020876238122582436, -0.010471193119883537, -0.009531894698739052, -0.01610036939382553, -0.021246666088700294, -0.0008355291211046278, -0.006899213418364525, 0.005675479304045439, -0.03312680870294571, -0.0066743106581270695, 0.016259124502539635, 0.0022523319348692894, 0.02090269885957241, 0.011311270296573639, 0.0074151661247015, -0.0204264335334301, 0.013745508156716824, -0.007765749003738165, -0.0032131283078342676, 0.01647079735994339, -0.017529161646962166, 0.014750954695045948, 0.01670892909169197, -0.011436951346695423, 0.0040052481926977634, -0.02947545051574707, 0.017793752253055573, 0.015663793310523033, 0.004967698361724615, -0.0022672151681035757, 0.007143959868699312, 0.015359514392912388, -0.004848632030189037, 0.01670892909169197, -0.027438098564743996, -0.025903470814228058, 0.008817498572170734, -0.00251361564733088, 0.008400768041610718, 0.010312438942492008, -0.00026149043696932495, -0.00517937121912837, 0.012415938079357147, 0.006872754078358412, 0.004726258572191, 0.008996098302304745, -0.023191411048173904, -0.008830728009343147, -0.017912818118929863, 0.0001282646699110046, -0.002915463410317898, 0.00951205100864172, -0.0016966905677691102, -0.011073138564825058, 0.017952507361769676, 0.007580535486340523, 0.013176637701690197, -0.00041507731657475233, 0.005781315732747316, 0.004378982819616795, -0.019341610372066498, -0.010524111799895763, 0.00917469710111618, -0.030110469087958336, -0.022887131199240685, -0.007726060692220926, -0.01094084233045578, -0.0008615748374722898, 0.024580514058470726, 0.00963111687451601, -0.0028129343409091234, 0.023125262930989265, -0.017965735867619514, 0.02839062735438347, 0.013877804391086102, 0.0077591342851519585, -0.03974158689379692, -0.0020638105925172567, 0.02122020721435547, 0.0286816768348217, -0.010729169473052025, 0.0015511653618887067, -0.006756995804607868, 0.018812429159879684, -0.02284744195640087, -0.01628558337688446, 0.007679757196456194, 0.011436951346695423, -0.010874695144593716, -0.009723723866045475, -0.00221760431304574, -0.002090269699692726, 0.026459110900759697, 0.022873902693390846, 0.014777413569390774, 0.0049743130803108215, -0.008162636309862137, -0.018508149310946465, 0.003003109246492386, -0.0026442573871463537, -0.021921373903751373, -0.044636521488428116, -0.010252906009554863, 0.013480917550623417, 0.019354840740561485, 0.0072564114816486835, 0.012654069811105728, 0.018905034288764, -0.014274690300226212, 0.0053149741142988205, -0.011575860902667046, -0.009108548983931541, -0.032968051731586456, 0.03262408450245857, 0.004964390769600868, -0.003017992479726672, 0.021670011803507805, -0.01598130352795124, 0.026340045034885406, -0.006760302931070328, -0.006327034905552864, -0.005612639244645834, 0.010894538834691048, -0.0024772342294454575, 0.009611272253096104, -0.010676251724362373, -0.010682865977287292, -0.019738497212529182, -0.021299583837389946, 0.009842789731919765, -0.0003549241810105741, 0.027385180816054344, -0.020743943750858307, 0.06694155186414719, -0.01127819623798132, -0.00653540063649416, 0.01090776827186346, 0.0115427877753973, 0.020466122776269913, 0.007593764923512936, 0.005076841916888952, -0.014671577140688896, -0.00683968048542738, -0.004848632030189037, -0.01434083841741085, -0.013474302366375923, 0.00032267713686451316, -0.018878575414419174, 0.007613609544932842, -0.011198818683624268, 0.01579608954489231, -0.021286355331540108, 0.004322757478803396, 0.012528389692306519, -0.012872357852756977, 0.013216326013207436, -0.007157189771533012, -0.0073424032889306545, -0.010596874170005322, 0.0003545107610989362, 0.0017479551024734974, -0.03153926134109497, -0.015094922855496407, 0.004249994643032551, 0.00015865130990277976, -0.017899589613080025, -0.011291425675153732, 0.020571958273649216, -0.0195003654807806, -0.004491433966904879, -0.023072345182299614, -0.007699601352214813, 0.005520032253116369, 0.011926444247364998, 0.005123145412653685, -0.020810091868042946, -0.023548608645796776, 0.02905210480093956, 0.002386281033977866, -0.016444338485598564, -0.005053690169006586, -0.006002910900861025], index=0, object='embedding')])
Embeddings Serialization#
All the PyRIT’s embeddings are easily serializable. This allows you to easily save and load embeddings for later use, and be able to inspect the value of the embeddings offline (since embeddings are stored as JSON objects).
To view the json of an embedding
embedding_response.to_json()
'{"model":"text-embedding-ada-002","object":"list","usage":{"prompt_tokens":1,"total_tokens":1},"data":[{"embedding":[-0.025122925639152527,-0.019487135112285614,-0.02802019938826561,-0.03106299601495266,-0.024752499535679817,0.027543935924768448,-0.012554848566651344,-0.008420612663030624,-0.017608538269996643,-0.008347849361598492,0.03251824900507927,0.004187154583632946,-0.024712810292840004,-0.0006296441424638033,0.014129165560007095,-0.0015941614983603358,0.03939761593937874,0.00207538646645844,0.02704121172428131,-0.012409322895109653,-0.021048223599791527,0.008923335000872612,0.008394152857363224,-0.00326770031824708,-0.005410888232290745,-0.009624501690268517,0.011165744625031948,-0.0015660487115383148,0.00355544313788414,-0.023297248408198357,0.006866139359772205,-0.007818667218089104,-0.023905808106064796,-0.008910105563700199,0.006846295204013586,-0.013705819845199585,0.00959804281592369,-0.014115936122834682,0.022013980895280838,-0.01051749661564827,0.0033652682323008776,-0.014671577140688896,0.00533481827005744,-0.014922939240932465,-0.03180385380983353,0.0162988118827343,-0.005529954098165035,-0.00667100353166461,-0.009763412177562714,0.03468789532780647,0.026459110900759697,0.009121778421103954,-0.019592972472310066,-0.007924503646790981,-0.005725090391933918,-0.005701938644051552,-0.013540450483560562,0.006300576031208038,0.0008466915460303426,-0.03870968148112297,-0.00037249468732625246,0.019010871648788452,-0.015518268570303917,0.018746281042695045,-0.00024309309083037078,0.010742398910224438,0.019235774874687195,0.004021784756332636,-0.004544352181255817,0.022146277129650116,0.025321369990706444,0.017291029915213585,0.006905828136950731,-0.018018655478954315,0.01914316788315773,-0.010927612893283367,-0.007329173851758242,-0.0054274252615869045,-0.014618659391999245,0.0012601151829585433,0.0159151554107666,-0.0250964667648077,-0.008499989286065102,0.013242784887552261,0.01897118240594864,0.015161070972681046,-0.021709701046347618,0.02387934736907482,-0.009743567556142807,-0.029025645926594734,-0.0017711067339405417,0.018005425110459328,0.008797654882073402,0.025003859773278236,-0.02133927308022976,0.0028526228852570057,-0.015002315863966942,0.03159217908978462,-0.0018207175889983773,-0.008189095184206963,-0.0013361851451918483,0.013758737593889236,-0.0007139825611375272,-0.0040052481926977634,-0.03238595277070999,-0.00951205100864172,-0.012019051238894463,-0.007315944414585829,0.02382642962038517,0.010034617967903614,-0.005252133589237928,0.026710473001003265,-0.002533460035920143,-0.044583603739738464,-0.014856791123747826,-0.006651159375905991,-0.005255441181361675,-0.0036811239551752806,-0.012217494659125805,-0.02073071338236332,0.016801536083221436,0.0021564175840467215,0.026776621118187904,-0.0036248983815312386,0.0219478327780962,0.004378982819616795,-0.01738363690674305,-0.016999978572130203,0.00458734855055809,-0.006429564207792282,0.033576611429452896,0.003648049896582961,-0.003839878598228097,-0.0044947415590286255,-0.020519040524959564,0.019341610372066498,-0.02139219082891941,0.025122925639152527,-0.03963574767112732,-0.026882456615567207,-0.014459904283285141,0.032677002251148224,-0.00031213482725434005,-0.003634820459410548,-0.02345600165426731,0.008506604470312595,0.013256015256047249,-0.0010542302625253797,0.006548630073666573,-0.014393757097423077,0.0008987829205580056,0.0012278681388124824,0.012257182970643044,-0.004398827441036701,0.0020555423106998205,0.013639671728014946,-0.010259520262479782,0.00845368579030037,-0.006743765901774168,-0.013242784887552261,-0.011926444247364998,0.00311556039378047,0.012594536878168583,-0.008791039697825909,-0.010610103607177734,0.023045886307954788,0.017595309764146805,0.016814764589071274,-0.0013849691022187471,-0.0029882260132580996,0.01143033616244793,0.011046678759157658,-0.035217076539993286,0.02115405909717083,0.002535113599151373,0.009803100489079952,0.018217097967863083,0.016034221276640892,-0.024091020226478577,-0.04156726598739624,-0.01623266562819481,0.008473530411720276,0.019341610372066498,0.03841862827539444,-0.012720217928290367,0.009366525337100029,0.017052898183465004,0.009677420370280743,0.0026839461643248796,-0.020942386239767075,0.008797654882073402,0.022463785484433174,0.033708907663822174,-0.013256015256047249,-0.7036007046699524,-0.005738319829106331,0.02656494826078415,0.009346680715680122,0.013560294173657894,0.04839371517300606,0.025070007890462875,0.013236170634627342,-0.022450556978583336,0.03778361156582832,0.012627610936760902,0.01763499714434147,0.007236566860228777,-0.009221000596880913,0.008817498572170734,0.0008437975775450468,-0.0034661435056477785,-0.0032759688328951597,0.006016140338033438,0.0020588496699929237,-0.01307080127298832,0.0068132211454212666,-0.020082466304302216,0.015346284955739975,0.00458734855055809,0.002994840731844306,0.01701320894062519,-0.0073820920661091805,-0.012654069811105728,0.02139219082891941,-0.01342799887061119,0.005817696917802095,0.007243181578814983,-0.004216921050101519,0.03894781321287155,-0.003095716005191207,0.0077855936251580715,0.022622540593147278,0.00917469710111618,0.03982096165418625,-0.010682865977287292,-0.01677507720887661,0.0036149760708212852,-0.002391242189332843,0.012316716834902763,0.006184817291796207,-0.0012642494402825832,-0.0009012634982354939,-0.00037208126741461456,-0.007726060692220926,0.01494939811527729,-7.50945218896959e-7,-0.02218596450984478,0.004961083177477121,0.005169448908418417,-0.009895707480609417,0.016179746016860008,-0.018150949850678444,0.003922563046216965,0.023786740377545357,0.00948559120297432,-0.0025450356770306826,-0.016153287142515182,-0.006985205225646496,-0.01471126638352871,0.002053888514637947,-0.013811656273901463,-0.014989086426794529,-0.005811082199215889,0.003150288015604019,-0.003912641201168299,0.014235001988708973,-0.012270413339138031,0.0032858909107744694,0.0127665214240551,0.02698829397559166,0.019037330523133278,-0.015306595712900162,-0.006952131632715464,0.009459132328629494,0.004577426239848137,-0.007302714977413416,-0.01569025218486786,-0.01373227871954441,0.035402290523052216,-0.01510815229266882,-0.024236546829342842,0.003922563046216965,0.002898926381021738,0.010583644732832909,0.027861444279551506,0.028655217960476875,0.0074548544362187386,-0.02485833503305912,-0.003786960383877158,0.0008756312308833003,-0.0275968536734581,0.009432673454284668,-0.0011286464286968112,-0.027993740513920784,-0.002518576569855213,-0.0004353350668679923,-0.01285251323133707,-0.01173461601138115,0.034370385110378265,0.009928781539201736,-0.024395300075411797,0.03921240195631981,0.026035765185952187,-0.018944723531603813,-0.003925870638340712,0.006465945392847061,-0.00872489158064127,0.012574693188071251,0.009082090109586716,-0.02675016224384308,-0.004335986915975809,0.015650564804673195,0.02206689864397049,-0.026776621118187904,-0.006429564207792282,0.000662718084640801,0.01902410201728344,-0.0038498006761074066,-0.0015032083028927445,0.025850551202893257,0.0010079267667606473,-0.007481313776224852,-0.018137721344828606,0.009644346311688423,0.016642780974507332,-0.002022468252107501,0.007970807142555714,-0.014327608980238438,0.015518268570303917,-0.02462020330131054,-0.002879081992432475,-0.02267545834183693,-0.0022556392941623926,-0.005228981841355562,0.004693184979259968,0.0036712016444653273,-0.007481313776224852,-0.0054671140387654305,0.004600577987730503,-0.01182060781866312,-0.006148436106741428,-0.0063601089641451836,-0.0014180430443957448,0.003175093326717615,0.01055057067424059,0.003214782103896141,-0.004054858814924955,0.017661456018686295,0.022384408861398697,-0.01672215759754181,0.00770621607080102,-0.012812824919819832,-0.023733822628855705,-0.008797654882073402,-0.007924503646790981,0.014486363157629967,-0.023350166156888008,-0.0020356979221105576,-0.007944348268210888,-0.027252884581685066,0.003724119858816266,0.01008753664791584,0.005834233947098255,-0.0459594763815403,0.025334598496556282,-0.020227991044521332,-0.02182876691222191,0.014155624434351921,0.018997641280293465,0.004888320807367563,-0.011602320708334446,0.0044947415590286255,-0.0031932839192450047,-0.01315679308027029,0.008103102445602417,-0.004504663869738579,-0.008526449091732502,0.00609551789239049,0.02675016224384308,-0.001009580446407199,0.005930148530751467,0.022622540593147278,-0.02152448706328869,0.018706591799855232,0.012052125297486782,0.01407624687999487,-0.014724495820701122,0.00009674112516222522,0.013771967962384224,0.0023647830821573734,0.0007193571073003113,0.009551739320158958,0.006082288455218077,0.017357178032398224,0.036248981952667236,-0.014155624434351921,0.0183626227080822,-0.022278571501374245,-0.016312042251229286,-0.026723703369498253,-0.003667894285172224,-0.01567702367901802,0.020201532170176506,0.025744715705513954,-0.00623112078756094,-0.014367297291755676,0.0030047628097236156,0.003140365704894066,0.025175845250487328,0.035957932472229004,-0.010603489354252815,0.007831896655261517,-0.014327608980238438,-0.007223337423056364,-0.0015263600507751107,-0.01035874243825674,0.008248628117144108,-0.0038167268503457308,0.007666527759283781,0.022900361567735672,0.014817102812230587,0.03251824900507927,0.005407581105828285,-0.0015528191579505801,-0.014142394997179508,0.011099597439169884,0.009809715673327446,0.010590258985757828,-0.00021994135749991983,-0.011589091271162033,0.013103875331580639,-0.021431880071759224,0.0316186398267746,-0.019976628944277763,-0.0011468371376395226,0.03209490329027176,0.03426454961299896,-0.03429100662469864,0.0010418274905532598,0.016682470217347145,0.008096488192677498,0.004623729735612869,0.023839659988880157,0.026287127286195755,0.001020329538732767,0.0038927968125790358,0.0021597249433398247,-0.00856613740324974,0.0019050560658797622,-0.02036028541624546,-0.011959518305957317,0.010034617967903614,0.01592838577926159,0.025202304124832153,0.0018273324239999056,0.010993761010468006,0.0063237277790904045,-0.0009062245953828096,0.009994929656386375,0.0074945432133972645,-0.008030340075492859,-0.007679757196456194,-0.0019232466584071517,0.006690847687423229,0.00814940594136715,-0.002870813710615039,0.03220073878765106,-0.031036537140607834,0.02364121563732624,0.007626838982105255,-0.003932485356926918,0.0051628341898322105,-0.01628558337688446,-0.01805834285914898,-0.023323707282543182,-0.026935376226902008,0.00443520862609148,0.010729169473052025,0.01006107684224844,-0.00826185755431652,-0.05371199548244476,0.0008247800869867206,0.010557185858488083,0.01682799495756626,0.0072299521416425705,0.013103875331580639,0.02844354510307312,-0.021789077669382095,-0.004699799697846174,0.0064361789263784885,0.0348731093108654,-0.0015156109584495425,0.0033536923583596945,0.011218663305044174,-0.004471589811146259,0.0003958531015086919,0.01574317179620266,-0.01907701976597309,-0.004643573891371489,0.005063612479716539,-0.01123850792646408,-0.011476639658212662,0.0034099179320037365,0.003070910694077611,-0.005228981841355562,0.015081693418323994,-0.01123850792646408,-0.0021762619726359844,0.0029038875363767147,0.0022275263909250498,-0.020743943750858307,-0.008552907966077328,0.02053227089345455,-0.023363394662737846,-0.018005425110459328,-0.009353295899927616,-0.0010558839421719313,0.010610103607177734,0.055458296090364456,0.02485833503305912,0.0021927987691015005,-0.013705819845199585,0.001109628938138485,0.018918264657258987,-0.02041320502758026,-0.013031112030148506,-0.015094922855496407,-0.018574295565485954,0.0022341411095112562,-0.009373140521347523,-0.020995305851101875,0.030904242768883705,0.01738363690674305,0.002411086577922106,0.011231892742216587,-0.0029700351879000664,-0.0031932839192450047,0.003219743026420474,-0.004216921050101519,-0.013011268340051174,0.0050239237025380135,0.017701145261526108,0.022146277129650116,-0.007104271557182074,0.017410095781087875,0.022635769098997116,-0.00035244363243691623,-0.014870020560920238,-0.0036381278187036514,-0.00014304456999525428,0.012111658230423927,0.008473530411720276,0.012508545070886612,0.02448790706694126,-0.013719049282371998,0.014327608980238438,0.008367693983018398,-0.0027567087672650814,0.012197650037705898,0.012356405146420002,0.009968469850718975,-0.02144511044025421,0.0010112341260537505,-0.010166913270950317,-0.013930722139775753,0.024355612695217133,-0.006826450582593679,-0.015015545301139355,0.034608516842126846,0.002678985008969903,-0.01721165142953396,-0.01684122532606125,-0.0037274272181093693,0.006244350224733353,-0.01403655856847763,-0.006912442855536938,-0.006978590507060289,-0.0025251915212720633,0.0005651501123793423,-0.020042777061462402,-0.0006296441424638033,0.005662249866873026,-0.029078563675284386,-0.039900340139865875,-0.026207750663161278,0.0002033010678132996,-0.01242916751652956,0.008923335000872612,-0.013368465937674046,-0.006237735506147146,-0.008943179622292519,-0.011556017212569714,0.000940952158998698,0.013547064736485481,0.0006135206203907728,-0.011536172591149807,0.020267680287361145,0.005916918627917767,-0.0014899787493050098,-0.03233303502202034,-0.00177772156894207,-0.023654446005821228,-0.005080149509012699,-0.0032131283078342676,-0.006780147086828947,-0.0044550527818500996,-0.010854850523173809,0.016735387966036797,0.02582409232854843,0.016616322100162506,-0.002798051107674837,-0.0013725664466619492,0.009882478043437004,-0.002518576569855213,0.013474302366375923,0.00604590680450201,-0.012105043046176434,-0.011562631465494633,0.011913214810192585,-0.005093378946185112,-0.006601548288017511,-0.009042401798069477,0.01793927699327469,0.002030736766755581,0.012647455558180809,0.025916699320077896,-0.003899411531165242,-0.010411660186946392,0.03505832329392433,-0.01273344736546278,0.01702643744647503,-0.0019563206005841494,-0.004517893306910992,0.006710692308843136,0.006406412459909916,0.02942253276705742,-0.026392962783575058,-0.014658347703516483,0.003214782103896141,-0.058262962847948074,0.01721165142953396,0.007296099793165922,0.00623112078756094,0.0011592397931963205,0.019434217363595963,-0.013011268340051174,0.0024805415887385607,0.0016983442474156618,-0.007216722704470158,0.015571187250316143,-0.00810971762984991,-0.017463013529777527,-0.03177739307284355,-0.005864000413566828,-0.01227702759206295,0.002774899359792471,-0.009267304092645645,-0.03659295290708542,-0.03013692796230316,-0.01510815229266882,0.013249400071799755,-0.027543935924768448,-0.018389081582427025,-0.0471501350402832,-0.005040460731834173,0.005807775072753429,-0.0003421080473344773,0.01367936097085476,-0.006608163006603718,0.010074306279420853,-0.027305802330374718,-0.028231872245669365,-0.008625670336186886,-0.024302693083882332,-0.002095230855047703,-0.004593963269144297,0.03857738524675369,0.028787514194846153,0.015703482553362846,0.012164576910436153,0.00890349131077528,-0.005867308005690575,0.003644742537289858,0.018256787210702896,-0.0007557383505627513,0.004111084621399641,-0.010233061388134956,0.014578970149159431,0.025757944211363792,0.03196260705590248,0.004772562067955732,-0.012164576910436153,0.008308161050081253,0.013758737593889236,-0.006938902195543051,-0.000056018900068011135,-0.005635790526866913,-0.019526824355125427,-0.013110489584505558,0.0017992196371778846,-0.011893370188772678,0.0046832626685500145,0.012964964844286442,-0.009168081916868687,0.026154831051826477,0.027729148045182228,0.03111591562628746,0.0013717395486310124,0.030004631727933884,-0.011172359809279442,0.030719028785824776,0.010305823758244514,0.01792604848742485,0.019473906606435776,-0.01438052672892809,-0.016814764589071274,-0.01871982216835022,0.009796486236155033,-0.0013477610191330314,0.02049258165061474,-0.015187529847025871,-0.007679757196456194,-0.017343947663903236,0.029660664498806,-0.012601152062416077,-0.008519833907485008,-0.006661081220954657,-0.010266135446727276,-0.012878972105681896,-0.03908010944724083,-0.014671577140688896,-0.00844707153737545,0.004620422143489122,0.0002681052137631923,-0.01670892909169197,0.03336494043469429,-0.02200075052678585,-0.01834939420223236,0.0025533041916787624,-0.006439486052840948,0.021048223599791527,-0.0012278681388124824,0.014856791123747826,0.011132671497762203,-0.022992968559265137,-0.028787514194846153,-0.00013312240480445325,-0.011642009019851685,-0.014671577140688896,0.02084977924823761,0.0009856019169092178,0.0011104558361694217,-0.018018655478954315,0.00028753612423315644,-0.01039181649684906,-0.017410095781087875,-0.00933345127850771,0.012574693188071251,0.017608538269996643,-0.008943179622292519,-0.019844332709908485,-0.004296298138797283,-0.02139219082891941,0.026578176766633987,0.010352127254009247,-0.010762243531644344,-0.008797654882073402,0.004488126840442419,-0.014168853871524334,0.019487135112285614,-0.012382864020764828,0.009842789731919765,0.02340308390557766,-0.01731748878955841,-0.017171964049339294,0.005989681463688612,-0.018759509548544884,0.014592199586331844,-0.007468084339052439,0.014962627552449703,-0.012105043046176434,0.0019249003380537033,0.01464511826634407,-0.0076069943606853485,-0.03130112960934639,-0.01215796172618866,-0.0020671181846410036,0.026459110900759697,-0.0250964667648077,0.01569025218486786,-0.0038134194910526276,0.000048060494009405375,0.014354067854583263,0.0009302031248807907,-0.012627610936760902,-0.028655217960476875,-0.020161842927336693,-0.0011608934728428721,0.026035765185952187,0.010696095414459705,-0.002510308288037777,-0.0035190617199987173,-0.0029485372360795736,-0.026247438043355942,-0.034132253378629684,0.00875796563923359,0.0024689659476280212,-0.0009020903380587697,-0.012224109843373299,-0.013877804391086102,-0.0032329726964235306,0.008996098302304745,0.01434083841741085,-0.02643265202641487,0.025149386376142502,0.015346284955739975,-0.03238595277070999,-0.00489493552595377,-0.0047857919707894325,-0.009221000596880913,-0.029872337356209755,0.013090644963085651,-0.0052885147742927074,-0.019526824355125427,0.010080921463668346,-0.01751593127846718,-0.02005600556731224,0.015015545301139355,0.012660684995353222,0.011575860902667046,0.013891033828258514,0.007818667218089104,0.017277799546718597,0.018098032101988792,0.006009525619447231,-0.008043569512665272,-0.01963265985250473,0.012376249767839909,-0.018746281042695045,0.012449012137949467,-0.007329173851758242,-0.011833837255835533,0.02122020721435547,-0.016007762402296066,0.019222544506192207,0.0069653610698878765,-0.023125262930989265,-0.002005931455641985,-0.0003061401948798448,-0.0007234913064166903,-0.01792604848742485,-0.006429564207792282,-0.0024358918890357018,-0.011589091271162033,-0.02345600165426731,0.007587150204926729,0.0115163279697299,-0.012151346541941166,0.015782859176397324,-0.004580733831971884,-0.0023366701789200306,0.0028840431477874517,-0.003532291390001774,-0.0006031850352883339,-0.008122947067022324,-0.011992592364549637,-0.005837541539222002,-0.009492206387221813,0.00047585059655830264,0.03209490329027176,0.010841621086001396,-0.024302693083882332,-0.01877273991703987,0.00902917142957449,-0.019182855263352394,-0.008519833907485008,-0.005906996782869101,0.0011716425651684403,0.019341610372066498,0.017886359244585037,0.00575816398486495,0.01707935705780983,-0.008843958377838135,0.020505812019109726,-0.02029413916170597,-0.006859524641185999,0.01464511826634407,0.009121778421103954,0.01367936097085476,-0.007302714977413416,-0.01853460818529129,-0.03304743021726608,0.008070029318332672,0.0013874496798962355,-0.010874695144593716,0.01951359398663044,-0.011926444247364998,-0.01853460818529129,-0.013904263265430927,0.008215554058551788,-0.02844354510307312,-0.00783851183950901,0.031221751123666763,-0.02462020330131054,0.00028608913999050856,0.01039181649684906,-0.020889468491077423,-0.0017231496749445796,-0.01719842292368412,0.0015238794730976224,-0.0016966905677691102,0.016576632857322693,-0.005526646971702576,-0.004736180882900953,0.022331489250063896,-0.031698014587163925,0.020770402625203133,0.008857187815010548,-0.017463013529777527,0.031142374500632286,-0.0033057352993637323,0.006899213418364525,-0.016788305714726448,0.00487839849665761,-0.014023329131305218,0.0005006560240872204,0.01422177255153656,-0.017595309764146805,-0.025202304124832153,-0.03087778389453888,-0.021736159920692444,-0.021233437582850456,0.012058740481734276,-0.030480897054076195,-0.0017926048021763563,-0.001986087067052722,0.018005425110459328,0.0009748528827913105,-0.00890349131077528,-0.013229555450379848,-0.010451349429786205,-0.017767293378710747,0.010292594321072102,-0.009498820640146732,0.014856791123747826,-0.0010575376218184829,0.00027699381462298334,0.011384032666683197,-0.01824355684220791,-0.018190639093518257,0.007573920767754316,-0.0010542302625253797,0.015782859176397324,0.026340045034885406,0.20997950434684753,-0.013454457744956017,-0.006313805468380451,0.04778515547513962,0.01713227480649948,0.012912046164274216,0.013785197399556637,0.013408155180513859,-0.0047394884750247,0.03519061952829361,-0.016020992770791054,0.011899985373020172,-0.016325272619724274,0.005787930451333523,0.014870020560920238,0.004173924680799246,-0.025030318647623062,-0.018190639093518257,-0.023363394662737846,-0.0019596279598772526,-0.007276255637407303,-0.010537341237068176,-0.02157740481197834,-0.015266907401382923,0.03627544268965721,0.0004713029193226248,-0.009822945110499859,-0.00003178193946951069,0.008896876126527786,0.0030891012866050005,-0.020161842927336693,-0.037889447063207626,0.007911274209618568,0.01023967657238245,-0.005625868681818247,-0.002614490920677781,0.0077855936251580715,0.002786475233733654,0.030957160517573357,0.00519590824842453,0.002029083203524351,-0.00635018665343523,0.0034132252912968397,-0.005281900055706501,-0.014830332249403,-0.0034727584570646286,-0.005404273513704538,-0.016933830454945564,-0.0013518952764570713,0.021286355331540108,-0.033285561949014664,0.006780147086828947,0.024606972932815552,0.0347672738134861,0.0051363748498260975,0.000035657787520904094,0.005533261690288782,0.005837541539222002,-0.010451349429786205,0.007573920767754316,-0.018031883984804153,0.0336824506521225,-0.005348047707229853,0.01452605240046978,-0.02910502254962921,0.0079575777053833,-0.0040515512228012085,0.0000997901224764064,0.008843958377838135,-0.008996098302304745,-0.01854783669114113,-0.01494939811527729,0.006469252984970808,-0.003743964247405529,-0.01543889194726944,-0.034132253378629684,0.015968073159456253,0.016378190368413925,0.023680904880166054,0.01587546616792679,0.004600577987730503,0.0006271636229939759,-0.007071197498589754,-0.02254316210746765,-0.011192204430699348,-0.02110114134848118,0.002730249660089612,0.019553283229470253,0.001729764393530786,-0.0047394884750247,-0.001865367405116558,-0.01567702367901802,-0.00650232657790184,0.011509713716804981,0.02266222983598709,0.013183251954615116,0.003644742537289858,0.018613984808325768,-0.01926223374903202,0.024990631267428398,-0.025612419471144676,-0.007481313776224852,-0.006846295204013586,0.013705819845199585,-0.008539678528904915,0.019712038338184357,0.003456221427768469,0.0003156489401590079,0.0013204750139266253,-0.017224881798028946,-0.019844332709908485,-0.016364959999918938,-0.002129958476871252,-0.0063601089641451836,0.019420986995100975,0.008744736202061176,0.012025666423141956,-0.009141623042523861,0.0012278681388124824,0.00990232266485691,0.013050956651568413,-0.005546491127461195,0.002462350996211171,-0.0011261659674346447,-0.00844707153737545,-0.015849007293581963,-0.018812429159879684,-0.004289683420211077,0.007659912575036287,-0.03045443817973137,-0.005523339379578829,-0.011205433867871761,0.02612837217748165,-0.0056225610896945,-0.01318986713886261,-0.005245518870651722,0.0009293762850575149,0.0004086692351847887,-0.0054671140387654305,0.0168941430747509,0.00039109872886911035,-0.020929157733917236,0.0027153664268553257,0.017727604135870934,-0.007805437780916691,-0.025638878345489502,0.025149386376142502,-0.020757172256708145,-0.011569246649742126,0.0016231010667979717,-0.020386746153235435,0.0029898795764893293,-0.0076731424778699875,0.0010980531806126237,0.030666111037135124,-0.003912641201168299,-0.031459882855415344,-0.033285561949014664,-0.0010633255587890744,-0.007282870355993509,-0.005397658795118332,-0.0019761649891734123,0.01878596842288971,0.0031817080453038216,-0.021670011803507805,-0.025241991505026817,-0.17261923849582672,0.049028731882572174,0.005830926820635796,-0.026763390749692917,0.02041320502758026,0.017899589613080025,0.02338985539972782,-0.0012485393090173602,0.00037538865581154823,0.013335391879081726,0.015901926904916763,0.00039667997043579817,-0.03482019156217575,-0.003856415394693613,-0.012640840373933315,-0.007653297856450081,0.01731748878955841,0.006733844056725502,0.0044186715967953205,0.03439684584736824,0.037810068577528,-0.024845106527209282,0.0030411442276090384,-0.002129958476871252,0.008380923420190811,-0.00475602550432086,0.007421780843287706,0.01878596842288971,0.012025666423141956,0.0021448417101055384,-0.02127312496304512,-0.014499593526124954,0.018865346908569336,0.011423720978200436,0.011714771389961243,0.0035587504971772432,0.0031866692006587982,-0.02450113743543625,-0.012951735407114029,0.022887131199240685,0.02619452029466629,0.030533814802765846,0.007884815335273743,-0.01750270277261734,-0.014248231425881386,0.014565740711987019,0.016801536083221436,0.010385201312601566,0.015359514392912388,-0.017701145261526108,0.009981700219213963,-0.009227614849805832,0.005073534790426493,0.0004828787932638079,0.021961063146591187,0.0036050539929419756,0.0031486342195421457,0.016034221276640892,0.016933830454945564,0.0002031977055594325,-0.012019051238894463,-0.004931316711008549,0.019103478640317917,-0.005996296182274818,0.010729169473052025,-0.015200759284198284,-0.011602320708334446,0.018627215176820755,-0.014115936122834682,0.02849646285176277,0.0079575777053833,-0.038445089012384415,0.003611668711528182,-0.04053536057472229,0.02103499323129654,0.018812429159879684,-0.023310476914048195,0.007236566860228777,-0.016563404351472855,-0.006505634170025587,-0.02133927308022976,0.011284811422228813,-0.009664190001785755,0.006932287011295557,0.006532093044370413,0.0017711067339405417,0.010901154018938541,-0.0027285958640277386,-0.02030736766755581,-0.03714859113097191,0.021894915029406548,-0.01318986713886261,-0.004448438063263893,-0.02073071338236332,0.017529161646962166,0.006227813195437193,0.01008753664791584,0.014301150105893612,-0.0158093199133873,-0.004111084621399641,0.008420612663030624,-0.0027203273493796587,-0.018415542319417,0.016576632857322693,0.024884793907403946,-0.01957974210381508,0.019037330523133278,0.022291801869869232,0.008989483118057251,-0.02036028541624546,-0.005281900055706501,0.007653297856450081,0.01246224157512188,0.03331202268600464,0.0018918265122920275,0.012587922625243664,-0.001125339069403708,-0.0075606913305819035,0.003710890421643853,-0.016867684200406075,0.04185831546783447,-0.013295703567564487,-0.007276255637407303,-0.010702710598707199,-0.004630344454199076,0.005986373871564865,-0.12192358821630478,-0.03654003143310547,0.001505688764154911,0.015015545301139355,-0.022159505635499954,0.03347077593207359,0.01081516221165657,0.007362247910350561,-0.013666131533682346,0.04035014659166336,-0.011959518305957317,-0.025599190965294838,-0.029740041121840477,0.002834432292729616,0.020399974659085274,-0.013705819845199585,-0.01525367796421051,-0.008195709437131882,-0.005093378946185112,0.004752717912197113,0.0014602121664211154,-0.0023482460528612137,0.007580535486340523,-0.007362247910350561,-0.004574119113385677,-0.0013560294173657894,0.002262254012748599,0.022529933601617813,0.01702643744647503,-0.013586753979325294,0.00935991108417511,-0.033100347965955734,0.013229555450379848,-0.014314379543066025,-0.005248826462775469,0.0025963003281503916,-0.04947853833436966,0.022093357518315315,0.018071573227643967,-0.026392962783575058,0.019897252321243286,0.012660684995353222,0.0036976607516407967,-0.04259916767477989,0.011218663305044174,-0.021405421197414398,-0.010649791918694973,0.03508478030562401,0.009135007858276367,-0.0014676537830382586,-0.03050735592842102,-0.015888696536421776,-0.03444976359605789,-0.008400768041610718,0.027623312547802925,-0.0019000949105247855,0.014235001988708973,0.0195003654807806,-0.012819439172744751,0.021841997280716896,0.010861465707421303,0.005520032253116369,-0.004934624303132296,0.028655217960476875,-0.007196878548711538,-0.021789077669382095,-0.012859128415584564,0.005109915975481272,0.0005080976407043636,-0.010074306279420853,-0.008625670336186886,-0.00002751851025095675,-0.014790643006563187,0.012594536878168583,-0.026207750663161278,0.013090644963085651,-0.025136156007647514,-0.019249003380537033,0.004071395844221115,-0.02595638856291771,-0.028417086228728294,-0.015650564804673195,0.01684122532606125,-0.0025417283177375793,0.013540450483560562,-0.0007561517995782197,-0.0028294711373746395,-0.012058740481734276,-0.003439684398472309,-0.03294159471988678,-0.0032428947743028402,-0.0039655594155192375,0.009366525337100029,-0.0044451309368014336,0.01231010165065527,0.02029413916170597,-0.005979759152978659,-0.008843958377838135,0.016192976385354996,0.009730338118970394,-0.018508149310946465,-0.008665358647704124,-0.062337666749954224,0.03786299005150795,-0.004081318154931068,0.00563909811899066,0.010199987329542637,3.908145117748063e-6,0.020876238122582436,-0.010471193119883537,-0.009531894698739052,-0.01610036939382553,-0.021246666088700294,-0.0008355291211046278,-0.006899213418364525,0.005675479304045439,-0.03312680870294571,-0.0066743106581270695,0.016259124502539635,0.0022523319348692894,0.02090269885957241,0.011311270296573639,0.0074151661247015,-0.0204264335334301,0.013745508156716824,-0.007765749003738165,-0.0032131283078342676,0.01647079735994339,-0.017529161646962166,0.014750954695045948,0.01670892909169197,-0.011436951346695423,0.0040052481926977634,-0.02947545051574707,0.017793752253055573,0.015663793310523033,0.004967698361724615,-0.0022672151681035757,0.007143959868699312,0.015359514392912388,-0.004848632030189037,0.01670892909169197,-0.027438098564743996,-0.025903470814228058,0.008817498572170734,-0.00251361564733088,0.008400768041610718,0.010312438942492008,-0.00026149043696932495,-0.00517937121912837,0.012415938079357147,0.006872754078358412,0.004726258572191,0.008996098302304745,-0.023191411048173904,-0.008830728009343147,-0.017912818118929863,0.0001282646699110046,-0.002915463410317898,0.00951205100864172,-0.0016966905677691102,-0.011073138564825058,0.017952507361769676,0.007580535486340523,0.013176637701690197,-0.00041507731657475233,0.005781315732747316,0.004378982819616795,-0.019341610372066498,-0.010524111799895763,0.00917469710111618,-0.030110469087958336,-0.022887131199240685,-0.007726060692220926,-0.01094084233045578,-0.0008615748374722898,0.024580514058470726,0.00963111687451601,-0.0028129343409091234,0.023125262930989265,-0.017965735867619514,0.02839062735438347,0.013877804391086102,0.0077591342851519585,-0.03974158689379692,-0.0020638105925172567,0.02122020721435547,0.0286816768348217,-0.010729169473052025,0.0015511653618887067,-0.006756995804607868,0.018812429159879684,-0.02284744195640087,-0.01628558337688446,0.007679757196456194,0.011436951346695423,-0.010874695144593716,-0.009723723866045475,-0.00221760431304574,-0.002090269699692726,0.026459110900759697,0.022873902693390846,0.014777413569390774,0.0049743130803108215,-0.008162636309862137,-0.018508149310946465,0.003003109246492386,-0.0026442573871463537,-0.021921373903751373,-0.044636521488428116,-0.010252906009554863,0.013480917550623417,0.019354840740561485,0.0072564114816486835,0.012654069811105728,0.018905034288764,-0.014274690300226212,0.0053149741142988205,-0.011575860902667046,-0.009108548983931541,-0.032968051731586456,0.03262408450245857,0.004964390769600868,-0.003017992479726672,0.021670011803507805,-0.01598130352795124,0.026340045034885406,-0.006760302931070328,-0.006327034905552864,-0.005612639244645834,0.010894538834691048,-0.0024772342294454575,0.009611272253096104,-0.010676251724362373,-0.010682865977287292,-0.019738497212529182,-0.021299583837389946,0.009842789731919765,-0.0003549241810105741,0.027385180816054344,-0.020743943750858307,0.06694155186414719,-0.01127819623798132,-0.00653540063649416,0.01090776827186346,0.0115427877753973,0.020466122776269913,0.007593764923512936,0.005076841916888952,-0.014671577140688896,-0.00683968048542738,-0.004848632030189037,-0.01434083841741085,-0.013474302366375923,0.00032267713686451316,-0.018878575414419174,0.007613609544932842,-0.011198818683624268,0.01579608954489231,-0.021286355331540108,0.004322757478803396,0.012528389692306519,-0.012872357852756977,0.013216326013207436,-0.007157189771533012,-0.0073424032889306545,-0.010596874170005322,0.0003545107610989362,0.0017479551024734974,-0.03153926134109497,-0.015094922855496407,0.004249994643032551,0.00015865130990277976,-0.017899589613080025,-0.011291425675153732,0.020571958273649216,-0.0195003654807806,-0.004491433966904879,-0.023072345182299614,-0.007699601352214813,0.005520032253116369,0.011926444247364998,0.005123145412653685,-0.020810091868042946,-0.023548608645796776,0.02905210480093956,0.002386281033977866,-0.016444338485598564,-0.005053690169006586,-0.006002910900861025],"index":0,"object":"embedding"}]}'
To save an embedding to disk
from pyrit.common.path import DB_DATA_PATH
saved_embedding_path = embedding_response.save_to_file(directory_path=DB_DATA_PATH)
saved_embedding_path
'/home/bjagdagdorj/tools/PyRIT/dbdata/16b89acd0bf3edce72697ac99f23682f46a604af57a6e57d2c42052fc87dc023.json'
To load an embedding from disk
from pyrit.common.path import DB_DATA_PATH
saved_embedding_path = embedding_response.save_to_file(directory_path=DB_DATA_PATH)
saved_embedding_path
'/home/bjagdagdorj/tools/PyRIT/dbdata/16b89acd0bf3edce72697ac99f23682f46a604af57a6e57d2c42052fc87dc023.json'