네이티브 재순위 시작

네이티브 리랑킹을 활성화합니다.

1. Native Reranking 섹션까지 아래로 스크롤하고 Enable Native Reranking 을 On(으)로 토글합니다.

2. Confirm를 클릭합니다.

네이티브 리랜킹 쿼리를 실행합니다.

다음 쿼리는 $rerank 단계를 사용하여 무술에 대한 쿼리에 가장 관련있는 상위 10개의 영화를 찾습니다.

1. sample_mflix 데이터베이스로 전환합니다.

   use sample_mflix

2. 네이티브 리랜킹 쿼리를 실행합니다.

   다음 쿼리는 $rerank 단계를 사용하여 rerank-2.5 모델을 사용하여 무술 쿼리에 가장 관련있는 영화를 반환합니다. 쿼리는 무술 개인 교육 및 토너먼트에 관한 영화를 우선시합니다. 다음 파이프라인 단계를 사용합니다.

   파이프라인 단계	설명
   $match	string 형의 fullplot 필드가 있는 문서만 포함하도록 문서를 필터링합니다.
   $sort	released 필드를 기준으로 문서를 내림차순으로 정렬하여 결정적 정렬을 보장합니다.
   $rerank	문서를 재정렬하여 rerank-2.5 재순위 모델을 사용하여 쿼리와 일치시킵니다. numDocsToRerank 매개변수는 재순위하기 위해 고려할 문서의 최대 개수를 지정합니다. path 매개변수는 재순위하기 위해 사용할 필드를 지정합니다.
   $addFields	문서에 rerankScore 필드를 추가합니다.
   $limit	출력을 10 문서로 제한합니다.
   $project	결과의 문서에서 title, fullplot, rerankScore 를 제외한 모든 필드를 제외합니다.

   1
   db.embedded_movies.aggregate([
   2
     {
   3
       "$match": {
   4
         "fullplot": { "$exists": true, "$type": "string" }
   5
       }
   6
     },
   7
     {
   8
           "$sort": { "released": -1 }
   9
     },
   10
     {
   11
       "$rerank": {
   12
         "model": "rerank-2.5",
   13
         "query": {
   14
           "text": "martial arts; prioritize films about martial arts training and tournaments"
   15
         },
   16
         "path": "fullplot",
   17
         "numDocsToRerank": 100
   18
       }
   19
     },
   20
     {
   21
       "$addFields": {
   22
         "rerankScore": { "$meta": "score" }
   23
       }
   24
     },
   25
     { "$limit": 10 },
   26
     {
   27
       "$project": {
   28
         "_id": 0,
   29
         "title": 1,
   30
         "fullplot": 1,
   31
         "rerankScore": 1
   32
       }
   33
     }
   34
   ])

   출력 보기

   [
     {
       title: 'Ti mene nosis',
       fullplot: 'No treason, no surrender.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'The Real Miyagi',
       fullplot: 'The life of the greatest karate master of a generation.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Peter Pan Live!',
       fullplot: 'A live telecast of the beloved J. M. Barrie story.',
       rerankScore: 0.5986876487731934
     },
     {
       title: "Why Don't You Play in Hell?",
       fullplot: 'A renegade film crew becomes embroiled with a yakuza clan feud.',
       rerankScore: 0.5986876487731934
     },
     {
       fullplot: "A French police magistrate spends years trying to take down one of the country's most powerful drug rings.",
       title: 'The Connection',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Anomalisa',
       fullplot: "Charlie Kaufman's first stop-motion film about a man crippled by the mundanity of his life.",
       rerankScore: 0.5986876487731934
     },
     {
       title: 'The Master Plan',
       fullplot: 'Charles Ingvar Jènsson gathers three criminals to take vengeance upon the people who killed his uncle.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Redeemer',
       fullplot: 'A former hit-man for a drug cartel becomes a vigilante to pay for his sins and find redemption.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Rise of the Legend',
       fullplot: 'An orphan, whose father has been killed by dark power, attempts to bring justice back to the town.',
       rerankScore: 0.5986876487731934
     },
     {
       title: 'Darkness on the Edge of Town',
       fullplot: 'A troubled teenage sharpshooter decides to avenge the death of her estranged sister after she is found murdered in a public bathroom.',
       rerankScore: 0.5986876487731934
     }
   ]

$vectorSearch 및 $search를 사용하여 Native Reranking 쿼리를 실행 위한 인덱스를 생성합니다.

MongoDB$vectorSearch,$search,$rankFusion 또는 $scoreFusion 단계 이후에 $rerank를 사용할 것을 권장합니다. 이렇게 하려면 컬렉션 에 MongoDB Vector Search 및 MongoDB Search 인덱스 생성하여 $vectorSearch 및 $search 단계를 실행 .

이 빠른 시작에서 $vectorSearch 및 $search 단계를 사용하는 샘플 쿼리를 시도하려면 컬렉션 에 MongoDB Vector Search 및 MongoDB Search 인덱스 생성해야 합니다.

Native Reranking을 사용하여 $vectorSearch 및 $search 쿼리를 실행 준비를 합니다.

1. mongosh를사용하여 클러스터 에 연결합니다.

2. 쿼리에 사용할 임베딩을 저장할 embeddings.js 파일을 만듭니다.

3. 다음 임베딩을 복사하여 파일 에 붙여넣습니다.

   쿼리 텀 "무술"에 대한 임베딩입니다.

   MARTIAL_ARTS_EMBEDDINGS=[0.02218237891793251, -0.007462590467184782, -0.01691064052283764, 0.0072914301417768, -0.011365045793354511, -0.045186325907707214, -6.846413452876732e-05, -0.0034916705917567015, 0.009995763190090656, 0.025742514058947563, -0.002481824718415737, -0.0029268416110426188, 0.0023106643930077553, -0.04135233536362648, -0.019717669114470482, -0.024510158225893974, -0.008729176595807076, -0.001048356993123889, 0.01033808384090662, 0.008900336921215057, -0.00797607097774744, 0.03258892521262169, 0.00766798248514533, 0.010406548157334328, 0.04107847809791565, -0.020128455013036728, -0.03833991289138794, 0.018348386511206627, -0.01533596497029066, 0.042995475232601166, 0.020813096314668655, -0.0016260230913758278, -0.004364588297903538, -0.011159653775393963, -0.03436899557709694, 0.010817333124577999, -0.0008900337270461023, -0.012118151411414146, -0.0156782865524292, 0.04381704330444336, -0.013350505381822586, 0.003851107321679592, -0.00010537057823967189, 0.011638902127742767, -0.002978189615532756, 0.019033027812838554, 0.006675252690911293, -0.013624361716210842, -0.03806605562567711, -0.003936687484383583, -0.029028791934251785, -0.025742514058947563, 0.023962445557117462, 0.010611940175294876, -0.005614058580249548, -0.009584978222846985, -0.012049687094986439, -0.0004000872722826898, 0.015815213322639465, 0.0032006981782615185, -0.03505363687872887, -0.009448050521314144, -0.0468294657766819, -0.002892609452828765, -0.029439575970172882, -0.012734328396618366, 0.0030124217737466097, 0.001891321619041264, -0.00422766013070941, -0.001283702440559864, -0.0006332932389341295, 0.011433510109782219, -0.01622599922120571, 0.03409513831138611, -0.011228117160499096, -0.04354318603873253, 0.00015083503967616707, 0.018759172409772873, 0.012528936378657818, -0.0176637452095747, 0.016089070588350296, -0.03067192994058132, -0.0005776660982519388, -0.013418969698250294, 0.009653442539274693, 0.03039807453751564, -0.008181463927030563, 0.030808858573436737, 0.0145828602835536, -0.009653442539274693, 0.029439575970172882, 0.01916995644569397, -0.025331728160381317, -0.0468294657766819, -0.025057872757315636, 0.02040231041610241, 0.005203274078667164, 0.03039807453751564, -0.01793760247528553, 0.006332932040095329, -0.022593162953853607, 0.023003948852419853, 0.007633750792592764, -0.027111796662211418, -0.021360808983445168, -0.03916148468852043, 0.03012421727180481, -0.012392007745802402, -0.00547713041305542, 0.01718449778854847, 0.05723601207137108, 0.01369282603263855, -0.010680404491722584, -0.022593162953853607, 0.008694944903254509, -0.020128455013036728, 0.031767357140779495, 0.01643139123916626, -0.045734040439128876, -0.007907606661319733, 0.021634666249155998, 0.008318391628563404, 0.04956803098320961, -0.004415936302393675, -0.004176312126219273, -0.02368859015405178, -0.014514395967125893, 0.012049687094986439, 0.009858834557235241, -0.01622599922120571, 0.03313663974404335, 0.005271737929433584, -0.007907606661319733, -0.005956379231065512, 0.026016369462013245, -0.013145113363862038, -0.026564082130789757, 0.007325661834329367, -0.04135233536362648, 0.02368859015405178, 0.0036457150708884, -0.036970630288124084, -0.06107000634074211, 0.005271737929433584, 0.013761290349066257, 0.01615753397345543, 0.009653442539274693, 0.024784015491604805, 0.029028791934251785, -0.002516056876629591, 0.02190852165222168, 0.016773711889982224, -0.026701010763645172, 0.023003948852419853, 0.00398803548887372, 0.019854597747325897, -0.012871257029473782, -0.005442898254841566, -0.005819451063871384, 0.009653442539274693, -0.02218237891793251, 0.008968801237642765, -0.0291657205671072, -0.0176637452095747, -0.021497737616300583, 0.0002513917279429734, 0.007736446801573038, -0.0043474724516272545, 0.0046213287860155106, 0.014719787985086441, 0.010064227506518364, -0.04710332304239273, 0.03217814117670059, -0.028070293366909027, -0.006743717007339001, -0.010269619524478912, 0.010132691822946072, -0.011912758462131023, 0.03258892521262169, -0.046007897704839706, 0.027248723432421684, 0.0194438137114048, 0.016362927854061127, 0.001300818519666791, -0.0017715094145387411, 0.03409513831138611, 0.017526818439364433, -0.037518344819545746, 0.0033547424245625734, 0.020813096314668655, -0.004159195814281702, -0.059153009206056595, 0.011501974426209927, -0.019033027812838554, 0.022045450285077095, -0.0070860376581549644, -0.007017573341727257, -0.0044844006188213825, 0.018074531108140945, -0.024236302822828293, 0.007565286476165056, -0.0010226829908788204, -0.009242657572031021, -0.029850361868739128, 0.014993644319474697, -0.024373231455683708, 0.007462590467184782, -0.008181463927030563, 0.026837939396500587, 0.013761290349066257, -0.022730091586709023, -0.023551661521196365, -0.005750987213104963, -0.026016369462013245, 0.0036628309171646833, -0.029576504603028297, 0.0030124217737466097, 0.012734328396618366, -0.019991526380181313, 0.013829754665493965, 0.006059075705707073, -0.027248723432421684, -0.018622243776917458, 0.006983341183513403, 0.045460183173418045, 0.03039807453751564, -0.010064227506518364, -0.006504092365503311, -0.042721617966890335, -0.029850361868739128, 0.02765950933098793, 0.017800673842430115, 0.027248723432421684, 0.005032113753259182, -0.002978189615532756, -0.03039807453751564, -0.034779779613018036, 0.010817333124577999, -0.0008429646259173751, 0.026701010763645172, -0.004655560944229364, -0.01889610104262829, -0.009448050521314144, -0.0194438137114048, -0.006572556681931019, 0.0004343193431850523, 0.004415936302393675, -0.03382128104567528, 0.010611940175294876, -0.00516904192045331, -0.0006632462609559298, -0.0032520461827516556, -0.015472893603146076, -0.021771593019366264, 0.03286278247833252, -0.056140586733818054, 0.000329483620589599, -0.013350505381822586, 0.01157043781131506, -0.009379586204886436, -0.0145828602835536, 0.034779779613018036, -0.016089070588350296, 0.0176637452095747, -0.012118151411414146, 0.020265383645892143, 0.024784015491604805, 0.029713433235883713, 0.015472893603146076, -0.001317934482358396, -0.008078766986727715, 0.011981222778558731, -0.007770678959786892, 0.0156782865524292, -0.04381704330444336, -0.0036799469962716103, -0.00013425388897303492, 0.04162619262933731, 0.007531054317951202, -0.0022422003094106913, -0.029576504603028297, -0.007017573341727257, -0.015541357919573784, 0.015609822236001492, 0.0031151180155575275, -0.00910572987049818, 0.004826721269637346, -0.0024304767139256, -0.027522580698132515, 0.0156782865524292, -0.022319307550787926, 0.003851107321679592, 0.014445931650698185, -0.002362012630328536, 0.029850361868739128, -0.0032006981782615185, -0.004518632777035236, 0.01622599922120571, 0.002807029290124774, 0.012871257029473782, 0.034232065081596375, 0.012734328396618366, -0.025742514058947563, -0.0353274904191494, -0.01745835319161415, -0.016842175275087357, -0.004724025260657072, -0.007907606661319733, 0.014788252301514149, 0.03409513831138611, 0.015815213322639465, 0.0023791284766048193, 0.02190852165222168, -0.011981222778558731, 0.043269332498311996, -0.03806605562567711, -0.054223593324422836, 0.012665864080190659, -0.030808858573436737, 0.008386855944991112, 0.02341473288834095, -0.019033027812838554, 0.017116032540798187, -0.030808858573436737, 0.011775830760598183, 0.0006033401587046683, -0.04655560851097107, -0.043269332498311996, 0.000236415202380158, 0.011022725142538548, -0.02889186330139637, 0.019033027812838554, -0.0291657205671072, -0.026974868029356003, -0.02492094412446022, 0.006093307863920927, -0.022867020219564438, -0.0013778406428173184, 0.024236302822828293, -0.07394126057624817, 0.005100577604025602, 0.013008184731006622, 0.02861800603568554, -0.01643139123916626, 0.048198748379945755, 0.028344150632619858, 0.03272585570812225, 0.011981222778558731, 0.02040231041610241, 0.01670524850487709, 0.024373231455683708, 0.014993644319474697, -0.011296581476926804, 0.024373231455683708, -0.009927298873662949, -0.010611940175294876, -0.008421087637543678, -0.026016369462013245, 0.012528936378657818, 0.05531901866197586, 0.016568319872021675, -0.00015939305012580007, -0.003697063075378537, 0.009448050521314144, -0.019991526380181313, 0.025605585426092148, 0.0032178142573684454, -0.02040231041610241, -0.012049687094986439, -0.004758256953209639, 0.010885796509683132, 0.03587520495057106, -0.012186615727841854, 0.012597399763762951, -0.016294462606310844, 0.027522580698132515, -0.036696773022413254, -0.015472893603146076, -0.0005605500773526728, -0.017252961173653603, -0.0046213287860155106, 0.018622243776917458, 0.009174193255603313, 0.005203274078667164, 0.008523784577846527, -0.0176637452095747, -0.005579826887696981, 0.021771593019366264, -0.011981222778558731, -0.037518344819545746, 0.017116032540798187, -0.045460183173418045, -0.02218237891793251, 0.06024843454360962, 0.01519903726875782, 0.004415936302393675, -0.010611940175294876, 0.001737277372740209, 0.039435338228940964, 0.03560134768486023, -0.012939720414578915, 0.0008429646259173751, -0.002259316388517618, -0.0072914301417768, -0.016979103907942772, -0.004997881595045328, -0.010201155208051205, 0.009584978222846985, 0.012802792713046074, 0.02889186330139637, 0.03505363687872887, -0.014788252301514149, -0.03436899557709694, 0.01519903726875782, 0.03067192994058132, -0.026016369462013245, -0.025742514058947563, -0.00578521890565753, -0.03067192994058132, 0.0003080885799136013, -0.01793760247528553, -0.005442898254841566, -0.042995475232601166, -0.0011895642383024096, -0.033958207815885544, -0.034505922347307205, 0.0002802750386763364, -0.013418969698250294, 0.01369282603263855, -0.014719787985086441, -0.04956803098320961, 0.014240539632737637, -0.03833991289138794, -0.008900336921215057, 0.05011574551463127, 0.020813096314668655, -0.014925180934369564, 0.017526818439364433, 0.005340202245861292, 0.010543475858867168, 0.00045571438386105, -0.06572556495666504, 0.04190004989504814, -0.020265383645892143, 0.013145113363862038, -0.0074968221597373486, 0.039983052760362625, 0.01307664904743433, 0.009242657572031021, 0.034779779613018036, -0.006846413016319275, 0.0059906113892793655, -0.01307664904743433, -0.008968801237642765, 0.00845532026141882, -0.0014291887637227774, -0.017252961173653603, -0.019580742344260216, 0.019854597747325897, 0.006812180858105421, -0.0007958955247886479, 0.018622243776917458, 0.004689793102443218, 0.00398803548887372, 0.016294462606310844, -0.019580742344260216, -0.0011039840755984187, -0.023551661521196365, -0.027111796662211418, -0.001048356993123889, 0.017321424558758736, -0.0032178142573684454, -0.018759172409772873, -0.004415936302393675, -0.0018399734981358051, 0.025742514058947563, -0.039435338228940964, -0.023003948852419853, -0.004073615651577711, 0.01533596497029066, 0.010885796509683132, -0.0009884508326649666, 0.04190004989504814, -0.0074968221597373486, -0.006846413016319275, -0.020813096314668655, -0.004296124447137117, 0.04162619262933731, 0.002079597907140851, 0.017252961173653603, 0.05531901866197586, 0.0035087866708636284, -0.004296124447137117, 0.014514395967125893, -0.01793760247528553, 0.025742514058947563, 0.007804911118000746, -0.009995763190090656, 0.013008184731006622, 0.026016369462013245, 0.0009157077292911708, 0.0194438137114048, 0.028207221999764442, -0.050389599055051804, 0.06024843454360962, -0.006606788840144873, 0.012118151411414146, 0.0353274904191494, -0.023003948852419853, -0.019306885078549385, 0.024373231455683708, 0.0003273441398050636, -0.01095426082611084, -0.006401396356523037, 0.03614906221628189, 0.02095002494752407, -0.0046213287860155106, 0.015815213322639465, -0.027933364734053612, -0.010064227506518364, -0.003833991242572665, -0.009379586204886436, -0.021634666249155998, -0.005066345911473036, -0.012049687094986439, 0.0015490009682253003, 0.009448050521314144, -0.013350505381822586, 0.03409513831138611, -0.051211170852184296, 0.012871257029473782, 0.018348386511206627, -7.969652506290004e-05, -0.019033027812838554, -0.0006033401587046683, 0.006127539556473494, -0.01793760247528553, 0.0011039840755984187, -0.002276432467624545, -0.01307664904743433, -0.0072229658253490925, -0.020539239048957825, 0.021771593019366264, 0.008284159936010838, 0.01595214195549488, -0.03039807453751564, 0.013145113363862038, -0.00883187260478735, -0.013966682367026806, -0.030535003170371056, 0.017047569155693054, -0.00015939305012580007, 0.004210543818771839, 0.028207221999764442, 0.0022079681511968374, 0.01821145974099636, -0.003868223400786519, -0.013829754665493965, 0.037244487553834915, 0.011365045793354511, 0.006641020532697439, 0.009311121888458729, -0.011501974426209927, -0.000928544788621366, -0.029850361868739128, -0.025057872757315636, 0.003799759317189455, 0.008763409219682217, -0.0313565731048584, 0.009995763190090656, 0.01157043781131506, 0.017116032540798187, 0.04190004989504814, 0.004107847809791565, 0.005648290738463402, -0.05175888165831566, 0.014445931650698185, -0.04162619262933731, 0.043269332498311996, -0.024784015491604805, 0.016636783257126808, 0.004090731963515282, 0.02218237891793251, 0.009448050521314144, 0.012665864080190659, -0.002327780472114682, -0.058605294674634933, 0.01595214195549488, 0.004364588297903538, 0.043269332498311996, 0.004107847809791565, -0.0033033944200724363, -0.004415936302393675, 0.03464284911751747, 0.019033027812838554, 0.01246047206223011, -0.01718449778854847, 0.0291657205671072, -0.02218237891793251, -0.015130572952330112, 0.0042618922889232635, -0.010475012473762035, -0.030945787206292152, 0.013487434014678001, -0.022593162953853607, 0.01622599922120571, 0.03806605562567711, -0.004193427972495556, 0.022045450285077095, -0.005305970087647438, 0.006469860207289457, 0.008660712279379368, 0.002113830065354705, 0.0349167063832283, 0.006127539556473494, -0.0058536832220852375, 0.014719787985086441, -0.016020607203245163, -0.03505363687872887, 0.05778372660279274, -0.04710332304239273, 0.005750987213104963, 0.018074531108140945, -0.0011039840755984187, 0.009448050521314144, 0.0016174650518223643, -0.047924891114234924, 0.012802792713046074, 0.03286278247833252, 0.03231506794691086, -0.05750986933708191, 0.021360808983445168, 0.03587520495057106, -0.019580742344260216, 0.022593162953853607, 0.002481824718415737, 0.0194438137114048, 0.02642715536057949, 0.0032349301036447287, 0.021497737616300583, -0.004758256953209639, 0.006367164198309183, 0.011981222778558731, 0.021360808983445168, 0.013487434014678001, 0.06380856782197952, -0.04135233536362648, -0.02615329809486866, 0.01745835319161415, -0.029576504603028297, 0.003868223400786519, 0.026290226727724075, -0.024510158225893974, 0.0194438137114048, -0.0007830585236661136, -0.009448050521314144, 0.023962445557117462, -0.0027899134438484907, -0.04655560851097107, -0.013350505381822586, -0.042447760701179504, 0.005066345911473036, -0.0036114829126745462, 0.0004000872722826898, 0.019991526380181313, 0.013008184731006622, 0.0009028707281686366, -0.0028754936065524817, -0.0022079681511968374, 0.014103610999882221, 0.002550288802012801, -0.025194799527525902, -0.008592248894274235, -0.005922147538512945, -0.010269619524478912, 0.030261145904660225, 0.01889610104262829, 0.03614906221628189, -0.013761290349066257, 0.00021929916692897677, -0.013282041065394878, 0.0057167550548911095, 0.011912758462131023, 0.014514395967125893, 0.01615753397345543, 0.006743717007339001, -0.005922147538512945, 0.030535003170371056, -0.0023791284766048193, 0.021497737616300583, -0.004381704609841108, -0.04655560851097107, -0.03231506794691086, -0.02314087562263012, -0.002909725531935692, -0.0023106643930077553, -0.01533596497029066, -0.016362927854061127, 0.0003316231304779649, 0.024099374189972878, 0.050663456320762634, 0.03916148468852043, 0.02190852165222168, -0.020265383645892143, -0.012118151411414146, 0.004724025260657072, 0.013487434014678001, 0.019717669114470482, 0.02218237891793251, 0.010611940175294876, 0.017800673842430115, 0.016020607203245163, -0.006709484849125147, 0.009037265554070473, 0.042721617966890335, 0.008900336921215057, -0.0039195716381073, -0.016979103907942772, -0.001031240914016962, -0.002481824718415737, -0.03642291948199272, 0.018485315144062042, 0.012597399763762951, -0.018759172409772873, -0.018074531108140945, -0.02492094412446022, 0.03560134768486023, -0.020813096314668655, -0.026974868029356003, 0.01307664904743433, 0.033273566514253616, 0.008010303601622581, 0.022045450285077095, -0.025057872757315636, 0.012392007745802402, 0.01821145974099636, 0.01821145974099636, -0.01307664904743433, 0.016842175275087357, 0.0145828602835536, 0.017389889806509018, 0.002113830065354705, 0.01095426082611084, 0.0018656476167961955, -0.009790371172130108, 0.020539239048957825, 0.011501974426209927, -0.018074531108140945, -0.013898218981921673, 0.016499854624271393, 0.0349167063832283, 0.011912758462131023, 0.007325661834329367, -0.025742514058947563, 0.0030980019364506006, -0.026974868029356003, 0.030945787206292152, -0.012049687094986439, -0.009516513906419277, -0.022319307550787926, -0.0072229658253490925, 0.0016602551331743598, 0.04902031645178795, -0.025194799527525902, -0.012597399763762951, -0.020265383645892143, 0.008729176595807076, 0.01916995644569397, -0.025331728160381317, -0.02889186330139637, 0.005750987213104963, 0.01793760247528553, 0.015404429286718369, 0.022730091586709023, -0.03039807453751564, 0.004330356139689684, -0.008147231303155422, -0.02067616768181324, -0.02314087562263012, -0.012323543429374695, 0.033958207815885544, -0.004279008135199547, 0.042173903435468674, -0.002824145369231701, 0.0005947821191512048, 0.05531901866197586, -0.010885796509683132, 0.010543475858867168, -0.04190004989504814, -0.036970630288124084, 0.013213577680289745, -0.026564082130789757, -0.02067616768181324, -0.004296124447137117, 0.007257197983562946, -0.013008184731006622, -0.037244487553834915, -0.0072229658253490925, -0.018074531108140945, -0.0031151180155575275, -0.0023106643930077553, -0.050937313586473465, -0.0028754936065524817, -0.002327780472114682, 0.034232065081596375, 0.023962445557117462, -0.02218237891793251, -0.032999709248542786, 0.0005263179773464799, 0.005134809762239456, 0.03861377015709877, 0.03039807453751564, -0.024236302822828293, -0.010064227506518364, 0.020128455013036728, -0.013898218981921673, 0.004724025260657072, 0.016979103907942772, -0.028481079265475273, -0.021634666249155998, 0.0009028707281686366, -0.031219644472002983, 0.0011895642383024096, 0.009790371172130108, -0.0024647086393088102, -0.01595214195549488, 0.001300818519666791, -0.010543475858867168, -0.0022079681511968374, -0.005374434404075146, 0.01622599922120571, -0.02067616768181324, 0.002978189615532756, -0.017116032540798187, -0.006743717007339001, -0.03614906221628189, 0.016568319872021675, -0.0176637452095747, -0.012186615727841854, -0.012528936378657818, 0.005442898254841566, -0.0013264925219118595, 0.020813096314668655, 0.028344150632619858, 0.01793760247528553, 0.013282041065394878, 0.008284159936010838, -0.004587096627801657, 0.014240539632737637, 0.006264468189328909, -0.025331728160381317, -0.021497737616300583, 0.039983052760362625, -0.005442898254841566, -0.009790371172130108, 0.012186615727841854, -0.0011553321965038776, -0.014925180934369564, -0.005271737929433584, -0.012049687094986439, 0.002190852304920554, -0.03587520495057106, 0.022456234320998192, 0.031767357140779495, 0.02492094412446022, -0.0004343193431850523, 0.006469860207289457, 0.008558016270399094, -0.00516904192045331, -0.003714179154485464, 0.0008429646259173751, -0.0097219068557024, 0.04190004989504814, 0.023962445557117462, 0.010885796509683132, 0.011022725142538548, 0.03067192994058132, 0.022593162953853607, 0.0033376263454556465, 0.028207221999764442, -0.030261145904660225, 0.01095426082611084, -0.005956379231065512, -0.0010269619524478912, 0.008900336921215057, 0.02889186330139637, -0.031082715839147568, -0.012528936378657818, -0.012118151411414146, 0.008181463927030563, 0.010406548157334328, -0.004364588297903538, -0.022593162953853607, -0.013350505381822586, 0.01670524850487709, -0.014445931650698185, -0.028070293366909027, -0.01670524850487709, 0.006880645174533129, -0.010064227506518364, -0.027796437963843346, 0.01369282603263855, 0.022730091586709023, -0.014788252301514149, 0.011365045793354511, -0.00026208924828097224, 0.02040231041610241, -0.015815213322639465, -0.021360808983445168, -0.012118151411414146, 0.03505363687872887, 0.020265383645892143, -0.017800673842430115, -0.00766798248514533, 0.014993644319474697, -0.008900336921215057, -0.008558016270399094, 0.03163042664527893, 1.711603363219183e-05, -0.026564082130789757, -0.03163042664527893, -0.005032113753259182, 0.007941839285194874, 0.0032006981782615185, 0.0016516972100362182, -0.0353274904191494, 0.01533596497029066, 0.01793760247528553, -0.0015832330100238323, -0.005648290738463402, -0.028344150632619858, 0.009995763190090656, 0.020265383645892143, 0.003885339479893446, -0.04655560851097107, -0.024510158225893974, -0.05203273892402649, 0.036696773022413254, 0.0023791284766048193, 0.0032862783409655094, 0.037518344819545746, 0.0194438137114048, -0.02218237891793251, 0.023003948852419853, 0.022319307550787926, -0.023277804255485535, 0.0145828602835536, -0.005340202245861292, 0.005066345911473036, 0.01430900301784277, 0.033273566514253616, 0.027796437963843346, -0.0059906113892793655, 0.010475012473762035, 0.02368859015405178, 0.0145828602835536, -0.009858834557235241, 0.001082589034922421, 0.009516513906419277, -0.013008184731006622, -0.036696773022413254, 0.024373231455683708, 0.04956803098320961, -0.016842175275087357, 0.02587944082915783, -0.0021566201467067003, -0.0016516972100362182, 0.007257197983562946, -0.013350505381822586, -0.012802792713046074, 0.004724025260657072, 0.015404429286718369, 0.036970630288124084, 0.03642291948199272, 0.016979103907942772, -0.01533596497029066, -0.00034232065081596375, 0.009858834557235241, 0.00883187260478735, -0.030535003170371056, -0.009516513906419277, -0.0001240912388311699, -0.023551661521196365, -0.0021395040675997734, -0.04737718030810356, -0.018074531108140945, -0.01184429507702589, -0.013829754665493965, 0.006983341183513403, 0.017526818439364433, 0.03436899557709694, 0.03245199844241142, 0.005511362571269274, -0.012665864080190659, -0.0034403225872665644, -0.012939720414578915, -0.045186325907707214, 0.011159653775393963, -0.002481824718415737, -0.007188733667135239, -0.0070860376581549644, -0.022593162953853607, 0.0035772507544606924, 0.008489551953971386, 0.04463861510157585, 0.016499854624271393, -0.007394126150757074, 0.021223880350589752, 0.006127539556473494, 0.01821145974099636, -0.04107847809791565, -0.03916148468852043, 0.053675878793001175, -0.0030980019364506006, -0.005100577604025602, 0.016568319872021675, 0.011228117160499096, 0.016089070588350296, 0.00015297454956453294, -0.03614906221628189, 0.023825516924262047, 0.003714179154485464, 0.02492094412446022, -0.020813096314668655, 0.04135233536362648, -0.016773711889982224, 0.011638902127742767, -0.0016431391704827547, -0.008900336921215057, 0.006024843547493219, 0.0291657205671072, -0.010269619524478912, -0.014377467334270477, 0.0006974783609621227, -0.004826721269637346, 0.0073598939925432205, 0.0007916165050119162, 0.056414443999528885, -0.05449744686484337, -0.00883187260478735, -0.004826721269637346, -0.0005070624756626785, 0.009174193255603313, -0.002276432467624545, 0.017047569155693054, 0.002327780472114682, -0.001857089577242732, 0.009995763190090656, 0.030808858573436737, 0.027111796662211418, -0.018348386511206627, -0.04381704330444336, 0.023825516924262047, 0.017800673842430115, -0.005305970087647438, -0.005271737929433584, -0.06928569823503494, 0.021771593019366264, 0.003714179154485464, -0.020539239048957825, 0.015472893603146076, 0.01889610104262829, 0.012323543429374695, 0.018348386511206627, 0.028344150632619858, -0.022593162953853607, 0.021223880350589752, 0.006709484849125147, 0.025742514058947563, -0.001082589034922421, 0.0023791284766048193, 0.0023791284766048193, 0.029850361868739128, -0.04162619262933731, -0.00883187260478735, 0.056688301265239716, -0.03505363687872887, -0.015609822236001492, -0.0070860376581549644, -0.004587096627801657, -0.014719787985086441, 0.0018057414563372731, -0.040530767291784286, -0.024236302822828293, -0.037518344819545746, -0.02587944082915783, 0.050389599055051804, -0.009379586204886436, 0.01533596497029066, 0.01670524850487709, -0.0078391432762146, -0.017526818439364433, 0.036970630288124084, 0.015883678570389748, -0.014103610999882221, 0.005271737929433584, 0.0034403225872665644, -0.020128455013036728, -0.01095426082611084, 6.846413452876732e-05, 0.010680404491722584, 0.04655560851097107, 0.0194438137114048, 0.012323543429374695, -0.015883678570389748, -0.036970630288124084, 0.002584520960226655, -0.01095426082611084, 0.012939720414578915, 0.016294462606310844, 0.010269619524478912, -0.04354318603873253, 0.0072914301417768, 0.046007897704839706, -0.00821569561958313, 0.006435628514736891, 0.021360808983445168, 0.014788252301514149, 0.011296581476926804, -0.011501974426209927, 0.015609822236001492, 0.0014377468032762408, 0.013555898331105709, -0.031493499875068665, -0.008968801237642765, 0.0156782865524292, 0.03779220208525658, -0.021771593019366264, -0.02040231041610241, 0.010680404491722584, -0.006812180858105421, -0.03409513831138611, -0.003782643238082528, -0.01095426082611084, 0.018485315144062042, -0.04080462083220482, -0.021360808983445168, 0.04162619262933731, 0.011022725142538548, -0.019306885078549385, 0.001925553660839796, -0.006675252690911293, -0.0032178142573684454, -0.025468656793236732, 0.013966682367026806, -0.03067192994058132, 0.042721617966890335, -0.01369282603263855, 0.01916995644569397, -0.005134809762239456, 0.001249470398761332, -0.000962776830419898, -0.022319307550787926, -0.030945787206292152, 0.0010269619524478912, 0.0031322340946644545, -0.0058536832220852375, -0.008900336921215057, -0.0049294172786176205, 0.01745835319161415, -0.004124963656067848, -0.01622599922120571, -0.017800673842430115, 0.02861800603568554, -0.0273856520652771, -0.022045450285077095, -0.0005947821191512048, -0.023277804255485535, -0.008044535294175148, 0.03916148468852043, -0.003902455559000373, -0.01595214195549488, 0.01889610104262829, 0.050389599055051804, 0.02615329809486866, -0.016842175275087357, -0.010817333124577999, -0.033273566514253616, -0.013761290349066257, 0.031082715839147568, 0.008729176595807076, -0.006127539556473494, -0.018074531108140945, -0.0013436086010187864, -0.02492094412446022, 0.02889186330139637, -0.011501974426209927, 0.022867020219564438, 0.002755681285634637, 0.014514395967125893, -0.051211170852184296, 0.01307664904743433, -0.039709195494651794, -0.016568319872021675, 0.009995763190090656, 0.012665864080190659, 0.003782643238082528, -6.204561941558495e-05, -0.015883678570389748, -0.004022267647087574, -0.019717669114470482, 0.053949736058712006, 0.008284159936010838, -0.03409513831138611, -0.0005691081169061363, 0.03067192994058132, 0.028481079265475273, -0.024236302822828293, 0.01157043781131506, 0.0016944872913882136, 0.00455286493524909, -0.01184429507702589, -0.013555898331105709, -0.042173903435468674, 0.010475012473762035, 0.012871257029473782, -0.021634666249155998, -0.018348386511206627, 0.015815213322639465, -0.04902031645178795, 0.01916995644569397, -0.0033889745827764273, 0.007051805499941111, -0.006264468189328909, 0.0006375722005032003, 0.01095426082611084, -0.009448050521314144, -0.00883187260478735, 0.036696773022413254, 0.0015318848891183734, -0.01916995644569397, 0.015267501585185528, 0.004364588297903538, -0.006538324523717165, 0.015541357919573784, 0.0058536832220852375, -0.021360808983445168, -0.05230659618973732, -0.013966682367026806, -0.01889610104262829, 0.05203273892402649, -0.012323543429374695, -0.06408242881298065, 0.004279008135199547, -0.0001139285959652625, -0.0010098458733409643, -0.0011553321965038776, -0.002259316388517618, 0.025331728160381317, -0.059153009206056595, -0.006538324523717165, 0.019717669114470482, 0.02218237891793251, -0.026701010763645172, -0.01095426082611084, -0.03012421727180481, -0.009242657572031021, -0.019717669114470482, -0.0015661170473322272, -0.004450168460607529, -0.007565286476165056, 0.0010226829908788204, 0.010543475858867168, -0.009516513906419277, -0.001181006315164268, -0.002396244555711746, 0.0070860376581549644, 0.010748868808150291, -0.006230236031115055, 0.027933364734053612, -0.010680404491722584, -0.014035146683454514, -0.018759172409772873, -0.025742514058947563, 0.007804911118000746, 0.050663456320762634, -0.0059906113892793655, -0.039983052760362625, -0.014172075316309929, 0.005682522896677256, 0.001857089577242732, 0.017800673842430115, -0.012939720414578915, 0.009790371172130108, -0.04381704330444336, 0.040530767291784286, -0.009311121888458729, 0.030945787206292152, 0.05531901866197586, 0.034505922347307205, 0.008352624252438545, 0.040256910026073456, 0.003714179154485464, -0.017047569155693054, -0.001163890236057341, 0.04190004989504814, 0.012939720414578915, 0.018074531108140945, -0.04135233536362648, 0.01369282603263855, -0.0032006981782615185, 0.04190004989504814, 0.016636783257126808, -0.032041214406490326, -0.01691064052283764, 0.03231506794691086, -0.01595214195549488, -0.01430900301784277, 0.0010055669117718935, -0.00014227702922653407, -0.0032349301036447287, 0.002841261448338628, 0.01793760247528553, 0.009995763190090656, 0.011296581476926804, -0.051211170852184296, -0.031219644472002983, -0.006127539556473494, -0.007531054317951202, 0.032041214406490326, 0.02861800603568554, -0.0028754936065524817, 0.022867020219564438, -0.00883187260478735, -0.00422766013070941, -0.0035943668335676193, -0.011501974426209927, 0.0067779491655528545, 0.05285431072115898, 0.0017287193331867456, 0.03779220208525658, -0.020539239048957825, 0.02765950933098793, -0.020128455013036728, -0.010748868808150291, -0.046007897704839706, -0.00455286493524909, 0.03505363687872887, -0.0070860376581549644, -0.011981222778558731, -0.05011574551463127, -0.006846413016319275, -0.00023106644221115857, -0.015541357919573784, -0.0034403225872665644, -0.03039807453751564, 0.030261145904660225, 0.0291657205671072, 0.002584520960226655, 0.010611940175294876, 0.031219644472002983, -0.015130572952330112, 0.025194799527525902, 0.006709484849125147, -0.0062986998818814754, 0.003936687484383583, -0.005100577604025602, -0.029439575970172882, -0.028481079265475273, 0.01889610104262829, -0.017526818439364433, 0.04354318603873253, -0.021634666249155998, -0.028754934668540955, -0.033273566514253616, -0.014856716617941856, -0.024373231455683708, -0.019580742344260216, 0.036696773022413254, 0.0015404429286718369, -0.037244487553834915, -0.0078391432762146, -0.04436475783586502, -0.01643139123916626, 0.03833991289138794, -0.029987288638949394, 0.029439575970172882, -0.019991526380181313, 0.017800673842430115, -0.021771593019366264, 0.013966682367026806, 0.01821145974099636, -0.0468294657766819, 0.022456234320998192, 0.017526818439364433, -0.0044844006188213825, 0.03861377015709877, -0.0007873374852351844, 0.009858834557235241, -0.026564082130789757, -0.053402021527290344, -0.0012922604801133275, 0.03560134768486023, 0.019854597747325897, -0.028070293366909027, 0.02314087562263012, -0.01889610104262829, 0.015404429286718369, -0.03614906221628189, -0.011501974426209927, 0.009311121888458729, 0.031219644472002983, 0.017047569155693054, -0.002892609452828765, -0.005305970087647438, -0.021771593019366264, 0.043269332498311996, -0.013966682367026806, -0.010543475858867168, 0.02067616768181324, -0.014240539632737637, -0.0145828602835536, 0.031082715839147568, -0.003970919642597437, -0.0002567404881119728, 0.0027043332811444998, -0.06463013589382172, -0.016773711889982224, -0.042173903435468674, 0.004193427972495556, -0.021086951717734337, -0.020539239048957825, -0.031219644472002983, -0.02615329809486866, -0.028754934668540955, 0.007154501508921385, -0.013966682367026806, 0.037518344819545746, 0.0034403225872665644, -0.037244487553834915, -0.007941839285194874, -0.008078766986727715, -0.03587520495057106, -0.0018827635794878006, 0.0016688131727278233, 0.04436475783586502, -0.007804911118000746, 0.021771593019366264, 0.017389889806509018, -0.007804911118000746, 0.0004963649553246796, 0.031493499875068665, 0.0032178142573684454, -0.022730091586709023, -0.02889186330139637, -0.016636783257126808, -0.032999709248542786, -0.003953803330659866, 0.017116032540798187, 0.005100577604025602, 0.003697063075378537, -0.0018827635794878006, -0.017252961173653603, 0.022045450285077095, 0.00024283371749334037, 0.009379586204886436, -0.003714179154485464, -0.02492094412446022, 0.010680404491722584, 0.0037484110798686743, 0.03245199844241142, -0.025605585426092148, 0.03779220208525658, 0.0074968221597373486, 0.0036799469962716103, 0.005374434404075146, -0.017321424558758736, -0.017800673842430115, 0.01184429507702589, 0.010064227506518364, 0.040256910026073456, -0.0072914301417768, 0.009927298873662949, -0.03614906221628189, 0.024784015491604805, -0.002113830065354705, 0.026974868029356003, -0.022045450285077095, 0.026016369462013245, -0.028754934668540955, 0.0072229658253490925, 0.018485315144062042, -0.039435338228940964, 0.021223880350589752, 0.031219644472002983, -0.007736446801573038, -0.005682522896677256, 0.001857089577242732, -0.008489551953971386, -0.024099374189972878, 0.0070860376581549644, 0.015541357919573784, 0.009653442539274693, 0.039435338228940964, -0.04929417371749878, -0.025057872757315636, 0.032999709248542786, -0.026974868029356003, -0.047651033848524094, -0.048198748379945755, 0.022456234320998192, 0.002567404881119728, 0.0006632462609559298, 0.0034060904290527105, -0.008900336921215057, -0.02464708685874939, -0.006264468189328909, 0.023551661521196365, -0.019717669114470482, -0.011707366444170475, -0.0008215695852413774, -0.017526818439364433, 0.022867020219564438, 0.005203274078667164, 0.005100577604025602, -0.017047569155693054, -0.006401396356523037, 0.0078391432762146, 0.028754934668540955, -0.016568319872021675, -0.0008215695852413774, -0.026016369462013245, -0.020813096314668655, 0.03806605562567711, 0.008147231303155422, -0.0058536832220852375, -0.020128455013036728, -0.021771593019366264, -0.03231506794691086, -0.025331728160381317, 0.022867020219564438, -0.0029268416110426188, 0.039983052760362625, -0.006812180858105421, -0.03313663974404335, -0.01691064052283764, 0.009516513906419277, 0.03067192994058132, 0.022730091586709023, -0.0044844006188213825, 0.011159653775393963, 0.007394126150757074, -0.0034916705917567015, 0.0097219068557024, -0.04135233536362648, -0.039435338228940964, -0.009516513906419277, -0.018622243776917458, -0.009379586204886436, 0.030535003170371056, 0.003953803330659866, 0.021771593019366264, 0.047924891114234924, 0.019854597747325897, -0.001403514645062387, -0.028207221999764442, 0.014651323668658733, -0.03505363687872887, -0.0035772507544606924, 0.020539239048957825, 0.026837939396500587, 0.04354318603873253, 0.006538324523717165, 0.0036457150708884, 0.012871257029473782, 0.0030124217737466097, -0.02341473288834095, -0.0030124217737466097, 0.03313663974404335, -0.021771593019366264, 0.0022422003094106913, 0.004689793102443218, 0.004655560944229364, 0.012871257029473782, 0.039435338228940964, -0.03614906221628189, -0.008249927312135696, 0.021223880350589752, -0.03313663974404335, -0.026290226727724075, 0.01745835319161415, -0.00024497322738170624, -0.00046213288442231715, 0.0176637452095747, 0.0029953056946396828, -0.009653442539274693, 0.02464708685874939, -0.000710315362084657, -0.0009157077292911708, -0.017321424558758736, 0.014445931650698185, 0.014856716617941856, 0.011707366444170475, -0.025468656793236732, 0.011501974426209927, 0.009379586204886436, -0.010132691822946072, 0.028207221999764442, 0.03436899557709694, 0.029576504603028297, -0.01622599922120571, -0.01745835319161415, 0.010885796509683132, 0.031219644472002983, -0.0003872502420563251, -0.027522580698132515, -0.03245199844241142, 0.03642291948199272, -0.008694944903254509, 0.029302647337317467, -0.004279008135199547, -0.04628175124526024, 0.0018742055399343371, -0.019306885078549385, -0.0020025759004056454, 0.021497737616300583, 0.0176637452095747, 0.002413360634818673, 0.009584978222846985, -0.01889610104262829, 0.028754934668540955, -0.00578521890565753, -0.010064227506518364, -0.013213577680289745, -0.009242657572031021, -0.02464708685874939, -0.003953803330659866, -0.02040231041610241, 0.036696773022413254, 0.007428358308970928, -0.023003948852419853, 0.036970630288124084, 0.0035430188290774822, -0.02095002494752407, -0.03614906221628189, -0.042447760701179504, -0.03614906221628189, 0.03286278247833252, -0.018759172409772873, 0.018074531108140945, -0.02615329809486866, -0.017389889806509018, 0.005066345911473036, 0.00398803548887372, -0.011296581476926804, 0.027111796662211418, 0.031082715839147568, 0.0273856520652771, 0.01889610104262829, 0.040530767291784286, -0.008386855944991112, 0.013350505381822586, 0.045460183173418045, -0.019717669114470482, 0.0018142994958907366, -0.021086951717734337, -0.016636783257126808, 0.022593162953853607, -0.03642291948199272, -0.024510158225893974, 0.005203274078667164, 0.006641020532697439, 0.027111796662211418, -0.019991526380181313, -0.051485028117895126, 0.00910572987049818, -0.018348386511206627, -0.007804911118000746, -0.016499854624271393, 0.018074531108140945, 0.042721617966890335, -0.005545594729483128, -0.0388876274228096, 0.04080462083220482, -0.0008515226072631776, -0.004587096627801657, -0.008694944903254509, -0.0010098458733409643, -0.002259316388517618, -0.015472893603146076, -0.0015147689264267683, 0.002652985043823719, -0.00766798248514533, -0.02861800603568554, 0.023551661521196365, -0.006435628514736891, -0.042173903435468674, 0.01821145974099636, 0.029987288638949394, 0.022319307550787926, 0.024510158225893974, 0.016089070588350296, 0.023551661521196365, -0.03614906221628189, -0.017800673842430115, 0.029576504603028297, -0.0019854598212987185, 0.012049687094986439, 0.019717669114470482, 0.021360808983445168, 0.005614058580249548, 0.03916148468852043, -0.04190004989504814, 0.006812180858105421, -0.014240539632737637, -0.01916995644569397, -0.030808858573436737, -0.011228117160499096, -0.025742514058947563, 0.03642291948199272, 0.01307664904743433, 0.030261145904660225, -0.006435628514736891, 0.009858834557235241, 0.039435338228940964, -0.016499854624271393, -0.0156782865524292, 0.015472893603146076, -0.019306885078549385, -0.018622243776917458, -0.017389889806509018, 0.026016369462013245, 0.042721617966890335, -0.011501974426209927, 0.022867020219564438, 0.024236302822828293, -0.028207221999764442, 0.03368435055017471, 0.03354742377996445, -0.017800673842430115, -0.0021737362258136272, -0.016773711889982224, -0.031219644472002983, -0.008044535294175148, -0.008968801237642765, -0.01821145974099636, -0.008694944903254509, 0.03779220208525658, 0.0020881560631096363, 0.019991526380181313, -0.009174193255603313, -0.007770678959786892, 0.007325661834329367, 0.015472893603146076, 0.021223880350589752, 0.012597399763762951, 0.012871257029473782, 0.01718449778854847, -0.021223880350589752, -0.029302647337317467, 0.014856716617941856, -0.03217814117670059, 0.06873799115419388, 0.04463861510157585, -0.039709195494651794, 0.002618753118440509, 0.007462590467184782, -0.0070860376581549644, 0.008318391628563404, -0.018074531108140945, 0.021223880350589752, -0.009448050521314144, -0.029713433235883713, -0.0009713348699733615, -0.024373231455683708, 0.01821145974099636, -0.00883187260478735, 0.02889186330139637, -0.010475012473762035, 0.0042618922889232635, 0.002182294148951769, -0.007941839285194874, -0.015883678570389748, 0.013555898331105709, 0.053128164261579514, -0.015815213322639465, -0.015404429286718369, 0.019580742344260216, -0.017252961173653603, 0.02861800603568554, -0.006401396356523037, -0.023551661521196365, -0.025605585426092148, -0.004792489111423492, 0.002028249902650714, 0.04381704330444336, -0.03560134768486023, -0.03614906221628189, 0.021360808983445168, -0.022730091586709023, 0.006230236031115055, 0.005956379231065512, -0.04710332304239273, -0.003697063075378537, 0.0010012879502028227, -0.010406548157334328, 0.028207221999764442, -0.024099374189972878, 0.004997881595045328, 0.009174193255603313, 0.014377467334270477, -0.020813096314668655, -0.020813096314668655, -0.04463861510157585, -0.055866729468107224, 0.029850361868739128, -0.02368859015405178, -0.0388876274228096, 0.02642715536057949, 0.0016089071286842227, -0.005374434404075146, -0.011159653775393963, 0.0029610737692564726, -0.020539239048957825, -0.007154501508921385, 0.00766798248514533, -0.02218237891793251, -0.020539239048957825, 0.039435338228940964, 0.0074968221597373486, -0.011981222778558731, -0.016020607203245163, 0.015130572952330112, -0.006196003872901201, -0.006401396356523037, 0.02464708685874939, -0.003902455559000373, 0.018622243776917458, 0.017526818439364433, -0.004244775976985693, -0.008078766986727715, -0.013487434014678001, -0.0016859292518347502, 0.021771593019366264, 0.018759172409772873, 0.0072914301417768, -0.03409513831138611, -0.016294462606310844, -0.019991526380181313, -0.004963649436831474, 0.03560134768486023, 0.030808858573436737, 0.02464708685874939, 0.027796437963843346, -0.003885339479893446, 0.0034232065081596375, -0.008112999610602856, 0.02615329809486866, 0.024510158225893974, 0.02040231041610241, -0.0021223879884928465, 0.022730091586709023, -0.0070860376581549644, -0.010132691822946072, 0.0004343193431850523, 0.01821145974099636, -0.024784015491604805, -0.03861377015709877, -0.006880645174533129, -0.025057872757315636, 0.0034916705917567015, -0.005271737929433584, 0.02095002494752407, -0.024236302822828293, 0.009037265554070473, 0.029850361868739128, 0.013282041065394878, 0.023962445557117462, -0.0037484110798686743, -0.006538324523717165, 0.01430900301784277, 0.008318391628563404, -0.002550288802012801, -0.002687217202037573, -0.00034232065081596375, -0.00821569561958313, 0.009311121888458729, 0.037518344819545746, -0.04463861510157585, 0.025605585426092148, 0.010201155208051205, -0.012049687094986439, 0.004518632777035236, -0.0010269619524478912, -0.0023791284766048193, -0.020265383645892143, 0.030535003170371056, -0.01793760247528553, 0.001163890236057341, 0.0004107847926206887, -0.015130572952330112, 0.028481079265475273, -0.05504516139626503, 0.02889186330139637, 0.013418969698250294, 0.028344150632619858, -0.00273856520652771, 0.01615753397345543, 0.0006803622818551958, -0.015541357919573784, 0.023962445557117462, -0.02190852165222168, -0.00273856520652771, 0.012049687094986439, 0.030261145904660225, -0.004518632777035236, 0.001403514645062387, -0.027933364734053612, -0.008112999610602856, -0.005682522896677256, 0.019854597747325897, 0.0033376263454556465, -0.007907606661319733, 0.003833991242572665, -0.007770678959786892, -0.007462590467184782, 0.009790371172130108, 0.0013521666405722499, -0.002807029290124774, -0.008763409219682217, -0.0036114829126745462, -0.0074968221597373486, -0.01615753397345543, 0.016362927854061127, -0.012528936378657818, -0.006469860207289457, -0.01369282603263855, 0.011912758462131023, 0.03258892521262169, 0.056414443999528885, 0.016362927854061127, -0.009927298873662949, -0.0016003490891307592, 0.005579826887696981, 0.030535003170371056, 0.014856716617941856, -0.004313240293413401, -0.005579826887696981, -0.002670101122930646, 0.03012421727180481, -0.04190004989504814, -0.014240539632737637, -0.006949109490960836, -0.013555898331105709, -0.002413360634818673, 0.00547713041305542, -0.002533172955736518, -0.002772797364741564, -0.012734328396618366, -0.015267501585185528, -0.03505363687872887, -0.020128455013036728, -0.002909725531935692, -0.024510158225893974, 0.021634666249155998, -0.006469860207289457, -0.0008001745445653796, 0.009790371172130108, 0.022456234320998192, 0.039983052760362625, 0.026974868029356003, 0.006264468189328909, 0.019306885078549385, -0.020128455013036728, 0.005305970087647438, 0.010680404491722584, 0.028070293366909027, 0.007428358308970928, 0.025742514058947563, 0.011365045793354511, 0.03861377015709877, -0.02341473288834095, 0.037244487553834915, -0.014993644319474697, -0.03258892521262169, 0.031219644472002983, 0.020128455013036728, 0.006367164198309183, 0.008660712279379368, 0.0008558016270399094, 0.018759172409772873, -0.030945787206292152, -0.021634666249155998, -0.04737718030810356, -0.0035430188290774822, 0.03217814117670059, 0.021223880350589752, -0.002670101122930646, -0.013282041065394878, -0.0005819451180286705, -0.0014719788450747728, -0.03245199844241142, -0.011638902127742767, -0.018485315144062042, -0.007051805499941111, -0.014856716617941856, -0.017800673842430115, -0.006914877332746983, -0.004518632777035236, -0.018622243776917458, -0.006367164198309183, -0.004587096627801657, 0.03163042664527893, -0.033958207815885544, 0.006504092365503311, -0.009379586204886436, -0.0023106643930077553, 0.055866729468107224, -0.028754934668540955, -3.423206726438366e-05, 0.05258045345544815, 0.015746749937534332, -0.03779220208525658, 0.006435628514736891, -0.008318391628563404, 0.012939720414578915, -0.029850361868739128, -0.02314087562263012, -0.02218237891793251, -0.0017800674540922046, -0.009037265554070473, -0.03587520495057106, 0.04162619262933731, -0.0070860376581549644, 0.006196003872901201, 0.006127539556473494, 0.013898218981921673, -0.006024843547493219, 0.021634666249155998, 0.018348386511206627, -0.015062108635902405, 0.037518344819545746, 0.036696773022413254, -0.008421087637543678, 0.027111796662211418, -0.0035772507544606924, -0.012871257029473782, 0.01889610104262829, -0.01369282603263855, -0.026701010763645172, 0.027111796662211418, -0.022319307550787926, -0.020128455013036728, 0.008489551953971386, -0.011159653775393963, -0.014172075316309929, -0.01615753397345543, 0.029028791934251785]; 

4. sample_mflix 데이터베이스로 전환합니다.

   use sample_mflix

5. 임베딩을 mongosh에 로드합니다.

   load('embeddings.js');

Native Reranking으로 $vectorSearch 및 $search를 실행합니다.

다음 쿼리는 $vectorSearch 및 $search 단계 뒤에 $rerank 단계를 사용하여 무술에 대한 쿼리 와 가장 관련성이 높은 상위 10개 영화를 찾습니다.

1
db.embedded_movies.aggregate([
2
  {
3
    "$vectorSearch": {
4
      "index": "vector_index",
5
      "path": "plot_embedding_voyage_4_large",
6
      "queryVector": MARTIAL_ARTS_EMBEDDINGS,
7
      "numCandidates": 100,
8
      "limit": 100
9
    }
10
  },
11
  { 
12
    "$project": {
13
      "_id": 0,
14
      "title": 1,
15
      "fullplot": 1,
16
      "vectorScore": { "$meta": "vectorSearchScore" }
17
    }
18
  },
19
  {
20
    "$match": {
21
      "fullplot": { "$exists": true, "$type": "string" }
22
    }
23
  },
24
  {
25
    "$rerank": {
26
      "model": "rerank-2.5",
27
      "query": {
28
        "text": "martial arts; focus on combat styles and fight choreography"
29
      },
30
      "path": "fullplot",
31
      "numDocsToRerank": 100
32
    }
33
  },
34
  {
35
    "$addFields": {
36
      "rerankScore": { "$meta": "score" }
37
    }
38
  },
39
  { "$limit": 10 },
40
  {
41
    "$project": {
42
      "_id": 0,
43
      "title": 1,
44
      "fullplot": 1,
45
      "vectorScore": 1,
46
      "rerankScore": 1
47
    }
48
  }
49
])

[
  {
    title: 'The Real Miyagi',
    fullplot: 'The life of the greatest karate master of a generation.',
    vectorScore: 0.7579228281974792,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Kung Fu Killer',
    fullplot: 'A Caucasian monk in Shanghai infiltrates the underworld to find the killers of his spiritual female Grandmaster.',
    vectorScore: 0.7047170996665955,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Dragon Tiger Gate',
    fullplot: 'Three young martial arts masters emerge from the back streets of Hong Kong to help the powerless fight injustice.',
    vectorScore: 0.7224205732345581,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Pistol Opera',
    fullplot: 'The No. 3 assassin of Japan is given the chance to usurp No. 1 and take their place.',
    vectorScore: 0.6872181296348572,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Once Upon a Time in Shanghai',
    fullplot: 'A laborer moves to Shanghai in the hope of becoming rich. But ends up using his kung fu skills to survive.',
    vectorScore: 0.6834211349487305,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Yasmine',
    fullplot: "A young woman who lives with her strict father works to become a a champion at Silat, Brunei's version of kung fu.",
    vectorScore: 0.7219811677932739,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Best of the Best',
    fullplot: 'Team USA gets rid of personal ghosts while fighting Team Korea in Taekwondo championship. "Adversity overcome" formula with excellent fighting scenes.',
    vectorScore: 0.6988193988800049,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Dragon Strike',
    fullplot: 'The adventures of a restless martial arts student called Dragon, who, while constantly pursuing a girl, gets involved in the affairs of a gang of thieves.',
    vectorScore: 0.7163552641868591,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Legendary Weapons of China',
    fullplot: "A band of killers from an ailing kung fu and magic society are sent on a manhunt for a former member of the society, whose bad mouthing threatens it's existence.",
    vectorScore: 0.7019355893135071,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'The Touch',
    fullplot: 'A sister and brother, the last heirs of a family of acrobats, are called upon by a Buddhist monk sect to retrieve an artifact that their ancestors have protected throughout the ages.',
    vectorScore: 0.6897575855255127,
    rerankScore: 0.5986876487731934
  }
]

1
db.embedded_movies.aggregate([
2
  {
3
    "$search": {
4
      "index": "search_index",
5
      "text": {
6
        "query": "martial arts",
7
        "path": "fullplot"
8
      }
9
    }
10
  },
11
  {
12
    "$limit": 100
13
  },
14
  { 
15
    "$project": {
16
      "_id": 0,
17
      "title": 1,
18
      "fullplot": 1,
19
      "searchScore": { "$meta": "searchScore" }
20
    }
21
  },
22
  {
23
    "$match": {
24
      "fullplot": { "$exists": true, "$type": "string" }
25
    }
26
  },
27
  {
28
    "$rerank": {
29
      "model": "rerank-2.5",
30
      "query": {
31
        "text": "martial arts; prioritize movie plots about martial arts competition and training"
32
      },
33
      "path": "fullplot",
34
      "numDocsToRerank": 100
35
    }
36
  },
37
  {
38
    "$addFields": {
39
      "rerankScore": { "$meta": "score" }
40
    }
41
  },
42
  { "$limit": 10 },
43
  {
44
    "$project": {
45
      "_id": 0,
46
      "title": 1,
47
      "fullplot": 1,
48
      "searchScore": 1,
49
      "rerankScore": 1
50
    }
51
  }
52
])

[
  {
    title: 'Dragon Tiger Gate',
    fullplot: 'Three young martial arts masters emerge from the back streets of Hong Kong to help the powerless fight injustice.',
    searchScore: 5.30598258972168,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Dragon Strike',
    fullplot: 'The adventures of a restless martial arts student called Dragon, who, while constantly pursuing a girl, gets involved in the affairs of a gang of thieves.',
    searchScore: 5.074832439422607,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Here Comes the Boom',
    fullplot: 'A high school biology teacher looks to become a successful mixed-martial arts fighter in an effort to raise money to prevent extra-curricular activities from being axed at his cash-strapped school.',
    searchScore: 4.862981796264648,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Here Comes the Boom',
    fullplot: 'A high school biology teacher looks to become a successful mixed-martial arts fighter in an effort to raise money to prevent extra-curricular activities from being axed at his cash-strapped school.',
    searchScore: 4.862981796264648,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Vampire Effect',
    fullplot: "It's a high-kicking battle on the dark side when an ace vampire slayer and his beautiful sidekicks wage the ultimate martial-arts showdown with one of the most dangerous of the undead.",
    searchScore: 4.862981796264648,
    rerankScore: 0.5986876487731934
  },
  {
    fullplot: 'FBI agent Malcolm Turner and his son, Trent, go undercover at an all-girls performing arts school after Trent witnesses a murder. Posing as Big Momma and Charmaine, they must find the murderer before he finds them.',
    title: 'Big Mommas: Like Father, Like Son',
    searchScore: 2.3932719230651855,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'The Last Dragon',
    fullplot: 'In New York City, a young man searches for the "master" to obtain the final level of martial arts mastery known as the glow. Along the way, he must fight an evil martial arts expert and rescue a beautiful singer from an obsessed music promoter.',
    searchScore: 5.777412414550781,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'SPL: Kill Zone',
    fullplot: 'Chan, an articulate senior detective nearing the end of his career, is taking care of the daughter of a witness killed by ruthless crime lord Po. Martial arts expert Ma is set to take over as head of the crime unit, replacing Chan who wants an early retirement.',
    searchScore: 4.463685035705566,
    rerankScore: 0.5986876487731934
  },
  {
    title: 'Fighter in the Wind',
    fullplot: 'A young Korean man arrives in Japan near the end of World War II with hopes of being a fighter pilot, but ends up on the streets battling racism, organized crime, occupying American servicemen, and his own fear of failure as a martial artist. (Korean with English subtitles)',
    searchScore: 2.2145204544067383,
    rerankScore: 0.5986876487731934
  },
  {
    title: "Bruce Lee: A Warrior's Journey",
    fullplot: "Legendary martial artist Bruce Lee is the subject of this thoughtful documentary by Lee aficionado John Little. Using interviews, behind-the-scenes footage and action sequences from Lee's last (unfinished) film, Game of Death, Little paints a textured, complex portrait of the world's most famous action hero.",
    searchScore: 2.2390332221984863,
    rerankScore: 0.5986876487731934
  }
]