Skip to content

Deploy Paddle model with InferenceService

In this example, we use a trained paddle resnet50 model to classify images by running an inference service with Paddle predictor.

Create the InferenceService

apiVersion: "serving.kserve.io/v1beta1"
kind: "InferenceService"
metadata:
  name: "paddle-resnet50"
spec:
  predictor:
    paddle:
      storageUri: "https://zhouti-mcp-edge.cdn.bcebos.com/resnet50.tar.gz"

apiVersion: "serving.kserve.io/v1beta1"
kind: "InferenceService"
metadata:
  name: "paddle-resnet50"
spec:
  predictor:
    model:
      modelFormat:
        name: paddle
      storageUri: "https://zhouti-mcp-edge.cdn.bcebos.com/resnet50.tar.gz"

Apply the above yaml to create the InferenceService 

kubectl apply -f paddle.yaml

Expected Output

$ inferenceservice.serving.kserve.io/paddle-resnet50 created

Run a Prediction

The first step is to determine the ingress IP and ports and set INGRESS_HOST and INGRESS_PORT

MODEL_NAME=paddle-resnet50
SERVICE_HOSTNAME=$(kubectl get inferenceservice ${MODEL_NAME} -o jsonpath='{.status.url}' | cut -d "/" -f 3)
curl -v -H "Host: ${SERVICE_HOSTNAME}" http://${INGRESS_HOST}:${INGRESS_PORT}/v1/models/${MODEL_NAME}:predict -d @./jay.json

Expected Output

*   Trying 127.0.0.1:80...
* TCP_NODELAY set
* Connected to localhost (127.0.0.1) port 80 (#0)
> POST /v1/models/paddle-resnet50:predict HTTP/1.1
> Host: paddle-resnet50.default.example.com
> User-Agent: curl/7.68.0
> Accept: */*
> Content-Length: 3010209
> Content-Type: application/x-www-form-urlencoded
> Expect: 100-continue
>
* Mark bundle as not supporting multiuse
< HTTP/1.1 100 Continue
* We are completely uploaded and fine
* Mark bundle as not supporting multiuse
< HTTP/1.1 200 OK
< content-length: 23399
< content-type: application/json; charset=UTF-8
< date: Mon, 17 May 2021 03:34:58 GMT
< server: istio-envoy
< x-envoy-upstream-service-time: 511
<
{"predictions": [[6.736678770380422e-09, 1.1535990829258935e-08, 5.142250714129659e-08, 6.647170636142619e-08, 4.094492567219277e-08, 1.3402451770616608e-07, 9.355561303436843e-08, 2.8935891904779965e-08, 6.845367295227334e-08, 7.680615965455218e-08, 2.0334689452283783e-06, 1.1085678579547675e-06, 2.3477592492326949e-07, 6.582037030966603e-07, 0.00012373103527352214, 4.2878804151769145e-07, 6.419959845516132e-06, 0.9993496537208557, 7.372002437477931e-05, 3.101135735050775e-05, 5.6028093240456656e-06, 2.1862508674530545e-06, 1.9544044604913324e-08, 3.728893887000595e-07, 4.2903633357127546e-07, 1.8251179767503345e-07, 7.159925985433802e-08, 9.231618136595898e-09, 6.469241498052725e-07, 7.031690341108288e-09, 4.451231561120039e-08, 1.2455971898361895e-07, 9.44632745358831e-08, 4.347704418705689e-08, 4.658220120745682e-07, 6.797721141538204e-08, 2.1060276367279585e-07, 2.2605123106700376e-08, 1.4311490303953178e-07, 7.951298641728499e-08, 1.2341783417468832e-07, 1.0921713737843675e-06, 1.5243892448779661e-05, 3.1173343018053856e-07, 2.4152058131221565e-07, 6.863762536113427e-08, 8.467682022228473e-08, 9.4246772164297e-08, 1.0219210366813058e-08, 3.3770753304906975e-08, 3.6928835100979995e-08, 1.3694031508748594e-07, 1.0674284567357972e-07, 2.599483650556067e-07, 3.4866405940192635e-07, 3.132053549848024e-08, 3.574873232992104e-07, 6.64843895492595e-08, 3.1638955988455564e-07, 1.2095878219042788e-06, 8.66409024524728e-08, 4.0144172430700564e-08, 1.2544761318622477e-07, 3.3201178695208e-08, 1.9731444922399533e-07, 3.806405572959193e-07, 1.3827865075199952e-07, 2.300225965257141e-08, 7.14422512260171e-08, 2.851114544455413e-08, 2.982567437470607e-08, 8.936032713791064e-08, 6.22388370175031e-07, 6.478838798784636e-08, 1.3663023423760023e-07, 9.973181391842445e-08, 2.5761554667269593e-08, 4.130220077058766e-08, 3.9384463690339544e-08, 1.2158079698565416e-07, 4.302821707824478e-06, 1.8179063090428826e-06, 1.8520155435908237e-06, 1.6246107179540559e-06, 1.6448313544970006e-05, 1.0544916221988387e-05, 3.993061909568496e-06, 2.646479799750523e-07, 1.9193475964129902e-05, 4.803242745765601e-07, 1.696285067964709e-07, 4.550505764200352e-06, 4.235929372953251e-05, 4.443338639248395e-06, 5.104009687784128e-06, 1.3506396498996764e-05, 4.1758724478313525e-07, 4.494491463447048e-07, 3.156698369366495e-07, 1.0557599807725637e-06, 1.336463917311903e-08, 1.3893659556174498e-08, 6.770379457066156e-08, 1.4129696523923485e-07, 7.170518756538513e-08, 7.934466594861078e-08, 2.639154317307657e-08, 2.6134321373660896e-08, 7.196725881897237e-09, 2.1752363466021052e-08, 6.684639686227456e-08, 3.417795824134373e-08, 1.6228275967478112e-07, 4.107114648377319e-07, 6.472135396506928e-07, 2.951379372007068e-07, 5.653474133282543e-09, 4.830144462175667e-08, 8.887481861563629e-09, 3.7306168820805397e-08, 1.7784264727538357e-08, 4.641905082536368e-09, 3.413118676576232e-08, 1.937393818707278e-07, 1.2980176506971475e-06, 3.5641004814124244e-08, 2.149332445355867e-08, 3.055293689158134e-07, 1.5532516783878236e-07, 1.4520978766086046e-06, 3.488464628276233e-08, 3.825438398052938e-05, 4.5088432898410247e-07, 4.1766969616219285e-07, 6.770622462681786e-07, 1.4142248971893423e-07, 1.4235997696232516e-05, 6.293820433711517e-07, 4.762866865348769e-06, 9.024900577969674e-07, 9.058987870957935e-07, 1.5713684433649178e-06, 1.5720647184025438e-07, 1.818536503606083e-07, 7.193188622522939e-08, 1.1952824934269302e-06, 8.874837362782273e-07, 2.0870831463071227e-07, 9.906239029078279e-08, 7.793621747964607e-09, 1.0058498389753368e-07, 4.2059440374941914e-07, 1.843624630737395e-07, 1.6437947181202617e-07, 7.025352743994517e-08, 2.570448600636155e-07, 7.586877615040066e-08, 7.841313731660193e-07, 2.495309274763713e-07, 5.157681925993529e-08, 4.0674127177453556e-08, 7.531796519799627e-09, 4.797485431140558e-08, 1.7419973019627832e-08, 1.7958679165985814e-07, 1.2566392371127222e-08, 8.975440124459055e-08, 3.26965476915575e-08, 1.1208359751435637e-07, 3.906746215420753e-08, 4.6769045525252295e-08, 1.8523553535487736e-07, 1.4833052830454108e-07, 1.2279349448363064e-07, 1.0729105497375713e-06, 3.6538490011395197e-09, 1.6198403329781286e-07, 1.6190719875908144e-08, 1.2004933580556099e-07, 1.4800277448046018e-08, 4.02294837442696e-08, 2.15060893538066e-07, 1.1925696696835075e-07, 4.8982514044837444e-08, 7.608920071788816e-08, 2.3137479487900237e-08, 8.521050176568679e-08, 9.586213423062873e-08, 1.3351650807180704e-07, 3.021699157557123e-08, 4.423876376336011e-08, 2.610667060309879e-08, 2.3977091245797055e-07, 1.3192564551900432e-07, 1.6734931662654162e-08, 1.588336999702733e-07, 4.0643516285854275e-07, 8.753454494581092e-08, 8.366999395548191e-07, 3.437598650180007e-08, 7.847892646850596e-08, 8.526394701391382e-09, 9.601382799928615e-08, 5.258924034023948e-07, 1.3557448141909845e-07, 1.0307226716577134e-07, 1.0429813457335513e-08, 5.187714435805901e-08, 2.187001335585137e-08, 1.1791439824548888e-08, 2.98065643278278e-08, 4.338393466696289e-08, 2.9991046091026874e-08, 2.8507610494443725e-08, 3.058665143385042e-08, 6.441099031917474e-08, 1.5364101102477434e-08, 1.5973883549236234e-08, 2.5736850872704053e-08, 1.0903765712555469e-07, 3.2118737891551064e-08, 6.819742992547617e-09, 1.9251311300649832e-07, 5.8258109447706374e-08, 1.8765761922168167e-07, 4.0070790419122204e-07, 1.5791577823165426e-08, 1.950158434738114e-07, 1.0142063189277906e-08, 2.744815041921811e-08, 1.2843531571604672e-08, 3.7297493094001766e-08, 7.407496838141014e-08, 4.20607833007125e-08, 1.6924804668860816e-08, 1.459203531339881e-07, 4.344977000414474e-08, 1.7191403856031684e-07, 3.5817443233554513e-08, 8.440249388286247e-09, 4.194829728021432e-08, 2.514032360068086e-08, 2.8340199520471288e-08, 8.747196034164517e-08, 8.277125651545703e-09, 1.1676293709683705e-08, 1.4548514570833504e-07, 7.200282148289716e-09, 2.623600948936655e-06, 5.675736929333652e-07, 1.9483527466945816e-06, 6.752595282932816e-08, 8.168475318370838e-08, 1.0933046468153407e-07, 1.670913718498923e-07, 3.1387276777650186e-08, 2.973524537708272e-08, 5.752163900751839e-08, 5.850877471402782e-08, 3.2544622285968217e-07, 3.330221431951941e-08, 4.186786668469722e-07, 1.5085906568401697e-07, 2.3346819943981245e-07, 2.86402780602657e-07, 2.2940319865938363e-07, 1.8537603807544656e-07, 3.151798182443599e-07, 1.1075967449869495e-06, 1.5369782602192572e-07, 1.9237509718550427e-07, 1.64044664074936e-07, 2.900835340824415e-07, 1.246654903752642e-07, 5.802622027317739e-08, 5.186220519703966e-08, 6.0094205167615655e-09, 1.2333241272699524e-07, 1.3798474185477971e-07, 1.7370231830682314e-07, 5.617761189569137e-07, 5.1604470030497396e-08, 4.813277598714194e-08, 8.032698417537176e-08, 2.0645263703045202e-06, 5.638597713186755e-07, 8.794199857220519e-07, 3.4785980460583232e-06, 2.972389268052211e-07, 3.3904532870110415e-07, 9.469074058188198e-08, 3.754845678827223e-08, 1.5679037801419327e-07, 8.203105039683578e-08, 6.847962641387539e-09, 1.8251624211984563e-08, 6.050240841659615e-08, 3.956342808919544e-08, 1.0699947949888156e-07, 3.2566634899922065e-07, 3.5369430406717584e-07, 7.326295303755614e-08, 4.85765610847011e-07, 7.717713401689252e-07, 3.4567779749750116e-08, 3.246204585138912e-07, 3.1608601602783892e-06, 5.33099466792919e-08, 3.645687343123427e-07, 5.48158936908294e-07, 4.62306957160763e-08, 1.3466177506415988e-07, 4.3529482240955986e-08, 1.6404105451783835e-07, 2.463695381038633e-08, 5.958712634424046e-08, 9.493651020875404e-08, 5.523462576206839e-08, 5.7412357534758485e-08, 1.1850350347231142e-05, 5.8263944993086625e-06, 7.4208674050169066e-06, 9.127966222877149e-07, 2.0019581370434025e-06, 1.033498961078294e-06, 3.5146850763112525e-08, 2.058995278275688e-06, 3.5655509122989315e-07, 6.873234070781109e-08, 2.1935298022413008e-09, 5.560363547374436e-08, 3.3266996979364194e-07, 1.307369217329324e-07, 2.718762992515167e-08, 1.0462929189714032e-08, 7.466680358447775e-07, 6.923166040451179e-08, 1.6145664361033596e-08, 8.568521003837759e-09, 4.76221018175238e-09, 1.233977116044116e-07, 8.340628632197422e-09, 3.2649041248333788e-09, 5.0632489312363305e-09, 4.0704994930251814e-09, 1.2043538610839732e-08, 5.105608380517879e-09, 7.267142887457112e-09, 1.184516307262129e-07, 7.53557927168913e-08, 6.386964201965384e-08, 1.6212936770898523e-08, 2.610429419291904e-07, 6.979425393183192e-07, 6.647513117741255e-08, 7.717492849224072e-07, 6.651206945207377e-07, 3.324495310152997e-07, 3.707282019149716e-07, 3.99564243025452e-07, 6.411632114122767e-08, 7.107352217872176e-08, 1.6380016631956096e-07, 6.876800995314625e-08, 3.462474467141874e-07, 2.0256503319160402e-07, 6.19610148078209e-07, 2.6841073363925716e-08, 6.720335363752383e-07, 1.1348340649419697e-06, 1.8397931853542104e-06, 6.397251581802266e-07, 7.257533241045167e-08, 4.2213909523525217e-07, 3.9657925299252383e-07, 1.4037439655112394e-07, 3.249856774800719e-07, 1.5857655455420172e-07, 1.1122217102865761e-07, 7.391420808744442e-08, 3.42322238111592e-07, 5.39796154441774e-08, 8.517296379295658e-08, 4.061009803990601e-06, 1.4478755474556237e-05, 7.317032757470088e-09, 6.9484960008026064e-09, 4.468917325084476e-08, 9.23141172393116e-08, 5.411982328951126e-08, 2.2242811326123046e-07, 1.7609554703312824e-08, 2.0906279374344194e-08, 3.6797682678724186e-09, 6.177919686933819e-08, 1.7920288541972695e-07, 2.6279179721200308e-08, 2.6988200119149042e-08, 1.6432807115052128e-07, 1.2827612749788386e-07, 4.468908798571647e-08, 6.316552969565237e-08, 1.9461760203398626e-08, 2.087125849925542e-08, 2.2414580413965268e-08, 2.4765244077684656e-08, 6.785398465325443e-09, 2.4248794971981624e-08, 4.554979504689527e-09, 2.8977037658250993e-08, 2.0402325162649504e-08, 1.600950270130852e-07, 2.0199709638291097e-07, 1.611188515937556e-08, 5.964113825029926e-08, 4.098318573397819e-09, 3.9080127578472457e-08, 7.511338218080255e-09, 5.965624154669058e-07, 1.6478223585636442e-07, 1.4106989354445432e-08, 3.2855584919389e-08, 3.3387166364917675e-09, 1.220043444050134e-08, 4.624639160510924e-08, 6.842309385746148e-09, 1.74262879681919e-08, 4.6611329906909305e-08, 9.331947836699328e-08, 1.2306078644996887e-07, 1.2359445022980253e-08, 1.1173199254699284e-08, 2.7724862405875683e-08, 2.419210147763806e-07, 3.451186785241589e-07, 2.593766978975509e-08, 9.964568192799561e-08, 9.797809674694236e-09, 1.9085564417764544e-07, 3.972706252852731e-08, 2.6639204619982593e-08, 6.874148805735558e-09, 3.146993776681484e-08, 2.4086594407890516e-07, 1.3126927456141857e-07, 2.1254339799270383e-07, 2.050203384840188e-08, 3.694976058454813e-08, 6.563175816154398e-07, 2.560050127442537e-08, 2.6882981174480847e-08, 6.880636078676616e-07, 2.0092733166166e-07, 2.788039665801989e-08, 2.628409134786125e-08, 5.1678345158734373e-08, 1.8935413947929192e-07, 4.61852835087484e-07, 1.1086777718105623e-08, 1.4542604276357451e-07, 2.8737009216683873e-08, 6.105167926762078e-07, 1.2016463379893594e-08, 1.3944705301582871e-07, 2.093712758721722e-08, 4.3801410498645055e-08, 1.966320795077081e-08, 6.654448991838535e-09, 1.1149590584125235e-08, 6.424939158478082e-08, 6.971554888934861e-09, 3.260019587614238e-09, 1.4260189473702667e-08, 2.7895078247297533e-08, 8.11578289017234e-08, 2.5995715802196173e-08, 2.2855578762914774e-08, 1.055962854934478e-07, 8.145542551574181e-08, 3.7793686402665116e-08, 4.881891513264236e-08, 2.342062366267328e-08, 1.059935517133681e-08, 3.604105103249822e-08, 5.062430830093945e-08, 3.6804440384230475e-08, 1.501580193519203e-09, 1.4475033367489232e-06, 1.076210423889279e-06, 1.304991315009829e-07, 3.073601462233455e-08, 1.7184021317007137e-08, 2.0421090596300928e-08, 7.904992216367646e-09, 1.6902052379919041e-07, 1.2416506933732308e-08, 5.4758292122869534e-08, 2.6250422280327257e-08, 1.3261367115546818e-08, 6.29807459517906e-08, 1.270998595259698e-08, 2.0171681569536304e-07, 4.386637186826192e-08, 6.962349630157405e-08, 2.9565120485131047e-07, 7.925131626507209e-07, 2.0868920103112032e-07, 1.7341794489311724e-07, 4.2942417621816276e-08, 4.213406956665722e-09, 8.824785169281313e-08, 1.7341569957807224e-08, 7.321587247588468e-08, 1.7941774288487977e-08, 1.1245148101579616e-07, 4.242405395871174e-07, 8.259573469615589e-09, 1.1336403105133286e-07, 8.268798978861014e-08, 2.2186977588489754e-08, 1.9539720952366224e-08, 1.0675703876472653e-08, 3.288517547161973e-08, 2.4340963022950746e-08, 6.639137239972115e-08, 5.604687380866835e-09, 1.386604697728444e-08, 6.675873720496384e-08, 1.1355886009312144e-08, 3.132159633878473e-07, 3.12451788886392e-08, 1.502181845580708e-07, 1.3461754377885882e-08, 1.8882955998833495e-07, 4.645742279762999e-08, 4.6453880742092224e-08, 7.714453964524637e-09, 3.5857155467056145e-08, 7.60832108426257e-09, 4.221501370693659e-08, 4.3407251126836854e-09, 1.340157496088068e-08, 8.565600495558101e-08, 1.7045413969185574e-08, 5.4221903411644234e-08, 3.021912675649219e-08, 6.153376119755194e-08, 3.938857240370908e-09, 4.135628017820636e-08, 1.781920389021252e-08, 4.3105885083605244e-08, 3.903354972578654e-09, 7.663085455078544e-08, 1.1890405993142394e-08, 9.304217840622186e-09, 1.0968062014171664e-09, 1.0536767902635802e-08, 1.1516804221400889e-07, 8.134522886393825e-07, 5.952623993721318e-08, 2.806350174466843e-08, 1.2833099027886874e-08, 1.0605690192733164e-07, 7.872949936427176e-07, 2.7501393162765453e-08, 3.936289072470345e-09, 2.0519442145428002e-08, 7.394815870753746e-09, 3.598397313453461e-08, 2.5378517065632877e-08, 4.698972233541099e-08, 7.54952989012736e-09, 6.322805461422831e-07, 5.582006412652163e-09, 1.29640980617296e-07, 1.5874988434916304e-08, 3.3837810775594335e-08, 6.474512037613067e-09, 9.121148281110436e-08, 1.3918511676536127e-08, 8.230025549949005e-09, 2.7061290097663004e-08, 2.6095918315149902e-08, 5.722363471960534e-09, 6.963475698285038e-07, 4.685091781198025e-08, 9.590579885809802e-09, 2.099205858030473e-07, 3.082160660028421e-08, 3.563162565001221e-08, 7.326312925215461e-07, 2.1759731225756695e-06, 2.407518309155421e-07, 2.974515780351794e-07, 2.529018416908002e-08, 7.667950718825978e-09, 2.663289251358947e-07, 3.4358880185436647e-08, 2.3130198201215535e-08, 3.1239693498719134e-08, 2.8691621878351725e-07, 3.895845068768722e-08, 2.4184130253956937e-08, 1.1582445225144511e-08, 5.1545349322168477e-08, 2.034345492063494e-08, 8.201963197507212e-08, 1.164153573540716e-08, 5.496356720868789e-07, 1.1682151246361627e-08, 4.7576914852243135e-08, 1.6349824605299546e-08, 4.090862759653646e-08, 2.1271189609706198e-07, 1.6697286753242224e-07, 3.989708119433999e-08, 2.852450279533514e-06, 1.2500372292834072e-07, 2.4846613655427063e-07, 1.245429093188477e-08, 2.9700272463628608e-08, 4.250991558762962e-09, 1.61443480806156e-07, 2.6386018703306036e-07, 7.638056409575711e-09, 3.4455793773702226e-09, 7.273289526210647e-08, 1.7631434090503717e-08, 7.58661311550668e-09, 2.1547013062672704e-08, 1.2675349125856883e-07, 2.5637149292379036e-08, 3.500976220038865e-08, 6.472243541111311e-08, 8.387915251262257e-09, 3.069512288789156e-08, 7.520387867998579e-08, 1.5724964441687916e-07, 1.9634005354873807e-07, 1.2290831818972947e-07, 1.112118730439704e-09, 1.546895944670723e-08, 9.91701032404535e-09, 6.882473257974198e-07, 8.267616635748709e-08, 4.469531234008173e-08, 2.075201344098332e-08, 8.649378457903367e-08, 5.202766573120243e-08, 4.5564942041664835e-08, 2.0319955496006514e-08, 8.705182352741758e-09, 6.452066969586667e-08, 2.1777438519166026e-08, 1.030954166481024e-08, 3.211904342492744e-08, 2.3336936294526822e-07, 8.054096056753224e-09, 1.9623354319264763e-07, 1.2888089884199871e-07, 1.5392496166555247e-08, 1.401903038100727e-09, 5.696818305978013e-08, 6.080025372057207e-09, 1.0782793324892737e-08, 2.4260730313585555e-08, 1.9388659566743627e-08, 2.2970310453729326e-07, 1.9971754028347277e-08, 2.8477993296860404e-08, 5.2273552597625894e-08, 2.7392806600801123e-07, 9.857291161097237e-08, 3.12910977129377e-08, 4.151442212219081e-08, 5.251196366629074e-09, 1.580681100676884e-06, 8.547603442821128e-07, 1.068913135782168e-08, 1.0621830597301596e-06, 7.737313012512459e-08, 6.394216711669287e-08, 1.1698345758759388e-07, 1.0486609625104393e-07, 2.1161000063329993e-07, 1.53396815250062e-08, 5.094453570109181e-08, 1.4005379966874898e-08, 2.6282036102998063e-08, 8.778433624456738e-08, 7.772066545896905e-09, 4.228875383205377e-08, 3.3243779284930497e-07, 7.729244799747903e-08, 7.636901111496286e-10, 5.989500806435899e-08, 1.326090597331131e-07, 1.2853634245857393e-07, 8.844242671557367e-09, 1.0194374766570036e-07, 2.493779334145074e-07, 1.6547971881664125e-07, 1.1762754326127833e-08, 1.1496195639892903e-07, 2.9342709240154363e-07, 1.326124099421122e-08, 8.630262726683213e-08, 5.7394842656322e-08, 1.1094081031615133e-07, 2.2933713239581266e-07, 3.4706170026765903e-07, 1.4751107357824367e-07, 1.502495017291494e-08, 6.454319390059027e-08, 5.164533689594464e-08, 6.23741556182722e-08, 1.293601457064142e-07, 1.4052071506398534e-08, 5.386946000385251e-08, 2.0827554791935654e-08, 1.3040637902861363e-08, 1.0578981601838677e-07, 1.5079727688771527e-08, 8.92632726845477e-07, 4.6374381668101705e-08, 7.481006036869076e-07, 5.883147302654379e-09, 2.8707685117979054e-09, 8.381598490814213e-07, 7.341958596640552e-09, 1.4245998158912698e-08, 1.0926417104428765e-07, 1.1308178216040687e-07, 2.52339901862797e-07, 1.1782835684925885e-07, 4.6678056975224536e-08, 2.7959197179683315e-09, 3.4363861090014325e-08, 1.4674496640054713e-07, 3.5396915620822256e-08, 2.0581127557761647e-07, 7.18387909159901e-08, 2.7693943138729082e-08, 4.5493386835460115e-08, 1.9559182717898693e-08, 1.5359708172013598e-08, 1.2336623278486059e-08, 2.9570605519779747e-08, 2.877552560676122e-07, 9.051845495378075e-07, 2.3732602016934834e-07, 1.6521676471370483e-08, 1.5478875070584763e-08, 3.526786329643983e-08, 3.616410637619083e-08, 1.61590953950963e-08, 7.65007328595857e-08, 1.9661483108279754e-08, 4.917534823789538e-08, 1.1712612746350715e-07, 1.0889253054813253e-08, 1.494120169809321e-06, 1.018585660261806e-08, 3.7575969003000864e-08, 2.097097784314883e-08, 3.368558054717141e-08, 4.845588819080149e-09, 6.039624622644624e-07, 1.037331109898787e-08, 2.841650257323636e-07, 4.4990630954089283e-07, 3.463186004637464e-08, 7.720684180867465e-08, 1.471122175189521e-07, 1.1601575522490748e-07, 4.007488030310924e-07, 3.025649775167949e-08, 6.706784461130155e-08, 2.0128741340386114e-08, 1.5987744461654074e-09, 4.1919822280078733e-08, 1.3167154477855547e-08, 3.231814815762846e-08, 9.247659704669786e-08, 1.3075300842047e-07, 1.0574301256838226e-07, 3.762165334819656e-08, 1.0942246575496029e-07, 7.001474955359299e-08, 2.742706151082075e-08, 2.0766625752344225e-08, 4.5403403703403455e-08, 3.39040298058535e-08, 1.0469661759771043e-07, 2.8271578855765256e-08, 3.406226767310727e-07, 5.146206945028098e-07, 6.740708613506285e-07, 6.382248063374618e-09, 3.63878704945364e-08, 3.626059807970705e-08, 1.6065602892467723e-07, 3.639055989879125e-07, 6.232691696084203e-09, 4.805490050330263e-08, 3.372633727849461e-08, 6.328880317596486e-07, 6.480631498106959e-08, 2.1165197949812864e-07, 8.38779143919055e-08, 1.7589144363228115e-08, 2.729027670511641e-09, 2.144795097080987e-08, 7.861271456022223e-08, 2.0118186228046397e-08, 2.8407685093156942e-08, 2.4922530883486615e-07, 2.0156670998972004e-08, 2.6551649767725394e-08, 2.7848242822869906e-08, 6.907123761834555e-09, 1.880543720744754e-08, 1.3006903998302732e-08, 3.685918272822164e-07, 3.967941211158177e-07, 2.7592133022835696e-08, 2.5228947819755376e-08, 1.547002881352455e-07, 3.689306637966183e-08, 1.440177199718562e-09, 2.1504929392790473e-08, 5.068111263994979e-08, 5.081711407228795e-08, 1.171875219085905e-08, 5.409278358570191e-08, 7.138276600926474e-07, 2.5237213208129106e-07, 7.072044638789521e-08, 7.199763984999663e-08, 1.2525473103153217e-08, 3.4803417747752974e-07, 1.9591827538079087e-07, 1.2404700555634918e-07, 1.234617457157583e-07, 1.9201337408958352e-08, 1.9895249181445251e-07, 3.7876677794201896e-08, 1.0629785052174157e-08, 1.2437127772102485e-08, 2.1861892207653e-07, 2.6181456291851646e-07, 1.112900775979142e-07, 1.0776630432474121e-07, 6.380325157095967e-09, 3.895085143312826e-09, 1.5762756788717525e-07, 2.909027019271093e-09, 1.0381050685737137e-08, 2.8135211493918177e-08, 1.0778002490496874e-08, 1.3605974125141529e-08, 2.9236465692861202e-08, 1.9189795352758665e-07, 2.199506354827463e-07, 1.326399790002597e-08, 4.9004846403022384e-08, 2.980837132682268e-09, 8.926045680368588e-09, 1.0996975774446582e-08, 7.71560149104289e-09, 7.454491246505768e-09, 5.086162246925596e-08, 1.5129764108223753e-07, 1.1960075596562092e-08, 1.1323334270230134e-08, 9.391332156383214e-09, 9.585701832293125e-08, 1.905532798218701e-08, 1.8105303922766325e-08, 6.179227796110354e-08, 6.389401363549041e-08, 1.1853179771037503e-08, 9.37277544466042e-09, 1.2332148457971925e-07, 1.6522022860954166e-08, 1.246116454467483e-07, 4.196171854431441e-09, 3.996593278543514e-08, 1.2554556505506298e-08, 1.4302138140465104e-08, 6.631793780798034e-09, 5.964224669696705e-09, 5.556936244488497e-09, 1.4192455921602232e-07, 1.7613080771639034e-08, 3.380189639301534e-07, 7.85651934620546e-08, 2.966783085867064e-08, 2.8992105853831163e-06, 1.3787366697215475e-06, 5.313622430946907e-09, 2.512852859126724e-08, 8.406627216572815e-08, 4.492839167369311e-08, 5.408793057881667e-08, 2.4239175999696272e-08, 4.016805235096399e-07, 4.1083545454512205e-08, 5.4153481698904216e-08, 8.640767212853007e-09, 5.773256717134245e-08, 2.6443152023603034e-07, 8.953217047746875e-07, 2.7994001783326894e-08, 5.889480014786841e-09, 4.1788819515886644e-08, 2.8880645430717777e-08, 2.135752907861388e-08, 2.3024175277441827e-07, 8.786625471657317e-08, 2.0697297209437693e-09, 2.236410523437371e-08, 3.203276310870251e-09, 1.176874686592555e-08, 6.963571053120177e-08, 2.271932153519174e-08, 7.360382525689602e-09, 6.922528772435044e-09, 3.213871480056696e-08, 1.370577820125618e-07, 1.9815049157045905e-08, 1.0578956377571558e-08, 2.7049420481262132e-08, 2.9755937713815683e-09, 2.1773699288019088e-08, 1.09755387001087e-08, 1.991872444762066e-08, 2.3882098076910552e-08, 2.1357365653784655e-08, 6.109098560358461e-09, 1.1890497475519624e-08, 1.1459891702259029e-08, 3.73173456580389e-08, 1.572620256240498e-08, 3.404023374287135e-08, 3.6921580459647885e-08, 9.281765045443535e-08, 1.2323201303843234e-07, 4.2347593876002065e-08, 1.7423728237986325e-08, 5.8113389656000436e-08, 3.931436154402945e-08, 2.3690461148362374e-08, 1.792850135018398e-08, 1.440664210150544e-08, 7.019830494670032e-09, 6.041522482291839e-08, 4.867479930226182e-08, 1.0685319296044327e-08, 1.0051243393149889e-08, 4.2426261614991745e-08, 2.607815297039906e-08, 5.136670200300* Connection #0 to host localhost left intact
841e-09, 1.69729952315123e-09, 1.9131586981302462e-08, 2.111743526711507e-07, 1.337269672774255e-08, 2.0002481448955223e-08, 1.0454256482717028e-07, 2.8144228281234973e-08, 2.1344791889532644e-07, 2.1046110632028103e-08, 1.9114453664315079e-07, 3.957693550660224e-08, 2.931631826186276e-08, 1.105203111251285e-07, 4.84007678380749e-08, 5.583606110803885e-08, 1.2130111315400427e-07, 1.77621615193857e-08, 2.5610853882085394e-08, 1.203865309662433e-07, 4.674859610531712e-09, 1.5916098661250544e-08, 3.147594185293201e-08, 6.147686093527227e-08, 2.204641802450169e-08, 3.257763410147163e-07, 1.198914532096751e-07, 2.3818989802748547e-07, 1.4909986134625797e-08, 5.10168831624469e-08, 5.5142201915714395e-08, 2.288550327023131e-08, 5.714110073995471e-08, 5.185095801607531e-07, 4.977285783525076e-08, 1.1049896109227575e-08, 1.264099296349741e-07, 8.174881571676451e-08]]}
Back to top