diff --git a/iris/tvae/1/0/synth.csv b/iris/tvae/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..98a9ace4fdff16aa40480a9ffa05562542dfbe48
--- /dev/null
+++ b/iris/tvae/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.785977353180067,3.046668480729771,4.341549759148418,1.4558673230995511,Iris-versicolor
+1,4.96665599917665,2.105175460165903,3.1661472136809374,1.0707073579407127,Iris-versicolor
+2,6.440508748988112,2.8816353287159107,4.9471922550890834,1.7740972822712489,Iris-virginica
+3,5.445231215788288,2.7256568509914954,3.5712884361792274,1.13289749047207,Iris-versicolor
+4,5.449198680036365,2.9722927441714564,1.4540572355414112,0.18446362287563906,Iris-setosa
+5,4.505262775365496,3.0047681519279745,1.2457675167115188,0.2072017305931756,Iris-setosa
+6,5.512503939567865,2.855640389678119,4.397225760639248,1.1097928340369339,Iris-versicolor
+7,5.085469279062997,3.576550754335612,1.469490992244296,0.17491103616840922,Iris-setosa
+8,6.50704434184475,2.8651142208727403,5.1055356887294066,1.7268099285502327,Iris-virginica
+9,6.47708946283314,3.0043238335125166,5.001383680043919,1.8004474250375715,Iris-virginica
+10,7.130940198215838,2.6513388224882446,6.002198645717237,1.8605226565582618,Iris-virginica
+11,6.5900724318045185,2.85477821310482,4.377858220065544,1.694839543658588,Iris-versicolor
+12,5.23481347112772,3.2336819504054026,1.6878305757479957,0.42189338649396757,Iris-setosa
+13,5.184288252585711,3.811590591833876,1.4453555632595994,0.169831273399139,Iris-setosa
+14,6.770232654396762,2.8281689199061577,5.685694535220967,1.8150621254953627,Iris-virginica
+15,6.625717725917315,3.6008715782403375,5.7774950895840975,2.415471469290926,Iris-virginica
+16,5.524341192407872,2.8225574955563433,3.947484961443076,1.4066327846399522,Iris-versicolor
+17,5.82416374718753,2.6166022501131696,3.634472968387719,0.9470227443237608,Iris-versicolor
+18,4.8773308280632905,3.083394505113794,1.2340979585716605,0.2408162779565888,Iris-setosa
+19,5.060294832050003,3.6224086554353114,1.6112140230254273,0.3000648427854423,Iris-setosa
+20,5.396943681951748,2.5846564428921335,4.4425721788027195,1.430378900287853,Iris-versicolor
+21,6.676491161490591,2.9222362444159122,4.25636983330095,1.3834659818450432,Iris-versicolor
+22,5.0760373133422405,3.182556151934856,1.4828491768926872,0.15112552028727638,Iris-setosa
+23,6.8576314104428615,2.938456640179595,5.566205360937412,1.5955905690305219,Iris-virginica
+24,6.715292983314365,3.3081854062267397,4.498156007316602,1.6038941412561845,Iris-virginica
+25,6.6172119605190645,3.3104920310815977,5.8610479752845865,1.9215074268844587,Iris-virginica
+26,5.546995451377494,3.844099948934207,1.58352342608025,0.07871636567241996,Iris-setosa
+27,4.621298153192739,3.185038594256362,1.4081133022612018,0.12346145477866285,Iris-setosa
+28,5.93569505508328,2.7308929730550897,4.5734505191617405,1.7573126010378965,Iris-versicolor
+29,5.302081223174839,3.080134998648596,1.2530370638537733,0.17628293080607038,Iris-setosa
+30,6.567702055717776,2.7794161338783647,5.12665153984561,1.6935116524888452,Iris-virginica
+31,6.8899465578460495,3.4966358493775633,5.169967629915942,2.2423218056446683,Iris-virginica
+32,5.1805815399665684,2.4273340543277997,4.286847704236718,1.1937709362064812,Iris-versicolor
+33,5.428166373329395,3.968195471266858,1.716986301549505,0.0690240811792443,Iris-setosa
+34,6.375968068195577,2.737656115734567,4.761798447540798,1.6760486512001629,Iris-virginica
+35,4.697032982684762,2.785868570687578,1.302665968448925,0.16085808995372441,Iris-setosa
+36,5.8135729915512275,3.0960870962865576,4.451441391875075,1.4890195279573135,Iris-versicolor
+37,5.037757384119717,2.9161770384680725,1.3984958448270512,0.30662219491966436,Iris-setosa
+38,6.681245628010843,2.601618255109797,4.663752869556955,1.8389131069150044,Iris-virginica
+39,6.768004635345105,3.2926028316407363,6.315858030357113,2.614777468846843,Iris-virginica
+40,4.918152626331715,2.9928169181356545,1.3228992820018624,1.0488807808145628,Iris-setosa
+41,6.005051010140058,3.094059066607884,5.389950883095315,1.5609645617347068,Iris-virginica
+42,5.998187202011247,2.9140976855720435,4.964923378783973,1.8186135186313983,Iris-virginica
+43,5.671230665819593,3.76094738401048,1.9308195675910307,0.3605206542451529,Iris-setosa
+44,5.039988609309751,3.137267616719436,1.572035204517364,0.12631558409951898,Iris-setosa
+45,5.526913269022169,2.8978802064285207,5.386921542077336,1.7735659560383916,Iris-virginica
+46,6.126603995118909,2.809238855499122,4.321662855339591,1.4955305661073033,Iris-versicolor
+47,5.856854235921272,2.7156534061448743,4.971010415919384,1.4711779063517407,Iris-versicolor
+48,4.693852935891437,3.361096791752786,1.512115384731655,0.20176581212631686,Iris-setosa
+49,5.507170610063565,2.855981218425851,4.513104140763605,1.2110382268378839,Iris-versicolor
+50,4.907624127073245,3.400060300327531,1.481524908665443,0.20044099976987895,Iris-setosa
+51,6.204023946624497,3.172562549148841,5.3648036293684225,2.3636305183668385,Iris-virginica
+52,6.143548880509488,2.8978283784660053,4.685166892751528,1.2130145850236536,Iris-versicolor
+53,4.740252155474364,2.8779017245944027,4.56032830825374,1.6756956449724951,Iris-setosa
+54,5.9912424847478,2.6429213452490083,4.779885345382729,1.9456701978454638,Iris-virginica
+55,5.407676919331791,3.9452585357672607,1.5295530640703727,0.1875227020627824,Iris-setosa
+56,4.774753632147349,3.1433141519285135,1.5888473314255738,0.2925461583527347,Iris-setosa
+57,6.264199718018756,2.703975665239849,5.059378475085049,1.6553974701513055,Iris-virginica
+58,5.311759351393136,2.6414635669355073,4.011109083741411,1.261692003721181,Iris-versicolor
+59,6.592948876395113,2.933875563338605,4.845061668056365,1.7382341466314444,Iris-versicolor
+60,5.867537951575839,2.7828774231322395,4.621347500276634,1.837505834737957,Iris-virginica
+61,6.119973138378423,2.533790431422188,5.272622875813344,1.7777932090547417,Iris-virginica
+62,6.751388545336564,2.570653075336772,5.382311174253808,1.453519500141233,Iris-virginica
+63,6.199266296954595,2.4969618456031584,5.368177877141421,1.9401997549245111,Iris-virginica
+64,6.329078276162209,2.8972001407572843,5.230230781675483,1.6740203115246917,Iris-virginica
+65,5.8844849171622915,2.567018029962355,4.608038774770413,1.6621016406635174,Iris-versicolor
+66,5.092918607672788,3.2457846036713884,1.5676543743511575,0.4312148402432092,Iris-setosa
+67,6.562531114050711,3.214246839343536,5.223443555112476,1.894535061300509,Iris-virginica
+68,5.315860281448888,2.6493650474351913,4.224270455058829,1.1004825085290457,Iris-versicolor
+69,5.229339332713762,3.475587982182071,1.348998076359863,0.9064276660088009,Iris-setosa
+70,5.952609302348062,2.612663446464828,4.886142971118951,1.7875670307494325,Iris-virginica
+71,5.284903896940651,3.7147338461516126,1.789105641077593,0.17007704007715801,Iris-setosa
+72,5.060373480470172,3.375116523443125,1.2105091504571468,0.005323349662834431,Iris-setosa
+73,6.2976290828176555,2.6993106587909255,4.684926741815063,1.5777772624356956,Iris-versicolor
+74,6.363310662248244,2.85145363158237,5.116396447087524,1.579958722130032,Iris-virginica
+75,5.674434093010326,2.803910199027696,4.931808129894949,1.87058077846812,Iris-virginica
+76,5.202298828153319,3.089383589976274,1.2018175446717472,1.3920905810085764,Iris-versicolor
+77,6.633598147496189,2.9197568230063546,5.38515918721338,1.743905970670616,Iris-virginica
+78,6.53875092615641,3.326406396329796,5.50347987953495,1.9266957727715779,Iris-virginica
+79,5.841156192517683,3.07690057018869,4.7083443227228,1.7646639646838627,Iris-virginica
+80,5.753704944438071,2.6804161793826293,4.043670622122742,1.214723085228746,Iris-versicolor
+81,7.363932214834561,2.925738949899513,5.860471555946414,1.73672004021298,Iris-virginica
+82,6.278039131265839,3.178422376329653,5.267419624894667,2.041954106873166,Iris-virginica
+83,4.518143778720485,3.1282788939751267,1.1640836091877196,0.04274617156021279,Iris-setosa
+84,5.876374804337437,3.674409170498926,1.195353086482624,0.25951999204275317,Iris-setosa
+85,6.515653426957424,2.452350099237329,5.059983214298542,1.7875220838924781,Iris-virginica
+86,6.705189219344418,2.948040904405864,5.317890002020016,2.11091025947332,Iris-virginica
+87,5.445111252697045,2.5911934942155974,4.644720443213268,1.1540019234025958,Iris-versicolor
+88,4.880207703209276,3.2484662271108213,1.4034276830472143,0.21346778209470887,Iris-setosa
+89,6.1972380943541445,2.817815047923926,5.330277267771448,1.9396053878768675,Iris-virginica
+90,5.92047174467816,2.7518154107575583,3.995253336643289,0.9674109039297378,Iris-versicolor
+91,6.06394597988864,3.0006993944665563,4.198568056626019,1.6100881090868868,Iris-versicolor
+92,6.355780140109172,2.930804465018255,4.382306043068254,1.3263554777541602,Iris-versicolor
+93,6.1541299331494805,2.786634914329358,4.341675815977648,1.627197880492061,Iris-versicolor
+94,7.392789639180701,2.5280771674856393,5.205082325463156,1.7717230990094546,Iris-virginica
+95,7.185920541675316,2.576023185567491,5.628685070494769,2.0504141876631268,Iris-virginica
+96,6.268739034366032,2.920545624272993,4.298843303835712,1.387493589894758,Iris-versicolor
+97,6.537822389803241,2.9894831480770008,5.390011747031934,1.7852906312621535,Iris-virginica
+98,6.105748736810331,3.3841057085612247,4.276511509618015,1.4149113029575764,Iris-versicolor
+99,5.839525528570844,2.937121282402756,4.8770307885173665,1.4591888213122117,Iris-versicolor
+100,6.38686066651135,2.75550398131208,4.572565740574998,1.2766156831829765,Iris-versicolor
+101,6.026128814791028,2.7366233364968857,4.856328167272742,1.4900181188217827,Iris-virginica
+102,6.273507379814185,3.182617647010151,5.5770899260939935,2.3536151290439085,Iris-virginica
+103,6.439822088523421,2.8207475724960425,4.652400776312287,1.774608993058115,Iris-virginica
+104,5.435214256733312,2.3871656602833893,4.014113983924945,1.2479195998168877,Iris-versicolor
+105,5.781236526630904,2.7027852142146824,5.091971590573445,2.0603575995391052,Iris-virginica
+106,4.663843444957009,3.073541550813946,1.416474180626239,0.16136190569767078,Iris-setosa
+107,5.144047978046806,3.69560664951623,1.5886830064443556,0.15019025220094256,Iris-setosa
+108,6.168799015501893,3.7771707561862713,1.3373080206127979,0.10765817026722271,Iris-setosa
+109,6.611839798412903,2.775831561072379,5.039588690924279,1.710120564012367,Iris-virginica
+110,5.373655407951866,3.0995370222517797,1.12566985076888,0.02599443211864122,Iris-setosa
+111,6.9452862734272856,2.9533496947178763,5.28441631079863,1.9060094783421673,Iris-virginica
+112,4.871895557948323,2.9880182252903142,1.7936125696332628,0.3447904230480564,Iris-setosa
+113,4.909944579964088,2.954190842826122,1.2136535616436401,0.15065722372209636,Iris-setosa
+114,6.309544929402512,2.90052844499252,5.282325228941322,2.4582213750129402,Iris-virginica
+115,4.670002478356244,3.117053658588794,1.3235594418326924,0.235851624516353,Iris-setosa
+116,6.058184964379698,3.191756044176083,4.110013042264614,1.730129372900005,Iris-versicolor
+117,4.743672726738719,2.7347709120268044,1.2892967641036495,0.11001379640962924,Iris-setosa
+118,6.94400555406223,3.018456219566311,4.730084638767392,1.6630473593495518,Iris-versicolor
+119,6.666999192037976,3.008559449280556,5.446826468824508,1.8655966770145067,Iris-virginica
diff --git a/iris/tvae/1/0/test.csv b/iris/tvae/1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/0/train.csv b/iris/tvae/1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/0/val.csv b/iris/tvae/1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/1/synth.csv b/iris/tvae/1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb7f477bdee94491cec7415375492aa9cece99ef
--- /dev/null
+++ b/iris/tvae/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.247151747099173,2.8812985930515493,4.523143438904534,1.5328988257677836,Iris-versicolor
+1,4.976325254209549,3.171632317627781,1.4797274972249204,0.30422976736248597,Iris-setosa
+2,5.2018303690042655,3.66828938340202,1.6434328807893117,0.196510955745298,Iris-setosa
+3,5.713497087260086,3.294619658972776,4.280547420186496,1.654914109200602,Iris-versicolor
+4,5.849935472811025,2.4510194787744357,4.1723366747817066,1.544139754755438,Iris-versicolor
+5,5.251358462238488,2.8525848235820734,4.030565178352069,1.321093740037672,Iris-versicolor
+6,5.3557304428497705,3.6878821481886055,1.3893882107840512,0.21270271372731248,Iris-setosa
+7,5.370064234103259,2.9661683866698723,4.198706726528405,0.9943440282083713,Iris-versicolor
+8,5.089796483492062,2.807182511345213,1.4708859250977813,1.2293202665241687,Iris-setosa
+9,5.133793330204518,3.446701209905692,1.5221333262666896,0.4115126085667294,Iris-setosa
+10,6.537111265206992,2.8221125576729573,4.730596616685482,1.6320653524410051,Iris-versicolor
+11,4.761001794911635,3.1525507219672426,1.462927290585625,0.17694612862595938,Iris-setosa
+12,5.132643491777316,3.170203087002888,1.1190523488610762,0.23943989860447493,Iris-setosa
+13,5.3248697456535155,3.302253385303605,1.642009018345052,0.22564466075462133,Iris-setosa
+14,6.994751039701738,2.931527981754752,5.224743660002972,1.9128484868612483,Iris-virginica
+15,5.6442339780333395,2.801812416759181,4.492058372442938,1.724443834156365,Iris-versicolor
+16,6.026102396022939,2.801567806850673,5.827956065964673,2.033036390675123,Iris-virginica
+17,5.13153272490099,3.4976390661073595,1.5824728062944282,0.11991666854893168,Iris-setosa
+18,6.726385129927628,3.194835249758726,4.695012465857215,1.1368965581354522,Iris-versicolor
+19,6.500989338066704,2.803524822584893,5.004306948651377,1.7869787496023362,Iris-virginica
+20,6.1019724572069585,2.7566175197942604,5.2210905344693455,1.984956002409948,Iris-virginica
+21,6.4120262454137436,2.9226487087144646,4.841337382544655,1.915619357398547,Iris-virginica
+22,6.671942459344731,3.2513466796320936,5.586571552953319,1.848713597500793,Iris-virginica
+23,6.191407996247995,3.0923849983634044,4.9178943109833515,1.8623263179206782,Iris-virginica
+24,5.173448060807301,3.496751637790175,1.506296751229994,0.23306034630141814,Iris-setosa
+25,6.088737844425739,2.9274778996228874,4.769103944356433,1.4549680324834349,Iris-versicolor
+26,5.979038393804892,2.8089420568894052,4.925412444523207,1.7840135632372198,Iris-virginica
+27,4.339281453809453,3.1429630817172636,1.3394846974870456,0.09800708401367395,Iris-setosa
+28,6.891602391042169,2.916385264134961,5.763803063895733,1.6507640764960332,Iris-virginica
+29,6.014129929374557,2.92931982364817,4.611291339966604,1.6697772516067597,Iris-virginica
+30,5.888343278304275,2.738349768176633,5.253344588588182,1.7726573707156008,Iris-virginica
+31,6.251643848115801,2.4467433080807215,5.617282901448313,2.318480503081429,Iris-virginica
+32,4.840366842235895,2.202275262987049,3.2608048557697575,0.8468130525054135,Iris-versicolor
+33,5.904635576631811,3.372079675659359,4.726848928932172,1.5473409908725768,Iris-versicolor
+34,6.352333827764833,3.6410154263198766,5.516396486309584,2.1613271952479542,Iris-virginica
+35,5.376475050977297,3.502318773679559,1.6828341890684562,0.513617908698133,Iris-setosa
+36,7.339540702758191,2.896190421273566,6.1399742237257495,1.7506004219894225,Iris-virginica
+37,5.011160502641687,2.280609372872622,3.6492578093488675,1.220685110586162,Iris-versicolor
+38,6.4607769820656795,2.837653286567033,4.253367470703434,1.2827369822953192,Iris-versicolor
+39,5.413404154687617,1.9264168342712575,3.0245996694502333,1.329947092696175,Iris-versicolor
+40,5.894459298942278,2.7125450436048837,4.729665569941916,1.6674693028716063,Iris-virginica
+41,6.397038981018737,2.51509332553133,5.08381376920733,1.7061442731321683,Iris-virginica
+42,6.220399267445154,2.7815522080044586,5.247202493990436,1.933181166938859,Iris-virginica
+43,7.180438555752325,3.248814816616826,6.07045237709156,2.4612206707831463,Iris-virginica
+44,5.973204177933304,3.013356682598201,5.211502417820618,2.018897210562191,Iris-virginica
+45,6.047576321921035,2.9177253974605537,4.605466834379693,1.4934328327763295,Iris-versicolor
+46,5.9870404121497245,3.104638503305255,5.094494513305853,1.6424917945778854,Iris-virginica
+47,5.928042060288711,2.8802461712137806,5.054684362735816,1.5266578080778708,Iris-versicolor
+48,5.11857928951317,3.7262809609807164,1.4590393581828476,0.32776384993086327,Iris-setosa
+49,6.31054384419468,2.559594478878389,4.588412399952199,1.6063001664891545,Iris-versicolor
+50,5.655299854602868,2.827610292094729,4.4761734781826155,1.3786852181262566,Iris-versicolor
+51,5.319300920469777,2.4974420023207693,3.265728471762204,1.435211568822723,Iris-versicolor
+52,5.997249531666718,3.2901299555824526,5.111181110105893,1.9447332213344297,Iris-virginica
+53,5.457940535696516,3.2884157768319806,1.3284982702649768,0.21780361580577,Iris-setosa
+54,5.335761601231747,1.9811969609587419,3.439788771784854,0.5241290760741799,Iris-versicolor
+55,6.742801846831951,2.7166676495187225,5.157429168096417,1.4740232434297955,Iris-virginica
+56,6.530337432323599,3.042679401258087,4.286630349273247,1.1565106831509206,Iris-versicolor
+57,5.503146443242884,3.632289257086869,1.2710017994690386,0.27048867396986,Iris-setosa
+58,6.676962081853354,2.9521829509695006,4.1386069563622625,1.4156903107255516,Iris-versicolor
+59,5.095699454023915,3.3293983261796476,1.6163540913320729,0.06121996335711366,Iris-setosa
+60,6.073002595489022,2.6717562981163163,5.668854541800728,2.027362116231506,Iris-virginica
+61,5.493071841003308,2.8183527425671935,3.882793987982896,1.5916175141796136,Iris-versicolor
+62,6.618954126734335,3.094287222976976,5.2046707669023125,1.9710092863171973,Iris-virginica
+63,5.812807423287688,2.9852752926322044,3.8236918575307506,1.0798242075515505,Iris-versicolor
+64,5.987786912681709,2.576852137968357,5.485056822404775,2.073365988505836,Iris-virginica
+65,6.105878087357818,2.6796980263522463,5.211970161171054,1.6311348837537898,Iris-virginica
+66,7.166290037134251,2.9310917476152283,5.635470625254584,1.7110572537310098,Iris-virginica
+67,5.685964998713263,2.6432604038944825,3.7947211903944007,1.3674506478116306,Iris-versicolor
+68,7.271215689901771,2.8476670869939436,5.14533366219205,1.5845435085178166,Iris-versicolor
+69,5.757180721506496,2.828152847243649,4.7872996895160265,1.6430794769396435,Iris-virginica
+70,5.392402300022008,3.1682211548904036,4.84673983841529,1.6822812695003901,Iris-versicolor
+71,4.941851382375013,3.1428281192572767,1.5839570218940455,0.39653148853645853,Iris-setosa
+72,5.560502827461858,2.8567992910417632,4.092704889472039,1.1788432487789833,Iris-versicolor
+73,5.085766153848276,3.4994670529301986,1.4170423193918673,0.22789228829412186,Iris-setosa
+74,4.4885888497515944,3.10560307003311,1.6727824557828028,0.21312788160313328,Iris-setosa
+75,5.141756691498136,2.4593229500099363,4.124725241595841,1.1095757200127427,Iris-versicolor
+76,6.93425464704666,2.9875528753079785,5.9153148051897535,1.9236807007922316,Iris-virginica
+77,4.954674805910721,3.493200707078221,1.5396571453588834,0.3266657595877692,Iris-setosa
+78,7.648928683611558,3.2237298220645463,6.362824252648222,2.2491511456362776,Iris-virginica
+79,5.89869953033933,3.0879796126266634,4.063297163970141,1.623491544666209,Iris-versicolor
+80,5.841243659613177,2.7244108195122427,4.077416545550635,1.2840028510675159,Iris-versicolor
+81,6.709241415200127,2.9279622434557027,5.301515876749184,1.4878044941252977,Iris-virginica
+82,6.889261596568927,2.876319316365721,4.884789474122373,1.2646289783129456,Iris-versicolor
+83,5.014722996939034,3.357682140534289,1.3156922782532425,0.38856330939482664,Iris-setosa
+84,7.1737667029870975,2.9035384306894705,6.067582076277715,1.9453674412672957,Iris-virginica
+85,4.957198993730415,2.8146653366564376,1.6351607162125088,0.30189154596951584,Iris-setosa
+86,5.441298990808857,3.059436576513005,1.2704290616190739,0.15760197198035478,Iris-setosa
+87,7.465806222160273,2.947963978029477,6.524407637238395,2.2371451573775523,Iris-virginica
+88,5.827261305721615,2.6878266708923606,4.117876537290686,1.180082047745163,Iris-versicolor
+89,6.430257958576084,3.5830227925933578,5.787425634444986,2.5044631966499318,Iris-virginica
+90,4.997185635698899,2.9330147168766825,1.408482463401337,0.19844632553201788,Iris-setosa
+91,7.275219725265229,2.8523607919803284,6.326215264908352,2.362288156184735,Iris-virginica
+92,5.670194519704898,3.1394797863254413,4.551518553754184,1.8240650373669367,Iris-virginica
+93,6.086444151921942,2.7816216348305876,4.615042067410199,1.409466362860032,Iris-versicolor
+94,7.04374460575518,2.8042844472885706,5.022358346769359,1.5846783476578685,Iris-versicolor
+95,5.012396021452906,3.4553836990001328,1.3807551202535628,0.13784864586900597,Iris-setosa
+96,5.4833909766814815,2.8377047045584263,3.741800626505377,1.1786128019625628,Iris-versicolor
+97,5.517789025287658,2.711715911073144,3.601051891246193,1.152012922044959,Iris-versicolor
+98,4.3547461020708225,3.191881424045206,1.0355101174925772,0.07615024794407274,Iris-setosa
+99,5.015687572811792,3.0616919067502892,1.2497739144496538,0.2727566746160063,Iris-setosa
+100,6.651705290820122,3.2692155406770604,5.565919036543993,1.9442485478437128,Iris-virginica
+101,7.422980482061876,2.7449988528270537,5.976732707436371,1.6118069413965823,Iris-virginica
+102,6.502419907274723,3.1962594352277347,5.317623481032791,1.9966976681056356,Iris-virginica
+103,5.306702114285983,2.549824831824482,4.038270057997656,1.3152458149632673,Iris-versicolor
+104,6.108857181392591,2.626769705654657,4.917754783099909,1.6100218229874594,Iris-virginica
+105,5.791134801683797,3.3563762219210953,4.831140353289681,1.7330387620342118,Iris-virginica
+106,5.497567963632658,3.2445695668517285,1.5063138112187955,0.33512981532076574,Iris-setosa
+107,4.563937316748485,2.9853774215216906,1.4625534143705556,0.33144433563512027,Iris-setosa
+108,5.911407133492066,2.869860355745094,5.175157061260722,2.0144415519932126,Iris-virginica
+109,4.926116843733619,3.0254811386915823,1.3765293146754873,0.2573815593920721,Iris-setosa
+110,6.322132312655963,2.955809378269601,5.016506511099981,1.6192811811572225,Iris-versicolor
+111,6.749406848044554,2.8737411426417476,5.7095210902577005,1.7440173547046673,Iris-virginica
+112,4.594726014073877,3.150150075187803,1.3915171922264726,0.1512256399523223,Iris-setosa
+113,4.557956438141174,3.3905714652606953,1.603445953073449,0.3278374305791817,Iris-setosa
+114,5.806065717015863,2.3855148576140124,3.395870390467544,0.9990545887830513,Iris-versicolor
+115,4.784972223455342,2.6698598326480436,4.665908910072656,0.2924144040682142,Iris-virginica
+116,4.335000107914863,2.576181581356134,1.2083318478574443,-0.010556311068217361,Iris-setosa
+117,4.4406619263600655,2.8865713444613816,1.4301629769375528,0.09523542860482051,Iris-setosa
+118,5.705702550520822,2.438778485431593,4.138883477841068,1.1959222620361905,Iris-versicolor
+119,4.918102093005721,3.9177134399664,1.206582173220751,0.17130280584577817,Iris-setosa
diff --git a/iris/tvae/1/1/test.csv b/iris/tvae/1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/1/train.csv b/iris/tvae/1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/1/val.csv b/iris/tvae/1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/10/synth.csv b/iris/tvae/1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ce123515be2a76253c1d76cddc1cefff4875b9d
--- /dev/null
+++ b/iris/tvae/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.788695415380697,2.901926135759449,1.1883150180343494,0.20950591680950964,Iris-setosa
+1,5.6229485539268325,2.7749944466474514,4.6095616009136915,1.3014919136979297,Iris-versicolor
+2,4.767019016557756,2.709624608337438,3.239039868464312,1.2490408591378448,Iris-versicolor
+3,5.187934653568188,3.8685809605322485,1.3391229261165516,0.20693032538685618,Iris-setosa
+4,5.719776842601588,2.9361421574606577,3.8513598586573714,0.9538973236980554,Iris-versicolor
+5,4.91829065153781,3.416993159498081,1.4950060801227798,0.19184712656271363,Iris-setosa
+6,6.293540154884292,3.1002853983448806,4.9455051019180365,1.5787520831896664,Iris-versicolor
+7,5.926110516663424,2.903478084652811,4.540046474816872,1.8210784200441328,Iris-virginica
+8,5.134925303170593,3.8432569248238653,1.6799418416960212,0.16944806535891652,Iris-setosa
+9,5.156386212868001,3.7472073051617643,1.4427448251717008,0.2945348737479847,Iris-setosa
+10,5.0138898534154315,3.305300349330959,1.5197754957765603,0.25953813566892253,Iris-setosa
+11,6.751588517790782,2.8329277003834084,5.51560835451527,1.8722267653798885,Iris-virginica
+12,4.783670411000531,3.2098245045536014,1.4246201516590764,0.25067047166497824,Iris-setosa
+13,6.534124360298325,2.9733738562512166,4.868687972573213,1.1783802251417992,Iris-versicolor
+14,5.9835060728299565,2.773481956634714,4.555642764154799,1.5270209923278597,Iris-versicolor
+15,5.886309546358779,2.804631190531667,5.187510235324139,1.8923004883268923,Iris-virginica
+16,5.870163792444845,3.1688406641202045,4.176667589674491,1.3211984532223178,Iris-versicolor
+17,6.045474332056045,2.9595016270642733,4.659250029622675,1.33520346375698,Iris-versicolor
+18,6.132391833584613,3.312056483295028,4.213167221335875,1.1441905006981248,Iris-versicolor
+19,4.993861440059358,3.665995535898979,1.4186426134592245,0.27376267177713903,Iris-setosa
+20,5.266918965430664,2.949705206238746,4.866123105871903,1.241368129664237,Iris-versicolor
+21,5.259248567203699,1.9572356649962521,3.542715026121563,1.1147879946079347,Iris-versicolor
+22,5.86049271730574,2.220258372310396,3.4971507693015598,0.9364620098763556,Iris-versicolor
+23,7.076354206252197,2.8829507705837822,5.247739730325599,1.8863654020150298,Iris-virginica
+24,5.926576216378037,2.994643626258273,4.154123602026333,1.4896387478973945,Iris-versicolor
+25,7.4915629436892965,3.6792552835585153,6.103993024850399,2.2330698690078052,Iris-virginica
+26,6.451894772224358,2.538293906942738,5.069416739471313,1.6616993729761589,Iris-virginica
+27,6.9386829012475335,2.791167401831224,5.648861801976798,1.8462146669382218,Iris-virginica
+28,5.98356042713063,2.96554099802949,5.076972351094051,1.9978266060713707,Iris-virginica
+29,5.859730000763088,3.004618000320429,3.9460689977943435,1.24639406698658,Iris-versicolor
+30,4.86949557341414,3.318097332094687,1.470655468907269,0.21587934281582966,Iris-setosa
+31,4.663628010720738,3.270398338050869,1.4916209005143852,0.1848560626908613,Iris-setosa
+32,6.191689308480522,3.125402124435945,4.796946196573355,1.6832980157054958,Iris-versicolor
+33,6.5943732734328355,2.8007775342075116,5.144343057334478,1.7313264972431235,Iris-virginica
+34,5.881306889513365,3.488200572515176,1.2041176220478071,0.24979172831649962,Iris-setosa
+35,6.430254445857236,3.2830947197578118,5.4567475994993435,2.3012978325875038,Iris-virginica
+36,5.053258579948646,3.154694328847959,1.7559597883931892,0.2464229347440346,Iris-setosa
+37,5.518221455643879,3.1041997809465074,4.140467359901175,1.0508057936437634,Iris-versicolor
+38,5.40784224718881,3.5181176232577887,1.612907383417469,0.6964174961105567,Iris-setosa
+39,5.779350875285869,3.343656711578298,1.563250085146053,0.33495652052976854,Iris-setosa
+40,6.44275418980111,2.9751365735900204,3.922198709478204,1.3007343158397509,Iris-versicolor
+41,6.2396140063751915,2.9356810645393328,4.540859229037725,1.1928293983447968,Iris-versicolor
+42,5.613463564260668,2.9671305604952254,4.52991337737387,1.450948096848346,Iris-versicolor
+43,5.803705419878074,2.9501913161309843,4.801787483900642,1.7776099910330587,Iris-virginica
+44,6.831674826005177,2.447634882507861,6.377792977296612,1.6110146159320462,Iris-virginica
+45,5.1146857682638505,3.077496503434273,1.545212854092238,0.2717724373875283,Iris-setosa
+46,5.386126739988329,2.9465014070532662,4.644956566236558,1.3799058742542991,Iris-versicolor
+47,6.540888390525212,3.3003894408243952,5.5013515536927295,2.2279909726624476,Iris-virginica
+48,4.781413191672666,3.0081631513634113,1.5052701559502297,0.1738196119796993,Iris-setosa
+49,7.166292617003277,2.7327228530069365,5.352046094406521,1.7360931551542123,Iris-virginica
+50,4.4528417902576045,2.5658280256195902,1.1895412278503161,0.13372846586388612,Iris-setosa
+51,5.825391443576121,2.7394241911597503,3.7659549436458297,1.0794480313910462,Iris-versicolor
+52,4.69240046704323,3.3011963636762176,1.5431129424052759,0.012140482366237715,Iris-setosa
+53,7.227579604898912,3.153085095835014,4.611604930281738,1.5741359226339635,Iris-versicolor
+54,5.7326499542172416,2.8913820435594966,4.616407658141586,1.179951552282766,Iris-versicolor
+55,6.723611333704458,3.1644045567229604,5.7521693307963515,2.145423394116481,Iris-virginica
+56,6.480855413971026,3.01000920910864,4.6706489103151405,1.6694820618980148,Iris-versicolor
+57,7.021991081962127,2.8931505673579223,5.048056479600645,1.6328810652262291,Iris-virginica
+58,6.091080218076903,2.8627953113249887,4.129021379091941,1.1967170669050655,Iris-versicolor
+59,5.814286094178325,2.890156558558331,4.785475449682246,1.5390894382006142,Iris-versicolor
+60,6.844569255372387,3.355695959391744,6.24805272107103,2.6689914087587843,Iris-virginica
+61,5.066806486128296,2.870799057565711,1.4589849623833409,0.15539158155836635,Iris-setosa
+62,7.084441533076905,2.98486972487702,5.788345677050841,1.7963716645423817,Iris-virginica
+63,5.490706466368673,2.9832551206892837,4.287000489233465,1.6906063142213184,Iris-versicolor
+64,5.939640610480195,3.2463716224408574,4.023652883095661,1.3786589169399333,Iris-versicolor
+65,5.225639931175307,2.3428240696729024,4.151331366377795,0.9894928515084394,Iris-versicolor
+66,4.664762203717939,3.018173489924155,1.55762565018082,0.09365619654543053,Iris-setosa
+67,4.309632882369388,2.943831522875504,1.430488215737497,0.1841760618074242,Iris-setosa
+68,7.46574130184854,2.8502554925010326,6.477663977067278,2.001574339801208,Iris-virginica
+69,5.97319151869136,3.0732978745116477,4.209059437409214,1.4889234718352506,Iris-versicolor
+70,5.087805851858742,3.117238217970117,1.6485469505845685,1.1216754882088833,Iris-setosa
+71,6.545375051074881,3.0364706975458504,5.147616600662825,2.1901629865918104,Iris-virginica
+72,5.608545425867765,3.890208309216775,1.7386110658526754,0.13626458467922697,Iris-setosa
+73,6.062798434547654,2.870219817148606,4.419213482819467,1.7503719494070187,Iris-versicolor
+74,4.952986485083688,3.0563170313084416,1.608929972081454,0.2963590968712363,Iris-setosa
+75,7.112576004546558,3.225236015286285,4.751875758890877,1.6608277527766315,Iris-versicolor
+76,5.9530470862180875,3.178825308952623,4.420706842234523,1.4106769315519774,Iris-versicolor
+77,5.751482316077307,2.6733325905500647,4.13499317107392,1.1064357759190562,Iris-versicolor
+78,4.451680946128691,3.225288715688176,1.2990081829594644,0.1436184821188602,Iris-setosa
+79,5.4572559192063625,2.5249767641385783,3.9071530763799367,1.1377137410525826,Iris-versicolor
+80,7.248039061343858,2.727357925852642,5.613625234145232,1.4650104804316442,Iris-virginica
+81,6.34195834803154,3.1150478792827156,4.979829576030996,1.9686571000424928,Iris-virginica
+82,4.605267605004105,3.574896014707491,1.1758001618449367,0.2628406093129039,Iris-setosa
+83,6.6797512068723535,2.955869320571282,5.2044095937933905,1.5208398572224078,Iris-versicolor
+84,6.065137025307035,2.6770033842440273,4.4651088383624815,1.5613112021481677,Iris-versicolor
+85,4.333583076245237,2.5411009212349733,1.3863892463332579,0.12326917315528091,Iris-setosa
+86,5.24533275550493,3.1466643769117244,1.1622400964831003,1.3097221294156474,Iris-setosa
+87,6.318928120822094,2.963410427405824,5.209309656355678,1.9852982479828123,Iris-virginica
+88,6.155719644650854,2.724897383570078,4.607737527948378,1.3958236499273982,Iris-versicolor
+89,5.644955196092934,2.619732740542163,5.046225724269726,1.8786350287095004,Iris-virginica
+90,6.212140215609917,2.7985369811771865,4.214923483981964,1.3585551562121263,Iris-versicolor
+91,5.859362961546418,3.227382613210339,4.681348424148695,1.73326882150494,Iris-virginica
+92,6.646542558900291,3.112836841910861,5.676753255925772,2.2141188703396506,Iris-virginica
+93,5.675813241531311,2.8423231960188806,4.08538283542126,1.410477555988657,Iris-versicolor
+94,6.609554176923348,2.733100138098933,4.563717567334912,1.2860282287298643,Iris-versicolor
+95,4.730599340939263,2.9656845294179432,1.4748866872699573,0.25774634535495106,Iris-setosa
+96,4.415772787208288,2.7526245465581995,1.2124147035157764,0.09341381247160985,Iris-setosa
+97,6.081306161473576,3.170620168940483,4.777729547790576,1.642886866317003,Iris-versicolor
+98,5.498050373508423,2.6298494618412045,4.2245133404822575,1.1230699022314976,Iris-versicolor
+99,5.640164688481238,3.143753810734868,4.0740689870205165,1.4282764942445956,Iris-versicolor
+100,5.537567037586314,2.8107496304845636,4.581853172052284,1.3140009120182725,Iris-versicolor
+101,6.227638350737943,3.277174309809424,5.6546634067016965,2.117817409227912,Iris-virginica
+102,6.099922890876607,2.7439486932264345,5.278529050090557,2.059438146155763,Iris-virginica
+103,6.725589716769098,2.5070746129806203,5.535191262713946,1.6457435468446597,Iris-virginica
+104,6.771266054251065,2.8565021596874165,5.700625872629157,1.6005387434613123,Iris-virginica
+105,5.590192080961006,3.0303344738958446,4.312593923583804,1.5090769083478923,Iris-versicolor
+106,5.764148873302198,2.7744910389052118,5.123673979479026,1.7075672618844053,Iris-virginica
+107,6.600704830382845,2.7497282377081675,5.056773919933517,1.3855876176590773,Iris-virginica
+108,5.57241878182998,3.6643564970106226,1.5374032807020903,0.28278837206093743,Iris-setosa
+109,4.764837037174673,2.382818884000155,3.44387175907115,1.2292010677397291,Iris-versicolor
+110,6.857848277754123,2.6816613963287703,4.701614187504665,1.5352578440249771,Iris-versicolor
+111,5.188991386479691,2.5121461354723635,3.7956170849109307,1.0821149950258637,Iris-versicolor
+112,7.143397222407929,2.8905191981039247,5.452948353078744,1.9477716055735403,Iris-virginica
+113,5.1703530358089065,2.802008047450398,3.9551030273998955,1.218259085589226,Iris-versicolor
+114,6.157497310586081,2.767986144152367,4.657342186005272,1.8770586175158592,Iris-virginica
+115,6.088843092931895,2.936303688775205,5.009770557740722,1.3656873447829125,Iris-virginica
+116,5.664093038250503,2.7801685915607917,5.322048279321733,1.663902733658024,Iris-versicolor
+117,7.812128028761101,3.4472486461006233,6.973757219640243,2.1128831008895337,Iris-virginica
+118,7.098542497181487,3.2551313576812224,6.212835093017477,2.5034030390819964,Iris-virginica
+119,4.809822143713198,3.4793057532950304,1.5187387526470029,0.15925624580482,Iris-setosa
diff --git a/iris/tvae/1/10/test.csv b/iris/tvae/1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/10/train.csv b/iris/tvae/1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/10/val.csv b/iris/tvae/1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/11/synth.csv b/iris/tvae/1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5262183e6a40ca3fa71b573c5c99b4a33b552de5
--- /dev/null
+++ b/iris/tvae/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.986884628173212,2.605199739584444,5.766123052629983,2.00004703312754,Iris-virginica
+1,4.981714947190902,3.4497068756471365,1.7978852587745655,0.30731225751127866,Iris-setosa
+2,5.007401810688337,3.4442436118068245,1.5001855919753468,0.10960092577866412,Iris-setosa
+3,4.632289032999854,3.462246243345879,1.5275761329870028,0.4598240008490868,Iris-setosa
+4,6.555842627955283,2.945038870853691,5.490124031829713,2.206098160603511,Iris-virginica
+5,5.315809347820347,3.5922065110294934,1.6712741657818178,0.39705430072062586,Iris-setosa
+6,5.021340147195044,2.9491477230775263,1.2542859228090941,1.3021464460040781,Iris-setosa
+7,6.147540176259069,2.9192466903481114,5.128172277631987,1.953297703834713,Iris-virginica
+8,4.68745316395799,3.288494864511179,1.4644256143751808,0.18443762549092124,Iris-setosa
+9,4.7898606357216975,3.0045117712092138,1.4378081982273307,0.27548385415798127,Iris-setosa
+10,5.732296694118195,2.8419088693387864,4.836294257133557,1.8958258256191265,Iris-virginica
+11,7.1101022293302085,2.9211627114102328,5.8477066341874195,1.8884851286790136,Iris-virginica
+12,5.937426464208033,2.9446160642908144,4.428889607502607,1.322497206892131,Iris-versicolor
+13,6.421385645491215,2.7335031108049517,5.039901591348867,1.5902382031892035,Iris-versicolor
+14,4.785940273008284,3.1470116941013098,1.6472358248894363,0.24141908628744155,Iris-setosa
+15,6.6036895351153655,3.2877912855843543,4.338372536568681,1.4756612842034422,Iris-versicolor
+16,5.488482553296443,2.9687108120894004,4.238111415368855,1.6451883541211116,Iris-versicolor
+17,5.584040566356285,3.845593207358574,1.459047147742132,0.10145992978076013,Iris-setosa
+18,6.695081918877701,2.5767107024814035,5.276300176512124,1.7728732535254086,Iris-virginica
+19,6.149875168228971,3.2913125581716853,5.84604202269426,2.248502261394803,Iris-virginica
+20,6.202831789025951,2.624028286891518,5.1044982573142725,2.0682868357066937,Iris-virginica
+21,4.830614932072086,3.631257437884786,1.6344969044594695,0.3316790875164715,Iris-setosa
+22,4.917019688632446,3.2734455622758607,1.5500186048712914,-0.1512291705898849,Iris-setosa
+23,6.250962756225151,2.9592602319675434,4.482381944153096,1.3231944427071367,Iris-versicolor
+24,6.523418263701519,2.6568665162342215,4.921711326502795,1.5468396531107147,Iris-versicolor
+25,6.257634273143056,3.1187699891538947,5.420104239822654,1.9385354878232453,Iris-virginica
+26,6.759442492440234,2.926385271889957,5.190854599700535,1.7544321731006587,Iris-virginica
+27,5.37363291592738,2.9899126341728786,1.2608535047957803,1.3665585975029733,Iris-versicolor
+28,5.804816103398602,2.61026738497855,4.232528665103915,1.1831223049931325,Iris-versicolor
+29,5.327339280941987,3.997008709459216,1.6611451901924186,0.1262553504220507,Iris-setosa
+30,5.9599933222814006,3.0637239346327,5.316921293866129,2.236131429196263,Iris-virginica
+31,6.1649593159767795,2.6489178927582127,5.1260650395810305,1.6901498925832086,Iris-virginica
+32,6.258808501111448,2.607212206891785,3.9022009449720807,1.2016934871116034,Iris-versicolor
+33,5.044504246100543,3.158566209008011,1.2617677702022974,0.23417670012162925,Iris-setosa
+34,5.833909684198112,2.4732863489737342,4.252756390921385,1.175727391073821,Iris-versicolor
+35,6.4599082406398995,3.1650638465521848,4.605421993638069,1.419174802052825,Iris-versicolor
+36,4.779377587693252,3.235875616503275,1.3686126511359458,0.2881083984931382,Iris-setosa
+37,5.646311525348925,2.735439419783305,4.057723854283077,0.9566995102865464,Iris-versicolor
+38,5.010189258884093,2.2908435999178023,3.6934972261272874,1.2378189399443573,Iris-versicolor
+39,6.8150527376053835,2.622422812931362,3.981126352467382,1.4135113069551264,Iris-versicolor
+40,6.007214209938945,2.8643958876630666,5.100177719169481,2.110304193546501,Iris-virginica
+41,5.248908173173541,2.2982050714362945,3.659388470711671,0.9401107659921205,Iris-versicolor
+42,6.2671971970014475,3.1607612496496653,5.327787853811287,2.1246733983146804,Iris-virginica
+43,7.59202158637016,2.8007638005841384,6.643316592691268,1.8298253903818948,Iris-virginica
+44,6.886544741828309,3.142519214386464,5.595512191492704,2.0428692350808584,Iris-virginica
+45,6.428391310928517,3.3070114540119,5.54249743096601,1.6975810004604908,Iris-virginica
+46,5.7996459032386065,3.1664761127385144,4.903987300114766,1.8733089171396946,Iris-virginica
+47,6.322489556244652,3.6000035898302807,5.317054389460162,2.113915976096743,Iris-virginica
+48,4.54269057496731,3.254130033583146,1.518729529344127,0.25386113533482335,Iris-setosa
+49,6.310752729674851,2.9668046384680835,5.868953497626758,1.6776569227350646,Iris-virginica
+50,7.556142684459635,3.117648676764318,6.349456013509176,2.0747139682599838,Iris-virginica
+51,5.047624276895613,3.7875089368783743,1.6103824599127947,0.16448053965924858,Iris-setosa
+52,5.440504114423995,2.79332035121249,4.303590932818288,1.6504813883140388,Iris-versicolor
+53,6.4265836833891425,2.7006828243348657,4.408627875665358,1.268244515956032,Iris-versicolor
+54,6.861858074464672,2.9017453676376235,5.787572921739439,1.9251481304844495,Iris-virginica
+55,7.088833776832272,3.099041377208256,4.62062608899173,1.191487488339957,Iris-versicolor
+56,5.40162920243836,3.1941876143393277,0.9929367575679057,0.19595851248776466,Iris-setosa
+57,4.6253980213737975,3.1131246397877352,1.6878052867518913,0.0014695359756928816,Iris-setosa
+58,6.4115766524639985,2.7093302205189076,5.119230946977275,2.010935315324566,Iris-virginica
+59,6.421736786605632,2.957863184038249,4.416755806412833,1.3794023829944333,Iris-versicolor
+60,6.947416773772777,2.516040438348371,6.048885351080973,1.76649636518989,Iris-virginica
+61,6.269928624208312,3.1274575865693977,5.016901275260055,1.7535399571425838,Iris-virginica
+62,7.322004290860189,2.8593092106309532,6.330877159229992,1.6730181394430592,Iris-virginica
+63,6.03098274593729,2.864360848048173,4.779827781489563,1.8582383557033517,Iris-virginica
+64,4.935960233472578,2.949972113836931,1.2587213936464703,0.21888260136314522,Iris-setosa
+65,5.0718501219592635,2.3155881252364248,4.274232309870969,1.3030136045651441,Iris-versicolor
+66,5.925332214490867,2.632802827092874,4.906142306126445,2.1711508488385767,Iris-virginica
+67,6.824279312888349,2.941620826877397,4.672500168717414,1.5012242300316676,Iris-versicolor
+68,5.64094272708022,3.2470032993403386,4.714032021843772,1.2475945645047775,Iris-versicolor
+69,5.097510893669768,3.1663601969181543,1.7380898838653374,0.5286919398160492,Iris-setosa
+70,4.678390946405654,2.772101339396606,1.2841421610653494,0.11554631349395594,Iris-setosa
+71,7.443534203602776,2.972717629734075,6.157004793734339,1.882603315341422,Iris-virginica
+72,7.019235916469749,2.8526679662038275,5.808608393742177,1.8819835383994656,Iris-virginica
+73,6.894706482944487,2.6103751241830278,5.354044591387576,1.613647422565009,Iris-virginica
+74,6.793475749070338,3.3361244391461895,5.580138523946593,2.3276759906980726,Iris-virginica
+75,7.0549306593163195,2.933140529741935,5.489739512092076,1.815061708585815,Iris-virginica
+76,4.7316046013201865,2.89016236036221,1.2869049034232043,0.24225583825615185,Iris-setosa
+77,5.2596094774784135,2.965669021638026,4.120603208843539,0.8790604731529491,Iris-versicolor
+78,5.729796384249145,3.776644658517771,1.4353742701811698,0.3774930063942814,Iris-setosa
+79,5.274004629549709,2.810070265151909,4.555428326311996,1.0376699156920752,Iris-versicolor
+80,4.6322713351551155,3.298007280114114,1.4611517901272797,0.04503963144370282,Iris-setosa
+81,4.930355505172837,3.7103926075162983,1.389038362073655,0.32325037732786266,Iris-setosa
+82,5.241312789480102,2.9507246220300307,1.6702132290454488,0.359593880436142,Iris-setosa
+83,7.427578013984098,2.834060587161332,4.636346435004515,1.3582500095463963,Iris-versicolor
+84,6.577824274085775,3.254302095293934,5.746037361226264,2.027843187928857,Iris-virginica
+85,4.952567803205665,3.3271619306336175,1.423016559703845,0.296451640740499,Iris-setosa
+86,5.965187006596891,2.63214721485954,4.950431428223594,1.8667045802131756,Iris-virginica
+87,7.286270010111463,2.8286499168169263,5.973270035397887,1.9233812249265954,Iris-virginica
+88,5.451393388272769,2.8001869972312745,4.781184018692462,1.3859481365832238,Iris-versicolor
+89,5.023037562124894,3.070191076803442,1.477193178412579,0.6508511609079215,Iris-setosa
+90,4.778827575176923,3.478868324876142,1.1826369141462971,0.1965303567795238,Iris-setosa
+91,6.131468302280746,4.509833054389223,1.173425631593587,0.36519266686168417,Iris-setosa
+92,5.518264259576455,3.4587234562568834,1.3391197971742248,1.091579957066766,Iris-setosa
+93,6.401292891542066,2.856115364072782,4.841223199366553,1.6232000743001704,Iris-versicolor
+94,6.7952509108716,2.9149123971224706,5.483529860411497,1.954936012081178,Iris-virginica
+95,5.118454100466643,3.282347588962033,1.6226073990584342,0.25833523517009044,Iris-setosa
+96,5.010939115618971,2.853122253512643,4.826832588021899,2.070215402260812,Iris-virginica
+97,4.949037182490876,2.4333918979302167,3.677476823125375,1.0669637690562905,Iris-versicolor
+98,6.2636950341979905,2.9068918724245494,4.336358513584013,1.5169295793682447,Iris-versicolor
+99,6.06796408604466,2.556200699430158,5.1604630334176145,1.4560252764197685,Iris-virginica
+100,6.632769670259237,2.8249526867597807,4.987371074729909,1.6354762962971034,Iris-virginica
+101,6.559175854910841,2.387804532865889,5.279861442409927,1.4463826428123436,Iris-virginica
+102,4.79054064511904,2.911018158384971,1.3327072874675083,0.3203094408139454,Iris-setosa
+103,6.702725466133601,3.563344481378846,6.093412320286752,2.6579835909319716,Iris-virginica
+104,5.490182131081099,2.985999783304361,4.8327835268909425,1.246834170550348,Iris-versicolor
+105,6.5063546846714635,3.1415190262362174,4.691861823588626,1.4743962933206025,Iris-virginica
+106,4.998207419571814,2.758367548416835,1.252997802867494,0.11958112445064836,Iris-setosa
+107,6.449485714473987,2.9804821319547288,5.162799134218918,2.2835745004586956,Iris-virginica
+108,5.1577078134890355,3.1078341708378,4.7864891754567935,0.2908083598515224,Iris-setosa
+109,6.487669425098128,3.230347502401788,5.256036993314364,2.342423035600301,Iris-virginica
+110,6.87213169608674,3.611207828688151,5.947668073941187,2.40911090698192,Iris-virginica
+111,5.996201658963982,2.820856916333237,5.527981628897323,2.1781703802360517,Iris-virginica
+112,4.905821208746765,3.8633275315984323,1.6560125382503939,0.33814282637796755,Iris-setosa
+113,6.078180418445793,3.9996242491041363,1.3429970412114187,0.15172348278096143,Iris-setosa
+114,6.977668420564725,3.054379933025872,5.62521125377579,2.0586696952065395,Iris-virginica
+115,6.825583369592839,2.744445084575625,5.444666360153865,2.062370257813418,Iris-virginica
+116,4.652845968239045,2.9625209645537036,1.581977326371047,0.18501145057341736,Iris-setosa
+117,6.361428839594028,2.8013915504591056,4.128549330778646,1.2798255360456956,Iris-versicolor
+118,5.2134910413408795,3.293017693868814,1.300617675848466,0.06273046082079611,Iris-setosa
+119,6.65925819438266,2.7254436553089625,5.348869663527337,1.6038021477880793,Iris-virginica
diff --git a/iris/tvae/1/11/test.csv b/iris/tvae/1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/11/train.csv b/iris/tvae/1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/11/val.csv b/iris/tvae/1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/12/synth.csv b/iris/tvae/1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1d9437aee496b7a97b7edcf40b01bef296bb8edf
--- /dev/null
+++ b/iris/tvae/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.450559280817462,3.081292268928221,5.02449737474005,1.5680206108999992,Iris-virginica
+1,5.599782541462572,4.490845740050961,1.5993568408294698,0.2826983628437565,Iris-setosa
+2,6.249311623100742,2.7593750068063545,4.294264803611592,1.6925647989087778,Iris-virginica
+3,5.865638316706241,2.892920945289146,4.636749414077567,1.302253039703318,Iris-versicolor
+4,6.088377059518781,2.7492429692099876,4.7660417976481275,1.5480210486414716,Iris-versicolor
+5,5.575499112108593,2.8663194868922117,3.973622869961157,1.512946988479088,Iris-versicolor
+6,5.733242536936031,2.8821543884585523,4.985335223651138,1.703006830653905,Iris-versicolor
+7,7.206011643275575,2.8774735298385807,6.02969181422975,2.0199479838165146,Iris-virginica
+8,6.712492836832551,2.7691254400672918,4.729272570782692,1.373385482237024,Iris-versicolor
+9,5.513386921175292,3.5834786246228907,1.3934360347896748,0.15928685127438064,Iris-setosa
+10,4.60930221351981,2.6779617457164666,1.5718596530316955,0.23011889602746538,Iris-setosa
+11,5.559630334171301,2.7585232779608337,4.3397966080942245,1.3054161063846736,Iris-versicolor
+12,6.083507554819226,2.925636859170182,4.525772478775908,1.5721071747548039,Iris-versicolor
+13,6.5790245904344555,3.358986682537955,4.579453903341709,1.4269240136490478,Iris-versicolor
+14,5.206742901780238,3.3586803359466875,1.3296377631538299,0.1646322617813481,Iris-setosa
+15,5.98982281272057,3.855137390919076,1.2687898431701057,0.1763754552766882,Iris-setosa
+16,5.259056568645991,2.920769272459141,3.732561908202017,1.0622362778216732,Iris-versicolor
+17,5.455357005465563,2.7325064400798715,4.399729728428858,1.4469217100463645,Iris-versicolor
+18,5.64846055205188,2.6789987297444227,4.801749617234526,1.638054488031296,Iris-versicolor
+19,4.760954533226703,3.2506807996289337,1.3857101487817383,0.23656378963625696,Iris-setosa
+20,5.589569430803048,3.2022246129804564,4.632022987821762,1.3661943402901964,Iris-versicolor
+21,5.370468379099514,3.988728065212314,1.605387077176119,0.17011030737547578,Iris-setosa
+22,5.996838847510548,2.39549251190958,4.682202288125498,1.950330661870676,Iris-virginica
+23,5.984721899347472,2.968050469256339,4.803590436157485,1.6191202176138502,Iris-virginica
+24,6.016529318790517,2.9791856968174604,4.341511908980096,1.5065786589609982,Iris-versicolor
+25,5.447359352607017,2.825375550090274,4.586847786295193,1.5598635718218388,Iris-versicolor
+26,4.527783504249685,3.094697625187149,1.486762738902918,0.2132358459416869,Iris-setosa
+27,5.7877658898533335,3.1865631194140707,4.663879047289656,1.6331568547386555,Iris-versicolor
+28,4.505188982591041,3.0312779541929085,1.180365320710438,0.26669659601313017,Iris-setosa
+29,6.020198449771203,2.6256951256909913,4.815614221332202,1.5970698075898138,Iris-virginica
+30,6.40270919280158,2.543000390094071,5.675322709448507,1.8463594860455936,Iris-virginica
+31,4.558078028650011,3.234186727170189,1.4118747194081227,0.16925470053299277,Iris-setosa
+32,5.826953531039794,2.7212429256700736,4.340742637035358,1.8154094400551068,Iris-virginica
+33,5.753688316624068,2.5326944450521056,3.9349363417464245,1.1755609011958792,Iris-versicolor
+34,5.005622930984109,2.6161570620045467,5.224333377252326,1.7918101840809364,Iris-virginica
+35,5.7246374256031,2.8441327670036887,5.378939854320464,1.9091058611299578,Iris-virginica
+36,4.948085225586367,3.7868952122152106,1.6219880918453848,0.30904987862925387,Iris-setosa
+37,4.859483507005551,3.1168858541261786,1.472105801545403,0.32098691088926945,Iris-setosa
+38,5.502881992465221,2.48811588762975,5.277757339063346,1.6111913321005182,Iris-virginica
+39,4.735919450054308,3.6533448708885983,1.1902717064410513,0.18021217499606623,Iris-setosa
+40,6.6829078053003474,3.064987229613847,4.645145559809078,1.4528436012241663,Iris-versicolor
+41,5.751404507855471,2.44054239909238,5.025105073523838,1.768939718672359,Iris-versicolor
+42,5.7314304867180805,3.105602163670078,1.2535352331580514,1.4612368437603274,Iris-versicolor
+43,7.176013870242504,2.5671581018849605,6.247840255805491,1.8827392957329128,Iris-virginica
+44,5.679626372394449,2.5347370928370205,3.7542428449553755,1.137818676369977,Iris-versicolor
+45,4.587853660912872,3.1282204146837516,1.2643253912704384,0.14095869045887938,Iris-setosa
+46,5.271891608690275,2.9345562059571466,3.985082077056212,1.5969107647358591,Iris-versicolor
+47,6.693595252400048,3.9858876110170702,1.613325414348322,0.419240111933328,Iris-setosa
+48,5.9834869144394,2.7313582010881188,4.315041381647011,1.5633093000323834,Iris-versicolor
+49,5.419252493128042,3.6210689465976786,1.4702159801908337,0.21037669908002052,Iris-setosa
+50,6.18941083907264,2.4759333376030077,4.680184278652885,1.9218520754007684,Iris-virginica
+51,5.024987234456924,3.582242090994126,1.4271647127938432,0.2465926611891963,Iris-setosa
+52,5.426938616889244,2.8212479850953676,4.494482513674773,1.3181893902294992,Iris-versicolor
+53,7.025632353800326,3.045136708280435,5.405949349842219,1.7630911316029247,Iris-virginica
+54,6.7102601831995266,2.8578885649296737,5.55563934378976,1.6770015668104543,Iris-virginica
+55,6.6650868121385605,2.53464674861174,5.4588865946892575,1.8224354485377332,Iris-virginica
+56,6.627990708333229,3.01378161237306,5.421742772699098,2.0062722398095314,Iris-virginica
+57,5.32914482624315,2.9393692977952304,4.472290675935957,1.1044644546133293,Iris-versicolor
+58,5.566389323075806,2.345013365905433,5.740676281512304,1.5795303632858164,Iris-virginica
+59,5.6086791426108125,2.6410684970294405,3.601046743752783,0.9581941584273277,Iris-versicolor
+60,6.099406697503269,2.6321281262407235,5.246509849714126,1.8404777018034388,Iris-virginica
+61,4.5256090132402,2.9363327332667875,1.548616897113732,0.20466685909078303,Iris-setosa
+62,5.65668890381391,2.9083695696915397,5.05324406158645,1.9963382164283603,Iris-virginica
+63,4.885336352881167,2.993891760719897,1.549365775820031,0.21986300028279449,Iris-setosa
+64,6.5027313676015535,3.0871133811691025,5.616571611141959,2.14266703799827,Iris-virginica
+65,5.24338378877132,3.3099224048674807,1.3426973080621791,0.11632419434478694,Iris-setosa
+66,6.115703216746851,2.8522005449229475,4.230172707356609,1.1347807204165896,Iris-versicolor
+67,5.371639306189207,3.873750616834049,1.7926699409872167,0.28074465160221007,Iris-setosa
+68,5.792429891546392,2.653891613834542,5.287614276981025,1.8062353417983956,Iris-virginica
+69,5.4784989349411015,2.497180475310748,3.674066717201857,1.1589530594835407,Iris-versicolor
+70,6.533864643983475,2.668703688197024,5.377244181282633,1.8561011454909069,Iris-virginica
+71,5.923475185162277,2.5313203073967605,4.752361100275483,1.8529521290671778,Iris-virginica
+72,6.20714197767443,3.8372206696324365,1.534364639314344,0.2873942994115231,Iris-setosa
+73,5.7422327983072,2.9778359789285087,5.104974019077358,2.152869820522404,Iris-virginica
+74,6.5885899763221625,3.1572015978773087,5.575697115255059,2.4464313724290574,Iris-virginica
+75,6.278002637093511,2.8283445398353657,5.010000187549199,2.0063385115588575,Iris-virginica
+76,5.472981993407234,2.179607750874134,3.713044736130386,1.285400046237548,Iris-versicolor
+77,5.346956869599261,2.9132341538020694,5.033989727785621,1.6334477467305317,Iris-virginica
+78,4.660039629984027,3.0356202726905774,1.537324847362273,0.24282802892346192,Iris-setosa
+79,4.7237113174592125,2.70411422283354,1.2855447058658673,0.1436522891938123,Iris-setosa
+80,4.792441125086698,3.1656827499820768,1.4182935099953942,0.2905619033687022,Iris-setosa
+81,5.386106678056036,2.750061116204716,4.083315380613959,1.0515700757879043,Iris-versicolor
+82,4.90722906413082,3.152392056818022,1.4767480149605121,0.31002792687061886,Iris-setosa
+83,5.438834067511492,3.262372769748263,1.5230792646689948,0.2701059267444613,Iris-setosa
+84,6.183022427367362,3.1596739604810837,5.391549670296497,1.7426606679745869,Iris-virginica
+85,6.714774891350487,2.829019901054334,4.604281640279267,1.5387999466487357,Iris-versicolor
+86,4.58514632571582,2.9389772899863513,1.4522034715593892,-0.016518881121184825,Iris-setosa
+87,5.107591414865464,3.560456345614214,1.2756422729671488,0.1570491477177372,Iris-setosa
+88,4.625398494990502,3.4474262630468715,1.3216464869331184,0.19381073687750838,Iris-setosa
+89,4.651472393030169,2.854624825162171,1.5342104366325104,0.2103260940927038,Iris-setosa
+90,6.0997503702073645,3.1038474346020863,5.082243165654498,1.8472146884842962,Iris-virginica
+91,5.671878970781321,2.9395199059373462,5.16365680939994,1.8320686466548375,Iris-virginica
+92,5.364363850380719,3.0638008913317103,1.3471117571502749,1.453840024269872,Iris-setosa
+93,6.845984009759719,3.437642314731349,5.860701594172145,2.5729341354113546,Iris-virginica
+94,6.933000449147222,2.5997505139281647,5.857661184519016,1.7961198520843256,Iris-virginica
+95,5.690059435264649,2.5722663011352696,4.363049336842681,1.4671706213928444,Iris-versicolor
+96,4.760223664748947,2.822692705705525,1.5856829589826258,0.1887759671616773,Iris-setosa
+97,5.871956957615073,4.25352225143622,1.7449728181599249,0.39203687682905897,Iris-setosa
+98,6.838386175186754,2.9910028265737916,5.986469354858058,1.8790492970196446,Iris-virginica
+99,6.951368639928367,2.5687978441377886,5.467171600778683,1.9654958225556651,Iris-virginica
+100,5.77463330342444,2.8196669999435033,4.9089560389870215,1.3740594086354772,Iris-virginica
+101,5.289442817036672,3.5436339123904266,1.4897054807246395,0.04787165552700773,Iris-setosa
+102,4.761799959350008,3.198942702221899,1.4922542497106652,0.17631142587634108,Iris-setosa
+103,5.873508500960994,2.7444858303320814,4.652167451218504,1.6355783152644492,Iris-versicolor
+104,5.749876048449696,3.1577244305337206,4.840933845964588,1.5699823165580222,Iris-virginica
+105,4.533058396832771,3.0420268633789918,1.6616477216982328,0.23233292923359322,Iris-setosa
+106,4.673092853146008,3.235225020013856,1.445985760679662,0.2942911723769561,Iris-setosa
+107,5.695222608243231,2.803836106657386,5.0392059862120835,1.7235099914912788,Iris-virginica
+108,6.626862058302684,2.482377987151758,4.926478948748731,1.360573426206465,Iris-virginica
+109,4.868757433201921,2.9938984365499954,1.5226858122815017,0.15179713355418747,Iris-setosa
+110,5.522501233754261,3.5005735149956485,1.3945464961435725,0.15573620787076967,Iris-setosa
+111,7.3091727685738235,2.897932940479673,5.936545904231717,1.9059096218792622,Iris-virginica
+112,5.093273036781683,3.6210049367653747,1.8237320777858748,0.33752776840993165,Iris-setosa
+113,6.184943795192621,2.9225912701725147,4.962817269545999,1.7895914376312163,Iris-virginica
+114,6.537856758676217,3.0070270887763435,5.4125513947418815,1.7692581750092289,Iris-virginica
+115,6.952473202565528,3.208829826031034,5.538789356329681,1.8796541607235664,Iris-virginica
+116,4.88823113953187,3.2417122671580527,1.4697151763392668,0.9005264202098929,Iris-setosa
+117,5.429662128141901,4.030143421265198,1.5214004855380583,0.16983001892425736,Iris-setosa
+118,5.690186632930233,2.7804221569475263,4.624595585383522,1.714430326061177,Iris-virginica
+119,4.810084377221202,2.655452928510615,4.708781646359749,1.883439478396008,Iris-virginica
diff --git a/iris/tvae/1/12/test.csv b/iris/tvae/1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/12/train.csv b/iris/tvae/1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/12/val.csv b/iris/tvae/1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/13/synth.csv b/iris/tvae/1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..77906bbd97eb27b426a623f697520b056af88eff
--- /dev/null
+++ b/iris/tvae/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.40930997275697,3.206862362199349,5.5164336616008285,1.9514460879179083,Iris-virginica
+1,4.664849432755715,3.084427823849084,1.0976822993840314,0.16199753286163948,Iris-setosa
+2,5.0747625060472865,2.5635937755201064,3.4498329320891203,1.3107154854254708,Iris-versicolor
+3,4.740817458548259,2.949157557233564,1.5762582329391464,0.2834429882404854,Iris-setosa
+4,5.09430861755648,2.8749817572892784,4.915088603708437,1.548979382220287,Iris-virginica
+5,6.635769708645409,2.8517155278905717,5.299459048812749,1.9704091183474288,Iris-virginica
+6,6.210461142189827,2.939322402911286,4.92171123538322,1.7818555523480708,Iris-virginica
+7,4.971034294317106,3.310376040168667,1.4397665001984359,0.1456154113919213,Iris-setosa
+8,6.065750497102115,3.0560662330710624,3.9396963561462113,1.2376553876549554,Iris-versicolor
+9,6.23977621466831,2.588939597145683,4.134361271663218,1.2956730692276117,Iris-versicolor
+10,4.785185789032833,3.0214686338965495,1.5032338592878278,0.2727504482153898,Iris-setosa
+11,6.142195092106701,2.6815460659391186,5.118981510982052,1.6222451762702237,Iris-versicolor
+12,6.860610688575439,2.8151326251680477,5.0164531188418895,1.6033028740723956,Iris-virginica
+13,7.731475268857089,2.702686502318154,6.352500703629192,1.8464874764855796,Iris-virginica
+14,4.9273570800474795,2.9515431737741795,1.370002140955803,0.2229940533980025,Iris-setosa
+15,4.539407147043068,2.7893811679557223,1.3718043961877513,0.2026821221130638,Iris-setosa
+16,4.842553472746938,1.9727000828958776,2.9681528750085064,0.5228689639036395,Iris-versicolor
+17,5.515235955486627,2.664881739997562,4.68980981088115,1.4056470012029636,Iris-versicolor
+18,7.0193218333903715,2.802101611120328,5.449723536454333,1.8924017703692468,Iris-virginica
+19,4.791148065829295,2.7958458555190315,1.4721015760063738,0.15186607276315028,Iris-setosa
+20,5.021385812860877,3.632359667700635,1.645291019464075,0.2595530007815872,Iris-setosa
+21,5.358468179079631,3.7544989891854685,1.7692473875183867,0.20941807768973228,Iris-setosa
+22,5.125906415765554,2.8853885621683197,1.5250966096621312,0.2555302370512734,Iris-setosa
+23,6.461165370154544,2.8835594430045153,4.067283264067466,1.2359629439734157,Iris-versicolor
+24,6.043433745693588,2.46136751389351,4.744883078515248,1.496239693812322,Iris-versicolor
+25,5.838528435174341,2.8930299127206003,4.366177516465136,1.4990026452732967,Iris-versicolor
+26,6.416470765912961,2.8128142913255183,5.201530859615866,1.5269840297874713,Iris-virginica
+27,6.463544644009112,2.9963608678519327,5.643381919868084,2.2944221120650328,Iris-virginica
+28,7.252848401830774,2.8845753647923713,5.66269019839406,1.964185086506623,Iris-virginica
+29,5.93972011903506,2.9220349302218565,5.3430915147218405,1.5404581171015894,Iris-virginica
+30,5.390512850590901,3.5380099325566112,1.4219664131517316,0.22721331784644033,Iris-setosa
+31,6.6717955930481025,2.681604057882483,4.86922731531075,1.934228287548005,Iris-virginica
+32,5.445490369135984,2.8831364739779093,4.95933698862419,1.6312284850091197,Iris-versicolor
+33,4.82494891234107,2.9859423263619598,1.6056017800201055,0.2496077119739663,Iris-setosa
+34,6.592247309155357,2.720632780535944,4.581247708612157,1.8315296188716184,Iris-virginica
+35,6.617244185183018,3.3464789783861786,5.217052350343688,1.519808099513086,Iris-versicolor
+36,6.732821438770581,2.8303990159309627,5.019569301426333,1.4889722861035453,Iris-versicolor
+37,4.807439946838586,3.103991024260877,1.502601237433397,0.09409191300534958,Iris-setosa
+38,4.851742339834372,3.0691376913135913,5.357886599609777,2.1487607218647202,Iris-virginica
+39,6.324170875407796,2.8516066041604926,5.257579288151498,1.6635153294119922,Iris-virginica
+40,6.197034579707242,2.97339096392637,4.898041733016951,1.7677704184094538,Iris-virginica
+41,6.201915781974514,2.7126635282093656,4.840115908591015,1.716904074212861,Iris-versicolor
+42,6.772648159015263,2.789617210722186,5.6126622226998935,2.126483302216788,Iris-virginica
+43,5.163929226398505,3.365564672980979,1.6271229526349185,0.26507620238417456,Iris-setosa
+44,6.070548901622562,3.8946930269620865,0.9938484159794305,0.20025550622096006,Iris-setosa
+45,4.974263275263155,3.873969893157768,1.3683665562747178,0.28639600669580517,Iris-setosa
+46,5.194916681264555,3.4940593179324697,1.9268254633392696,0.12125525817441418,Iris-setosa
+47,4.987783271920122,3.0589569111061374,1.6021866111321934,0.35668918633034735,Iris-setosa
+48,5.132189589731852,2.586963590653401,4.052595822065813,1.310430173652455,Iris-versicolor
+49,7.522976379315397,2.6277902895976153,6.303895967290317,1.9980563411371528,Iris-virginica
+50,7.06529316329821,2.667938693021275,5.651320482829088,1.8374002141488512,Iris-virginica
+51,4.654516476709705,3.1489856290487857,1.4942841828069515,0.12673375500764017,Iris-setosa
+52,4.976327434960362,3.102579390007677,1.5015607303961658,0.2456082838063525,Iris-setosa
+53,4.736929895925633,3.1810182624683963,1.4635525926543096,0.20166826690877332,Iris-setosa
+54,5.96042310631206,3.1798242151832374,4.449203979046427,1.4024408738963163,Iris-versicolor
+55,7.37922050924389,2.666070273268682,5.973152001504864,2.0064477335385567,Iris-virginica
+56,5.996920835644958,3.07687119386504,4.426793872266197,1.3394638379465142,Iris-versicolor
+57,6.9216352784890685,3.485178460077399,5.6319695737805375,2.7077818183622893,Iris-virginica
+58,5.254129611930698,3.2284279590369294,1.8373271725361628,0.4554142967619119,Iris-setosa
+59,6.567877104068108,3.619027641338083,6.015993419410704,2.562422273061091,Iris-virginica
+60,6.517883815857321,2.9654097695976516,4.646151389251804,1.4182577184540817,Iris-versicolor
+61,6.389857485213918,2.936836323981062,4.889738450351639,1.428385337106852,Iris-versicolor
+62,5.021809900991541,3.5791189316515224,1.6081054679700255,0.2141129611232988,Iris-setosa
+63,5.212241506926897,2.950289901274253,1.4115008040904273,1.159041353950113,Iris-setosa
+64,5.4776773454293535,2.839112711536126,4.185545750584882,0.9491778798646114,Iris-versicolor
+65,5.282527656691273,3.428351909394185,1.6218679568631682,0.2575715838404592,Iris-setosa
+66,6.350082702527585,3.1777256541769563,5.422002967382992,2.3523161645143293,Iris-virginica
+67,5.969238320186552,2.845982188698023,5.1152119553807,2.169837725145099,Iris-virginica
+68,5.57172648395547,3.112160218584432,1.3461598853602055,1.497007855320194,Iris-setosa
+69,5.3822669278909085,3.388066220925585,1.6951436878231014,0.25675884762192513,Iris-setosa
+70,5.661182356783855,2.7926697548662514,5.441244455706964,1.7637665732857264,Iris-virginica
+71,4.846280161480857,3.2269975145765915,1.5487471382837763,0.1751214305769575,Iris-setosa
+72,6.6457817195304525,3.6270223366644254,5.884053957334608,2.067316015093261,Iris-virginica
+73,5.990034282407817,2.8298990326361073,5.123183358648609,1.6776562815884462,Iris-versicolor
+74,4.5554522193429925,2.827149549967071,1.4717096443129432,0.14767074097314026,Iris-setosa
+75,4.505391528096493,2.9565454885809244,1.1534950810623965,0.17053176398827552,Iris-setosa
+76,5.370780653804128,3.7123853445598547,1.7854593242758734,0.31425807506882136,Iris-setosa
+77,5.749400158020523,3.191617434357987,4.5690916071118535,1.380539606002847,Iris-versicolor
+78,6.29582687209162,2.844560835271297,5.191540020231719,1.9287454881949537,Iris-virginica
+79,5.4783382771728935,3.509027503018378,1.3211693948746301,0.24411684638185915,Iris-setosa
+80,5.549197592526669,3.1971443843914678,1.4910416691296404,1.1398770677956969,Iris-versicolor
+81,7.283792334083778,2.8660344748885733,6.434931022268664,2.096271220863122,Iris-virginica
+82,4.75393986228903,3.1665966782964325,1.5155126333156277,0.1860711635414388,Iris-setosa
+83,5.967165101740549,2.9055078815139788,4.399305050279319,1.2218073271961782,Iris-versicolor
+84,7.165607086922645,2.551122423381008,5.7816017215932005,1.666750626793553,Iris-virginica
+85,6.043735647730699,3.438930148815582,5.066439129297689,1.790296163490486,Iris-virginica
+86,4.656869601019149,3.236276588908482,1.4954020142362108,0.23909731486296848,Iris-setosa
+87,7.194414593340769,2.4181287359874983,5.620442756735722,1.7643855100856713,Iris-virginica
+88,5.757075003082494,2.5098344031298754,3.9059983663611195,1.225106257745153,Iris-versicolor
+89,5.0785669756718255,3.1899886159256363,1.4654650571710166,0.16038992524650159,Iris-setosa
+90,5.542019149196083,2.9159352324303365,4.429650115763981,1.476373468603441,Iris-versicolor
+91,5.00206191215347,2.7577704196239057,1.4777262321117037,0.34053140095901807,Iris-setosa
+92,5.111015621736692,2.801255741146583,1.4679479172698706,0.22026263554859665,Iris-setosa
+93,5.145334436656072,3.4624916807835633,1.424849720833401,0.10760970551550184,Iris-setosa
+94,6.3510898473761115,2.855503349945873,5.327307704042195,2.0123238273974144,Iris-virginica
+95,5.75854789965894,3.029403201128563,4.383879221086802,1.5719181423944821,Iris-versicolor
+96,4.937539449299633,2.175935373765695,3.209320612250841,0.916624606340196,Iris-versicolor
+97,5.127514814124808,3.7892256359609258,1.6707516476505597,0.19512704833487238,Iris-setosa
+98,5.577776190042827,2.0343927792220224,3.8134246959663534,0.7833075237775449,Iris-versicolor
+99,5.238747652583722,3.6417071271192496,1.7671472235650698,0.4976629315482389,Iris-setosa
+100,4.89895858414485,3.2617546050482478,1.6065836803642093,0.22324346911792958,Iris-setosa
+101,5.690137717123425,3.799516981323249,1.3833044880301113,0.3285565104794651,Iris-setosa
+102,6.174300352091261,3.118400102022054,5.397302949611963,2.197552672896923,Iris-virginica
+103,4.880828240363055,2.965865769097444,1.5676393956938326,0.23143134193465287,Iris-setosa
+104,5.079681222474903,3.041665982825634,1.290502665588083,0.2993692827766799,Iris-setosa
+105,6.704245231669026,2.780949827338873,5.652849291543815,1.6214084739529935,Iris-virginica
+106,4.445758009588261,3.1976740920639672,1.519062426069316,0.24623227171285267,Iris-setosa
+107,4.628879719070557,2.714098181531589,1.5078201346272353,0.18442314068422322,Iris-setosa
+108,6.435956267172451,2.903282433404557,5.381331419176632,1.9649465085765865,Iris-virginica
+109,6.174148350002633,2.9536089345648073,4.8138856357768,1.465203048596013,Iris-versicolor
+110,5.7798181559868445,2.4263029149300657,3.3779814437808615,0.9729239057619582,Iris-versicolor
+111,5.920553544644985,2.8690555224379564,5.017401255831424,1.7771792488558253,Iris-virginica
+112,4.964373775313477,2.3849025087666815,3.2680095031389813,1.1490752733251486,Iris-versicolor
+113,4.780474031846999,2.7289296178147535,1.455719889961752,0.12145708795815449,Iris-setosa
+114,7.475760470295321,3.041104104761972,6.142466374837964,2.2397101937580404,Iris-virginica
+115,5.924035984040821,2.2281041593000728,4.064322747566526,1.2428426109339898,Iris-versicolor
+116,5.631086306429031,3.0429804942166454,4.498359263389435,1.450088801787439,Iris-versicolor
+117,5.093974117640169,3.5650364771405734,1.6090428604590556,0.20527365259872943,Iris-setosa
+118,7.2549469909258635,3.1656780419107244,6.113952611110831,2.2777314640668,Iris-virginica
+119,6.235444591428019,3.0322350974724706,4.8371263646875935,2.2807874896954097,Iris-virginica
diff --git a/iris/tvae/1/13/test.csv b/iris/tvae/1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/13/train.csv b/iris/tvae/1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/13/val.csv b/iris/tvae/1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/14/synth.csv b/iris/tvae/1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c5f8dff6a49864bb40f8d36589550dbd1755d14
--- /dev/null
+++ b/iris/tvae/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.744736207471401,2.8216812684552717,4.9630443191469,1.7126133622231239,Iris-versicolor
+1,4.499807308461589,2.6394375920752524,1.0332414178308165,0.13240392249485758,Iris-setosa
+2,5.692828403949276,2.707126665255688,4.126152213790603,1.2364766641897853,Iris-versicolor
+3,4.499433339608614,3.062699984648482,1.1443480210283943,0.13321760537607508,Iris-setosa
+4,5.271219603144464,2.356077590038098,5.466239758827317,1.5589961007381177,Iris-virginica
+5,5.490712048043596,3.5505497679682905,1.90249528944438,0.3037135937723158,Iris-setosa
+6,5.929038739473756,2.8917263171708285,5.357564250527854,1.6343579591422803,Iris-virginica
+7,5.938236097302246,2.925409164100603,4.785173440901205,1.7861130965871874,Iris-virginica
+8,5.689545786016044,2.5443767799213317,3.3287242488918363,1.0590691491279944,Iris-versicolor
+9,6.419622724719473,3.2313679773247928,4.206826126503134,1.44875457521873,Iris-versicolor
+10,4.406927508755434,2.7672251405600643,1.3184147520664578,0.1590299299117429,Iris-setosa
+11,6.037941767191127,2.85957442714581,4.622483990600191,1.3743703721090077,Iris-versicolor
+12,5.0392085621134735,3.1686571046233794,1.5511555671653185,0.2568671368550454,Iris-setosa
+13,5.121055576051002,2.5785826235272356,3.9638358013212898,1.0996446876465935,Iris-versicolor
+14,5.312646461390163,3.7120194979307906,1.5911030181825037,0.10627384865645254,Iris-setosa
+15,5.508288965898994,2.8802998703554747,1.0862892655918501,1.4181729003400934,Iris-setosa
+16,5.763100387119074,4.636164183739807,1.457702401135211,0.15501681929509528,Iris-setosa
+17,5.709553212504657,2.734766073845605,4.021161951189241,1.1964862428652419,Iris-versicolor
+18,6.821686325598023,2.7798415410969475,5.434870995812389,1.9601845495796184,Iris-virginica
+19,6.571474477370596,3.307459338883558,4.40272247539608,1.4521336915000023,Iris-versicolor
+20,4.5598819431051,2.9940190034469847,1.2854166112734915,0.14796902829796105,Iris-setosa
+21,4.631706989445665,3.3582065422592526,1.3229843203496245,0.06069039606084317,Iris-setosa
+22,6.10495295169093,2.5921043846493097,4.977878554345117,1.660595351591107,Iris-virginica
+23,5.145821291778667,3.170901169769901,1.7367335456780422,0.13709363979239064,Iris-setosa
+24,6.550206892953297,2.446057801038523,5.166758665328519,1.869705352483313,Iris-virginica
+25,5.3715411976500045,2.6745018572493597,4.576387430417865,1.5288567969503966,Iris-versicolor
+26,6.600517395591627,2.5134773141436435,4.825278619985254,2.04623690987203,Iris-virginica
+27,6.514458831921199,3.3056313790499017,4.8098713001625635,1.4112689687113973,Iris-versicolor
+28,6.257593973044767,2.8595568482633973,4.881497758956931,1.6942104577109245,Iris-versicolor
+29,6.2221727240552855,2.7329079468652697,3.591273955447331,1.1491054436150419,Iris-versicolor
+30,6.549063774490176,2.852064480835183,6.049935141331813,1.6589597524622772,Iris-virginica
+31,6.175581848630829,2.9039560228038175,4.720481546996057,1.6711360207589392,Iris-versicolor
+32,5.70558477021383,2.23484965195477,4.066181408041178,1.0449515146138761,Iris-versicolor
+33,4.6203221341954075,2.6633342798535065,1.406546293991637,0.15382230407113573,Iris-setosa
+34,5.394836903253011,3.2332532552752244,1.5614038872556277,1.6403289521850213,Iris-setosa
+35,6.655872273625577,2.912789090367467,4.2284524857286065,1.4085731833811264,Iris-versicolor
+36,4.949730390962561,3.500012245897021,1.442755130100915,0.30211377886721275,Iris-setosa
+37,5.217935665463279,3.0955288576433717,1.4758172279420743,1.6263522975589102,Iris-setosa
+38,4.762012059809802,3.2237306694029044,1.317510124497121,0.1893680333976402,Iris-setosa
+39,5.050453190253167,3.427911779727027,1.448371737987887,0.1757265182292853,Iris-setosa
+40,5.241658205900272,2.1093805438884603,3.8123648447313636,1.0733567385298621,Iris-versicolor
+41,5.914472381325067,2.6758917964787976,4.386046082271719,1.7946490205677579,Iris-virginica
+42,5.9744215972299095,2.691983174451641,4.11568521364673,1.5242753702706149,Iris-virginica
+43,5.246276265158222,3.718362913394202,1.1227772375622291,0.21459491560148325,Iris-setosa
+44,5.279159449500649,3.023354661038315,1.6693186689550228,0.40352386934368156,Iris-setosa
+45,6.768756186281018,2.926637732252895,5.784020503906643,2.442081418707658,Iris-virginica
+46,6.19134423260119,2.8593501697162056,4.555353450299094,1.8287372745889272,Iris-versicolor
+47,7.437642955106491,2.9716923013297643,6.111010385517542,1.856320350672234,Iris-virginica
+48,6.065585069416517,2.700345066224403,4.9893544829163,1.4614408756973787,Iris-versicolor
+49,5.167371018160454,3.7787039880202946,1.5605473644068903,0.34195358543628046,Iris-setosa
+50,5.716145931213564,2.9239036640432396,5.1711456412021235,2.1458568484833007,Iris-virginica
+51,4.988831272180224,2.704096768946248,4.651767444542235,1.2058452605585024,Iris-versicolor
+52,7.06005937283787,3.3552987040320414,6.196367707575698,2.1411185683278426,Iris-virginica
+53,6.816052553060811,3.2159062672481165,4.500267917459695,1.4701472309156318,Iris-versicolor
+54,5.483212516598078,2.600272094442431,4.857855111279777,1.4117924249805318,Iris-versicolor
+55,4.570337799648888,3.31766566291419,1.2715298245907445,0.18232883632460384,Iris-setosa
+56,5.188629091487507,2.8533354158085236,4.954080190757208,0.4223464959273757,Iris-setosa
+57,6.107355796726984,2.9985617784862124,4.939107969485835,1.6555813898873217,Iris-virginica
+58,7.620874744861224,2.8300856056082733,7.0393928845075155,2.0569090002235266,Iris-virginica
+59,4.8300549429675526,2.985300621928464,1.3835109512474335,0.2477316950842642,Iris-setosa
+60,4.470875100686735,2.978919289443878,1.460135513692762,0.18019176547956153,Iris-setosa
+61,4.424769489101632,2.8685217753758776,1.228970481033058,0.20221458666943698,Iris-setosa
+62,5.874312005399981,2.7262175967155318,4.127753152182348,1.2470411181872452,Iris-versicolor
+63,5.3111607295621415,2.8008096821304234,4.492849365793025,1.255929783242088,Iris-versicolor
+64,5.021860477317679,3.361928205871822,1.4403169048262299,0.038832945973896554,Iris-setosa
+65,5.392687316031922,2.1206381440740074,4.302670192268623,1.1842572970579162,Iris-versicolor
+66,6.189358384141278,2.7514726077588616,4.592852192673569,2.1284274153634497,Iris-versicolor
+67,4.894464963563701,3.4267675029930915,1.5837818286501024,0.3045636702131166,Iris-setosa
+68,6.29569676875745,2.547281689598087,3.9762093925587307,1.2023211195407493,Iris-versicolor
+69,4.855256719134526,3.380457042821287,5.053594423122208,0.4363658729125631,Iris-virginica
+70,5.187784819472445,2.5458763258256885,4.508929858050832,1.1150198067699328,Iris-versicolor
+71,6.1532664504327625,2.203057908119327,3.7060130711104753,1.0877578755587989,Iris-versicolor
+72,5.9097589216668025,2.8336054886986815,4.755137151170313,1.256510352068473,Iris-versicolor
+73,6.136555274949089,2.652191472178093,4.696741224225823,1.4705616145583036,Iris-versicolor
+74,6.012056303151567,2.715780914526139,4.625614507790444,1.2989283963329796,Iris-versicolor
+75,6.237581447225907,2.898050134168123,5.357128160532686,1.765102435713543,Iris-virginica
+76,6.046095404255583,2.939002120047791,5.235374110156775,1.9485790665487013,Iris-virginica
+77,4.808829452261409,3.4625195413588363,1.2986111944091778,-0.030531260920911296,Iris-setosa
+78,6.147608420088383,2.8249523239078,5.225144970506786,1.8112818455348703,Iris-virginica
+79,6.540402566033714,3.185653119490929,5.810786725987767,2.2819314841318334,Iris-virginica
+80,5.457945436289916,3.345456770886096,4.553728581082513,1.3143112696550667,Iris-versicolor
+81,5.321345749058641,2.892623223580987,1.2245125597821511,1.3089688872327734,Iris-setosa
+82,6.639751474625164,3.8593272967798313,5.668088205819454,2.4185236963241,Iris-virginica
+83,4.738547815227477,2.7746269202380605,1.3876811752989935,0.23174352553146307,Iris-setosa
+84,5.523577091427857,3.0141148373535573,4.882393829025822,1.8239141833767158,Iris-versicolor
+85,4.35670693060836,3.0953472712391883,1.4854529816242044,0.26390327518706885,Iris-setosa
+86,5.019834169891151,3.1853025405260422,1.3059933396231758,0.17228179708667046,Iris-setosa
+87,6.506118188229483,3.3058746457088217,5.2778934731087,2.133333399464687,Iris-virginica
+88,5.173920726894136,3.5440869710351053,1.6880759802010683,0.4091710237069341,Iris-setosa
+89,4.9071146661225855,3.056420595909258,1.2780661666460258,0.024480079443416985,Iris-setosa
+90,6.014874689947962,2.8403378050987054,4.649673969465248,1.618209474595115,Iris-virginica
+91,6.04009513972228,4.28535706787979,1.480053190911606,0.30543745174882125,Iris-setosa
+92,5.414777933837238,3.033447245558903,1.4199923454638264,0.03942335512207765,Iris-setosa
+93,7.761541492285952,3.130476242365315,6.4981044851623935,2.0510350554590033,Iris-virginica
+94,4.751335728962318,2.2974837329358793,1.2169655915984923,0.18597524853392525,Iris-setosa
+95,6.22337929581575,2.807826564996397,5.311932947507852,1.8581827598365774,Iris-virginica
+96,5.152845498388246,3.33315203468501,1.6652444218462057,0.38594014396429843,Iris-setosa
+97,6.773554423354452,2.616331412137061,5.392905361854475,1.7754012185791588,Iris-virginica
+98,5.610138517591389,1.9823422159339594,5.614638475755413,1.9051229779033727,Iris-virginica
+99,6.195959798304535,2.4893595028594757,5.321678610111151,1.6844047841394416,Iris-virginica
+100,5.940468157762653,2.8322650555980853,4.807309586844657,1.6806628178485523,Iris-versicolor
+101,4.920342904825271,2.618290489410306,4.822070755617776,0.3477285878667794,Iris-virginica
+102,6.887858167866929,3.1561399545042725,5.974851376086276,2.5864794026544433,Iris-virginica
+103,7.395914938976122,3.003851228327954,6.079024028648389,2.2082838664231135,Iris-virginica
+104,5.210654054848566,2.950622830066962,1.7519692729645155,0.3991298368819609,Iris-setosa
+105,5.638748350398786,2.6186086274335434,5.038977497033889,1.2274091082032619,Iris-virginica
+106,6.422820057334772,3.024701146850211,4.881020407566149,1.4791536231201508,Iris-virginica
+107,7.473618166828836,2.880203051912996,6.670352377865132,2.055947160141371,Iris-virginica
+108,5.7419972143510325,3.492121473025908,1.546931772521412,0.30173287978718877,Iris-setosa
+109,6.074622886345594,2.936482486334558,4.4219800589466285,1.4083466990717188,Iris-versicolor
+110,7.554239001817039,2.7090614870431104,6.368700800381564,2.0397983335934495,Iris-virginica
+111,4.613798682088356,3.0785201506425866,1.5381223806641855,0.1460442048313118,Iris-setosa
+112,5.01359366635022,3.249156115316478,1.4875100975344944,0.3861561060916743,Iris-setosa
+113,6.005403941795431,2.3989403725090117,3.7919013213226123,1.3333209742584828,Iris-versicolor
+114,5.172195518434224,3.9960600801743382,1.6056305817249132,0.3622385362573378,Iris-setosa
+115,4.6267968664392605,2.773948177616453,1.4664828025038745,0.14143532228280042,Iris-setosa
+116,5.08784351110393,2.412664499301639,3.7234022587088482,1.1033419565982046,Iris-versicolor
+117,5.109020216456712,3.6401046094683616,1.6473482806727433,0.12863630783665816,Iris-setosa
+118,6.9683377441786645,3.138622838660178,4.527974315967305,1.4708864942293651,Iris-versicolor
+119,6.7680153173783015,3.257852887972608,5.645373801477058,2.5254065942887705,Iris-virginica
diff --git a/iris/tvae/1/14/test.csv b/iris/tvae/1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/14/train.csv b/iris/tvae/1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/14/val.csv b/iris/tvae/1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/15/synth.csv b/iris/tvae/1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..096ba47acf68fc7ec5458a2afaca8f59514fe74f
--- /dev/null
+++ b/iris/tvae/1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.045732502619168,3.0976059770016793,1.6224022384558883,0.19210869299360736,Iris-setosa
+1,5.60633800858494,2.866352418206581,4.2711344173151256,1.4456800263222238,Iris-versicolor
+2,6.6547877803317474,2.88680785077785,4.479098598010321,1.5217313571581021,Iris-versicolor
+3,5.313861343862838,3.596695943519198,1.8546691561744861,0.4536992201408663,Iris-setosa
+4,5.1773565791395075,2.9817341643618227,1.3221834726707469,0.018343980749501082,Iris-setosa
+5,6.604724097403191,2.8897263735113565,6.006444210676324,1.859693770957354,Iris-virginica
+6,6.496959231824972,2.759723364356847,5.508679041815346,1.4739138910186216,Iris-virginica
+7,6.098004137925615,2.9484188271455305,4.571668726345608,1.1922172140663696,Iris-versicolor
+8,5.57652249370053,2.5844099819685837,5.498385228849022,1.6650842646564405,Iris-virginica
+9,5.122739365829976,3.395954563797785,1.3006137675417355,0.9019326218064183,Iris-setosa
+10,5.11200422094067,3.4747114936980807,1.3447041871040342,0.32324497786931783,Iris-setosa
+11,4.810332635066004,2.645896956369309,1.404477588757598,0.18766287280805719,Iris-setosa
+12,4.789780230979657,3.07621187942492,1.2772955908695276,0.2644570967449782,Iris-setosa
+13,5.307101451436612,3.530557003749513,1.4987505987441634,0.19593608931583428,Iris-setosa
+14,5.072898143803998,3.0697440595861525,1.4161099722544592,0.7530040678670465,Iris-versicolor
+15,6.105586733067977,3.1024520931825745,5.024468878662739,2.069107927065239,Iris-virginica
+16,6.156804524081205,2.8889908610966906,4.328646122319028,1.6297293814061324,Iris-versicolor
+17,5.716642820478128,2.706658883365251,4.260593726695599,1.4685629485209177,Iris-versicolor
+18,6.8922300617109995,2.927721453948033,5.843153406550842,1.7508116973596057,Iris-virginica
+19,5.9535313152572895,2.8413932238415716,4.129386359627,1.0812858565583165,Iris-versicolor
+20,5.869674206907565,2.586051227401845,3.924837338111112,1.2724256448631088,Iris-versicolor
+21,4.88733473447759,2.3974579726179703,3.31253202880571,1.1573302371105103,Iris-versicolor
+22,5.669137095622547,2.613679112908973,3.8919308630478415,1.0591404031146987,Iris-versicolor
+23,6.409972929106626,2.7651845495911904,4.424711390070985,1.7560568651648663,Iris-versicolor
+24,4.813786892077806,3.071725285783466,1.660470083857002,0.07623980785291504,Iris-setosa
+25,6.433870180483046,2.9938974742960514,5.8972053401865825,2.352569658882774,Iris-virginica
+26,5.102953325315233,2.4241035924041454,4.137505948658713,1.1825620469780287,Iris-versicolor
+27,7.749641795222772,2.810689677291281,6.610884585896875,1.8010928271862672,Iris-virginica
+28,4.629805505404799,2.738846557760829,1.393746238725565,0.1361318134888931,Iris-setosa
+29,7.879153958102144,3.011129319436088,6.330703644462237,1.735227024715056,Iris-virginica
+30,5.11208096136422,3.7626325841272212,1.2356993969836967,0.1474485210331153,Iris-setosa
+31,4.330434960498546,2.862001115035573,1.697349364148741,0.07869598629129126,Iris-setosa
+32,6.014789362734595,3.4779670972770598,5.34136266309099,1.9823316980445795,Iris-virginica
+33,4.843066814461852,3.4245416089777434,1.4877934624451417,0.22248346590199863,Iris-setosa
+34,4.826186720043758,3.0478007640905878,1.5661735977443871,0.14084866813809993,Iris-setosa
+35,7.232013778732309,3.4801983250727275,5.951666737726097,2.3267703690946644,Iris-virginica
+36,4.94598544435495,3.7420958154706048,1.5887590138508612,0.23621086245932948,Iris-setosa
+37,4.677722521300907,2.7579149292348024,1.1639934387968065,0.14491909342613263,Iris-setosa
+38,4.530896469980341,3.1351359845845153,1.6042778754010756,0.18662983294839564,Iris-setosa
+39,5.692295862026346,3.7864067527406955,1.568213629992832,0.17508165623273375,Iris-setosa
+40,5.046395050137456,3.33754752851059,1.5442481366239338,0.4176321039070263,Iris-setosa
+41,5.267060064152326,3.7345550013892312,1.7114243627625183,0.23517409864613537,Iris-setosa
+42,6.360087601747628,2.6452914728707237,4.470341455417799,1.6969413335097963,Iris-versicolor
+43,6.622006491277835,2.0353930411865075,5.834805714308043,1.6148825620412632,Iris-virginica
+44,5.220835623108143,2.818168660030608,1.212878949604249,1.4523075452272682,Iris-setosa
+45,5.284501286685263,2.9406033275655417,1.0947912742774548,0.13069304292010825,Iris-setosa
+46,6.9240108348641485,3.1420005341340653,6.21797505784888,2.4197987281648956,Iris-virginica
+47,4.986276416791276,3.492898565908532,1.6524927506974219,0.3006150959470362,Iris-setosa
+48,5.2011024617029555,3.623139328096402,1.6017154391473092,0.24774358208969452,Iris-setosa
+49,5.871077733284033,3.162169545628192,4.557512059492068,1.7696181307043342,Iris-versicolor
+50,6.046281871653251,3.6309004698288865,1.1527238708039946,0.171861488688692,Iris-setosa
+51,5.444774199085945,2.78297500897164,3.9866055392273,1.1820063784265815,Iris-versicolor
+52,6.2342660132853025,2.857377377706634,4.827536750256036,1.82759319070433,Iris-versicolor
+53,4.885371058247258,3.0446627003829456,1.2321913544928464,0.12306565996042412,Iris-setosa
+54,5.712279558236126,2.868235209158143,4.88997478899092,1.499748127664534,Iris-versicolor
+55,6.257460702229498,2.9590347864394544,4.501971373006164,1.2577531627377514,Iris-versicolor
+56,5.0635381219073405,2.9608615679090837,1.6516190526709975,0.23820257050653995,Iris-setosa
+57,5.481000116173883,4.075069832581544,1.80414256151417,0.4170207437926011,Iris-setosa
+58,6.786789166774701,2.9761430032285916,5.1519676511755375,1.8615513723396933,Iris-virginica
+59,5.227685930481091,2.969675908028424,1.6319263147869827,0.1901832410888626,Iris-setosa
+60,4.976508256744434,2.515028801335017,1.6063342975357875,0.3636556953948627,Iris-setosa
+61,5.945499544901817,2.7361047583539397,4.119096984259454,1.2492431645684012,Iris-versicolor
+62,5.969383341829917,2.9882891163435628,4.323732802975199,1.1947733013809723,Iris-versicolor
+63,5.184143070045439,3.152777716290486,4.4851789337830805,0.9825133461351712,Iris-versicolor
+64,5.728448274536676,2.769130775697696,4.408321631476349,1.7024395586645942,Iris-versicolor
+65,5.411213659757419,2.5673624653025953,5.33549724400385,1.599393704482548,Iris-virginica
+66,6.408173607195675,3.0963296502039737,4.061744105812076,1.2977247445159763,Iris-versicolor
+67,5.950139119513776,2.7873347253113145,4.0214572625267975,1.656905875062269,Iris-versicolor
+68,5.967347386189166,2.886798909967606,4.141717052811204,0.9508187599662684,Iris-versicolor
+69,6.911536725676819,2.930741533937751,5.114360183502395,1.8178482425202867,Iris-versicolor
+70,4.934724766231373,3.540112609734749,1.2492714155305176,0.18855611099956054,Iris-setosa
+71,4.786194138555086,3.2940273762606886,1.5117096399807508,0.30426808888226214,Iris-setosa
+72,5.8936830285268265,3.985030853765185,1.53720988197251,0.23076776211079264,Iris-setosa
+73,4.771560602202012,3.1666169898518954,1.099431084773775,0.14717490103975872,Iris-setosa
+74,5.4001400763225105,3.194357741906057,1.3235603832991394,0.20850023922056116,Iris-setosa
+75,5.079072956689382,3.626392425637295,1.5559033496233023,0.42246478732573634,Iris-setosa
+76,6.100848683887797,2.672486196816426,4.541200531889367,1.489848081965623,Iris-versicolor
+77,5.798228029407761,3.063948673333638,4.041573153062924,1.17733052282187,Iris-versicolor
+78,6.3813687312467104,2.80307598469556,4.902359279347026,1.9699971197737698,Iris-virginica
+79,6.2628883217162885,3.199516180240785,5.211404356589034,2.0235109835942584,Iris-virginica
+80,4.91529382736602,2.950833606923152,1.4325382300121474,0.24602150224707559,Iris-setosa
+81,6.24584854867174,2.743652096555862,5.325548298859148,1.9156740636809402,Iris-virginica
+82,5.041933441933391,3.179952942867192,1.5632920446638465,0.8991335897877417,Iris-setosa
+83,5.99265729316272,2.6682273240730496,5.186603526077422,1.8183664143247327,Iris-virginica
+84,5.984477906303717,3.0331914064004284,4.629272275095622,1.4694276602890606,Iris-versicolor
+85,5.030472997925953,3.1786916606632625,1.051328104954416,0.06842838935699716,Iris-setosa
+86,5.253981001477764,3.6176021063701964,1.255534800119313,0.12548254255776428,Iris-setosa
+87,6.283089554243439,2.91786567786886,4.926192554290249,1.5335766755929678,Iris-versicolor
+88,5.150570034110436,3.1407924404135454,5.132844986748337,1.7525511272926795,Iris-virginica
+89,5.253154306613681,2.608516214968719,4.225631365934824,1.4806987879197595,Iris-versicolor
+90,6.486892889305277,3.172275440735204,5.783646081870414,2.5390183238091506,Iris-virginica
+91,6.273544509443985,3.759270240559177,5.322842881471925,2.3050807378147744,Iris-virginica
+92,6.60422155287954,2.9872408058655426,4.704729155899839,1.2596810844062434,Iris-versicolor
+93,5.0482083389091095,3.837632751108842,1.4278708299228902,0.25219673508758256,Iris-setosa
+94,4.8404685273702075,3.312149742726422,1.113227439176038,0.7529048688458457,Iris-setosa
+95,7.121535497202721,3.0029176701279447,5.436791912324262,1.930872847861338,Iris-virginica
+96,5.083889307533465,3.928868373490565,1.6429566202685817,0.23482456200839125,Iris-setosa
+97,6.221403146031096,3.2085598782150044,5.586796055644162,2.3720659379175957,Iris-virginica
+98,4.909902819724056,3.2596075754273257,1.5154196502670565,0.12314279327256122,Iris-setosa
+99,4.934244292803093,3.295329270896745,1.6690590593109673,0.2954562785092356,Iris-setosa
+100,5.430667780351665,2.860701711481527,4.07580437514928,1.5729862181093155,Iris-versicolor
+101,4.773567452218223,2.8600155433242795,1.4175832490733045,0.3497956186329161,Iris-setosa
+102,5.311907074015526,3.788337653445457,1.4849128349517033,0.12469253268464789,Iris-setosa
+103,6.255385306998858,2.6476658162294715,4.054467360852495,1.2992649760287749,Iris-versicolor
+104,5.010547211555915,3.048308908182353,1.258007407105472,1.1705073875262446,Iris-versicolor
+105,6.409244625275644,2.880115536425841,4.149176231284473,1.1708889405769343,Iris-versicolor
+106,6.291386927194794,3.343600522701076,4.432704211818938,1.2981871746674238,Iris-versicolor
+107,5.23340077067934,2.9272092311179176,5.22124297821084,1.9528594042603389,Iris-virginica
+108,6.708856964785915,2.712542070295914,4.680615956885545,1.4461740735644448,Iris-versicolor
+109,6.183535719764973,2.75754647915987,4.615424403240307,1.3380008229220715,Iris-versicolor
+110,5.975789748137343,2.9767105660943143,5.044137109339507,1.823150619863331,Iris-virginica
+111,4.981900512421889,3.0398937731086675,1.378725865459264,0.2506153875142912,Iris-setosa
+112,6.2546373718879895,2.714841106891081,4.686399743267016,1.7535171038762845,Iris-versicolor
+113,6.243648758485408,3.06073587065276,4.894754282465093,1.8193713122197137,Iris-versicolor
+114,6.885529044327711,3.355498862493957,6.4820707735186724,2.3948790787666026,Iris-virginica
+115,5.642302985775425,2.644447318549036,4.597925323775452,1.7029126697268528,Iris-versicolor
+116,6.615610605206669,2.6373039287528255,5.593895663952761,1.7980721776601116,Iris-virginica
+117,6.529727862522232,2.8913112448284837,5.513538241739545,2.0016278284645157,Iris-virginica
+118,5.0087309696743585,3.144389444979162,1.4786132225342306,0.15980131832084518,Iris-setosa
+119,5.108479625149621,3.612834980393438,1.6045904523886136,0.24482810229526164,Iris-setosa
diff --git a/iris/tvae/1/15/test.csv b/iris/tvae/1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/15/train.csv b/iris/tvae/1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/15/val.csv b/iris/tvae/1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/16/synth.csv b/iris/tvae/1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aed20e5d8d44e9e2bbaadc04852e27b502f88a5c
--- /dev/null
+++ b/iris/tvae/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.014417637218262,2.844292788834293,5.125122718980017,1.9791971927599872,Iris-virginica
+1,6.452418829590431,3.0508307880356713,5.530434723409441,1.6113162546067077,Iris-virginica
+2,6.723474444988873,2.957513122540242,5.513849395672707,1.6713683771680137,Iris-virginica
+3,5.289269300290602,3.7151408004537774,1.5752802396482073,0.16986645964575037,Iris-setosa
+4,5.630912545900438,2.9237294732993693,4.452963352064469,1.7640279704059472,Iris-versicolor
+5,5.86366641635589,2.741081984302433,5.040220743420475,1.7955954612064249,Iris-virginica
+6,6.500903350745544,3.3265989390365367,5.704237527263207,1.8662325395158736,Iris-virginica
+7,5.324376381994907,4.146644025918325,1.0975910358962593,0.19354178744095196,Iris-setosa
+8,5.1904602095741605,3.444058001947784,1.6609657242353306,0.42189578213782986,Iris-setosa
+9,6.644621453842387,2.7118659199320363,4.856963812496802,1.891047012517835,Iris-virginica
+10,6.318179113818527,3.8825988025498073,5.409716622736831,2.141591847345737,Iris-virginica
+11,7.446527960047251,3.3870534849970677,6.208317695309986,2.130656103802734,Iris-virginica
+12,5.761885411850541,2.8557708203244245,4.234566063031357,1.3513829904860084,Iris-versicolor
+13,5.204149619436886,3.752029040353782,1.6700763509890164,0.21621481039556545,Iris-setosa
+14,5.56978235004566,3.9005296403711682,1.6098292623196995,0.2223512424240769,Iris-setosa
+15,5.873951783756544,2.9345702159257328,4.6813858943637925,1.4774710399300819,Iris-versicolor
+16,4.922789135970548,3.2693682581123613,5.151259194220047,2.0420774863048496,Iris-virginica
+17,5.3943083328318275,2.4413735340696774,4.9269208820150014,1.8338252040108949,Iris-versicolor
+18,6.00133651856198,2.854589799795085,4.96665773640448,1.7277169432725148,Iris-virginica
+19,6.515848153746155,2.714276303781347,5.00115212812034,1.9411684204607091,Iris-virginica
+20,4.518332570748078,3.351364033326193,1.2337478056964577,0.060282258563049834,Iris-setosa
+21,4.537315745779489,2.761026586338981,1.4123844982451637,0.18912665078997504,Iris-setosa
+22,4.941380456202298,3.118659258695006,1.2262532206475498,-0.02234612110012074,Iris-setosa
+23,6.499346410929545,2.433093216083869,3.516466596344042,0.9211921190072996,Iris-versicolor
+24,5.935782102447923,2.8091905839000924,4.0684402845305,1.5181330708855287,Iris-versicolor
+25,5.726085451669354,3.822658528857076,1.7074208234730854,0.3418883521565439,Iris-setosa
+26,4.710725776072583,3.208068963990512,1.562199934260017,0.25303897412003673,Iris-setosa
+27,6.31917237144782,2.6920716195781624,4.643375542332416,1.42296322902849,Iris-versicolor
+28,5.680115571685457,2.4747711510434103,3.563475192987335,1.3625074626439275,Iris-versicolor
+29,4.732767075677643,3.2711464105190338,1.2045745804075594,0.04191495204489107,Iris-setosa
+30,4.5773504198166535,2.7951947137231405,1.57137779734375,0.2927213076501056,Iris-setosa
+31,5.3632208426039565,3.060606696753096,4.55136682811299,1.4646086965002418,Iris-versicolor
+32,5.725774023244524,2.971149542522623,4.632252661456103,1.4875090191024567,Iris-versicolor
+33,5.968207386114473,2.9660255718356003,4.985599667240695,1.981199253123215,Iris-virginica
+34,4.810806532441849,2.9201665834365516,1.1498866666753627,0.2165008101706436,Iris-setosa
+35,5.147993939854352,3.538285155351333,1.7103012046219976,0.3203343428230131,Iris-setosa
+36,6.683251666564883,3.2415036636546457,4.616754823038301,1.2770000954562077,Iris-versicolor
+37,6.371518543720544,2.8275162945172596,5.235532146494666,1.5852282672841014,Iris-virginica
+38,6.138254865738377,3.3866659102046874,4.974934276518869,2.1840365649049023,Iris-virginica
+39,7.581506348466308,2.588106340188363,5.821169734182922,1.6803792667930382,Iris-virginica
+40,5.845447407291356,2.5900695915788754,5.057569291760632,1.588160017095275,Iris-versicolor
+41,6.4313083514499425,3.1703235470366207,5.363036777727925,1.7577387201659032,Iris-virginica
+42,5.064885933655942,3.1378601830377777,1.187043885293643,1.2203735754311915,Iris-setosa
+43,5.924333778258065,3.165204424977142,4.81980182275121,1.5752611632732583,Iris-virginica
+44,5.769824802047524,2.8607134792500535,4.863853592226527,1.5580991714109962,Iris-versicolor
+45,6.865382629175035,2.923146751645646,5.1877996475392685,1.5964940769928513,Iris-virginica
+46,5.023475857325646,3.2789016106543736,1.5981935839545343,0.2408796332865895,Iris-setosa
+47,5.373440482896133,2.6681784372156363,4.058298198238718,1.2688153597488077,Iris-versicolor
+48,5.726615035765503,2.900090516982807,4.912334921763353,1.6164578713045061,Iris-versicolor
+49,5.2351653627123,2.7117390054711565,3.1938862961921215,1.4904162087466395,Iris-versicolor
+50,5.56139838070746,2.7627375586229674,5.4787225490945595,1.7788271437555383,Iris-virginica
+51,5.311583246530079,3.1770782536640683,1.5760877422455337,0.4048478916808772,Iris-setosa
+52,5.1799768127475545,2.1839880647309413,2.87009424653707,1.1820423111093297,Iris-versicolor
+53,5.57808713873381,2.749443655956935,4.955216874474706,1.4559626118884719,Iris-versicolor
+54,5.815128909022855,2.8653129207894494,4.216800189785174,1.0847147023018207,Iris-versicolor
+55,6.417919217891858,3.0076400400027623,5.2477445553497715,1.7770069684874075,Iris-virginica
+56,4.517463355029585,2.9257034528213772,1.554660895313459,0.17184756201292237,Iris-setosa
+57,5.206141852397776,2.0999957399285343,2.6652901715046475,0.9792826434634623,Iris-versicolor
+58,6.0011254169857615,2.5178285370846947,3.859188671435609,1.2330137891688175,Iris-versicolor
+59,5.636487273466051,3.3467523163388027,1.3199099691234777,0.23260114066447493,Iris-setosa
+60,4.877833386520742,2.791488958105454,3.8043035251066346,1.0384397291431224,Iris-versicolor
+61,6.123176194104433,3.042505837830274,4.653883303330633,1.53934638978369,Iris-versicolor
+62,5.438396543856028,2.624159503527884,4.0527130002979135,0.9915266579349254,Iris-versicolor
+63,5.734119751585014,2.5950129660457413,4.089400625160753,1.4781381795345516,Iris-versicolor
+64,6.67820033171753,3.009818236661892,5.529857421091764,2.0800807879292877,Iris-virginica
+65,5.65315280412819,3.072894992036433,4.7700981947442935,1.5094134892095645,Iris-versicolor
+66,5.363351113449112,3.7006113306306005,1.6268237741378817,0.27722052745549375,Iris-setosa
+67,6.408784397015899,3.4769006938105282,4.946480075259302,1.7264375793523947,Iris-virginica
+68,4.740579600870494,3.1285674102985874,1.251324725257256,0.09511836840694063,Iris-setosa
+69,4.881420418112907,3.084408100766217,1.3506635043639215,0.3087436838087324,Iris-setosa
+70,6.035027162012887,2.928875298616814,4.623320286644292,1.3214682427081805,Iris-versicolor
+71,6.31267125104987,2.3697272393344853,5.290219188658255,1.921794444441631,Iris-virginica
+72,6.251016011144006,2.9560950602823253,4.770583193746888,1.5941901690296967,Iris-virginica
+73,4.736546142325191,2.6567092217116968,1.4478962392312196,0.287930370271867,Iris-setosa
+74,4.961176315413101,3.3729707510560996,1.526972539076613,0.25022597240850547,Iris-setosa
+75,6.926038006283425,2.6923271645300235,5.7300001435666506,1.7250533900016969,Iris-virginica
+76,5.938873543384022,2.968401550717162,4.6163232085420365,1.5730516355741004,Iris-versicolor
+77,6.099859489925297,2.9867451016561475,5.532760253873292,2.0002242925466462,Iris-virginica
+78,6.095101223235061,3.003069720453675,5.062282483110512,1.914269068947562,Iris-virginica
+79,5.2245737097740514,2.636945331313341,3.9760104136846213,1.1035680453826862,Iris-versicolor
+80,5.488855117797382,3.03653916759188,3.023267966382666,0.7756187837531574,Iris-versicolor
+81,6.010896748555316,3.008096282340281,4.17293228561063,1.5394339377900477,Iris-versicolor
+82,7.026153428243524,2.936850991696629,5.8796570890787745,1.8239058537977966,Iris-virginica
+83,5.661033178222703,2.746949433630047,4.336290283089656,1.1375620164098401,Iris-versicolor
+84,6.091325378775874,3.075592558988171,4.251665381017217,1.426632566937381,Iris-versicolor
+85,6.521310732231042,3.2547032056717766,5.639083162950646,2.1751359233213226,Iris-virginica
+86,4.724121385701575,3.0188599581888624,1.348201462021808,0.21843043389623423,Iris-setosa
+87,6.098237544615019,2.9585639658158565,4.383230486733776,1.826135900142841,Iris-versicolor
+88,5.824894985682361,2.885101319914331,5.264112421324184,1.5019169623895863,Iris-versicolor
+89,6.631084473908343,2.65922503286023,4.993128124704723,1.824864754196628,Iris-versicolor
+90,4.660393592798206,3.511119984224472,1.3666903532996735,-0.19057353909661606,Iris-setosa
+91,4.6607055472477175,2.936584256041024,1.0899784118947085,0.21784472658201168,Iris-setosa
+92,6.538017605900547,3.285586260366059,5.779172940199055,2.4424250316645204,Iris-virginica
+93,6.140826903860379,3.0797435776374114,4.627732147541533,1.6157566213043961,Iris-versicolor
+94,6.032076087132393,2.7700725520994114,3.921552748257391,1.147352487900423,Iris-versicolor
+95,4.314373974528611,2.9500689300674834,1.2192827491944467,0.17522010057731097,Iris-setosa
+96,6.189071378619277,2.8771686926723192,4.407205846240976,1.5550425916544948,Iris-versicolor
+97,5.586351341838587,2.7544198225102927,4.927599956461873,1.670590278672294,Iris-versicolor
+98,4.913833880479159,2.818952039402929,1.3118831907742359,0.19278265815082585,Iris-setosa
+99,5.977495680472494,2.927185604029192,4.697386880096935,1.1668493600777796,Iris-versicolor
+100,5.8037852608154346,2.825846885145201,4.167612933935042,1.201308102776046,Iris-versicolor
+101,6.139623382533937,2.4956550756874836,4.121953778169059,1.0863455658866046,Iris-versicolor
+102,4.975472624540983,3.284241807265072,1.3396423915240054,0.19116866400760285,Iris-setosa
+103,7.942234793863199,3.360627924229373,6.591894899937762,2.269428290990156,Iris-virginica
+104,5.9707637832061105,2.833224258152004,4.605138584779092,1.7459891157749918,Iris-versicolor
+105,6.355558364067999,3.87712951295193,1.4929985686267344,0.19639307936413913,Iris-setosa
+106,5.93804842985892,2.5397211646349693,4.419878913408437,1.5464686447536862,Iris-versicolor
+107,4.829737759743948,3.2849608067456852,1.5826581505479713,0.22417025145754158,Iris-setosa
+108,4.617345637824126,2.870383740273383,1.150458128257735,0.1693561436974506,Iris-setosa
+109,6.182373810432168,2.9480216420168337,4.470661181298411,1.6229181607993814,Iris-versicolor
+110,6.172568983897927,2.80550879092968,5.152050209992204,2.3611752982133343,Iris-virginica
+111,5.856971629966379,3.0997269501267475,4.832991205575758,1.6548992300241847,Iris-versicolor
+112,5.953686910299617,2.3373779670523147,3.5533951410222064,1.146790683410334,Iris-versicolor
+113,6.858668823521391,3.2931837911955464,6.232667221650593,1.9778635275135548,Iris-virginica
+114,6.178786649936695,2.9297363325280426,5.190411125896308,1.733011852707351,Iris-virginica
+115,6.97002615418046,2.7569085030051412,5.217919796774018,1.635507158760949,Iris-virginica
+116,5.402516276115047,2.8911901083401474,1.3658264644271858,1.1989214307144636,Iris-setosa
+117,5.448662743052555,2.6425834954041303,4.004166218107274,1.129286464949136,Iris-versicolor
+118,5.754924302149573,2.920387271303809,5.097830506839212,2.0576173244626372,Iris-virginica
+119,6.013172466085597,2.9608407781549304,4.368863012873563,1.2883767065984346,Iris-versicolor
diff --git a/iris/tvae/1/16/test.csv b/iris/tvae/1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/16/train.csv b/iris/tvae/1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/16/val.csv b/iris/tvae/1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/17/synth.csv b/iris/tvae/1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b3f77a39fe679e417487bf87993add7fa5b461aa
--- /dev/null
+++ b/iris/tvae/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.337820757197002,2.5751557782933636,1.5592820993288308,0.20601377635648435,Iris-setosa
+1,4.969490504160415,2.1267781171199283,3.9341402204990223,1.0543649800840358,Iris-versicolor
+2,6.330149511831813,3.0528764300014153,4.395737766700433,1.3110244855840643,Iris-versicolor
+3,5.79230270703236,2.5948602609205165,5.310293608478682,1.4439918095014155,Iris-virginica
+4,5.6750526906854635,3.111519577102109,4.766618220665559,1.7568136486209722,Iris-versicolor
+5,5.044689507758527,2.961830713266678,4.575617311964496,0.27980109666552244,Iris-setosa
+6,8.198754745316684,3.7406070251784755,7.117616544239389,1.9782788747107458,Iris-virginica
+7,4.595444380377738,2.8300294019921783,1.4590084109074049,0.19371424711057483,Iris-setosa
+8,6.660607592287649,2.60260084454868,4.959559116936683,1.5622031336037765,Iris-virginica
+9,5.240735121592226,3.6615651031678356,1.4940429378890339,0.27508578628888475,Iris-setosa
+10,6.670954623797146,2.8311366110724094,5.367741402900291,1.8852197024359743,Iris-virginica
+11,5.961990559984159,2.8419063473518387,4.610039502720894,1.7414383007763299,Iris-setosa
+12,4.928861138860315,3.5732783405676,1.619412496949399,0.21750261600029594,Iris-setosa
+13,6.346826592657065,2.698751810589419,5.097596439436388,1.741952324149274,Iris-virginica
+14,6.753703293794115,3.1311270806926363,4.510176951505633,1.5951089831491676,Iris-versicolor
+15,4.408592725681828,2.952714900515658,1.2924263173533759,0.1983906898333623,Iris-setosa
+16,4.799304422954163,2.954376006681016,1.320964401792057,0.13991140496957044,Iris-setosa
+17,4.855170132809675,2.827030412355091,1.2281117973967963,0.2377172849191817,Iris-setosa
+18,4.743246438305452,3.3809798343992727,1.5408044568265846,0.26994309288696877,Iris-setosa
+19,6.2421359248239146,2.5834571159056803,4.511019761143358,1.2662990214042114,Iris-versicolor
+20,5.764536840080873,2.782875450262002,4.779742415597884,1.711290898299319,Iris-versicolor
+21,6.817427483037825,4.315650407264428,1.3897773140964578,0.259664578156258,Iris-setosa
+22,5.350029018354941,2.4061852808649107,4.119243407525276,1.5570291290709468,Iris-versicolor
+23,4.921103823989657,3.541455979129824,1.715907943956646,0.3066734654578731,Iris-setosa
+24,5.496388993931467,2.6245587303298623,4.159343721222763,1.3646063434356637,Iris-versicolor
+25,4.918887435847503,3.123219450026505,1.3929599524556981,0.27441927140321126,Iris-setosa
+26,4.278420484267165,2.995720746300097,1.279627338704226,0.10146416760007076,Iris-setosa
+27,5.789470260363856,3.04515892891131,4.684589409528928,1.6611545092314899,Iris-versicolor
+28,4.632460252906798,3.1168398266700175,1.5087911698833023,0.21587873106356498,Iris-setosa
+29,7.098866274230861,2.9162331428285833,4.312405941582429,1.3587329561758066,Iris-versicolor
+30,6.0675681188995,2.6758593529816537,4.115710791685108,1.3723807269973438,Iris-versicolor
+31,6.979241140579316,2.8053195175370123,5.921252265369306,1.880280713055422,Iris-virginica
+32,5.173771046595477,3.769865016117697,1.6770351555612208,0.23904605198777892,Iris-setosa
+33,6.527281405049743,3.4654048033262503,5.733891209757893,2.115930865817952,Iris-virginica
+34,6.686982068597508,3.3940814134887183,5.901160771972851,2.441470757186667,Iris-virginica
+35,5.6190747809561525,3.013981875309653,4.023653986042594,1.3883014536417655,Iris-versicolor
+36,5.6466172863440915,3.1571990623923805,1.2796246768283182,0.16209528115766886,Iris-setosa
+37,4.760861452762064,3.0257633512241964,1.5184762315606104,0.2240371431337647,Iris-setosa
+38,5.110913135548368,2.662746391617184,3.971614568800375,1.286210611704837,Iris-versicolor
+39,5.033000279475217,4.138872954898121,1.3260611384911858,0.09468424605263046,Iris-setosa
+40,5.268293213065887,3.0676327620045156,4.171456910424846,1.3426068640618483,Iris-versicolor
+41,6.032153818418199,2.40390682125907,3.6326689295865147,1.1970370638410068,Iris-versicolor
+42,6.071818138466214,2.6892010272125266,4.606738586463268,1.592307217790545,Iris-virginica
+43,6.156259864905203,2.777883579152123,4.839328442338221,1.7335268248190578,Iris-versicolor
+44,5.532549723856541,3.8933421227582454,1.5846161239652932,0.23419474237842436,Iris-setosa
+45,6.19864281080654,3.1168886167943777,4.936180953475152,1.9607267938376496,Iris-virginica
+46,6.1779251130791435,2.6910789706249183,5.281852741640534,1.88480487576399,Iris-virginica
+47,5.1283464302391915,3.1303755176891626,1.541346477804205,0.3670379934909902,Iris-setosa
+48,5.1694130049489395,2.980353173970466,3.9461282137457756,1.2105979054051468,Iris-versicolor
+49,4.625040473168138,3.1989759368643833,1.3050764721171737,0.2349747597472925,Iris-setosa
+50,8.003197947584688,2.7474868512416815,6.292535530282421,2.0767297584113242,Iris-virginica
+51,5.229227548962538,3.654090581682693,1.7283595947700452,0.18050526492220087,Iris-setosa
+52,4.530960496481577,3.1159377316443964,1.2607732548791875,0.13101939363722567,Iris-setosa
+53,5.881897149174497,2.578387059111079,3.8081960433273077,1.3929044721028254,Iris-versicolor
+54,5.3508742097707955,2.868353465600703,4.195719680113566,1.6142462576247856,Iris-versicolor
+55,6.099092169372695,2.7520289146160377,4.970331056423409,1.6457845331104315,Iris-versicolor
+56,4.403683141418214,2.9655578252805683,1.2568920732667044,0.05699772234096773,Iris-setosa
+57,6.5250812079726295,2.8688197170672938,4.218049333774491,1.4210353728404719,Iris-versicolor
+58,6.7479895677703965,3.34363903018018,5.349330064421105,2.365249401684924,Iris-virginica
+59,5.497422305177859,2.787761484735655,4.58088673694236,1.372507254851663,Iris-versicolor
+60,5.74896181980311,2.740004247287469,4.386009703429653,1.4415303028033928,Iris-versicolor
+61,5.109783752396345,3.1300844052710004,1.6966662426981216,0.30978821483232777,Iris-setosa
+62,6.387943243772037,2.973629339389201,5.364373547567892,1.7797941246948743,Iris-virginica
+63,5.75802552488848,2.72520428714173,5.284108756776315,1.8857068154989423,Iris-virginica
+64,5.148807799101692,4.033592971766162,1.5623119737380393,0.17928427397940788,Iris-setosa
+65,5.298426377745413,3.2029762207038766,1.631550815458668,0.1943885173996289,Iris-setosa
+66,6.853393894090049,2.669866070404588,5.00640168031534,1.5869034355766227,Iris-virginica
+67,5.271835718583104,2.801514865947279,3.79906314418051,1.3002535490521905,Iris-versicolor
+68,5.374370466304586,3.17255371719227,1.0944315995867635,0.1306456335552893,Iris-setosa
+69,5.039355884758977,2.861533152564876,1.6091292857242856,0.22836026859834613,Iris-setosa
+70,5.861482493156217,2.7969584580858475,5.211312544002801,1.9424108823454231,Iris-virginica
+71,6.850618984112611,3.088140178575555,5.168223020904803,1.406809192007186,Iris-versicolor
+72,6.6515163385525735,3.021051316452368,5.4493228053877605,1.8944905331710302,Iris-virginica
+73,5.563879747496164,4.092645401671993,1.415175589907229,0.16519218781317924,Iris-setosa
+74,6.101974945136666,2.452738488519524,3.817976969928648,1.1225271855498007,Iris-versicolor
+75,6.168678533918318,3.2117945451147545,4.941481167899323,1.8383773947134454,Iris-virginica
+76,4.54498661240441,3.222110407997219,1.389746400114052,0.19461477702765778,Iris-setosa
+77,5.853750777285512,2.659157769066992,4.207989432323028,1.2796520837161036,Iris-versicolor
+78,5.4862737015170655,3.6546548717913145,1.6354904601598963,0.2603847843344246,Iris-setosa
+79,5.761964555613383,2.4616991003951956,3.6498048388142923,0.9199450834188004,Iris-versicolor
+80,5.580039791069016,3.949681768112768,1.5157280467360565,0.21463025119678883,Iris-setosa
+81,5.626557679129529,3.6493795620052483,1.4078923344224945,0.4351956771226053,Iris-setosa
+82,5.0122980652547975,2.6781238783795245,4.642837289763759,0.4551948473894639,Iris-virginica
+83,5.270809692397648,2.7869211053665572,4.116531242515227,0.969659686857195,Iris-versicolor
+84,5.942431924821025,2.7446190800841825,5.510175783403655,2.157781647735563,Iris-virginica
+85,5.984565809440732,4.289244248016551,1.6601049494403126,0.28130902677534875,Iris-setosa
+86,6.908458716105538,2.4796826587807446,5.2963598338105795,1.6156512028245684,Iris-virginica
+87,5.345318435341806,2.92701670939527,4.634794335914404,1.550355806721607,Iris-versicolor
+88,7.372738768326258,3.1103908196964665,5.12798980888427,1.6651494383476344,Iris-versicolor
+89,5.089358784680243,2.8333910757086733,3.979226557692728,1.5457152395621176,Iris-versicolor
+90,5.934814892407187,2.5962608257541895,4.842162946897696,1.85374356523917,Iris-virginica
+91,5.721460774711019,2.8076543299767014,4.014027289963025,1.4333071038111358,Iris-versicolor
+92,5.391757244882671,3.4242433686557554,1.518393049648764,0.08334064477941239,Iris-setosa
+93,5.044875235092329,3.217793185603395,1.5935714083689632,0.41049398844235363,Iris-setosa
+94,5.216780540351607,3.433678985290004,1.7158592932528642,0.279072462757397,Iris-setosa
+95,4.64706983898616,2.9804606094545454,1.1381864229457954,0.10724346375032862,Iris-setosa
+96,5.388967258256239,3.950816882501474,1.517194939499723,0.35207006505336025,Iris-setosa
+97,6.49501442127888,2.9175093004113983,5.624307806530701,2.1564017368250603,Iris-virginica
+98,6.060405427325452,2.5648140901381487,4.0450710953772715,0.9420653269390277,Iris-versicolor
+99,5.163857874897022,3.4329165339311682,1.5624552019402402,0.32891316244070234,Iris-setosa
+100,4.504568889068659,2.8404745808643503,1.3749563124398947,0.11678858751524945,Iris-setosa
+101,6.019407814915437,3.0009370953676577,4.496524343677639,1.4688156941436206,Iris-versicolor
+102,5.838274916465382,2.8423710927417845,4.725798259495245,1.5637334928642583,Iris-versicolor
+103,6.373945301357428,2.743906832458472,5.067035625215978,1.652203181405799,Iris-virginica
+104,5.095171042109939,3.2470468997743724,1.4883156791273897,0.2645488246643282,Iris-setosa
+105,7.136419994459974,3.1789683239138617,5.417516477384577,2.069774879275057,Iris-virginica
+106,4.65779163601997,3.7122007182981926,1.1075116717032016,0.04867432525475757,Iris-setosa
+107,4.334084588823463,2.6228099710014243,1.4143660579330162,0.2141546813774994,Iris-setosa
+108,6.59416260195714,3.0041761304088874,4.681268405221401,1.430108898181386,Iris-versicolor
+109,6.039750658775485,3.2101900573660145,5.5823043089986655,2.295958199987706,Iris-virginica
+110,6.108241178134756,2.9515024650943698,4.843747368224525,1.8226464945779994,Iris-virginica
+111,6.337482416561766,3.4702296870926705,5.434989456047289,2.249063266840415,Iris-virginica
+112,6.375681129235683,2.477692733347208,4.506086878049076,1.388218460594011,Iris-versicolor
+113,6.545928573590956,2.905011328801525,4.417119047600976,1.3448265041772987,Iris-versicolor
+114,4.9801596507774,2.366598062754094,3.0918538624212815,1.108971041523052,Iris-versicolor
+115,5.252862056368654,2.7059657840469047,4.0754877696495875,1.1848716683010772,Iris-versicolor
+116,7.678956663853599,3.4609098538254304,6.432662933293297,2.321656651244811,Iris-virginica
+117,6.1186632305403945,2.8765371213257898,5.395397806563977,1.893552358688824,Iris-virginica
+118,6.8904954864127355,2.90022981279093,5.2669766253232515,2.0913405645268157,Iris-virginica
+119,4.85792565988386,3.217018851789255,1.307545612767181,0.162701340044393,Iris-setosa
diff --git a/iris/tvae/1/17/test.csv b/iris/tvae/1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/17/train.csv b/iris/tvae/1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/17/val.csv b/iris/tvae/1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/18/synth.csv b/iris/tvae/1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1529c49caa33c35736f7f9c9142d454339e51faa
--- /dev/null
+++ b/iris/tvae/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.037269887951935,2.9435814945022973,6.2139385109968535,1.7668214402792997,Iris-virginica
+1,7.0183243428763475,3.219275343839273,4.734513176168554,1.6770098056241436,Iris-versicolor
+2,4.683576535947363,3.1553966620222313,1.5652990492378254,0.18127530934728203,Iris-setosa
+3,6.546025141875007,3.2314341059970504,5.69830064668411,2.1705241885988613,Iris-virginica
+4,7.045197506730919,2.8667485170279483,5.217282687860541,1.348731449917571,Iris-versicolor
+5,6.5846633828333205,3.074019192524671,4.444618551991225,1.5932782836447705,Iris-versicolor
+6,6.706752291581324,3.043201140032781,4.389722284976631,1.2362941981214877,Iris-versicolor
+7,6.135593955202723,3.004169361829057,4.596923880413896,1.7581222409027903,Iris-versicolor
+8,5.494083813667949,2.601702125552114,3.7654233517554205,1.0125666311317332,Iris-versicolor
+9,4.731520997088665,2.825132920207699,1.470941240244301,0.28450763373636917,Iris-setosa
+10,5.908809227439108,3.0918294671491116,4.378849572346879,1.2531695286307725,Iris-versicolor
+11,6.192342806947902,2.821950560922662,4.937720493086408,2.0686783132726387,Iris-virginica
+12,4.41588875766386,3.136925657842234,1.2906550002735044,0.1230159899664934,Iris-setosa
+13,5.392996015804198,2.9066311798632336,4.531685100948175,1.5330406135384163,Iris-versicolor
+14,6.539196190678493,3.151370259668639,5.5584239476108905,2.2545257777132903,Iris-virginica
+15,4.9313439200173415,3.555773814771397,1.5187169609620657,0.22308551249072717,Iris-setosa
+16,6.041745249955623,2.8069423589920808,4.27884882888668,1.3491644499201483,Iris-versicolor
+17,5.228311872614722,3.5505738812676664,1.743202931725312,0.19672479262605522,Iris-setosa
+18,6.5572895190705855,2.783524483639477,4.452826102260319,1.1949007256986564,Iris-versicolor
+19,5.523142752936308,3.381920505217667,4.576237124620157,1.1015852221544855,Iris-versicolor
+20,6.56124248279513,3.2057986649055827,5.646619480728848,2.062227934465552,Iris-virginica
+21,4.744423559007981,3.05005486834609,1.3507525495973154,0.12111223415652123,Iris-setosa
+22,5.6180224188836805,2.454556119847615,3.684895248418412,0.937597089006559,Iris-versicolor
+23,4.950068379414455,3.2803033436052935,1.4644403499740293,0.18770526134871235,Iris-setosa
+24,5.702089016528983,2.780351719003629,5.194531214031066,1.7520965681008451,Iris-virginica
+25,4.912711394006123,2.3520623197118455,3.362208424343878,1.0883556644828356,Iris-versicolor
+26,6.765775881625455,2.669102127756883,5.8930287276409095,1.5682125603751014,Iris-virginica
+27,6.571672383952622,2.4226739297191386,5.722126617057913,1.9629492300184421,Iris-virginica
+28,5.048122945751784,2.147368981187728,3.1364178503460263,0.9274184990486614,Iris-versicolor
+29,7.069254602354175,2.6068257387185554,5.223221694580036,1.6406575584781309,Iris-virginica
+30,5.695650774877934,2.650504477088159,3.9206097591907487,1.2804335632706147,Iris-versicolor
+31,5.643513356792533,2.591928035996206,4.166599725727324,1.340171216178536,Iris-versicolor
+32,4.683480426443271,3.07008729868298,1.2001207780177543,0.268226183112271,Iris-setosa
+33,5.129122275776082,2.909394679977138,3.717759952971641,0.9135356296972903,Iris-versicolor
+34,6.361130580886203,2.974576099514668,4.838830967087808,1.4457581426100548,Iris-versicolor
+35,6.123413137974725,2.9160490832061488,4.7089222978493535,1.7549942332982338,Iris-versicolor
+36,4.506654203670701,2.959782536502503,1.0654712241668822,0.06454639983613453,Iris-setosa
+37,4.716684244560528,2.798806534923624,1.4005260529670123,0.08389278508084197,Iris-setosa
+38,5.559581606385407,2.8758502374143147,3.7488183910865556,1.287922706716614,Iris-versicolor
+39,6.145497454221585,3.1188114082327876,4.610252981477408,1.8599261356102255,Iris-virginica
+40,5.545350753564715,3.0129435867776415,1.4437191517397836,1.4693203439275824,Iris-setosa
+41,5.585683137243373,3.9869908788663677,1.5318794903359731,0.1305205463906196,Iris-setosa
+42,4.497146493423797,3.1535523372847676,1.055811552626778,0.24351413187702392,Iris-setosa
+43,6.268328628708442,3.0165746155837514,5.313264695698029,1.9397155933589498,Iris-virginica
+44,5.103282300871552,3.247178242069203,1.412879409349697,0.17740740357297446,Iris-setosa
+45,5.766214405917238,2.9864541232116246,5.036939171393524,1.7821663193346207,Iris-virginica
+46,5.677712784786303,2.8918546192001866,4.076865774822796,1.182711766491651,Iris-versicolor
+47,5.785600740773854,2.844550214297876,4.813373935348782,1.601028740229135,Iris-virginica
+48,6.919901911198627,3.0435791685471454,5.304121896009855,1.8693943773681005,Iris-virginica
+49,5.20353595322597,3.069293926997634,1.2650452501771041,0.9668708650754186,Iris-setosa
+50,6.796138030437331,2.915906776830865,5.845912228208451,1.7682535453667425,Iris-virginica
+51,5.829372765795901,2.9636506569709775,4.520919420318322,1.779390565574559,Iris-virginica
+52,7.149018588363825,2.5071347286753043,5.450545545667325,1.5825074619357977,Iris-virginica
+53,6.237512755968138,2.7606689583703385,5.0948861119773765,1.9103797386304078,Iris-virginica
+54,5.887303572601955,2.9411625877241647,5.1191760402016655,2.0479094260743214,Iris-virginica
+55,7.14458110033052,2.5951253809609525,4.9863037085525885,1.5462125489327543,Iris-versicolor
+56,5.822649379444084,2.8019517960684035,4.420339205416314,1.5360090633762842,Iris-versicolor
+57,5.195885828051853,2.9819930841079287,4.5024588125514775,1.3750664097536478,Iris-versicolor
+58,6.154545329219257,2.344011603469068,4.038272221156256,1.1472829014858126,Iris-versicolor
+59,5.7455770154391885,3.081062613110843,3.7614007250742905,1.3193880155864726,Iris-versicolor
+60,4.989891638707651,3.31919290877173,1.2937178773496127,0.16544589818979916,Iris-setosa
+61,5.17744223248172,4.134624670200919,1.3649022589259001,0.12195400082694685,Iris-setosa
+62,5.081339579664995,3.4432243552938933,1.5326297035903658,0.2497298381348963,Iris-setosa
+63,6.255050578650733,2.578960679079939,3.6527484211376433,1.0876056347828476,Iris-versicolor
+64,5.179128214575229,3.5958421015691813,1.279653346591636,0.22813085609300615,Iris-setosa
+65,5.45823465837338,3.0682548942920778,3.8572039959330047,1.793431452369468,Iris-versicolor
+66,4.9993472755709165,3.4227149597750084,1.5568991655896054,0.3324551596225578,Iris-setosa
+67,5.347148265813415,2.9958387621720104,4.01446902667406,1.4204255744807521,Iris-versicolor
+68,5.975448655202661,2.9054150578472244,5.007237614471029,1.9873628316843983,Iris-virginica
+69,6.4033109205885435,2.8217511055028845,4.963834999471998,1.5992305312237536,Iris-virginica
+70,5.1627222884537955,3.463482634389665,1.5269369933449803,0.2033086204790827,Iris-setosa
+71,6.618316791129273,3.085460069854689,5.557098836506059,1.8983549619432003,Iris-virginica
+72,5.2045971520285415,2.9925200338436526,1.3233238579997941,0.24540358156416073,Iris-setosa
+73,6.870683137281819,3.0380189491160294,5.663982000339441,1.8305270067965034,Iris-virginica
+74,5.978299001044254,3.088684129547806,4.843862179807055,1.880500939042266,Iris-virginica
+75,7.745577792812213,3.1018240621163846,6.031399614735825,2.0778600794075714,Iris-virginica
+76,6.26458023373572,2.8472964169376342,4.796465116684474,1.9745785409923073,Iris-virginica
+77,5.138252942857678,3.6608329753835935,1.5455031911490131,0.2934114704277906,Iris-setosa
+78,5.552020481117971,2.1602269299809214,3.253462983859841,1.220409001476748,Iris-versicolor
+79,5.982146842463253,2.6990602022156835,4.459264082927547,1.4122354487262,Iris-versicolor
+80,6.250406882280093,3.158915502347922,5.210214123888024,2.282813275843176,Iris-virginica
+81,5.955431008499797,3.06698918906374,4.6050503078709575,1.582495775462103,Iris-versicolor
+82,5.734862858617941,2.4547452283739726,4.540773138718672,1.0368803484569913,Iris-versicolor
+83,4.873579745764922,2.848956945629369,1.4170029887123423,0.22817038759801464,Iris-setosa
+84,5.1425814380227655,2.9938753295149727,1.3508825777822913,-0.06741581755959802,Iris-setosa
+85,4.94014081413288,3.42647772540254,1.454260947519077,0.14801853512976312,Iris-setosa
+86,5.055997541440783,3.589838881736042,1.6438323895405103,0.19864420509752245,Iris-setosa
+87,6.011619559815894,2.7963951402638765,4.5993283431461,1.8658263678295122,Iris-versicolor
+88,5.654342408758229,2.9075892575876523,3.490184217024055,1.1383970101926981,Iris-versicolor
+89,6.787154602578298,3.6236220503862935,5.577050223882655,2.4556550468816756,Iris-virginica
+90,5.2975716417092125,3.4328904076882627,1.8556311104594219,0.5016525866172654,Iris-setosa
+91,5.676970727235391,3.0451811950122756,4.9015293544197975,1.7525015692164276,Iris-versicolor
+92,5.495310425325512,2.5234135915603346,3.6740318321670182,1.4959011815344345,Iris-versicolor
+93,5.087244917623869,2.7448479354360207,1.2584212333789642,0.21643483045281786,Iris-setosa
+94,5.320943777909017,3.6512636830323157,1.624227001613919,0.21944085874248886,Iris-setosa
+95,5.459912060227029,2.677524659831027,4.413059684042127,1.3339658305691349,Iris-versicolor
+96,6.76103573010606,2.929422209977163,4.197945369885187,1.439381730518567,Iris-versicolor
+97,5.831434507179982,3.085378759903172,4.305686853437261,0.8925388143346734,Iris-versicolor
+98,5.248418778553908,2.553497409397622,4.3883435086209595,1.262216019340942,Iris-versicolor
+99,5.5299427213715715,3.04439899938632,4.109804997938149,1.6611343123019016,Iris-versicolor
+100,6.331514029006319,3.1065107905762472,6.385401030751642,1.7063955090071101,Iris-virginica
+101,5.81385733151136,2.5543806021975866,3.7490879191155044,1.3454209274548812,Iris-versicolor
+102,6.878942200771149,2.999105214120178,4.929457629803985,1.3520617693869978,Iris-versicolor
+103,6.75299589796019,2.639869778561966,5.496115371425338,1.7857257557698905,Iris-virginica
+104,6.546146539617794,2.8205763653817364,4.276022053553784,1.3652310258068223,Iris-versicolor
+105,5.7515151732353775,2.953794846256576,5.225295252731848,1.7429847175568833,Iris-versicolor
+106,6.053876717982799,3.013554217584881,4.528385452881941,1.351382336141584,Iris-versicolor
+107,5.454242418202939,3.03994207727457,1.3650489705009474,0.23164215914693517,Iris-setosa
+108,5.263446534559697,3.396729938848031,1.5297184511928288,0.19828295492485976,Iris-setosa
+109,7.157211339836867,3.2885046668268947,6.114376636938646,2.048817605774947,Iris-virginica
+110,4.936999499859637,3.1570189702815243,1.5340077769295009,0.23422195521617867,Iris-setosa
+111,6.289059962862955,2.6293005932175895,4.526176177463533,1.1320370563470796,Iris-versicolor
+112,5.766218015104372,3.3160955285343867,4.495110755524736,1.5037559283565944,Iris-versicolor
+113,5.58043296427728,3.0060553118116795,3.9662101690315907,1.189340773596629,Iris-versicolor
+114,5.5997714505588565,4.6392486660293155,1.1567738621828645,0.15322639307931146,Iris-setosa
+115,5.1593687679907525,3.583007296179976,1.6460817421004197,0.16696040148489572,Iris-setosa
+116,6.005977948734925,2.97747476137904,4.720375140752053,1.697476493362846,Iris-versicolor
+117,6.683502414347032,2.6886643890797854,4.591048556449399,1.3789784458595435,Iris-versicolor
+118,5.262575901220031,3.164652774641206,1.6638579263059783,0.27244447909929254,Iris-setosa
+119,5.607642354052686,2.497452465180726,4.3591154402933725,0.8590682137477207,Iris-versicolor
diff --git a/iris/tvae/1/18/test.csv b/iris/tvae/1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/18/train.csv b/iris/tvae/1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/18/val.csv b/iris/tvae/1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/19/synth.csv b/iris/tvae/1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3143838e98a971610b073140a32058c56255ffa5
--- /dev/null
+++ b/iris/tvae/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.107324262012484,3.2632932212690298,1.3254354835283189,0.14514384366355987,Iris-setosa
+1,5.018170405200974,3.5782727072897442,1.3307905361929089,0.07805016693427513,Iris-setosa
+2,6.472510416135365,2.648765537097011,5.217965907788841,1.4656671337407912,Iris-virginica
+3,6.086277959351886,2.6450326959981334,4.935020933912885,1.5885021610142134,Iris-versicolor
+4,6.338855413737469,2.8316487269604202,4.178135343704311,1.5401308488599657,Iris-versicolor
+5,4.759752137492808,2.7042685085742693,1.4567045470796849,0.18657141131291738,Iris-setosa
+6,5.962375885531206,2.741866308869116,4.4885893760098625,1.7855585212849658,Iris-versicolor
+7,4.853633267878248,3.0425171931126473,1.5988223144033524,0.37616792798660315,Iris-setosa
+8,5.9852895059185185,3.234527558105346,5.271391863454565,2.0175521782299244,Iris-virginica
+9,4.664020505106259,3.269329088470366,1.458577995702448,0.2618992533933181,Iris-setosa
+10,6.642709276602377,2.879250899991043,6.1158066003614024,1.8843463313616136,Iris-virginica
+11,4.814261028010007,3.269783022347538,1.4052924711092425,0.17331546825511618,Iris-setosa
+12,5.289681116027946,2.495004309989169,3.5123489207036567,1.2089533622537638,Iris-versicolor
+13,4.474388410537632,3.2943415341283995,1.1600754394109893,-0.002046392353785509,Iris-setosa
+14,6.771147160551935,3.146555377865895,4.881217990772689,1.375549623705477,Iris-versicolor
+15,5.88245805349881,2.7987320568734786,4.193683393484404,1.2827672647767197,Iris-versicolor
+16,7.405362033668124,2.813232074727505,5.949777335772808,1.8451874273893825,Iris-virginica
+17,4.838267275841259,2.617866191770931,3.8501958433810124,1.018883732452838,Iris-versicolor
+18,4.916072857437854,3.0578416416291048,1.4436229132369396,0.1813118430354404,Iris-setosa
+19,7.094610143887998,3.126211131916152,5.9937453949203565,2.0662831609755776,Iris-virginica
+20,5.922225461337822,2.7013472899046533,3.982362948629602,1.3107665615731379,Iris-versicolor
+21,4.982734448486638,3.360014064122052,1.5351990392617987,0.40127522138811056,Iris-setosa
+22,6.497812830445506,3.3392453277876006,5.403387071142512,1.919780445265815,Iris-virginica
+23,7.226914710634993,2.9274528366818604,6.054310585402243,1.8617870994115655,Iris-virginica
+24,5.057249058996332,3.0461371408561555,4.841530843175408,1.7926164046213502,Iris-virginica
+25,4.735544041113379,2.93239296820174,1.5714120203937858,0.34751805513034395,Iris-setosa
+26,5.217497536525599,3.331399945452847,1.5968049931533408,0.19764023429115837,Iris-setosa
+27,5.515162933429741,3.042998631643595,4.618569499006007,1.3360747355203024,Iris-versicolor
+28,5.356214207577918,2.7367083586714958,4.274804889423259,1.3584044780415105,Iris-versicolor
+29,6.7525281247558375,2.7342273536383552,4.9219876523093635,2.0714186140727042,Iris-virginica
+30,6.733516927302441,2.892372018996963,4.553514284119357,1.5844438459004466,Iris-versicolor
+31,6.296313019230814,2.655955915685827,4.823417412838571,1.7238177624465547,Iris-virginica
+32,5.0469428451528,3.1661449501547487,5.143736047191477,1.9975920422480167,Iris-virginica
+33,6.517789146143968,3.233572551054487,5.21948496594635,2.381420628270079,Iris-virginica
+34,5.410899130562855,2.0173360581995503,3.356351794736219,1.0603143101537045,Iris-versicolor
+35,6.04919080924737,2.9526266066596745,5.113109896860184,1.9529306333481284,Iris-virginica
+36,6.056861105959406,3.074817608171677,4.527677020935744,1.4489838953900667,Iris-versicolor
+37,6.759254464365728,2.913385225227818,5.5919899727607,2.1478474396136797,Iris-virginica
+38,4.91616200191658,3.1721190874229315,1.3927377104381289,0.24735848029672144,Iris-setosa
+39,6.3598621440716,2.4294663482823853,5.303010852283385,1.9025265866652967,Iris-virginica
+40,5.334162957712136,3.0303991507828227,1.4461652330097532,0.243611774292807,Iris-setosa
+41,4.944429807880296,2.9329386433226716,4.542292071642543,0.28451848395673884,Iris-virginica
+42,4.985512957468679,3.5374789453892532,1.2369912439169761,0.08962061657893369,Iris-setosa
+43,6.192874227729171,2.8248736346442715,4.25062829875443,1.4868090180200246,Iris-versicolor
+44,6.173619249331521,2.977150314953255,4.516603209499571,1.5795716355854665,Iris-versicolor
+45,6.242430476013648,3.8504271469055578,2.0031507132438877,0.2792780142239323,Iris-setosa
+46,6.143394180141219,2.9651614754475344,4.933393262114475,1.2912747822104098,Iris-versicolor
+47,4.82198011888417,2.9382104847472417,1.310257864940004,0.20882177527664328,Iris-setosa
+48,6.538490558361484,3.1993172706024517,6.306642281357767,2.543324541047781,Iris-virginica
+49,6.460168469200404,3.1375017000254837,4.487814292295979,1.3778302416325414,Iris-versicolor
+50,7.017575691674791,2.890141219388988,6.082024048420681,2.4203535275692376,Iris-virginica
+51,7.459540290005858,2.7689229471346746,6.450093555814952,2.1234005890369634,Iris-virginica
+52,5.874887660427055,2.714541346344018,4.727704956905573,1.7967320461118597,Iris-virginica
+53,5.789870489701245,3.0017192183730628,4.476385557539061,1.3239017721272432,Iris-versicolor
+54,4.658821255406541,3.355931822099624,1.4492598330811275,0.2601240976313954,Iris-setosa
+55,5.505483022352278,2.953856528486495,4.798213777181442,0.9892246971857527,Iris-versicolor
+56,4.867647499816834,3.1138887995421567,1.4329605265375864,0.17053578347240314,Iris-setosa
+57,4.96246553869523,2.4745159297692902,1.6095837803457833,0.38461594384222964,Iris-setosa
+58,4.586421969055456,3.1324151563022085,1.3039815705196727,0.19958327699897677,Iris-setosa
+59,5.742653586973999,2.836840691688348,4.253089629508082,1.0091410596133192,Iris-versicolor
+60,4.905856491413683,3.0813009819692803,1.5458482851895508,0.2001677183185434,Iris-setosa
+61,5.902396353673974,2.988563512889593,5.142132456955354,1.9217934555570724,Iris-virginica
+62,6.714719113270393,3.2781994466370232,4.712952119589955,1.1816143988765304,Iris-versicolor
+63,6.201835139007076,2.5808535766928142,4.884687325584886,1.9679672027838324,Iris-virginica
+64,5.9797908585031205,2.6797276466020588,4.543952609530472,1.6699963956130088,Iris-versicolor
+65,6.551723401698354,3.113432995328997,5.101241568148187,2.209459350222881,Iris-virginica
+66,6.759805691485544,2.9333604736824563,4.583163699452204,1.3960215551314903,Iris-versicolor
+67,6.437190433781252,3.0555659652832556,4.0588431855965466,1.2214823241319042,Iris-versicolor
+68,5.756112078771865,3.5127981404829836,1.6602794986952578,0.35471775167397,Iris-setosa
+69,4.73100491012496,2.973754036042417,1.5043505762535265,0.1465294459761047,Iris-setosa
+70,5.662159825425881,2.9851344297306426,4.44724292544685,0.9942782084859095,Iris-versicolor
+71,4.936118008752582,2.8798588603319635,4.87699168176946,1.693880019410663,Iris-virginica
+72,6.042005356905054,2.758968063041445,5.0146564058792515,1.658138419818096,Iris-virginica
+73,5.308806364794399,3.6589516919184115,1.3742513365130393,0.21594341471416714,Iris-setosa
+74,6.532111462732153,3.0803097962708548,4.811535538614735,1.5376704398727001,Iris-versicolor
+75,5.297180591005675,3.749779905044459,1.395261880221031,0.12981913357282288,Iris-setosa
+76,5.683158132343336,3.0322903091667177,3.7829794198148563,1.4648362925693539,Iris-versicolor
+77,5.776431213925933,2.5906371564780355,4.373450186329455,1.6826201709573638,Iris-versicolor
+78,6.582295980504898,3.202706003700556,6.039753449321788,2.4319217081257434,Iris-virginica
+79,4.975119512588078,2.5654362015559555,4.1096461782006966,0.8040899272347631,Iris-versicolor
+80,7.357018346269765,2.9137040283127735,6.332748992241413,2.1603908644777445,Iris-virginica
+81,4.620738668811291,3.260566363364306,1.3887549495751246,0.1437506594422391,Iris-setosa
+82,6.960046837364757,3.265495954035095,5.781326144560799,2.3431753613596604,Iris-virginica
+83,4.778789562075343,3.161069374550421,1.579094761883482,0.24363298592727106,Iris-setosa
+84,6.3816800684318125,3.1861595086159102,5.188945585818212,2.049076428396817,Iris-virginica
+85,6.1287660670798845,2.969696368250269,4.67661531177313,1.6987523386934877,Iris-versicolor
+86,6.496401053280083,4.514044125892172,1.6332420140541242,0.522937554752434,Iris-setosa
+87,5.699879803694754,3.1019924293006413,4.594437479717897,1.874057747443883,Iris-versicolor
+88,6.235352859721321,2.9197427411082213,5.354995754891784,1.7960287465216385,Iris-virginica
+89,6.3348977385094924,3.4169721401215916,5.540696756615907,2.4749600102316505,Iris-virginica
+90,4.8894985399928546,3.134034219869529,1.3910198548144224,0.09905176887377531,Iris-setosa
+91,4.562830056987176,2.8197075360792523,1.399081387613296,0.16825421760797438,Iris-setosa
+92,6.072163606137706,2.9615525785465424,4.436483657911993,1.267020156414802,Iris-versicolor
+93,7.050353185063806,2.829716578236213,5.718344572536124,1.7050476923685305,Iris-virginica
+94,5.402865304882873,3.839043226502754,1.4447538187551408,0.18179676276126316,Iris-setosa
+95,4.81582839825865,3.724590982551851,1.3881378197151417,0.22331446795196877,Iris-setosa
+96,5.759633395685263,2.902175678866672,5.17447894767359,2.0174850984333528,Iris-virginica
+97,5.400897049847906,3.6387166796289963,1.6501230955758721,0.1646670624940666,Iris-setosa
+98,4.698063144760427,2.9977039548890825,1.1111440665542465,0.17909161455160447,Iris-setosa
+99,4.917559444163108,3.3720060066556,1.410903258299961,0.2995548571603921,Iris-setosa
+100,6.684795761083543,3.5022292207860435,6.050584149513746,2.29273712666098,Iris-virginica
+101,5.394040247986641,3.5894912312873517,1.4756014119280776,0.28453576494920135,Iris-setosa
+102,6.220643134096071,2.6819009808393695,4.83653890154314,1.5612281310011031,Iris-virginica
+103,4.578592724023668,3.236157186245957,1.1980483235946913,0.1434011442822827,Iris-setosa
+104,5.684388914535142,3.0704129325468092,4.557431063138101,1.521359546744539,Iris-versicolor
+105,4.732011544560704,3.257511046212583,1.5364035347116063,0.2318116150514013,Iris-setosa
+106,6.043963372958362,2.635939461932101,4.984603532310108,1.5829696705015215,Iris-virginica
+107,6.64086394203569,2.5638088403782264,5.858155799331222,1.8177281253566417,Iris-virginica
+108,4.537711784714304,2.8520616127707905,1.145857550448072,0.1408154188405794,Iris-setosa
+109,5.332286318191065,2.7105526740768364,4.414456980059453,0.8416519333050794,Iris-versicolor
+110,4.638486639532814,2.9707941583212905,1.5536883779610717,0.1764191974236696,Iris-setosa
+111,6.998448250013839,2.788927373267008,5.931738462145507,1.887394077721038,Iris-virginica
+112,4.941042686812706,3.1241473676706217,1.3891930342436352,0.22617204641605654,Iris-setosa
+113,7.346112000252155,3.358140116134869,6.188512382920461,1.9305060052623038,Iris-virginica
+114,6.858428447150225,3.60113349314283,6.017430827915015,2.6882390072777707,Iris-virginica
+115,5.276339994960085,3.6559770091888293,1.4291434453910306,0.24097123549773605,Iris-setosa
+116,5.365737999820368,3.4816919771171024,0.9597956056088318,0.14376277673341367,Iris-setosa
+117,6.907154186345107,2.4566027673109185,5.319628798784424,1.9027649265792927,Iris-virginica
+118,6.74877117378122,2.8733994913977514,5.699294085398133,1.6755669101373263,Iris-virginica
+119,5.1804511887981635,3.6622703475517255,1.5799080736572475,0.23840236472911525,Iris-setosa
diff --git a/iris/tvae/1/19/test.csv b/iris/tvae/1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/19/train.csv b/iris/tvae/1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/19/val.csv b/iris/tvae/1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/2/synth.csv b/iris/tvae/1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12fdb35bb483ea1c0df250f23cb358dcce344051
--- /dev/null
+++ b/iris/tvae/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.726549722029239,2.792312244705855,4.005899250946441,1.4388433567671952,Iris-versicolor
+1,5.416048023059891,2.9617158964599555,3.8599659299920295,1.1863639171243943,Iris-versicolor
+2,4.425104767169127,3.1031149045501225,1.3400988603887616,0.1811357571831452,Iris-setosa
+3,6.396970987065284,3.0462402482914728,5.2268858726820335,2.0363560073267197,Iris-virginica
+4,6.6298349869906446,3.465965087305083,5.884327024053052,2.337473398164145,Iris-virginica
+5,6.091607729974436,3.0071633944297607,5.280688674961632,1.7398794845837093,Iris-virginica
+6,6.818533216484356,3.8072592627601995,5.60643713007974,2.4588871433197386,Iris-virginica
+7,4.326733941118002,2.725602241017775,1.3418068833301937,0.2280299598203127,Iris-setosa
+8,5.529965300216436,3.2194478551385743,4.636071347517833,1.3633539137506274,Iris-versicolor
+9,6.52535953467156,2.534199155717309,4.886430485241647,1.3494048642113226,Iris-versicolor
+10,6.010847759335986,2.7893745976445232,4.923137008703984,1.9654127175925136,Iris-virginica
+11,5.172798539719032,3.2232252134604384,1.4941849740817978,0.1701728411198027,Iris-setosa
+12,4.5841747964146675,2.7073325338563623,1.3737174184741336,0.28782662217339006,Iris-setosa
+13,4.7671042570458,3.0070239826338403,4.708634355364887,1.6619605740391592,Iris-versicolor
+14,6.022334305517395,2.491016543280354,3.0703485813386004,1.2572725222911145,Iris-versicolor
+15,6.605058704932087,3.249955782962656,5.657174688250098,2.0639866267817233,Iris-virginica
+16,7.350896310197134,2.640516422414862,6.2297927661376225,2.0394133938033963,Iris-virginica
+17,5.833093990745894,3.0976534966693965,4.848355976858659,1.522952548421691,Iris-versicolor
+18,5.034108519092253,3.27195144387779,5.188748477754085,0.4262011185571547,Iris-virginica
+19,6.056905291974079,2.91532242344106,5.065627310022955,1.9478339071073052,Iris-versicolor
+20,5.000425933307105,3.0881461734801405,1.499410743266592,0.2702627900037894,Iris-setosa
+21,4.930390919584988,2.7082031943407356,4.744389169630746,0.3426051332953427,Iris-versicolor
+22,6.274358147678936,2.4775927140738467,4.906656352936786,1.9099069331151128,Iris-virginica
+23,5.4703304403757445,2.3823396077646053,3.863536432414821,1.2560245241953083,Iris-versicolor
+24,5.661597740643515,3.5007283275621734,4.455147599449085,1.4385176721077608,Iris-versicolor
+25,4.774552972863233,3.168029087850021,1.3242995038414618,0.27189866034010024,Iris-setosa
+26,6.087353162856063,3.701782504568209,5.453926366739157,2.349197029055781,Iris-virginica
+27,5.5840883579442195,2.8098919522805366,4.27891350343143,1.4866192603819415,Iris-versicolor
+28,4.766856731094116,3.249109205487597,1.4950634399237868,0.2243587549900208,Iris-setosa
+29,6.063476771610517,2.9734402306268866,4.742261585881709,1.8701293180804845,Iris-virginica
+30,5.232292453499951,3.797226455987711,1.3507332535186056,0.2779769163273487,Iris-setosa
+31,5.606127948374522,3.7332835164286875,1.3691483061773693,0.229496965247578,Iris-setosa
+32,6.1897906479346325,2.942261627828533,5.284957699608946,2.1413981193224956,Iris-virginica
+33,6.095658355155481,2.4026002196809166,4.7351874086688825,1.9981327236324569,Iris-virginica
+34,5.470178164843543,2.9309830251581515,4.628948279308275,1.8275932745140013,Iris-versicolor
+35,5.063467270653557,3.219383861865998,1.4778764020117399,0.3212657886335864,Iris-setosa
+36,5.132269896095799,3.541017823669964,1.6726524193765502,0.2577028004701121,Iris-setosa
+37,6.738637665405407,2.9616679977732896,6.067775889321879,2.0112624343474934,Iris-virginica
+38,5.385361522707225,3.966351083062496,1.765065645577488,0.2904741954326256,Iris-setosa
+39,5.9517482903287435,2.7656786549839163,4.116952229953691,1.4125157434436595,Iris-versicolor
+40,6.079069159820734,2.6486091038952817,5.055696121341961,1.417729114653346,Iris-versicolor
+41,5.431341770056456,3.2812638682826116,1.2075521025005245,1.4937184777515364,Iris-setosa
+42,4.412816889507136,2.8648281208418958,1.1344400149926834,0.19735814792996648,Iris-setosa
+43,7.102261201157371,2.4403604958979024,5.500347499933206,1.7285921431779605,Iris-virginica
+44,6.929568770676504,2.7915376522334023,5.241139271123689,1.782462562325174,Iris-virginica
+45,4.632054891209767,3.092547270619453,1.3922259601777733,0.0926307954677611,Iris-setosa
+46,5.343259159016936,2.6447929916836026,3.928410001485521,1.120224327693072,Iris-versicolor
+47,5.648644699794635,2.9415547084124083,3.994484778099469,1.2954258970628092,Iris-versicolor
+48,6.232421894834372,3.523215796226328,4.918803174598595,1.8538051900672872,Iris-virginica
+49,6.746378384656709,3.2233818319219347,6.00173601841225,2.009472557482206,Iris-virginica
+50,6.522091388177001,3.18492415277358,4.947507336605553,1.732671056546677,Iris-versicolor
+51,5.144655466114378,2.7780207284603513,1.2091442761685771,0.1393210914825838,Iris-setosa
+52,4.889132770912092,3.0861720326641335,1.7072910070079832,0.3490446767756184,Iris-setosa
+53,4.8640624956946015,3.053516539369373,4.482712406138868,0.24639408531983994,Iris-setosa
+54,6.7851471418588165,3.618007390080626,5.724681043802828,2.6571115976270976,Iris-virginica
+55,6.185865366796034,3.5398326885936693,1.530743454025392,0.27179872505294517,Iris-setosa
+56,6.393263735544521,2.8753913466823904,5.055795051104666,1.8037642890941081,Iris-virginica
+57,6.10587713295968,2.6886089669792352,4.024314610598018,1.1389277710872252,Iris-versicolor
+58,6.699625541662639,2.8982804644169304,4.445243205475916,1.1789791550963016,Iris-versicolor
+59,5.769052548743003,3.018610469175238,4.849228344246354,1.680894937757775,Iris-virginica
+60,5.19708303552642,3.734293675846035,1.71921230386496,0.358020865399939,Iris-setosa
+61,5.95282704214454,3.0057440371025295,5.280295206201091,1.861146922646644,Iris-virginica
+62,5.183985451751469,3.4787804932779554,1.4156056065171139,0.10323053801481585,Iris-setosa
+63,5.134260279784799,3.600494822367418,1.382237635716117,0.16875005577421331,Iris-setosa
+64,4.369323375448889,3.3260610097455214,1.3890552944583412,0.22073095614668126,Iris-setosa
+65,4.3397619886038905,2.9820277326465225,1.252323891522943,0.05057854478208004,Iris-setosa
+66,5.445923478779079,2.0966804986641994,3.5348142243373095,0.993441734869694,Iris-versicolor
+67,5.162034209243884,2.8628757962990474,4.3939435871089545,1.289392571252976,Iris-versicolor
+68,6.855849824684963,2.976029784495872,5.806693548120576,1.7878445022817289,Iris-virginica
+69,7.1592665933853645,3.1463533084464306,4.2776395215093395,1.3202958373743674,Iris-versicolor
+70,6.125745856768699,2.953710335131496,4.9036646430594395,1.798810864881924,Iris-versicolor
+71,6.191823120768011,2.918170382089344,4.609066635214996,1.77411537350386,Iris-virginica
+72,6.17173844733064,3.183492190624535,1.5726242392857297,0.44207779506213746,Iris-setosa
+73,5.948938084465497,2.810850384772888,5.177294727792995,2.0651412563504303,Iris-virginica
+74,4.410401890334553,2.854973314896359,1.1790245755880013,0.193042320201256,Iris-setosa
+75,6.452545413044755,3.2819302332182367,4.9002603252220185,1.7973353341189173,Iris-virginica
+76,6.397086052759858,3.8215061908854473,1.9709136217955394,0.528561405198483,Iris-setosa
+77,6.519216421009182,3.4328562913489997,5.594948108443315,2.208089061641313,Iris-virginica
+78,5.561847161414989,2.9146298219480946,3.975655977881671,1.3234952374811544,Iris-versicolor
+79,4.994940291361566,2.9164773259428207,1.1133423890485976,1.340279186399183,Iris-setosa
+80,6.073550851000798,2.620530992715623,4.713652369208191,1.719849655799931,Iris-versicolor
+81,5.362926925920473,3.288744109347533,1.7834726229740854,0.2936052139972596,Iris-setosa
+82,5.938053677406434,2.854469946226785,4.516215127524862,1.4288376974869885,Iris-versicolor
+83,6.233561497200002,3.085161272952958,4.404548115316358,1.8052701567127594,Iris-virginica
+84,6.28335788617732,3.1324270106986036,4.600266073000263,1.300615340764866,Iris-versicolor
+85,5.349348757091506,3.5257290495504523,1.445497437972001,0.1431753756316851,Iris-setosa
+86,6.896233921637067,3.061501578727051,4.725066813760652,1.2901997431639525,Iris-versicolor
+87,6.884619128734025,3.359148713547355,5.733177025070476,2.2160391285333843,Iris-virginica
+88,6.324355049898797,3.0222881906025925,5.407996825106198,2.210141308325409,Iris-virginica
+89,6.077373425999014,2.8493299593469272,5.444270598392477,2.0936924844554485,Iris-virginica
+90,6.128689826782677,2.4670951294282233,4.407152157865983,1.5820270702282406,Iris-versicolor
+91,5.287725860388762,3.1563373513608943,1.095832846684316,1.0650667903683426,Iris-setosa
+92,7.499814009949344,2.9769739788552645,6.420707381749673,2.017428039788098,Iris-virginica
+93,5.899834381327666,2.586476904926962,4.182429033946742,1.3831107040892083,Iris-versicolor
+94,5.918975439718279,2.7762382613206236,4.8315491653743425,1.469434153470635,Iris-versicolor
+95,4.827469847446769,2.9752508761782317,1.3010060669795036,0.18960948974787162,Iris-setosa
+96,5.555222288918123,2.7256016312116564,4.521252588332949,1.3312245428480174,Iris-versicolor
+97,5.739640809985467,2.9572645763744534,4.28318078533554,1.0393680785934565,Iris-versicolor
+98,5.142463104954338,3.2168493887204055,1.5942755597126372,0.28374673275554096,Iris-setosa
+99,4.565483469207987,2.9928590360886775,1.3891510809036964,0.09465718273127133,Iris-setosa
+100,7.210492256102726,3.69375590129598,1.8966780322473777,0.5239162976622872,Iris-setosa
+101,6.689274898067698,3.5627575047543907,5.550368139112122,2.0934802573528017,Iris-virginica
+102,5.993004173596449,2.889705178249212,5.287473151083778,2.066201037360874,Iris-virginica
+103,6.562533142966629,2.5231571675082702,5.317728413212511,1.520390712231765,Iris-virginica
+104,5.909891163599286,2.826806392541661,5.189041910013749,1.9696185582573182,Iris-virginica
+105,6.597913115151372,2.6226221914106116,4.840426820962084,1.5268022812955127,Iris-versicolor
+106,5.175548552624223,3.3957641165352572,1.6207269909552822,0.2355291758684696,Iris-setosa
+107,6.433846105340268,2.776408603865576,5.6804257266455735,1.57366493296831,Iris-virginica
+108,4.737956506659423,3.1586391683241652,1.403440803778001,0.3114999587614242,Iris-setosa
+109,5.230145664809074,3.649932183503402,1.7941010935074582,0.49469347161947697,Iris-setosa
+110,5.441451351970019,2.9397269453732267,4.2136447837499444,0.9149360982559707,Iris-versicolor
+111,6.520034926300804,3.119422532138926,4.4107122940787145,1.439217748466474,Iris-versicolor
+112,6.034020953651498,2.9026640499881387,4.743833259134717,1.3377345772119331,Iris-versicolor
+113,4.743552334300588,2.8648388245714536,1.5474469028228455,0.28567590830051276,Iris-setosa
+114,6.545157386132646,2.7752123445533545,4.8116773654059,1.374380887589333,Iris-versicolor
+115,6.7468992852312555,2.8584905513891585,4.635175350417881,1.6704312527380274,Iris-versicolor
+116,6.155410984344539,2.4808055351111253,4.588953834243721,1.2282854226869384,Iris-versicolor
+117,5.579309977633729,3.289453099699356,4.191647201109918,0.907338775309133,Iris-versicolor
+118,6.690786374834769,2.5662696254512847,4.301536602081501,1.5133804922909353,Iris-versicolor
+119,6.6839430379010345,2.6655972727971022,6.083222548192126,1.7527042208385804,Iris-virginica
diff --git a/iris/tvae/1/2/test.csv b/iris/tvae/1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/2/train.csv b/iris/tvae/1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/2/val.csv b/iris/tvae/1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/20/synth.csv b/iris/tvae/1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53e31e7b7c083e6bb0a95aa5fa44a686b76dd0f5
--- /dev/null
+++ b/iris/tvae/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.274889014620433,3.453474408674771,1.6369031288696316,0.3671065163131899,Iris-setosa
+1,4.705460315562625,2.875286222658157,1.2639044797076022,0.1784233100112888,Iris-setosa
+2,7.060819270335769,3.3353469648232568,4.282917359831008,1.4583382764802444,Iris-versicolor
+3,5.21885927995614,2.8546650050922344,4.201122156776361,1.2794744590280667,Iris-versicolor
+4,6.284174152035283,2.5416434399381362,5.637200576728509,2.062892705453101,Iris-virginica
+5,7.9774357512800655,3.0002142041311797,6.746767517817249,2.2824317730778976,Iris-virginica
+6,7.701507600371988,3.277710475792714,6.3048024399216915,1.886834837770162,Iris-virginica
+7,4.769822282199892,2.8802850647085223,1.378490059425523,-0.01878766140446425,Iris-setosa
+8,7.2614965863245216,3.030869842025154,6.112893688172139,1.8117678238578003,Iris-virginica
+9,6.378846336456533,3.3479164919701416,4.894223463544405,1.5935717233678417,Iris-versicolor
+10,6.406506474183142,2.7473438871904277,5.4127109407327225,1.7429219576291677,Iris-virginica
+11,4.7047958026201755,2.8740197095889264,1.4232518329180466,-0.08377312520543118,Iris-setosa
+12,5.836080891923211,2.53222899131925,5.259674175795143,1.9332245796285337,Iris-virginica
+13,4.598350574307075,2.897792110007176,1.4020213632232397,0.2536529204015418,Iris-setosa
+14,5.001398750215879,3.5367253114253563,1.4942405128535559,0.34006592764779126,Iris-setosa
+15,4.612063984627809,3.0246373374064497,1.3201039620438078,0.25127528453230497,Iris-setosa
+16,6.723586899406345,2.843777643673518,5.246356399209503,1.753038732891924,Iris-virginica
+17,6.633514514539718,3.274960557515947,5.14161165043491,1.9374134981634532,Iris-virginica
+18,5.345008544570581,3.3567286709051722,1.5996460249627817,0.6787785657934395,Iris-setosa
+19,4.978483712329853,3.029945034439052,4.766192387019324,1.979260894424269,Iris-virginica
+20,6.156116995748931,2.818656683063145,4.871514624849318,1.5753146609412538,Iris-virginica
+21,4.629555895729933,3.305581228648246,1.4045980514256255,0.16761279372183496,Iris-setosa
+22,5.555956228201766,2.7687171761027525,1.1198578559412877,1.1686254806313914,Iris-setosa
+23,6.029307376244881,2.3202437450358517,4.002432417261131,1.0394973814021093,Iris-versicolor
+24,4.840983632913847,2.940937746727995,1.5283052373838784,0.2718420480831814,Iris-setosa
+25,5.537638035126253,3.0386496151904114,1.118172059486545,0.2754269061914275,Iris-setosa
+26,5.236865427402017,4.314922537005958,1.4031307113619733,0.06431037321573432,Iris-setosa
+27,6.037916887944931,2.591187260835381,4.541125934169646,1.618744512520357,Iris-versicolor
+28,5.918287543337805,3.075000323793217,4.336176248514193,1.5043767146409652,Iris-versicolor
+29,4.6615199102407985,3.5061037336180063,1.6146948734861213,0.34984966398570694,Iris-setosa
+30,5.004041341197124,3.618116335862726,1.494440984155255,0.24705769924971802,Iris-setosa
+31,6.434620192022275,2.7389681931421044,5.859898282595716,1.7927006985002656,Iris-virginica
+32,6.097387204871288,2.3765815674775084,4.623980751498415,1.7568644927997314,Iris-virginica
+33,6.733538293467715,3.0262414998767078,4.7834847986898,1.5063088536408151,Iris-versicolor
+34,6.2323590241471845,3.2689499545083276,4.782347366884529,1.5183815946924133,Iris-versicolor
+35,4.978569398348009,3.120349312592287,1.4672528870728403,0.21021954738805554,Iris-setosa
+36,4.95735785837623,3.228700294180287,1.5288553060116796,0.26832255616073925,Iris-setosa
+37,5.030958799902737,3.357197085739498,1.6454012497564046,0.3155264549303062,Iris-setosa
+38,6.8187730169458876,3.0158835088656764,5.560378917890071,1.686452148444313,Iris-virginica
+39,5.4728574275157476,3.8852484069040787,1.2843417781462045,0.17954894722137757,Iris-setosa
+40,6.0783804284843175,3.0955586874180656,5.218954624716614,1.963463434230083,Iris-virginica
+41,4.664510130467687,2.8850966155049864,1.4492490905310178,0.20513535003599032,Iris-setosa
+42,4.823184436974157,3.026947272104215,4.867515412933788,1.8540093490926004,Iris-virginica
+43,6.678525590106497,3.225540710905844,5.379900217141655,1.994299476050478,Iris-virginica
+44,5.068307784997474,3.417174152398759,1.526242709438498,0.23097637709863014,Iris-setosa
+45,4.613280102704472,2.977510094341978,1.3743491605295477,0.2920193961111644,Iris-setosa
+46,6.124834360394657,2.8013459202756983,4.889291986522732,1.9630435804380406,Iris-virginica
+47,5.648828105555981,2.3301597240224217,4.994720068621073,1.786663059748329,Iris-versicolor
+48,5.458383102366404,3.7610753227958873,5.204120733097609,0.4815876858439042,Iris-virginica
+49,5.638024904265243,3.3343247537408587,1.247750150880205,0.2978507289989568,Iris-setosa
+50,6.325152696750062,2.9273369447575264,4.849420795693042,1.6310699925763736,Iris-virginica
+51,5.251324086975956,2.649817394066139,4.562692671224988,1.311061659462672,Iris-versicolor
+52,4.617436566491703,3.378988412275218,1.46239910372182,0.052604689169065105,Iris-setosa
+53,5.267093348332789,2.65197669155397,4.333780338972323,1.269928359550038,Iris-versicolor
+54,4.77419105740917,3.085509699866189,1.377249529773248,0.2783108120316937,Iris-setosa
+55,5.797208468867857,3.033174465130268,4.132961098573715,0.9813048654100036,Iris-versicolor
+56,6.043247431966723,2.8725329173448455,4.258621454855791,1.1737021866591766,Iris-versicolor
+57,5.638097154557264,3.5343738102166533,1.3537802686473723,0.248665713851303,Iris-setosa
+58,5.739891502162272,3.199693376847312,4.221693609401727,1.0029540822967746,Iris-versicolor
+59,4.979992302697697,3.089299876143885,1.5427992149512475,0.35785478465716275,Iris-setosa
+60,5.41124753273109,3.000604383911082,1.4891392119739952,1.3542623218485548,Iris-setosa
+61,5.991799150445629,2.929192342698176,5.43607269060335,1.7334391912867049,Iris-virginica
+62,5.428881649677707,3.715958320014905,1.6008862982348508,0.24529386473455142,Iris-setosa
+63,6.198263671080217,2.3862649185199754,4.045091729036245,1.284144902446223,Iris-versicolor
+64,6.232611613451909,2.887174374251486,5.485139712206999,1.9205543917417431,Iris-virginica
+65,6.848521199266518,2.8911884002360377,5.4442380354512,1.645863707117846,Iris-virginica
+66,6.6506332874521945,2.6040622461605065,5.164441385321933,1.7266072226241205,Iris-virginica
+67,6.860561888680769,3.0858058647420825,6.089615480703631,2.4969006187878735,Iris-virginica
+68,6.256364469848001,3.005000116118681,5.273736071649336,1.6393549790240047,Iris-virginica
+69,5.509048018590306,2.9018758704179506,4.432141740612119,1.557856295382732,Iris-versicolor
+70,6.555841699169543,2.6897014285458876,4.137457830917879,1.35835281399283,Iris-versicolor
+71,6.309609745480073,2.9137690770458438,4.937210786579244,1.528936100635729,Iris-versicolor
+72,5.353233104312506,2.7569094716215514,3.8649067793461764,1.3892465714760982,Iris-versicolor
+73,4.994255036012463,2.5372083385246853,3.8900312588166486,1.2499176837782717,Iris-versicolor
+74,6.330825214210474,2.871634369705506,5.768745013240108,1.7761089931740461,Iris-virginica
+75,6.006109333641513,2.9400019134483206,5.595730434412274,2.1837189041737206,Iris-virginica
+76,6.904646156666387,2.9880657510080892,6.102573984061144,2.0479381797987077,Iris-virginica
+77,5.80486572203114,2.863817617521544,4.831344216244156,1.4229528959200368,Iris-versicolor
+78,5.616643907141253,2.8835213920427236,1.3196442611676333,1.4412528277462988,Iris-setosa
+79,5.895899955794496,2.8376099671296493,4.961393009515943,1.9609396365045146,Iris-virginica
+80,5.1819059746041525,2.9391325330513496,1.4372447713387886,0.19608363363763812,Iris-setosa
+81,4.6702587017647,3.2430620090961804,1.4288439900331062,0.13291225679585492,Iris-setosa
+82,5.418505823430537,3.975989303588991,1.6130157987525806,0.21050474616188172,Iris-setosa
+83,5.117958444054489,3.7428112627577375,1.580199182429521,0.2626547747276497,Iris-setosa
+84,6.304176709341647,2.9743310499317053,5.0198211853272605,1.4744910430897968,Iris-versicolor
+85,6.268884969009611,3.3015743375695217,5.470549202720038,2.028466560177214,Iris-virginica
+86,6.052722463185494,2.915522682593241,5.0349452342013645,1.7965562657858913,Iris-virginica
+87,6.849737687792272,3.2177849025917062,4.661168561365147,1.2688779930472822,Iris-versicolor
+88,5.029185982722857,3.485799949685313,1.617693193288948,0.3721596280025135,Iris-setosa
+89,5.291828842311127,3.72372291340061,1.8386891845560371,0.45173605828320396,Iris-setosa
+90,5.857989858158171,2.380766056373311,3.976232656792525,1.1801672556908878,Iris-versicolor
+91,4.628988553525062,2.876529583493356,1.4988919142950834,0.39189640636877776,Iris-setosa
+92,4.969195822992979,3.580260330731264,1.561600913139249,0.30268268669367865,Iris-setosa
+93,4.730507791919335,3.209339260896082,1.5198623119652306,0.16165167514721196,Iris-setosa
+94,4.78146123730084,2.9988572852789956,1.4905527712778022,0.3200150628880888,Iris-setosa
+95,5.525237610660321,2.9687743707443195,4.900373686365801,1.9874373801697767,Iris-virginica
+96,4.2595710686279835,2.805573243368757,1.2139676723807433,0.05052297250771104,Iris-setosa
+97,4.718383269927886,3.135413494211624,1.3290518220200238,0.1649315232209979,Iris-setosa
+98,5.2509859444581775,3.7347846679133303,1.7556628969874444,0.2072346425486838,Iris-setosa
+99,5.316784493460241,3.357344748562069,1.4077538998246724,0.25631595449891065,Iris-setosa
+100,4.579261350077113,2.9115354202768993,1.4681181963805845,0.094580694279668,Iris-setosa
+101,6.30724018290067,2.482038304245734,4.981033174262263,1.6630846688310372,Iris-virginica
+102,6.014137491500184,2.711063189315083,4.965443114427543,1.7470513669334742,Iris-virginica
+103,6.095233675402707,2.8205540408413037,4.677983937945847,1.3380948297611357,Iris-versicolor
+104,7.116334660164797,2.9538237199367297,6.164884974784281,1.7827639761471583,Iris-virginica
+105,6.406233642970751,2.4628901995741868,5.583354689414047,1.5014359972868867,Iris-virginica
+106,6.077711140336168,2.7719345408519094,3.3270802896161698,1.0922039372836783,Iris-versicolor
+107,6.430563779896953,4.156213841236712,1.5518069752551726,0.30453289349427404,Iris-setosa
+108,4.4891281481917815,2.9403583928120796,1.4703601767170713,0.14881386621323525,Iris-setosa
+109,6.460650190457546,3.0479001350719366,4.432806194708375,1.4667170184492435,Iris-versicolor
+110,5.285335870207694,3.4690040937711117,1.6607526937541077,0.14833369582251676,Iris-setosa
+111,6.075677768039027,2.9637978352459515,4.619730854132005,1.4216441760540195,Iris-versicolor
+112,5.847873559103935,2.5774877833528578,3.811928345096864,1.2803898859841034,Iris-versicolor
+113,7.2831071787932755,3.09140700885655,5.988626851928391,2.3002429799930573,Iris-virginica
+114,7.047915013448286,2.781164722055856,5.522618111561904,1.8893689580454487,Iris-virginica
+115,6.016199096109129,3.191691340220959,5.081199729298525,2.013814084766818,Iris-virginica
+116,4.795372188310061,3.148219931353994,1.5055047066109544,0.19925578505324876,Iris-setosa
+117,4.905691916845744,3.0025502944577505,1.3468236620302547,0.15654577948509749,Iris-setosa
+118,6.3410247983071635,2.644683284565675,5.326609135680786,1.6968925731376354,Iris-virginica
+119,5.217197135810299,3.1371172390474618,1.1782308705914208,1.1163894749399892,Iris-setosa
diff --git a/iris/tvae/1/20/test.csv b/iris/tvae/1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/20/train.csv b/iris/tvae/1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/20/val.csv b/iris/tvae/1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/21/synth.csv b/iris/tvae/1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12f6034261bd32933ab040cec6038342638edc41
--- /dev/null
+++ b/iris/tvae/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.760651681697077,2.6764930188173457,5.044229298932081,1.4946390261009217,Iris-versicolor
+1,5.890168082007811,2.846454548317905,4.033931492554461,1.3626325458808475,Iris-versicolor
+2,6.3184371284176875,2.509095748462713,4.709292204538318,1.413559854850647,Iris-versicolor
+3,5.614270733929512,3.0269243177841734,4.33524246298098,1.2163494457987307,Iris-versicolor
+4,6.184870660259178,2.830480305203161,5.036023366985698,1.9519396500940753,Iris-virginica
+5,6.706448250840473,2.8395036993663947,4.267307680675806,1.3638231425375393,Iris-versicolor
+6,5.924728622857134,2.583746107087747,4.441921742841033,1.143016570472108,Iris-versicolor
+7,6.6260962589534165,2.9019667659757657,5.8851129928035935,1.5741784983945708,Iris-virginica
+8,5.899332376502386,2.855294822924212,4.455297312922148,1.258844098580951,Iris-versicolor
+9,6.307101061814205,3.1543221565075714,5.0512018627572735,1.5465810384018857,Iris-versicolor
+10,5.261063278766758,3.7558851460382043,1.640547039597576,0.141731421402363,Iris-setosa
+11,4.735924066327529,3.0048031583640147,1.2232472025340695,0.25124292224772016,Iris-setosa
+12,5.527246105842295,3.4628642440864787,1.664117292797354,0.1650235168271562,Iris-setosa
+13,6.331306567993168,3.142897935345721,5.058165937620795,1.5923799306247084,Iris-versicolor
+14,5.724601945298199,3.06123590463232,4.118246310159238,1.5382737715202746,Iris-versicolor
+15,5.436336590031987,2.626688919364557,5.060199022583978,1.7322881333099234,Iris-virginica
+16,6.143386019990313,3.0867460897879333,4.766696815550825,1.7131140219203738,Iris-versicolor
+17,5.859626391037637,2.725295249656642,3.780292187378497,1.2291849440184672,Iris-versicolor
+18,5.50209590991992,2.926834304457362,4.899834408679248,1.515972137551739,Iris-versicolor
+19,5.8214825322370505,3.01907445364148,4.739549575386371,1.543584658875711,Iris-virginica
+20,6.134853801308943,2.5638246800146605,4.860077482297458,1.7248488088498681,Iris-virginica
+21,6.262944445459068,3.5309812746067433,5.4329051026801825,2.1369517919818697,Iris-virginica
+22,4.925106904185065,3.193530008553818,1.419229180693323,0.2063124854643704,Iris-setosa
+23,5.761242741640966,2.713788583503482,3.798640119117115,1.168415577298482,Iris-versicolor
+24,5.655546960511335,2.995217098947149,4.102993297617043,1.184551397178787,Iris-versicolor
+25,5.23865786909368,3.631408017813521,1.3604485584448585,0.1650580371560243,Iris-setosa
+26,6.159026293471244,3.006217130306662,4.006864306239099,1.4737984551269427,Iris-versicolor
+27,6.5240504580164025,2.741424204158546,5.168641054787192,2.047355955710076,Iris-virginica
+28,5.032937218899396,3.515373493637814,1.4976054207264586,0.1767572609915819,Iris-setosa
+29,6.740208386675199,2.807661210267484,5.208838443196779,1.7614887127876155,Iris-virginica
+30,6.232796721424885,2.5897324159300648,5.149483019316818,2.0304537388581245,Iris-virginica
+31,4.7537697498368665,3.0883714681904797,1.273655593841663,0.17991196253569108,Iris-setosa
+32,4.9722080470548216,2.849449333388548,4.193832311867132,1.153686206442963,Iris-versicolor
+33,5.116375872386688,3.54053094696277,4.247590204760792,1.2601040273567052,Iris-versicolor
+34,6.154071908399551,2.7161886584230466,3.953305525041164,1.0657568696644746,Iris-versicolor
+35,6.4356962980641175,2.8334060136583394,5.047102326138859,1.909876407948768,Iris-virginica
+36,6.215287901707422,3.124601967681003,5.100257557042584,1.8995306680834931,Iris-virginica
+37,4.859058895683398,2.7356755740494463,1.3645992838444558,0.20288656300306468,Iris-setosa
+38,5.868761446593608,2.7847882871750596,3.5015680865508,1.255651015086768,Iris-versicolor
+39,4.724989461075966,2.5748137488057234,1.359994102465338,0.2860464700124688,Iris-setosa
+40,6.749063113042015,2.579316006964974,5.529010366051073,2.072133545768563,Iris-virginica
+41,4.8004024140871415,2.9963934506773646,1.4788123886129645,0.24304397960445293,Iris-setosa
+42,4.621620142378003,2.9087230715390695,1.5700895011166465,0.32451605019892904,Iris-setosa
+43,5.40075670879285,3.3848977476750064,0.9802344711105498,0.2579525749618215,Iris-setosa
+44,6.15852870238309,2.5858836084418324,4.912963638518554,1.6566346888057206,Iris-virginica
+45,6.042575082533717,2.6245916343138496,3.8113837318717754,1.2373370054988029,Iris-versicolor
+46,6.370095505664505,2.8165299932147616,4.4269831184748805,1.4039215768953768,Iris-versicolor
+47,4.9443902320577005,3.4173964903392697,1.7257881201336729,0.21540811556733092,Iris-setosa
+48,6.168969887738279,2.9968289417094667,4.440367478140217,1.7516588789050545,Iris-versicolor
+49,5.148835079311325,3.7854265177386783,1.549758373655873,0.31688461372488835,Iris-setosa
+50,6.845010801903916,2.72682312578464,5.361847863161921,1.7779749766196251,Iris-virginica
+51,5.748194597893294,2.734067226759031,4.227526234355813,1.1976107116121666,Iris-versicolor
+52,7.632623685826216,2.695995419922611,6.428093110503521,1.5934203261456221,Iris-virginica
+53,6.006516440457346,2.574891839805953,4.451683685729446,1.7018937529118927,Iris-versicolor
+54,5.317015281238967,3.4972748181302027,1.5709783960713455,0.07809699796649211,Iris-setosa
+55,6.118910087646456,3.0057819679709286,4.603721525127212,1.709962166718379,Iris-versicolor
+56,5.154583142660719,3.032636239432296,1.632490261586622,0.8601776650032681,Iris-setosa
+57,5.859783646559762,2.75639266570778,4.213522651563892,1.7380233186055853,Iris-versicolor
+58,6.403329114095038,3.5994005248677654,5.829959344964508,2.361965123289721,Iris-virginica
+59,6.841789740436872,2.6973618929589676,5.2821474781351005,1.385164841215174,Iris-virginica
+60,6.903649207083354,2.747968078975311,5.528250282628527,2.168140065903372,Iris-virginica
+61,6.491171020207622,2.7028232489057014,4.491126940931187,1.5759466806464322,Iris-versicolor
+62,6.146194510712027,2.9040084342819417,4.434634816673734,1.5233028109335787,Iris-versicolor
+63,6.5253299232802595,3.257880921939294,5.241409250323625,2.0981623149256365,Iris-virginica
+64,5.739046323802639,2.450195361346132,3.826995937794757,1.1092848797332624,Iris-versicolor
+65,6.214132296543561,2.796920333207574,5.042300817477003,1.8465491703257644,Iris-virginica
+66,6.538503077324904,3.3493621869559522,5.752664804272445,2.398436894145642,Iris-virginica
+67,4.826948284547652,2.9874375085645277,1.4785000806124298,0.20143932190646718,Iris-setosa
+68,6.22386069950884,2.642974312728606,4.8625665549096135,1.6405347234560959,Iris-virginica
+69,5.382172807898611,2.795959632207687,4.291406833219132,1.301628816718503,Iris-versicolor
+70,6.289381459783464,3.046658982846843,4.78498343958235,1.4554722321151667,Iris-versicolor
+71,5.088134697534172,3.440284496828862,1.444644522916426,0.3084833636678333,Iris-setosa
+72,5.351865442352692,2.549013656286446,4.537431586613772,1.3802850602926133,Iris-versicolor
+73,4.757877734227114,3.051675831059103,1.5123567595583036,0.1832137680950627,Iris-setosa
+74,6.919722181447149,3.0774869400406164,5.528227295623261,2.02588521133984,Iris-virginica
+75,7.390844407913299,2.9661380844847165,5.788745822645209,1.83614017086984,Iris-virginica
+76,6.275373625490058,2.843568517018599,4.816816145903658,1.953363769443039,Iris-virginica
+77,5.339062918384568,2.674436781163765,4.295477828147101,1.083139254602665,Iris-versicolor
+78,5.495381709981187,3.1991076418815054,1.3159874441443982,1.6389520497541794,Iris-versicolor
+79,6.040833965986591,2.8369011316821733,5.267286324558726,1.6421123056571023,Iris-virginica
+80,5.683716391239842,4.15391688843574,1.777201451174548,0.39466555736593656,Iris-setosa
+81,5.484512077980342,2.873818269945946,4.886776840860576,1.5670977919269244,Iris-versicolor
+82,5.071201249082512,3.7601457938695417,1.6407750322151902,0.12318418207543125,Iris-setosa
+83,7.158939618559989,2.5595083512025756,5.736398838715883,1.8133806133947323,Iris-virginica
+84,4.934207503827669,3.1330551879493727,1.4546664721060736,0.21955385135950456,Iris-setosa
+85,7.097201304931645,2.977246604678579,6.0231362377243265,1.9659306069855433,Iris-virginica
+86,5.961561851293281,2.4729623490208397,4.130248896723054,1.263219309261408,Iris-versicolor
+87,7.07440423062593,2.8745575512465993,4.88643141792919,1.3635792278316456,Iris-versicolor
+88,5.241778407982781,3.866013957403058,1.6994610740606224,0.4424553226480269,Iris-setosa
+89,5.742355813546268,2.9966223711105444,5.014663534094517,1.5530265696475123,Iris-versicolor
+90,6.686056455048272,3.6437018036390803,5.515671403545302,2.467667297308939,Iris-virginica
+91,6.476426347408561,3.0181043803094467,6.270523241928855,2.392974412073805,Iris-virginica
+92,5.696465061215156,3.024540194868247,4.93701790778532,1.5443613463224763,Iris-versicolor
+93,6.660464140327721,2.688645431888793,4.138485578029377,1.0924839832829707,Iris-versicolor
+94,5.715838545918635,3.370876141409007,4.224273463541574,1.5647279434556498,Iris-versicolor
+95,6.829657620655645,3.1437706298219643,5.7674149366266425,1.892874128661523,Iris-virginica
+96,5.54443741386168,3.2655614028431255,4.363396219985441,1.2629831511341632,Iris-versicolor
+97,4.927490740110509,2.6448469070275182,1.285639716487623,0.1535609144842751,Iris-setosa
+98,6.395892247203304,3.431841016589523,5.749962106316453,2.468859738357512,Iris-virginica
+99,6.1777654165921625,2.9397763231233207,4.926635752586801,1.944050918851418,Iris-virginica
+100,4.934277602263934,3.006534747923,1.4307738352076356,0.17958301716310893,Iris-setosa
+101,5.383675007440573,3.993833047438963,1.2894747298105653,0.2531453477590144,Iris-setosa
+102,4.395680199433195,2.952520440149245,1.572069634314354,0.11867101433097499,Iris-setosa
+103,4.884111278145334,3.5149873002766405,1.36563744118004,0.24722062025486857,Iris-setosa
+104,5.154511266937944,3.61883944401358,1.4653805176659562,0.38394906300643367,Iris-setosa
+105,6.055341560928426,2.9834631417166837,5.241046064644786,2.149055349535015,Iris-virginica
+106,5.202372205428098,2.622132624628949,4.096298624872086,1.4954491915142372,Iris-versicolor
+107,5.083152346534214,3.237839692282476,1.3386431020977094,0.34960745242328317,Iris-setosa
+108,4.943026421623876,2.3597237177425034,3.3704168713805154,0.9751249593248407,Iris-versicolor
+109,5.160380282503647,2.7280515253144286,1.5513016962240793,0.9822468787268087,Iris-setosa
+110,5.444839146605336,2.2554051521374037,3.5063194535705735,0.8565862231903171,Iris-versicolor
+111,5.672306442968836,2.407327837520411,3.4008411773361753,1.020780417020688,Iris-versicolor
+112,5.775409328139547,2.8935766273581978,4.439302297434412,1.4660689489247654,Iris-versicolor
+113,5.737454059995175,2.5243074357639,4.456717237936947,1.3358143873781814,Iris-versicolor
+114,4.977292788555605,3.2320761074304785,1.4566596680516257,0.39815662717541367,Iris-setosa
+115,6.597375997532924,2.6912455788767224,5.8576442217472255,1.8326722288620876,Iris-virginica
+116,6.724867105992973,3.1375849315704567,5.440434366388735,2.056393160421605,Iris-virginica
+117,6.520868534734894,2.608318862092002,3.3103506400236116,1.212594539399226,Iris-versicolor
+118,5.778909908085839,2.659344829581348,4.060328639067662,1.3564136095659147,Iris-versicolor
+119,4.449320376175116,2.8335592769851132,1.2997119238939208,0.17582358347112187,Iris-setosa
diff --git a/iris/tvae/1/21/test.csv b/iris/tvae/1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/21/train.csv b/iris/tvae/1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/21/val.csv b/iris/tvae/1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/22/synth.csv b/iris/tvae/1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ea9ba2cdf371061e984b8f88c37c0c82cfe65a9
--- /dev/null
+++ b/iris/tvae/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.923857429312437,3.2962746390200093,4.52379337355438,1.4006952656216465,Iris-versicolor
+1,5.634685651027751,2.819919321447361,5.377379322866919,1.7345220358451279,Iris-virginica
+2,5.1157340752761975,3.2255232481757674,1.5424694692973278,0.2963992577150788,Iris-setosa
+3,5.521491060421491,2.8351138733023205,4.041487443326048,1.1153480071910047,Iris-versicolor
+4,6.134766615571095,3.0356478407253413,4.648852918230362,1.6527894493817967,Iris-virginica
+5,5.444487234292462,2.3949557812672975,4.296936241520358,1.3203569003944304,Iris-versicolor
+6,6.313180279273087,2.8055864473413115,4.191007716941301,1.3483299355630858,Iris-versicolor
+7,5.734066081600284,2.3551348786189217,3.242852517980551,1.1163683370073578,Iris-versicolor
+8,6.585020383618986,2.776829866279015,5.214109564796604,1.9366340132223288,Iris-virginica
+9,6.436340521543104,3.149947920333833,5.473617005667769,2.4885887914351787,Iris-virginica
+10,6.5603960203106215,2.413529451656787,4.350889304259917,1.2429564511984597,Iris-versicolor
+11,5.6890588688668,2.9391405352430993,5.163857467195658,1.6603358006683868,Iris-setosa
+12,5.0356666638505185,2.9704103530307178,1.45356935640385,0.3077298204224661,Iris-setosa
+13,5.926919181985896,3.471542108492397,5.016222054942446,1.627626190252305,Iris-versicolor
+14,5.583241131199318,2.873941943153641,4.238553154643527,1.3903452557610056,Iris-versicolor
+15,7.344781716243169,3.230307099674848,4.737370263158116,1.6392957800353531,Iris-versicolor
+16,5.304942570352264,3.1285089400374875,1.4505858281419444,0.24537032717947865,Iris-setosa
+17,6.38763346342207,2.6788538268923903,5.688864556088158,1.6647569021099566,Iris-virginica
+18,7.107691479132384,2.7868395608336556,5.358109487396371,2.2177778355434317,Iris-virginica
+19,5.493757455053251,3.1435890914501727,4.865746577352555,1.3181482892299892,Iris-versicolor
+20,6.982039195365168,3.089012276607072,5.469834174948951,1.7515785327126288,Iris-virginica
+21,5.029906223178668,2.726230758114103,1.3617344503793092,1.464194343383253,Iris-setosa
+22,6.3315493310144255,2.8814458273343146,5.57959123290736,1.804283727301064,Iris-virginica
+23,6.850993737091938,3.493013135033595,6.367222604835328,2.257565443498147,Iris-virginica
+24,4.971097468710505,3.2582049489771907,1.764993677786979,0.3002900654911594,Iris-setosa
+25,4.998359462846047,3.088176900703865,1.6099974888315736,0.3633219693719339,Iris-setosa
+26,5.330322929884194,3.871568819618078,1.3392615257315172,0.3040166554340999,Iris-setosa
+27,5.260801551787223,3.6895422200680774,1.3369089463186394,0.32312194076353956,Iris-setosa
+28,5.853294718462735,2.775411950022822,4.428580755141555,1.8385075391008472,Iris-virginica
+29,5.718079902096177,2.858118178050231,4.272245905380572,1.5292664940311034,Iris-versicolor
+30,6.711393471168244,2.830668264462975,5.170700353997521,1.7417089243920942,Iris-versicolor
+31,4.729883527448267,3.498761887154094,1.142483331634693,0.1758151356948761,Iris-setosa
+32,6.373569891101736,3.0261361813687353,4.035924571159802,1.3675121676721596,Iris-versicolor
+33,6.9723871872397565,3.41267490392587,5.805558750764962,1.9330497105072577,Iris-virginica
+34,7.429210682669122,3.2673161523797605,6.279406789994854,2.234569151691034,Iris-virginica
+35,4.589771563604407,2.8552974364039025,1.2670978972963602,0.2952005145474329,Iris-setosa
+36,5.900923350105292,3.253585566055067,4.487611446999085,1.5091554208463,Iris-versicolor
+37,5.212605929288817,2.161367658832229,3.582234003809481,1.0849187714707713,Iris-versicolor
+38,5.6506771300046115,2.2733997756149074,3.7994830209326267,1.0120576066641436,Iris-versicolor
+39,6.8286875267866955,3.20674257710943,6.049961628218204,1.6058465984657038,Iris-virginica
+40,7.540777527314303,3.2778124897889334,6.393996150357704,1.8616472808941786,Iris-virginica
+41,7.104576173966953,2.434990418857347,5.718142631934878,1.9165557190788451,Iris-virginica
+42,5.746755010596107,2.8898739437974728,5.138428655001941,1.66784311008664,Iris-virginica
+43,5.327006176459081,3.9034968821022122,1.4273901218989042,0.21966608084069839,Iris-setosa
+44,4.737371534452025,3.0101341312056507,1.2784946310402627,0.09099825132991929,Iris-setosa
+45,5.341828972962975,3.119814841310258,3.9288552078694545,1.3770227304365497,Iris-versicolor
+46,5.524091283229497,2.544174468340463,3.766275292061773,1.2324803887140166,Iris-versicolor
+47,5.17899338970331,3.201942151272265,1.366440820554687,0.2612056127651373,Iris-setosa
+48,6.368272873658758,2.87962242570716,5.214416243940816,1.7808370954355355,Iris-virginica
+49,5.210437811435091,2.878591093125054,1.3158284075912081,0.8361524530198506,Iris-versicolor
+50,6.448197650465347,3.089772310038886,5.361991109866831,2.1802463471587177,Iris-virginica
+51,6.137110779249897,2.6480892019801683,4.672114933503157,1.703790562626438,Iris-virginica
+52,5.6446168210938685,2.8269328879220073,4.632376706796392,1.5244734066120307,Iris-versicolor
+53,7.028733257644252,3.531237255185795,5.946632528878961,2.1797482972774027,Iris-virginica
+54,6.207660944213639,2.891676206640116,5.030014757595913,2.004830849073368,Iris-virginica
+55,6.672137986613258,2.9093131769345426,4.540354242847977,1.2054851512399476,Iris-versicolor
+56,5.752125043027175,2.767749465058437,4.2556988276381995,1.1933683931344983,Iris-versicolor
+57,6.605046482283483,3.33699821137115,4.608452497910918,1.2707664247918882,Iris-versicolor
+58,5.562764179086697,2.922244371204267,4.143440227884204,1.648564915875733,Iris-versicolor
+59,5.701762165853932,2.914377420681723,4.36083543675843,1.4606401007321372,Iris-versicolor
+60,5.036305422488098,3.2637429705353287,4.9843860160723885,0.2506007731678654,Iris-virginica
+61,6.14104132048502,2.802017183898582,4.947422253789037,1.3250965155711358,Iris-versicolor
+62,4.759113740044875,2.8141239191304015,1.6801685200778822,0.2977059211042702,Iris-setosa
+63,5.4642159656131915,3.8735458015454265,1.6785265949071453,0.1744618787030928,Iris-setosa
+64,5.462127598143633,2.5492518648619926,4.000026390819535,1.3046341563833375,Iris-versicolor
+65,4.7437844804306835,3.172613954431671,1.6462054878763028,0.29870388143134724,Iris-setosa
+66,4.430871088658381,3.075521520716223,1.253777452220199,0.1196892135074655,Iris-setosa
+67,6.161059666502096,2.9930237078123403,5.29614011729977,2.3991614660363583,Iris-virginica
+68,5.6889428333213905,3.2917049105833125,3.908109722036023,1.4103594209558343,Iris-versicolor
+69,5.260625472581566,2.8851313025981766,3.9435654954993455,1.0881063142931824,Iris-versicolor
+70,4.728624348641447,3.0948019699922447,1.4257615169798623,0.32647055949580056,Iris-setosa
+71,5.777250080143488,2.606428842406806,4.493647200880265,1.4565997065799219,Iris-versicolor
+72,5.708397334127994,3.9300178509926607,1.5514655004704017,0.2587086444129266,Iris-setosa
+73,5.085592200148576,2.7192380305436203,1.1540959028642244,1.2605509279009146,Iris-setosa
+74,5.737523971382682,3.1122070201448055,4.293816647699043,1.4999096521270108,Iris-versicolor
+75,6.074229428156391,3.073614480222679,5.123084140816012,2.1625389887251907,Iris-virginica
+76,6.0142484780089,3.0522409236369774,4.712432775952765,1.565592686076021,Iris-versicolor
+77,5.809217517864947,3.219806436458496,4.898342827670352,1.6424414259214708,Iris-virginica
+78,4.368374650526221,3.1571415030002514,1.4384489243311327,0.0694543424780428,Iris-setosa
+79,7.502485274366804,2.751782889256358,6.424544607900527,2.058665401748275,Iris-virginica
+80,5.774976390499801,2.854959665142896,4.0168008574472305,1.3141079462138803,Iris-versicolor
+81,6.556620752746474,3.1608786229289882,4.394006208326191,1.44124080041239,Iris-versicolor
+82,7.118190191299595,2.566849209753623,4.48093486949168,1.505163582306001,Iris-versicolor
+83,6.8282794442820585,2.93809189522073,4.88048190446745,1.8221764667410547,Iris-versicolor
+84,6.370350960156159,3.147948439833338,5.6097893925930995,2.320524988046126,Iris-virginica
+85,5.2259360376200785,3.0166094741413976,3.9288593140339434,1.2463678939143221,Iris-versicolor
+86,5.058824275438514,2.8589755649837763,1.3972944324559455,0.111536997161134,Iris-setosa
+87,6.4441728764581105,2.4140454291690276,5.407216701330012,1.7877708226535198,Iris-virginica
+88,6.799016952302279,2.9969726067083284,5.582287089111598,1.47759331922008,Iris-virginica
+89,5.801514705618587,2.6159894160911725,3.87239673912361,1.0354442728153332,Iris-versicolor
+90,4.6103614220582,2.7874756016453928,1.3911298108273868,0.15640824659809976,Iris-setosa
+91,5.072865979280139,2.9029067188401,4.442848878428771,0.9812051336223904,Iris-versicolor
+92,7.050583845772169,2.740678200035966,6.253342161839402,1.9429433889924779,Iris-virginica
+93,5.152302493200048,3.6643971646719664,1.5964763677941276,0.06221485268740015,Iris-setosa
+94,4.891590442431811,3.554396559086239,1.2228021540913747,0.18212189103098425,Iris-setosa
+95,7.413695721857262,2.9731915126753505,5.983625781133358,1.8753611074704448,Iris-virginica
+96,5.232082835069724,3.2741762816991318,5.682040865684678,0.4585780397112812,Iris-virginica
+97,4.765886079978187,2.837233202399259,1.1289606329997772,0.26140914271300125,Iris-setosa
+98,6.485022193501649,3.1241460082267016,4.502856968258526,1.213671590546819,Iris-versicolor
+99,5.966725423888954,3.26186026718431,4.673626104895469,1.7330951704835156,Iris-versicolor
+100,5.017186850970765,3.294743977962336,1.6247222601057298,0.2171770519476781,Iris-setosa
+101,5.9065963469925,2.5498125464762476,5.124670290721971,1.8425427043994862,Iris-virginica
+102,7.942482082226939,3.826630518128928,6.721273234056049,2.638543193291513,Iris-virginica
+103,6.751682048713008,2.5266587047921654,5.556917501361517,1.9748441557612078,Iris-virginica
+104,5.457831943282864,2.5694664413261163,3.474444250929559,1.2485309900496553,Iris-versicolor
+105,4.789140639829023,3.049914068152478,1.654510211884791,0.1599270360742052,Iris-setosa
+106,6.677479558326896,3.869038042900112,5.887757454582358,2.2891075843690283,Iris-virginica
+107,5.592913682732451,2.734005406971213,3.6920982299465095,1.097252625164951,Iris-versicolor
+108,5.192791118284461,3.31735026352227,1.4482285902499625,0.21593863205286268,Iris-setosa
+109,5.7256816316951165,2.7347404100872743,4.976102982370619,1.998812561830034,Iris-virginica
+110,5.697703430154911,2.9816735863227524,4.285688358407821,1.5923140336574213,Iris-versicolor
+111,5.52765336768779,3.5247574475384615,1.3679609027965611,0.06177248253209991,Iris-setosa
+112,6.263206935586138,3.1571896500036645,5.446950963083158,2.0921090248991843,Iris-virginica
+113,5.119957552294757,3.456718902895545,1.5270105457118388,0.2778408225555603,Iris-setosa
+114,5.1501030102590235,2.790432482556675,1.4004052550318888,1.3713446935324278,Iris-setosa
+115,6.492043394383828,3.27246751417186,5.608865418985284,1.748156216763093,Iris-virginica
+116,6.578316180336368,3.8189689609248125,5.536491846332035,2.5491610371858444,Iris-virginica
+117,6.639885332300796,2.7812650613998504,4.857434092606611,1.3680210635337389,Iris-versicolor
+118,5.864046679158253,3.1462936740684304,4.548467611746797,1.313294945357583,Iris-versicolor
+119,5.608051250180575,2.505031366414917,3.7738758695064547,1.1786363271990241,Iris-versicolor
diff --git a/iris/tvae/1/22/test.csv b/iris/tvae/1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/22/train.csv b/iris/tvae/1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/22/val.csv b/iris/tvae/1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/23/synth.csv b/iris/tvae/1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fe63c3062ecae80f19f79ae9fa1c4ebb4575df08
--- /dev/null
+++ b/iris/tvae/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.729347203225111,3.053712430481482,1.353412995057644,0.1930401508351211,Iris-setosa
+1,5.704068604994908,2.9171459205305106,5.439239597372529,1.6536011863567748,Iris-virginica
+2,5.675082003947109,2.8781720003515057,4.158142677337433,1.330986627384104,Iris-versicolor
+3,6.859110905924614,2.927998961706768,5.289132049780176,2.0849669989041404,Iris-virginica
+4,5.246150972953533,2.940910736692332,5.212777918987297,2.067257648637022,Iris-virginica
+5,6.310288357141828,3.921824937236225,5.683402158323819,2.4551193108635183,Iris-virginica
+6,5.377443356952902,4.394208144627214,1.4516936655366321,0.11614699898654884,Iris-setosa
+7,6.07672274974182,3.0406777733950863,5.0648498407795906,2.348703952529347,Iris-virginica
+8,5.688820414972169,2.9350661269711185,4.56636609839272,1.4539398375501815,Iris-versicolor
+9,6.61389951253771,2.8551745749108766,4.507479065567484,1.2058952041532973,Iris-versicolor
+10,5.553450915172703,3.0506564857394034,4.079885371015894,1.1002873675584248,Iris-versicolor
+11,6.231409653818543,2.5720335333507407,4.415718885970499,1.5335132846322406,Iris-versicolor
+12,6.017633330046494,2.9628103709014177,5.26508060003027,1.7125979052487879,Iris-virginica
+13,5.491748749500321,2.4708028545421374,4.339646578702586,1.073679808089575,Iris-versicolor
+14,5.087391241185376,3.690354802645327,1.4148283473941996,0.34528565806251615,Iris-setosa
+15,6.5120027156333835,2.7422241536853647,5.409663666502487,1.8168430857243631,Iris-virginica
+16,5.982951883964891,3.0883487264327143,4.637972233094726,1.9875373397299263,Iris-virginica
+17,5.220642584785545,3.357998929359609,1.1922436644088323,1.0772098056970356,Iris-setosa
+18,6.950806279775185,2.9990716571783262,6.462536417188819,2.166154941363413,Iris-virginica
+19,7.344969540471574,3.064335052289805,6.599081003733981,1.9548260702963403,Iris-virginica
+20,5.038709193100854,2.729653698181286,1.0577935019425184,0.16702413507240937,Iris-setosa
+21,6.24936495003598,3.1267929729083552,4.967208684098173,1.7153946808125744,Iris-virginica
+22,5.128794334606627,2.725693643451222,3.6080935634123,1.3228513249615637,Iris-versicolor
+23,5.001451348182968,2.9935086498101895,1.6046969259533088,0.3552073672086595,Iris-setosa
+24,6.043320727992376,2.668049582186614,4.6321794887147245,1.62532267051795,Iris-versicolor
+25,5.583499199519195,3.0206242446483103,4.831086901482561,1.4894449937595828,Iris-versicolor
+26,6.425521479679723,2.9303990619463347,4.684966404512502,1.24171225232485,Iris-versicolor
+27,5.1368389670374,3.0077441326833316,1.3139456752450547,0.04940690521807842,Iris-setosa
+28,6.265296244465724,3.143855577581018,5.491884508546452,2.2392012406584354,Iris-virginica
+29,4.790233097347553,3.4530279714066405,1.8172610521702426,0.23998058405676712,Iris-setosa
+30,5.937390392781704,2.7788942626261464,4.900847332447273,1.6533835432702126,Iris-virginica
+31,6.995620900707562,3.1222248218445015,5.590228981894999,1.8902230435901721,Iris-virginica
+32,5.380226170382828,3.2265380584550805,1.4222756013256919,0.8925727147917714,Iris-setosa
+33,6.908210605511108,2.858233453219775,4.114940196138413,1.4510871980069198,Iris-versicolor
+34,4.683328442203703,2.9768617495130187,1.375648284776162,0.11547186605724419,Iris-setosa
+35,6.025831014951699,2.846445033968014,4.263042425233369,1.1484532628922088,Iris-versicolor
+36,5.005880127205131,3.001158805015335,1.3609956728663561,1.5447936073563904,Iris-setosa
+37,4.900038774979622,3.230190081187456,1.2898159544955625,0.11355371940241141,Iris-setosa
+38,6.264595013878418,2.997258057124777,4.358548410450762,1.2640884760419526,Iris-versicolor
+39,4.693039737608442,3.0353574902498184,1.3782543270248362,0.18639406494293842,Iris-setosa
+40,4.673062898915294,2.8939306750533667,1.4620660584545118,0.26549043077427714,Iris-setosa
+41,6.50036484517553,2.9459732414603894,4.873104218384631,1.7358425963609447,Iris-virginica
+42,6.699295462706216,2.909575298621187,5.011082444006145,1.44788967365734,Iris-virginica
+43,5.099991493958161,1.791176069886995,2.7218291758405067,1.181199296671106,Iris-versicolor
+44,6.560080301607258,2.79382098791903,5.466750650115277,1.8640082921621761,Iris-virginica
+45,4.555809782209087,2.913365351479376,1.4752119374604145,0.1834480070573805,Iris-setosa
+46,4.926842998937196,2.846762297083334,1.3916485594175054,0.1431878850714453,Iris-setosa
+47,4.846559156179107,3.340740461088394,1.508421481380875,0.17761504117541077,Iris-setosa
+48,4.845358807346512,3.053458014711098,1.6913613098198323,0.30245882164538007,Iris-setosa
+49,6.647202940577806,3.316412385166703,5.757597620741303,2.434986548254151,Iris-virginica
+50,4.612615663771979,2.627732144939097,1.633497529497196,0.09335722642772859,Iris-setosa
+51,4.582336644852614,2.737151486668803,1.424604396276789,0.07533128977688813,Iris-setosa
+52,4.7097253536328,3.036082692314964,1.5339351476096623,0.20049445708046332,Iris-setosa
+53,6.067702671510798,3.236303356136645,4.122098090950731,1.2579972187049948,Iris-versicolor
+54,4.689074834362225,2.8546692495717987,1.411618574191286,0.3185560701685897,Iris-setosa
+55,5.750341846017816,2.0726149399246827,3.712846795845481,1.3282204491584908,Iris-versicolor
+56,6.78448961446408,3.40594280539012,5.390090604532498,2.164312416641098,Iris-virginica
+57,4.68439764064073,3.1113401056790746,1.4356760244499758,0.09743269572005428,Iris-setosa
+58,5.043913168130459,3.7152649440621595,1.5476063241472298,0.2268578063309587,Iris-setosa
+59,7.073617211584837,2.7777741847448807,4.953802268674284,1.5396844967962682,Iris-versicolor
+60,5.935026951219056,2.9476556031365324,4.301993988878883,1.1727947168142094,Iris-versicolor
+61,5.318710417152389,2.762822183422641,3.496167247535393,0.9248161682059158,Iris-versicolor
+62,6.960673891432613,2.990998996132733,5.822619472582624,2.257109802840983,Iris-virginica
+63,5.2906430324597595,3.7001062324708642,1.320459916224564,0.1708135348289414,Iris-setosa
+64,5.909325175753082,2.8894203539405146,4.7670163642383585,2.1720511068021846,Iris-virginica
+65,5.391208128975066,2.869699111856971,1.316831945694171,1.414087916482882,Iris-setosa
+66,5.10123932917725,2.6259510266684316,3.3469506653787575,1.088345110446642,Iris-versicolor
+67,7.4594214496700655,2.6398985208212795,4.811570353361661,1.7052071822665207,Iris-virginica
+68,4.386476263327656,3.183808775868217,1.295030547647085,0.04772858763266802,Iris-setosa
+69,5.123506218157314,3.28298186478349,1.6232201224256402,0.32676257346464355,Iris-setosa
+70,5.097869340567326,3.479753736005854,1.609626695280429,0.13966783423808599,Iris-setosa
+71,7.12123635322746,2.95872276020105,5.882272560847255,1.8387397558841376,Iris-virginica
+72,5.088849460049451,2.7519350102657296,5.089792518517416,0.27442050052883793,Iris-virginica
+73,5.308120627772308,3.6433232382040046,1.228477678877607,0.14992195171629413,Iris-setosa
+74,5.460103379995387,3.0584102978393357,4.757062034943755,1.5486453126540893,Iris-versicolor
+75,5.100598680914157,3.2760408089997495,1.7501272970329613,0.4468221348821213,Iris-setosa
+76,6.119129181016944,3.1096056453902463,4.400430963395835,1.1944340046936837,Iris-versicolor
+77,5.869047430903063,3.1617621640763787,4.798221077997276,1.6320129617752552,Iris-versicolor
+78,4.674490677655528,2.8338140128114224,1.3956086565914472,0.24223512070663492,Iris-setosa
+79,5.847428890887503,2.9455876581521134,5.101245009469348,1.9040081191427713,Iris-virginica
+80,6.121352325733153,2.9482662355797062,4.475160593955608,1.6134025391458562,Iris-versicolor
+81,6.0400888723639765,2.705296897446067,4.701804504058625,1.69495047007512,Iris-virginica
+82,6.124956443229523,3.231140997446644,4.9687575857582384,1.772565713283858,Iris-virginica
+83,6.420593242948099,3.0584832114681024,4.607972550735392,1.366928636354278,Iris-versicolor
+84,6.435832160551253,3.132191542934726,5.306806128877858,1.989392873262751,Iris-virginica
+85,4.789950083672075,3.0196724489167037,1.4644344970566867,0.2646307871288721,Iris-setosa
+86,6.722135223788529,2.783303925964983,4.599620398140224,1.5034973183903795,Iris-versicolor
+87,6.095374224961361,2.769711728104366,4.5608674970701095,1.634630754364964,Iris-versicolor
+88,5.778532155839733,3.9794820944547364,1.404700386341449,0.2376711171604338,Iris-setosa
+89,4.571875582109431,2.8551840196992853,1.7443783243935118,0.30486776722481757,Iris-setosa
+90,6.682794186997818,3.0374704620386925,5.043055385110076,1.7473540377986871,Iris-versicolor
+91,6.04509870672583,3.229620385468515,4.77299971425958,1.4540145562307811,Iris-virginica
+92,5.31600091115182,2.7548979654727725,1.229896115721744,1.2339483385337917,Iris-setosa
+93,6.286430198788628,2.7449442670167703,4.990012875620317,2.162534383952067,Iris-virginica
+94,5.6759521477736445,3.0511359612324562,4.5011119687172485,1.7066425725977792,Iris-versicolor
+95,7.005746689406944,3.3314892760543615,5.967370793450954,2.4008722997292633,Iris-virginica
+96,6.397416106578027,2.7495858931002983,5.177685039546053,1.668378910479797,Iris-versicolor
+97,5.842427302694586,2.97991789805502,4.597918862926093,1.193251796772402,Iris-versicolor
+98,5.901671958816294,2.7878498476048437,4.9767679560220275,1.7676436453770128,Iris-virginica
+99,6.482823172341196,2.976956758700003,4.951899836558966,1.9612514880747025,Iris-virginica
+100,6.082421297239837,2.6587760307109414,5.041149830552149,1.796368775297606,Iris-virginica
+101,5.948483386236952,2.8758365619829713,3.968318092948015,0.8169216714815636,Iris-versicolor
+102,6.614156557788434,3.004476674867018,5.513376140267798,1.9807940487682587,Iris-virginica
+103,5.267831258081513,2.880663983259706,4.2444993890404135,1.0194797806335754,Iris-versicolor
+104,6.466446581088208,3.4247952599404705,5.590176551239224,2.2156496852080423,Iris-virginica
+105,5.036761795357431,3.044139901344756,1.823152554160643,0.2789145311933902,Iris-setosa
+106,6.047878836059305,2.9880220959898454,5.43379459318213,2.2130112697322213,Iris-virginica
+107,4.896910488366336,3.4880637200970876,1.5321642986624577,0.2824327719044286,Iris-setosa
+108,5.876154729025194,2.8249150677219794,4.303987974622137,1.5126970881858393,Iris-versicolor
+109,4.755611883992261,3.034572808447757,1.550772127559342,0.20070763712291942,Iris-setosa
+110,6.414061468015419,2.777405244511186,4.715428254919345,1.7670881937728304,Iris-virginica
+111,4.630502472596352,3.1126531262634898,1.2734662968780062,0.070774160918119,Iris-setosa
+112,5.993692269638511,3.0954581400407584,4.610432031372703,1.57360512511735,Iris-virginica
+113,5.297422312517995,3.2167803365208814,1.3212938068956488,-0.048184042876492805,Iris-setosa
+114,5.755384224684677,3.039884982441906,4.404760727653803,1.683329878771474,Iris-versicolor
+115,6.079921806042795,2.9826105878233857,4.736180416054223,1.704598803088789,Iris-virginica
+116,4.77993264339952,3.296839081741983,1.5529581288828151,0.14099227700834735,Iris-setosa
+117,6.1818972060806034,2.7527375349194676,5.135903010343781,1.9848529706056555,Iris-virginica
+118,5.093271158617839,2.4154314555734446,3.8342830105555827,1.4114696650576413,Iris-versicolor
+119,6.269081097982271,3.0582591642342596,5.190500478648732,2.0983013429675954,Iris-virginica
diff --git a/iris/tvae/1/23/test.csv b/iris/tvae/1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/23/train.csv b/iris/tvae/1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/23/val.csv b/iris/tvae/1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/24/synth.csv b/iris/tvae/1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d250fefa6dc309e647564faba37b0dc617fc8018
--- /dev/null
+++ b/iris/tvae/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.27528488899643,2.812093571331245,4.60241667881419,1.2466955024639939,Iris-versicolor
+1,5.645461080905824,2.935840466037719,4.145715843755809,1.3498154196063739,Iris-versicolor
+2,5.5737170090330315,2.6644898760178433,3.995340959494974,1.4697976557632926,Iris-versicolor
+3,4.967711084441635,3.0224536614002724,1.2894887300859077,0.07560434610016667,Iris-setosa
+4,5.164808344104195,2.012448025799179,1.88055594250596,1.1502302193481624,Iris-versicolor
+5,4.815345151591643,3.2973170210315024,1.309751095405642,0.15650613777422684,Iris-setosa
+6,7.084162111766622,2.579663294314918,5.0638514634618685,1.4968055089674315,Iris-virginica
+7,4.472716328561037,2.6972604095776234,1.4197617968793068,0.10112071806419784,Iris-setosa
+8,4.533476537654124,2.639036816011882,1.326648612774451,0.28806577093599844,Iris-setosa
+9,6.568040099124435,2.645118424304541,4.542281117331565,1.3068589323282536,Iris-versicolor
+10,6.8715652170591675,2.9977951765874256,5.699021597164927,1.5909011820177967,Iris-virginica
+11,6.31942370927337,2.736665436498509,4.872822839857541,1.6771924841331338,Iris-versicolor
+12,6.088296073756453,2.3406206747193687,3.2758554179338226,1.0942909227623725,Iris-versicolor
+13,7.247342491879456,3.2851350044105727,6.427680933101868,2.1633038295401934,Iris-virginica
+14,5.509665767095262,2.878358158908051,4.2310641208201805,1.2534561800113058,Iris-versicolor
+15,5.706761913173038,3.092776265071126,1.2303143791559727,1.477712205280038,Iris-setosa
+16,6.257153264861117,3.984573611037409,1.438692993510538,0.22028427955870022,Iris-setosa
+17,6.15919632220393,2.8273764411376634,5.050289425922175,1.9385490840860216,Iris-virginica
+18,5.311105673364714,2.949833915367748,1.3883582607044427,0.3102729567107673,Iris-setosa
+19,5.425512374072316,2.926898876536918,4.610730291835575,1.3391598075305444,Iris-versicolor
+20,6.412447165040763,3.9021614689326762,5.980830626475102,2.3447913820353734,Iris-virginica
+21,4.5666811979949955,2.9999329379450237,1.2425409177709248,0.17277727491058023,Iris-setosa
+22,6.658035618837402,2.8316626562474494,5.431464088880669,2.1332044000113335,Iris-virginica
+23,5.496181427630971,3.482166185786607,1.492004116397112,0.21389006416453404,Iris-setosa
+24,5.363312159243651,3.630595319277334,1.9258190642492572,0.2607396269490961,Iris-setosa
+25,6.3142738735457495,3.198567151197101,5.257720481261107,1.9434856534506664,Iris-virginica
+26,5.664980484220285,2.914954523574482,4.740754084123119,1.736636603941517,Iris-versicolor
+27,4.805308513286192,3.0646761877605133,1.3672383978432245,0.19813456445685104,Iris-setosa
+28,5.926476403543397,3.03745620738011,4.484080830143736,1.391392800989849,Iris-versicolor
+29,7.039926524555406,2.743957189919746,5.448648286991411,2.114060071773271,Iris-virginica
+30,5.1114868154722375,4.127115527669581,1.5853565052282674,0.2566491578248305,Iris-setosa
+31,5.057113489809285,3.2270471873404336,1.452405466343869,0.3032891044473719,Iris-setosa
+32,5.42668747820795,3.062043517219383,1.2496434125572184,0.9669676679594114,Iris-setosa
+33,5.429541537765491,3.2107875186018475,4.2704917377663225,1.7256483398083244,Iris-versicolor
+34,6.967447807753519,3.2640824318804325,5.761338787082915,2.571195665014053,Iris-virginica
+35,6.881334646638432,2.940842392214834,6.065784320755785,1.7780557051303605,Iris-virginica
+36,6.020635064201147,2.775122655430256,4.60819901735714,1.2284791896892353,Iris-versicolor
+37,6.209264082697612,2.501348646701042,4.846160364712738,1.8749543364591383,Iris-virginica
+38,6.885340471615836,2.5779222921147698,5.180838334320156,1.6798105999520818,Iris-virginica
+39,4.785454985200432,3.137816199614356,1.4219061006327034,0.1335321742571794,Iris-setosa
+40,6.462844941612473,2.8863472934806493,5.858340251362883,2.3045716241090393,Iris-virginica
+41,5.736329579606868,2.488675898441097,3.621519003253145,1.2709540748404546,Iris-versicolor
+42,4.136974375746769,2.954282493333919,1.4534071711698087,0.1364174875538175,Iris-setosa
+43,6.596976774294029,3.0138013449747554,4.295640909140739,1.4684698284037767,Iris-versicolor
+44,7.325372160387371,3.046758986965687,5.900246879340247,2.0486796234135114,Iris-virginica
+45,6.173429507683742,2.7885896228092766,5.501177894309936,1.5035332694290984,Iris-virginica
+46,5.3657094351492285,2.2180259929813366,2.9615231217625206,1.2305766223068713,Iris-versicolor
+47,4.6826365237852485,2.9265108114644534,1.4710401247636833,0.2563520872048242,Iris-setosa
+48,4.7420342297021,3.2377077721944647,1.4952984362910016,0.14503306240320285,Iris-setosa
+49,4.926919840324428,2.9884931348015185,1.2813264464356207,0.3279039007035041,Iris-setosa
+50,6.9802902705913965,2.8041559339921784,5.1650970266308125,1.7227135464897858,Iris-virginica
+51,5.159609355941101,3.6252325307182103,1.4760647972491379,0.3056087247395027,Iris-setosa
+52,6.893915840522326,2.89689627434643,4.954952127844815,1.3370833442565244,Iris-versicolor
+53,6.415046535474552,3.006128742220804,5.6225990445794976,1.8803644761742255,Iris-virginica
+54,5.466964705126456,3.285452761118683,1.241381859200943,1.5625054749240381,Iris-versicolor
+55,6.631001028019506,2.950456844795536,4.644708354455795,1.5081525726306646,Iris-versicolor
+56,6.208904296316938,3.342039186183182,5.63414315635904,2.132458926479483,Iris-virginica
+57,7.215221786860768,2.8770200937724963,6.0136268651893,1.553844603203159,Iris-virginica
+58,5.858328483636778,2.5400530926647864,3.6197119130925355,0.8827989387649234,Iris-versicolor
+59,6.804256590342094,2.962145215498487,4.89342505938201,1.5723215890229696,Iris-versicolor
+60,5.8196569451219,2.4290985526000712,3.8175551553190776,0.7392344582587455,Iris-versicolor
+61,6.46263787555533,2.8701079860683847,5.295787438569356,2.1644391840809734,Iris-virginica
+62,5.194283259398238,3.551735474182234,1.740151901553374,0.41355605810523316,Iris-virginica
+63,4.782819240620202,3.2717678738436757,1.4474298697049162,0.22407120031850092,Iris-setosa
+64,6.270224124079415,3.0458371755508016,5.257146744822553,2.230066348853547,Iris-virginica
+65,6.015288477045193,3.100823731344763,5.025202110507827,1.879095895499511,Iris-virginica
+66,4.59938144765668,2.61951564384221,1.4566879861084705,0.760844527867837,Iris-setosa
+67,4.9844601234586285,2.8457327040529594,1.7277555649044998,0.7335159830327609,Iris-versicolor
+68,5.771369084083689,2.9330678328696096,4.955016987753986,1.6728125685656619,Iris-virginica
+69,4.9064926836269285,3.4515902245289136,1.1199610398037445,0.12189944786279805,Iris-setosa
+70,4.94597140897172,3.0204479544527665,1.4245270303373718,0.1865414808788079,Iris-setosa
+71,4.9022172396622805,2.882520996290946,1.3321836312835567,0.2719775031298583,Iris-setosa
+72,5.90555137714831,3.0916033812878796,4.144681355643273,1.0548481675851746,Iris-versicolor
+73,5.214698366455195,2.951713324190775,4.061960597562683,1.2731684408482145,Iris-versicolor
+74,6.213942183396191,2.947394564879476,4.906653815737175,1.7639226820930065,Iris-virginica
+75,5.7445475085791395,2.9334219151489593,5.014629688189008,1.5949613959404148,Iris-versicolor
+76,6.278069320217259,2.8006769855901164,5.021593949233644,1.9261242286265599,Iris-virginica
+77,7.098889416601902,3.3735480028807125,5.7734668991272775,2.1214770346336893,Iris-virginica
+78,5.535156602820179,2.685459577680406,4.279557163693037,1.246952015529931,Iris-versicolor
+79,5.9763074563680565,3.146414108083597,4.571425754863801,1.194352967083167,Iris-versicolor
+80,6.587468720236917,2.9696753353192276,5.552998729047676,2.298307253693512,Iris-virginica
+81,5.149673586454908,3.2093293029310757,1.7502009223133757,0.2246165587641443,Iris-setosa
+82,6.948095541866261,2.9504898166444793,6.111043361891012,1.8230406360055869,Iris-virginica
+83,6.415734976873738,2.6540491632578145,3.607189508650928,1.406759101157794,Iris-versicolor
+84,6.030215508198402,2.9696891305755977,5.327854434249002,2.1269915297011246,Iris-virginica
+85,6.488863441085905,4.0839325737758685,1.3671674959967486,0.17916395534821122,Iris-setosa
+86,7.0154527808321285,2.644815615528234,5.49666190176786,1.843082736891945,Iris-virginica
+87,5.733761283366298,2.8037968650242227,4.635187905348938,1.494674134523645,Iris-versicolor
+88,4.844434947530342,2.9822595218701604,1.3668103434537788,0.3360566313829084,Iris-setosa
+89,4.896599411382464,2.7290952463680638,1.4268903840465967,0.31399651383819693,Iris-setosa
+90,4.685353500961608,2.997361424411698,1.4518227300344955,0.2655149437589692,Iris-setosa
+91,6.085992944203874,3.220014595454998,5.011461188978032,1.969729680435049,Iris-virginica
+92,4.716759524437811,3.0429173864637478,1.230654468032978,0.15747159911502037,Iris-setosa
+93,5.722024372144534,2.7927110249391425,4.8568272567718065,1.3944932798117537,Iris-versicolor
+94,7.594251896680449,2.988412731973757,6.3834349008963684,1.828123107878928,Iris-virginica
+95,6.279631764984126,2.79441100760476,5.048103540343808,1.9205049055531371,Iris-virginica
+96,5.21312686187215,2.9784454637516875,5.273719932229028,1.9435854748984345,Iris-virginica
+97,5.6499332151614094,2.8141307586377344,4.3794221072616635,1.400890064536037,Iris-versicolor
+98,5.127753456164528,3.575089086313548,1.6248967261354148,0.24567521133338338,Iris-setosa
+99,5.058030271728525,3.214393351498892,1.081037295325152,0.003317669926291067,Iris-setosa
+100,6.368955457260389,3.2230307856682137,5.751442879051648,2.2953464727574016,Iris-virginica
+101,6.602762042980367,2.9214842128521696,5.606046699674877,1.94752255943676,Iris-virginica
+102,6.478160154870912,2.7952768263235246,5.564106719456284,1.735640527081061,Iris-virginica
+103,6.299254593859155,3.0321836136678453,4.721349612422323,1.4982039961165494,Iris-versicolor
+104,6.9515956545981386,3.3885867283043094,5.869669553674881,2.078712456648993,Iris-virginica
+105,4.317329376603647,2.8577530895055694,1.4792929820640972,0.012246349936956696,Iris-setosa
+106,6.065560846083882,2.8383744479256423,3.972461474424734,1.241824418213923,Iris-versicolor
+107,5.603486364498127,2.8570737356653875,5.14701218446181,1.7211559989727618,Iris-virginica
+108,5.011356960530463,2.861828032191803,1.4425838188171685,0.26928876210580915,Iris-setosa
+109,5.074625717827558,3.113186780324317,4.45260651026704,0.33574827252884526,Iris-virginica
+110,4.356081610466609,2.8821063993497416,1.3129040677530486,0.23091109616953426,Iris-setosa
+111,6.435940013688494,4.125447196886577,1.317764034327449,0.30366866687394645,Iris-setosa
+112,6.721565843800018,2.9073105039438394,4.40487630408373,1.032559669272652,Iris-versicolor
+113,5.324396760447898,2.6303777533295483,3.304861667501477,0.7329160629955122,Iris-versicolor
+114,6.161292122079395,3.068269462048697,5.145675098731664,1.7793968863385643,Iris-virginica
+115,7.370844141966964,2.6826627859839993,5.146220881572228,1.77181369477308,Iris-virginica
+116,4.741248334277276,2.7580924746422006,1.4916375005331757,0.291288220386532,Iris-setosa
+117,5.294902753490149,3.0629509210355454,1.1365710288329245,1.26578832419809,Iris-setosa
+118,5.048702184974477,3.229029663414117,1.6903925091499452,0.21944601952212378,Iris-setosa
+119,7.136027793882031,3.3067595322215046,6.081899494940445,1.9413557505543173,Iris-virginica
diff --git a/iris/tvae/1/24/test.csv b/iris/tvae/1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/24/train.csv b/iris/tvae/1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/24/val.csv b/iris/tvae/1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/25/synth.csv b/iris/tvae/1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8693d79ceaa633a661485de6684a5d54053af4c9
--- /dev/null
+++ b/iris/tvae/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.97536731721413,3.969063801842912,1.2684166482515797,0.18229854557849026,Iris-setosa
+1,6.056590452808424,2.843475478456691,4.279741988885179,1.5240503560578853,Iris-versicolor
+2,6.484768081962679,3.3105736197607505,5.338289532693727,2.6616350150968104,Iris-virginica
+3,4.765750613107569,3.0830553268669183,1.4831690551361911,0.30207568977845195,Iris-setosa
+4,5.164369722070187,2.94538259766255,3.8631278325519665,1.1055532724409207,Iris-versicolor
+5,4.666787210437864,3.607505657612309,1.575775039703279,0.18409143784651102,Iris-setosa
+6,5.545583074284633,2.8986099607137805,4.329060258919231,1.6524862425502183,Iris-versicolor
+7,6.622850175733543,3.0702021106526614,5.096795496772835,2.12325203393386,Iris-virginica
+8,6.9218261673578825,2.992622482592815,6.307991042327042,1.8752645046497074,Iris-virginica
+9,6.772782022709656,2.967071757762186,5.544247161106807,2.0526722847250927,Iris-virginica
+10,5.565534840509249,2.8980705449926596,4.769190333300623,1.3407514502378266,Iris-versicolor
+11,4.462285555272228,2.850574707865597,1.339765212475955,0.10806355061497283,Iris-setosa
+12,4.731737533754724,2.830633916276184,1.4168214329670135,0.17531252789946705,Iris-setosa
+13,5.361156384513797,3.960580220932991,1.579993011293754,0.19073786662507558,Iris-setosa
+14,6.808498030263693,2.597244099184616,4.82042962401541,1.5361718130147328,Iris-versicolor
+15,4.555852682253331,3.330838579332033,1.3856553276938592,0.2979630481964529,Iris-setosa
+16,4.852886555347752,2.832428923439499,1.5085639313687222,0.3253096507956334,Iris-setosa
+17,5.78339248781818,2.486634758625046,4.967059821011856,1.8208879450055542,Iris-virginica
+18,6.607023248544595,3.1234861753814562,5.360373094183412,1.8639679001729856,Iris-virginica
+19,6.258390640595506,2.7132518840852295,5.065062759220763,1.646565629027016,Iris-virginica
+20,6.937395795513189,3.2739714770133355,5.477675707646681,1.7455577331740277,Iris-virginica
+21,5.442203568590308,2.6985787119723694,4.571394362729468,1.3387910987025275,Iris-versicolor
+22,6.730852141739453,3.0478731392041976,5.41214478829451,2.1192706482102195,Iris-virginica
+23,6.461218840984172,2.7918184825350405,4.805330217948527,1.3514291237488827,Iris-versicolor
+24,6.331714604056487,3.287000211384524,5.647312296391156,2.2949707378408997,Iris-virginica
+25,4.405557410882356,3.054965024615296,1.2825783366911807,0.18448674930215342,Iris-setosa
+26,6.221815254639837,2.536901655065794,3.987903126286137,1.2868244616456734,Iris-versicolor
+27,6.366756516776444,3.067135346848126,5.189899586467579,2.2979506145054125,Iris-virginica
+28,6.29080158472,2.684958264072406,5.1040388773736,1.8969649509361448,Iris-virginica
+29,4.833605634689594,4.1245736729647735,1.2183025607328002,0.08034324575668264,Iris-setosa
+30,5.06097612145266,3.3912701357486608,1.3039581115597998,0.23004535736447534,Iris-setosa
+31,5.595282241705619,3.048576224270136,4.497281927742248,1.817676250637585,Iris-versicolor
+32,6.110178497937582,2.870387993245862,4.3220850559616375,1.484685970371271,Iris-versicolor
+33,4.924168831147204,3.0676843466971144,5.126372476250477,0.2748833713961073,Iris-setosa
+34,6.650964449582147,2.5446391225554392,4.405712035800171,1.4602644404787777,Iris-versicolor
+35,5.591181971720075,3.615158194808361,1.2909422199325375,0.2956395803812654,Iris-setosa
+36,5.1463954664822795,3.4069617405927013,1.2122433571123352,0.035595519521080754,Iris-setosa
+37,6.085977518514919,2.948642781153946,5.676999904225644,2.0701096627047955,Iris-virginica
+38,4.942903150888432,2.9322285324846784,1.4812098116594126,0.23790614935390114,Iris-setosa
+39,6.601948929496183,2.564547523653365,5.009476595368164,1.497928441770933,Iris-virginica
+40,6.84098282968657,2.594316991830638,6.083277392559435,1.5558039436242874,Iris-virginica
+41,4.674598514934106,3.509929794081646,1.2772463829351433,0.10806969012583628,Iris-setosa
+42,6.062503875717504,2.86580777336391,4.9905639070711265,2.096763019572201,Iris-virginica
+43,6.108028174754451,2.920283389554248,5.431681948246956,1.6547190525403728,Iris-virginica
+44,6.757941890189573,3.016603183405951,5.4977279170728,2.013163836496355,Iris-virginica
+45,5.966222019752889,2.4820597910466144,4.197690824377508,1.2984785122031446,Iris-versicolor
+46,4.6820387548019955,2.566176346000336,1.390025090702497,0.24392325970282114,Iris-setosa
+47,4.5506173689499345,2.6948876771890804,1.5255646799449858,0.17486102179901383,Iris-setosa
+48,6.878580393577696,2.7516284328401217,4.711995743734621,1.082725209993383,Iris-versicolor
+49,6.1519324418619785,2.2609492487204417,4.686540099725537,1.9813351857709525,Iris-versicolor
+50,4.710541390012845,3.060059659900505,1.3094022554102953,0.29220554765969503,Iris-setosa
+51,4.673451315095719,2.541187332892351,1.292769261090133,0.033857800792010895,Iris-setosa
+52,5.700532105303262,2.915180576209522,5.3740890315742735,2.1049104487470354,Iris-virginica
+53,5.919798961224375,3.8618660080637928,1.3174933102223438,0.3576900308851991,Iris-setosa
+54,5.337016841912915,4.05914325483438,1.6203768208368443,0.228914086986088,Iris-setosa
+55,5.3850325594528625,2.665326884107923,3.7883954032547495,1.3116740775374611,Iris-versicolor
+56,4.474382934458254,2.8000364723820534,1.3619188409143785,0.18770260298580183,Iris-setosa
+57,6.364271437671342,2.9245085760233414,4.596871023898499,1.6546554729594594,Iris-versicolor
+58,6.54633482235503,3.0477808085962357,5.472793180716341,1.8474483712661294,Iris-virginica
+59,6.075902309393289,3.1542293376426094,4.083073719737237,1.302686182744334,Iris-versicolor
+60,4.947718812899157,3.406069866981907,1.5846142844191968,0.26589836767113517,Iris-setosa
+61,6.538395402008298,3.0362899689969773,5.2959851246979195,1.4507334323797432,Iris-virginica
+62,5.081951835431052,2.9827489039678343,3.8399167924462323,1.2189425791534663,Iris-versicolor
+63,6.868266902431298,2.8268497443003104,5.4471020428581465,1.9124617785096367,Iris-virginica
+64,6.917647693048605,2.2994097256921116,5.602873656186299,1.7458954373709359,Iris-virginica
+65,4.480503113056756,2.5202305158397045,1.087704381105781,0.26171382433607016,Iris-setosa
+66,4.9737991443801,2.823989308079592,5.005268689216755,1.9110479376531841,Iris-virginica
+67,4.8547906922330135,3.3244348711915164,1.497653344971248,0.1840468708116149,Iris-setosa
+68,6.775801226595324,3.0748327572330414,5.381244654125294,2.229715633369791,Iris-virginica
+69,5.544219041953775,2.6128782470424787,4.539095380484502,1.5513292736057893,Iris-versicolor
+70,5.978674645017966,3.187650117956209,4.839332784729255,1.4704172488504672,Iris-versicolor
+71,5.646527033351425,2.0984271326003205,4.043979472553633,1.1654709147267506,Iris-versicolor
+72,7.079531544522458,3.2238569023662205,6.042076119541644,2.54026254202631,Iris-virginica
+73,5.304062194627992,3.8092260459446203,1.3633861104171823,0.1682302690433603,Iris-setosa
+74,5.454820129268529,2.9264631111826493,4.299936304898736,1.4292743601706566,Iris-versicolor
+75,6.029579754273892,2.7237297597210195,4.41797225184822,1.2615445508641798,Iris-versicolor
+76,4.575862259381319,3.254128770477264,1.5778331662224343,0.2158245193937128,Iris-setosa
+77,5.31013669995308,2.9290112023680988,1.3877369197491713,1.3838149565428257,Iris-setosa
+78,5.0059984883127715,3.15721551919947,5.008503798447133,0.37743636216011794,Iris-virginica
+79,6.11950427492423,2.923844529040042,3.937494387331152,1.3570764439542686,Iris-versicolor
+80,6.813105131417179,3.2383188545962325,5.682218566359607,2.260400647996281,Iris-virginica
+81,6.2039971685033,3.041653055270217,4.062402698801799,1.4464817001521089,Iris-versicolor
+82,6.636886830635776,3.0754757367444996,5.660321658820447,2.2536721386958316,Iris-virginica
+83,5.271796060956112,2.4729845040761624,4.249704230555114,1.1583795367189693,Iris-versicolor
+84,5.643461725822747,2.8564808836477042,4.967242815663564,1.4590305387110603,Iris-versicolor
+85,5.179223633450683,3.124816584636559,5.08382548728422,0.49712706078842417,Iris-virginica
+86,6.341076206262539,3.1584074101017037,5.449696471805772,2.2765419559841016,Iris-virginica
+87,4.508664071999896,3.2076225030029604,1.3956454933688216,0.33169339513263263,Iris-setosa
+88,6.580789134919193,2.9730339825641474,5.030067980421582,1.829900958159878,Iris-virginica
+89,6.0134817053390535,3.0632207132915767,4.235861495465696,1.2258555087994751,Iris-versicolor
+90,4.422998459324497,3.0135322044234893,1.3654882448404122,0.22680623512161202,Iris-setosa
+91,5.669091495864948,2.973304919373182,3.9490574687873705,1.8082609422115035,Iris-versicolor
+92,6.298504379135827,2.184754120808426,5.613744247601847,1.7921953313850671,Iris-virginica
+93,7.15907914915667,2.8764126379529618,6.038244277465184,1.8124077219331212,Iris-virginica
+94,5.390864469400085,2.691311796044854,3.821163602256388,1.227796052942734,Iris-versicolor
+95,4.909315320556525,3.192264055704291,1.176947637458353,0.12052511278783437,Iris-setosa
+96,6.043411466016324,2.65541902671664,5.118820548552045,1.7170664056789633,Iris-virginica
+97,6.05265713357815,3.0328581689198164,5.409603706665955,2.1862155719402048,Iris-virginica
+98,6.794303255818077,2.8335013926372845,4.58663190595772,1.518787850219563,Iris-versicolor
+99,5.416808090448705,2.659209635249913,4.05990144817957,0.7976688205862397,Iris-versicolor
+100,5.556268027496424,2.8323214235881986,4.4407219638531386,1.294008682556456,Iris-versicolor
+101,6.526021514820479,3.0964983751435637,4.9729923504140086,1.5954407536289779,Iris-virginica
+102,6.00435758766744,2.8720221772515533,4.776454837398193,2.1554072226501884,Iris-virginica
+103,5.521264340329156,2.430572746427616,4.5013940320164405,0.9777094521330847,Iris-versicolor
+104,6.578938497006377,2.4470404858753194,5.512275841822016,1.8640014302127828,Iris-virginica
+105,6.740509028652195,3.1489970251166093,5.781596970083727,2.3237769810550697,Iris-virginica
+106,4.778681069649194,3.1463923517806305,1.2770254162674144,0.05003858847457754,Iris-setosa
+107,6.834326356909323,2.6424146634302077,5.072967984342942,1.7125220070791756,Iris-versicolor
+108,5.483178921053087,2.6753312857885314,4.126090708417683,1.413547103092191,Iris-versicolor
+109,5.685178207704224,3.196147950513993,4.93104184905839,1.408156995842016,Iris-versicolor
+110,4.6588130100183,3.123966004098258,1.6400254686851854,0.2742120234086235,Iris-setosa
+111,6.493558008741608,3.311462369720303,5.349015503687368,2.4863192257080784,Iris-virginica
+112,6.0469734192848135,2.847801153601576,4.441248640643391,1.4700225923529704,Iris-versicolor
+113,5.874817844064802,3.172176694869311,4.343905856296132,1.2506414477392727,Iris-versicolor
+114,5.124186169504289,3.9708251859412953,1.5466708137762208,0.20029491575899533,Iris-setosa
+115,6.5316968257389805,2.941086619660464,5.553575423675888,1.5480223303885357,Iris-virginica
+116,6.207118418849232,2.8282451611680774,4.845515362602073,1.5331081179941377,Iris-versicolor
+117,4.829130350247059,2.7445409903327556,1.150627797840545,0.22066363213267595,Iris-setosa
+118,5.44251491395948,3.7791064412816837,1.4716810196592778,0.16165621703336858,Iris-setosa
+119,5.934887507259588,2.790965514792599,5.155583165318645,1.6775070196488757,Iris-versicolor
diff --git a/iris/tvae/1/25/test.csv b/iris/tvae/1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/25/train.csv b/iris/tvae/1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/25/val.csv b/iris/tvae/1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/26/synth.csv b/iris/tvae/1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a3e78c170fb5d54ff7627868c6fc76d09e247986
--- /dev/null
+++ b/iris/tvae/1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.533967789192346,2.4046999236066084,4.704308161501794,1.6761755523011515,Iris-virginica
+1,5.702363036019385,2.8122924451895845,5.14781522080642,1.7056302264810002,Iris-virginica
+2,5.366504315629584,3.502149851513939,1.4203744948483594,0.1629017103605594,Iris-setosa
+3,5.18021970866897,3.59566984812626,5.136031205834787,0.3676906963692982,Iris-setosa
+4,5.642484916964261,2.866060954687782,4.32440750518362,1.4546009963440993,Iris-versicolor
+5,6.537483865296136,3.1051775599334106,5.7205235475577405,2.236205521821627,Iris-virginica
+6,4.63339753060364,2.6849534556193113,1.5347243758832785,0.22387563677283137,Iris-setosa
+7,5.516717818855044,2.6293151797199616,4.473847238235104,1.3504976476737858,Iris-versicolor
+8,5.790030311742684,2.9789409748694364,4.962188756572383,1.7888238211554237,Iris-versicolor
+9,6.175722813723596,3.155261613675607,5.432064241621121,2.208431354170945,Iris-virginica
+10,6.712270740456988,3.281558312047705,5.465127062881895,2.4063034472957185,Iris-virginica
+11,6.054464836419391,2.798549362987593,5.265850882648511,1.9780867299190885,Iris-virginica
+12,6.580410713130544,3.0679933994984143,5.759837961952799,1.8004726683686154,Iris-virginica
+13,5.758077378175945,2.864381586298536,4.920533720907594,1.8767534885977641,Iris-virginica
+14,5.033618001906898,3.545654770091043,1.5382805796033494,0.29149030280638305,Iris-setosa
+15,5.551353119837954,2.757406483369158,4.68870113506915,1.294769744070801,Iris-versicolor
+16,5.692612917872121,2.705222246620192,4.94118492056862,1.8934260206458553,Iris-virginica
+17,6.810659842785483,2.8790065624482475,5.315630442067347,1.7232706402930635,Iris-virginica
+18,5.751208978821824,2.7480615448468804,4.539472600384808,1.1611608411536112,Iris-versicolor
+19,5.734558799410059,2.6703280784535677,4.294689771339643,1.2302610555372855,Iris-versicolor
+20,5.824481589809274,2.921318169814868,5.004331832907521,1.52151211871861,Iris-versicolor
+21,4.829703041439834,3.486615181151527,1.5565769714301585,0.22435977772171906,Iris-setosa
+22,5.862753484727858,3.057445597059755,4.73569960993408,1.605052862242244,Iris-versicolor
+23,4.587848293781445,2.87647062631698,1.4796101118840406,0.12983007515833458,Iris-setosa
+24,5.7337963537245535,2.7318782357911906,4.958139752888501,1.771632045442402,Iris-virginica
+25,4.952636123925081,2.7937588857155804,5.229342899517311,2.04187888408994,Iris-virginica
+26,5.115659360397449,3.6158261066617294,1.476119529412034,0.19735709914153993,Iris-setosa
+27,5.6996166601195215,2.577177526226328,4.023122710757715,1.3678827747683588,Iris-versicolor
+28,7.4267093114477705,2.7226708631957965,5.750566213777314,2.0578516304702026,Iris-virginica
+29,6.540519137291347,2.6821003276829964,4.615129214784903,1.2772375131330818,Iris-versicolor
+30,6.303176522048639,3.364884436119487,4.3500311889523875,1.3467727718693654,Iris-versicolor
+31,4.651301238895056,3.0972969319723873,1.400681598198377,0.14255034043456516,Iris-setosa
+32,4.775983691283676,3.1497754276559204,1.2373931126332218,0.13162777930447536,Iris-setosa
+33,6.208919870071357,2.665630728632214,4.975951684039323,1.5477881401647047,Iris-virginica
+34,4.848349090064062,3.2744657776363715,1.1890335774221736,1.170029087086303,Iris-versicolor
+35,6.850724878446275,2.954583179333098,5.314315172905542,1.8552124902809268,Iris-virginica
+36,5.262374916818131,3.520873436063829,1.252518246315598,0.28101538781996943,Iris-setosa
+37,5.04072910891652,2.910206373819294,1.5143455449514505,0.3029042246836645,Iris-setosa
+38,6.016090751353937,3.035122850646493,4.80771687044173,1.8932355668412526,Iris-virginica
+39,5.73349859044529,2.7856376873497513,4.898967935807694,1.4199773236098434,Iris-virginica
+40,6.27843999557741,2.8026176529956848,4.9294716587933625,1.6212862694072472,Iris-versicolor
+41,6.095765880044992,2.963807984224081,5.026757088296098,1.738327583571645,Iris-virginica
+42,5.225761016713143,3.231980440364449,1.8606598531297625,0.33125817389604334,Iris-setosa
+43,6.227890454010489,3.46620973447669,5.158235631453414,2.321394800593268,Iris-virginica
+44,5.176087734887997,2.457944429386006,3.8306575179264972,1.1480162551329343,Iris-versicolor
+45,5.439867082707379,3.132447986239168,3.911399728414955,1.0416288610366045,Iris-versicolor
+46,5.7815860328249284,3.12087077643232,4.083120677818286,1.3784945368638164,Iris-versicolor
+47,6.828171108860453,2.802832283778072,6.438100553152538,1.8434135739151647,Iris-virginica
+48,6.599999264197933,2.7414644316548817,5.51007211274601,2.1605235446626683,Iris-virginica
+49,5.689850471131519,2.7056009698856687,5.564318913513302,1.6210675172863023,Iris-virginica
+50,6.693405423146373,2.823077903789375,5.182152674805785,1.645300975386929,Iris-virginica
+51,4.977081461938239,3.7418796937238366,1.288376876522636,0.28721543623449114,Iris-setosa
+52,5.058927940947183,3.360589084731939,1.6923416607735473,0.4198976380718827,Iris-setosa
+53,5.740750818901064,2.755545838389276,4.738020312284572,1.802485998395932,Iris-virginica
+54,4.824108947676347,3.4877099511090996,1.590039623290775,0.3420115656772419,Iris-setosa
+55,5.254633248565887,3.597152832209348,1.636019466178091,0.11573957521730752,Iris-setosa
+56,6.560006839677266,2.90276658877788,5.489830801186552,2.388521748881509,Iris-virginica
+57,5.457615840003612,3.0143759736230953,3.7770606521321786,1.2291307529811772,Iris-versicolor
+58,5.9012643614524665,3.07470080765651,4.80879627967528,1.6669273689810484,Iris-versicolor
+59,6.84053875994816,2.9771651548692546,5.667115833085851,2.078437676923391,Iris-virginica
+60,6.5991618300938955,3.0199232717379294,5.983682445571729,2.1095079590216135,Iris-virginica
+61,5.066909645838812,3.7487099599838833,5.29859917004277,0.5426975204171323,Iris-virginica
+62,6.207381275652911,2.585817285229232,4.004824758072923,1.3254525048908323,Iris-versicolor
+63,5.6068097667352035,3.6946825478312846,1.8113352479717153,0.41369176836613514,Iris-setosa
+64,6.810776410872931,4.129271840646396,6.358303091411454,2.737252173658124,Iris-virginica
+65,5.275345815339413,3.6350899511440633,1.6842532632131866,0.2979956220926157,Iris-setosa
+66,6.342487614843295,2.634590880770483,5.16247395978566,1.7568012023722952,Iris-virginica
+67,6.901823913740763,3.681036493860229,5.571185210974185,2.525067670642125,Iris-virginica
+68,5.010774525511364,2.9567856577430747,1.2982204017254002,1.1757235407402158,Iris-setosa
+69,6.159576846042058,2.713879457105521,4.756643059539852,1.7895507774134545,Iris-virginica
+70,6.511374818221444,2.9369837311121643,4.767554540144002,1.4978872694887224,Iris-versicolor
+71,5.628245342659214,3.2007105969036065,4.459060457143225,1.4696247991293616,Iris-versicolor
+72,5.124058351097031,3.4057173313337,1.5334166673932081,0.29065782683719527,Iris-setosa
+73,5.3524973840018655,2.870500435527117,4.555632036891944,1.281270406712711,Iris-versicolor
+74,5.336863834690787,3.3000774853092345,1.6728688844962114,0.3923988480972549,Iris-virginica
+75,6.74843896646102,3.294317560296687,5.5151014452848415,1.769924323012575,Iris-virginica
+76,5.710181059515114,3.0646695788363467,4.115100775221508,1.4664802953884994,Iris-versicolor
+77,5.990589240407891,3.1084888269160715,4.865085261416102,1.923210873822447,Iris-virginica
+78,5.867373246913077,2.8146005079220235,4.090559162287164,1.3370102823268821,Iris-versicolor
+79,5.1354211141207,2.7321459036541276,1.2856007212962204,1.3661591818693848,Iris-versicolor
+80,6.465783409649844,3.0611713335991775,4.150649190682512,1.5413230448664128,Iris-versicolor
+81,6.03597232915197,2.7001309889579894,5.396958975683776,1.9707275224233023,Iris-virginica
+82,4.710650673095209,2.989308051361815,1.4606722936239735,0.2590992299766662,Iris-setosa
+83,4.343258105686207,3.072214145691018,1.4571523273510818,0.034727588334022896,Iris-setosa
+84,5.488378725915998,2.829616357144754,4.57981272084214,1.2214484071604734,Iris-versicolor
+85,4.388944391340668,3.053332235692678,1.4213839034560445,0.18757233985877814,Iris-setosa
+86,5.857595929646686,2.8629548484943053,4.5541317776779175,1.4758054089842971,Iris-versicolor
+87,5.791248937718883,2.8941720536275266,5.480145679264327,1.8178290401466208,Iris-virginica
+88,6.1491200946239495,2.9701833775422406,4.823808634768728,2.158783626757188,Iris-virginica
+89,6.262472330077345,3.395347970091382,4.31823003612082,1.4722006404353776,Iris-versicolor
+90,5.054106138841178,3.381924858309513,1.4642734641298607,0.3397163914910357,Iris-setosa
+91,6.550189627402141,2.4417356397169185,4.466529682322502,1.3394718284649982,Iris-versicolor
+92,7.249425981969669,2.7701163814539997,5.724761956046874,1.610488789348058,Iris-virginica
+93,6.322426136923324,2.619690294520441,5.0043866890679505,1.510456579654468,Iris-virginica
+94,6.330861330157282,3.245829210007646,4.28598171070422,1.2919628647346966,Iris-versicolor
+95,4.904839875430264,3.09863407598584,1.2723042485243057,0.12485585388816964,Iris-setosa
+96,6.546129704337066,2.714212443510678,4.730575764642584,1.393665896400986,Iris-virginica
+97,5.923994455738609,2.6796207626918624,4.940783594522919,1.6313818270392682,Iris-virginica
+98,7.157123812777336,3.178858715290519,5.78489907815426,2.234491196337856,Iris-virginica
+99,4.84056812453024,3.2319273094149055,1.6095625526626822,0.1491113272112109,Iris-setosa
+100,6.6848984257473845,2.9886075451301792,5.276859528452715,1.6564541232911665,Iris-virginica
+101,5.865530056077967,2.7934889517875816,4.7060075165987225,1.8370572619050818,Iris-virginica
+102,5.532463566731116,2.9399381253426924,4.682561772409693,1.3599193103653562,Iris-versicolor
+103,6.001371907990756,3.064595858946817,4.972964981636308,1.4110029246107256,Iris-versicolor
+104,4.497857015774117,3.0810229834005924,1.3783199527217715,0.2948211925167358,Iris-setosa
+105,6.776504132643137,2.872392791501718,5.188554989431562,1.8985895978925025,Iris-virginica
+106,6.663018030834233,2.958761073005487,5.1787791654108295,1.603825344630908,Iris-virginica
+107,4.956560281945569,2.8525210890339845,1.492808129189626,0.24113374676482513,Iris-setosa
+108,6.263494310871694,3.9470772464604833,1.4489330942713134,0.2471578700080867,Iris-setosa
+109,5.40414787545747,2.698139368046083,4.06068282916888,1.2712958375090144,Iris-versicolor
+110,6.151733477656249,2.6694123992855525,6.280336020384423,1.937909771481403,Iris-virginica
+111,6.764828412954369,3.4119300186075536,5.6466390772530595,2.326519655810168,Iris-virginica
+112,5.705544453503802,2.8965796870214193,5.115787623949815,1.6633631785010048,Iris-versicolor
+113,5.9872416992240005,3.24915571170224,5.327030075748346,1.8705885258655024,Iris-virginica
+114,4.919613197644902,3.0316309538414354,1.6112881322753174,0.3203817158653302,Iris-setosa
+115,4.6364862250106516,2.990686078901115,1.2956692244264918,0.17941320607136022,Iris-setosa
+116,5.248181203391533,3.463176987480368,1.3043897691862445,0.2385237540635187,Iris-setosa
+117,5.371543854581555,3.850101776720107,1.4054158762779427,0.1582083669470366,Iris-setosa
+118,5.581288166307911,2.768131924427677,5.021036621807566,1.481707936665372,Iris-virginica
+119,4.963415305567184,3.1639901727165576,4.358479352976101,1.7422613688318145,Iris-virginica
diff --git a/iris/tvae/1/26/test.csv b/iris/tvae/1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/26/train.csv b/iris/tvae/1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/26/val.csv b/iris/tvae/1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/27/synth.csv b/iris/tvae/1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88d36a8f665d05bac6b091bc5bee4269704ff382
--- /dev/null
+++ b/iris/tvae/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.4834909885864915,3.0921032292918356,1.2301867555338117,-0.014913969400611848,Iris-setosa
+1,5.69374453535533,3.1145216068234407,4.233925326165933,1.2169099715409282,Iris-versicolor
+2,4.835073560046132,2.7422303305417266,1.463480701246095,0.24090057150635863,Iris-setosa
+3,7.043410617087944,3.0441493158021955,4.917153350674309,1.4431663099172343,Iris-virginica
+4,6.0534887971115126,2.922293252189435,4.693277391971127,1.613218307350159,Iris-versicolor
+5,5.994090995600659,3.1883586485507944,4.824845036849759,1.5771310374052194,Iris-virginica
+6,6.428236176896605,2.9086409486780607,5.5668022099550285,1.7521711092372398,Iris-virginica
+7,5.946199180606485,2.9295493998326587,4.907928893673668,1.7607010930237432,Iris-virginica
+8,5.121135285110887,3.227792539682906,1.7609696731951607,0.47112330334702135,Iris-setosa
+9,5.577432908723872,2.664283580733584,4.194820549504791,1.3413190375890576,Iris-versicolor
+10,6.6677391731586395,2.781901966293303,5.471687341585604,1.8036043307131344,Iris-virginica
+11,6.102630889539088,3.0157003464247936,5.2334018879622874,1.9775772707362795,Iris-virginica
+12,5.6472465335448785,2.714992336070702,4.179338350820785,1.5476072296578924,Iris-versicolor
+13,5.103984543614173,3.614931487959356,1.6367103448433298,0.25901770718362915,Iris-setosa
+14,5.056024943069514,2.6438121522180644,2.8893295974828166,0.7158364925622951,Iris-versicolor
+15,6.051652913804085,3.463773194715844,5.239935482662222,2.1297543680696442,Iris-virginica
+16,4.908084626253013,2.9947140432766073,4.303190422266551,1.95737425091779,Iris-virginica
+17,5.667027463804872,3.0587084035801144,4.4811603421310515,1.5864414052997262,Iris-versicolor
+18,6.373326817000835,2.6071887524682333,4.619778514071233,1.6902337105360115,Iris-versicolor
+19,5.479732873643102,2.6178635333816946,4.903108707178222,1.6262292449149571,Iris-virginica
+20,6.900005885478084,3.047880406800719,5.863312821479973,1.8080625399342625,Iris-virginica
+21,5.492776558546774,2.8929642261243824,4.362523878770621,1.2145618753290743,Iris-versicolor
+22,5.556361243776175,2.090600255419817,3.816735246543227,1.0960811889202071,Iris-versicolor
+23,5.260065530652921,2.99830018927395,3.9426195735518643,1.0466343899020139,Iris-versicolor
+24,6.824991887222044,3.2008910815237157,4.88434840780582,1.5399854881260202,Iris-versicolor
+25,6.106339085263184,2.80957662361733,4.959422807991532,1.3234693215982878,Iris-versicolor
+26,6.426393317724169,2.715583000670604,4.357602134021558,1.5267564545188017,Iris-versicolor
+27,5.795128037732772,2.7923519311022007,3.986053861063466,1.1392729950356708,Iris-versicolor
+28,5.914636230445862,2.8158436063704446,4.129701568992229,1.2012453038816207,Iris-versicolor
+29,5.301410332532465,2.5667428570383675,3.703521709183528,1.3551107228898371,Iris-versicolor
+30,6.142879731163637,2.895148901573884,5.384358568650525,2.060192158508184,Iris-virginica
+31,6.070196554160715,3.237370550814771,4.727201840887515,1.8016814212582182,Iris-virginica
+32,6.987633549316518,2.4036142531432083,5.4389377168039275,1.6580509639614973,Iris-virginica
+33,4.463173724169704,2.785392983766626,1.2896199425715587,0.11824510779654629,Iris-setosa
+34,5.186155029144411,3.341797555742162,1.3626168822297438,0.3305759395350385,Iris-setosa
+35,6.167973886925024,2.997154458229675,4.752607604922072,1.6323253678782623,Iris-virginica
+36,5.217045809634594,3.050113325718457,3.9057244872589396,1.342027901502042,Iris-versicolor
+37,6.953281947235153,2.577781120653851,4.9395740972244875,1.721844488053617,Iris-virginica
+38,7.134003511661112,2.7837185496241696,5.4022838184140145,1.600155771326134,Iris-virginica
+39,6.89860427329833,3.3159300082467578,6.343531739334591,2.4374758509563197,Iris-virginica
+40,5.131674544819341,3.026778775116378,4.879668542939265,1.5996560695602078,Iris-virginica
+41,4.796839487218885,2.302707799487087,3.2273202357762365,0.7657610715578362,Iris-versicolor
+42,5.919115289528841,2.87359540453771,3.9442786281182682,1.0752598138460039,Iris-versicolor
+43,6.458776393718842,3.2270775912766436,5.677980244363652,2.2147135196168293,Iris-virginica
+44,6.532693466935308,2.9511944113341255,5.5505329557102066,2.0922233697371286,Iris-virginica
+45,6.136090094143185,2.987663292640262,4.894716660095103,1.9962126164430642,Iris-versicolor
+46,6.120705054276136,2.937149052966132,4.325196783187484,1.2766863264613129,Iris-versicolor
+47,5.073997913930243,3.2096190708147643,1.4728924187538277,0.07394117680403295,Iris-setosa
+48,5.215151255499151,3.2308016995359115,1.6804697007581209,0.2690881003033735,Iris-setosa
+49,7.119254068844274,3.195943915822477,5.464283088995887,1.8517582271076654,Iris-virginica
+50,5.2198477221238235,3.3155924221882085,1.5987188402959898,0.40426844664728256,Iris-setosa
+51,5.878113893367691,2.6745848757085353,5.468722406462217,1.8894891125201716,Iris-virginica
+52,5.817547476278436,2.681949010019234,5.271173711114585,1.8685823454146426,Iris-virginica
+53,4.827308895474072,3.302978713583759,1.373007324103874,0.22158518498997112,Iris-setosa
+54,5.680396238994378,2.444853438992903,3.8493547597077296,0.9551058857413492,Iris-versicolor
+55,6.799839462233146,2.53091334398296,5.086893121067997,1.3097294587846302,Iris-versicolor
+56,6.1344717298343605,2.5419215911544515,5.25453258445068,2.229517642975442,Iris-virginica
+57,5.198013132601857,3.0974289810130182,1.439475326345285,0.3080590966500927,Iris-setosa
+58,4.564408933411685,3.0585908307213474,1.1822888975814334,0.27579721056202144,Iris-setosa
+59,4.43749759034087,2.936088082740414,1.1313999147937523,0.16652740137635835,Iris-setosa
+60,5.959691380846566,2.3847261277819642,5.146243698945762,1.7988302983348654,Iris-virginica
+61,6.902060336699436,3.056992104287684,5.779397902771107,2.3097928179452745,Iris-virginica
+62,6.6643666835353885,3.149756900681405,4.262965591284424,1.452022702084512,Iris-versicolor
+63,5.964079130995139,2.8007122614761375,4.405103903772871,1.8086101404808668,Iris-virginica
+64,4.875651840441285,2.974975641012757,1.5320400143949435,0.2323336838200752,Iris-setosa
+65,5.931668641955675,2.792358989610145,5.0128973516452735,1.9300517826020536,Iris-virginica
+66,4.845758145788413,3.4585917345661565,1.5792642645552415,0.24947058806933145,Iris-setosa
+67,6.017665699141937,4.025924303808257,1.2985351204188578,0.23814737426837215,Iris-setosa
+68,6.5990954303625955,2.8448916159630904,5.140592690598359,1.606349595808416,Iris-virginica
+69,4.883489441621153,3.136674917119918,1.4285518794701997,0.3104844891989929,Iris-setosa
+70,6.661736115697612,2.909917134556129,4.951998586160664,1.263096313276919,Iris-versicolor
+71,6.298961598625223,2.6937104661874254,4.484539484400449,1.2602745113240927,Iris-versicolor
+72,6.60105153869692,4.5621072886478125,1.5102007151727723,0.2816802612260942,Iris-setosa
+73,6.63496132219968,2.7359047288938037,4.061757802983016,1.5166219802525407,Iris-versicolor
+74,4.659808273106089,2.7359057362066275,1.4602178525931389,0.22275155569727345,Iris-setosa
+75,6.371199165932065,3.3128230001578194,4.912503492242085,1.8387268382282556,Iris-virginica
+76,5.043160319117671,3.4571822699621784,1.6520563871730383,0.31175880236539044,Iris-setosa
+77,6.732871699149628,3.177297126390765,4.648802334911354,1.3315052502338487,Iris-versicolor
+78,5.735183254357089,3.1435709667027294,4.130210628802512,1.2223424919374217,Iris-versicolor
+79,6.514772411196422,2.807581853880551,5.597708210842032,1.8306540179484665,Iris-virginica
+80,6.99254172445419,2.4253254199309477,6.115108441799572,1.9315491887101945,Iris-virginica
+81,5.022072994403299,3.058894813583916,1.3661933522281928,0.2884164728431462,Iris-setosa
+82,4.613049933530911,3.3584437634522035,1.2722795445098147,0.09765356882759874,Iris-setosa
+83,5.410555552079146,3.932402655096964,1.6777488649970738,0.1447738646214995,Iris-setosa
+84,4.537845344670027,2.943723236823476,1.296842877386339,0.14729469074893248,Iris-setosa
+85,5.072863318797133,3.6540401808038805,1.6546279608364791,0.22236318381879416,Iris-setosa
+86,5.941062680044255,2.918694538245476,4.284921533047168,1.3380739341578898,Iris-versicolor
+87,4.987285674689549,2.9820110025303954,1.8834632148708566,0.42075859362074186,Iris-setosa
+88,4.682867882438837,3.116651790521274,1.5144903310570288,0.31494780817718393,Iris-setosa
+89,6.5126996158916395,3.005238660411071,4.66005214083444,1.5422395904529371,Iris-versicolor
+90,6.837164609588142,2.890362512534154,5.790883059183516,1.8570613163269245,Iris-virginica
+91,5.101427750321591,3.297794016596647,1.0805009145987414,0.06338095330281499,Iris-setosa
+92,7.412921370670753,3.358978768151713,5.951068694036178,2.614307469864392,Iris-virginica
+93,6.78508567160853,2.956120597527161,4.8493560562033,1.6192221143934753,Iris-versicolor
+94,6.268734553779173,2.89922511524938,5.162326765172417,1.6202863060401624,Iris-virginica
+95,7.055756414226201,2.930748530048563,6.167343334322082,2.039352932666418,Iris-virginica
+96,4.891484033019607,3.393891127315176,1.4216859711142111,0.2293069446297974,Iris-setosa
+97,5.465114849840911,2.955061995630567,4.259826708851318,1.1755683616687878,Iris-versicolor
+98,5.0606710904513905,2.6169467914730227,3.7965702922925635,1.1996256238544065,Iris-versicolor
+99,6.418595676226981,3.705105752436162,5.582595648958086,2.353719424453523,Iris-virginica
+100,6.002210526088316,2.5497992539147782,4.533960745148394,1.8559483656116855,Iris-virginica
+101,5.265373529039115,3.1397880499375823,1.198347580883599,1.0829955895234573,Iris-versicolor
+102,5.660323261877413,3.4192846506774486,1.428501069842424,0.34159614055986,Iris-setosa
+103,4.925692761506664,1.807094210993937,3.021990748613262,0.9762833652019172,Iris-versicolor
+104,5.11058889115608,3.6182278038037836,1.6920258310292318,0.23580288397589372,Iris-setosa
+105,5.6060643832497625,3.1513111518131476,4.379912842692126,0.98272116173585,Iris-versicolor
+106,5.135137256576568,3.1774927637163257,1.4312990353097192,0.12224916982651643,Iris-setosa
+107,6.5126827090337045,2.8557800145689596,4.633575788686279,1.2401249663420293,Iris-versicolor
+108,6.525072759083389,3.7265679175437976,5.614030051639959,2.185464962270383,Iris-virginica
+109,5.0554615578017685,3.3601261293546605,1.1771014391625119,0.30289711877329034,Iris-setosa
+110,7.328172330031506,2.601934279325049,5.487640333192242,1.5669288305165305,Iris-virginica
+111,6.028140524551386,2.955547236611364,4.685625652086039,1.4160708953257914,Iris-versicolor
+112,5.737186209893119,2.624047495453743,3.367093782819002,1.2437016339321232,Iris-versicolor
+113,6.861185758457415,2.6226566405761336,4.991526641956486,1.664820157890243,Iris-virginica
+114,6.62284004924038,2.7064067395135623,5.431878352262702,1.6562628522771814,Iris-virginica
+115,4.875650424786819,3.2060390790163367,1.1713459533424952,0.17627821425929846,Iris-setosa
+116,6.455122704273001,2.8977151341334686,5.2182371788125455,2.146545084782308,Iris-virginica
+117,5.979448184736378,2.863029006551453,4.999462402988566,1.724201329555544,Iris-versicolor
+118,6.448860284907134,3.085744070486951,5.19549095195708,1.9021730601020161,Iris-virginica
+119,7.538658372467848,3.376588971823664,6.687619691994238,2.041154305574955,Iris-virginica
diff --git a/iris/tvae/1/27/test.csv b/iris/tvae/1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/27/train.csv b/iris/tvae/1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/27/val.csv b/iris/tvae/1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/28/synth.csv b/iris/tvae/1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab201398f5e99c37d5ce70856e3537f7d686ffe3
--- /dev/null
+++ b/iris/tvae/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.860231148346707,3.0470571063100707,1.4009593085097622,0.20508461878178422,Iris-setosa
+1,6.063765067160287,3.068648716168622,4.779994623294114,1.4362968111709096,Iris-versicolor
+2,5.09523308147146,3.60322596487724,1.3884093813680884,0.15847094852017052,Iris-setosa
+3,6.290132428847566,3.1908016873126717,4.510600163879901,1.1987547471849527,Iris-versicolor
+4,5.399925730371774,3.6295089266677687,1.5793216618793038,0.31053409828399176,Iris-setosa
+5,4.860944438823905,2.901932472502242,1.5027710732413708,0.17796111708413404,Iris-setosa
+6,4.474750832058824,3.170284420604981,1.3893526135137395,0.20005245292068236,Iris-setosa
+7,5.1797483276255,3.397925645198586,1.6278760923364728,0.3241723180588557,Iris-setosa
+8,4.4787138651740825,2.887594009185867,1.2873786130755451,0.09211982139932351,Iris-setosa
+9,6.193545398146204,3.24201846465785,5.270637116725017,2.0729537649940184,Iris-virginica
+10,6.100887328699356,2.9317525537215268,5.522465076628143,1.8492023893482104,Iris-virginica
+11,5.911311652090406,2.9899923190763977,5.102184743359676,1.512658422083884,Iris-versicolor
+12,5.006670383174511,2.9887024341849875,1.3147440564141175,0.6791704129977868,Iris-setosa
+13,5.442368630361393,2.9324520321942704,4.16428727274752,1.390264180374098,Iris-versicolor
+14,5.085211222543127,3.0887665626854393,1.6103865268413315,0.29935034704106184,Iris-setosa
+15,5.959728214848489,4.2108829614206975,1.2476469051509598,0.23459865742645278,Iris-setosa
+16,4.931312621760997,3.316064566749548,1.3897295667696357,0.09198298856340859,Iris-setosa
+17,6.043035907488853,2.941134566970787,4.493514369249583,1.7979403209935079,Iris-versicolor
+18,5.747276904828119,3.0142822368748066,3.8258411966204537,1.2314400088899298,Iris-versicolor
+19,4.814495670916971,2.905201116241535,1.3187999165941269,0.21189964195731242,Iris-setosa
+20,5.963000467417344,2.8336698756763274,5.41688436556244,1.9569207855078772,Iris-virginica
+21,5.808493564474223,2.640494022351519,4.886484401312916,1.9012711464302616,Iris-virginica
+22,4.668879525303017,3.225286451959187,1.5969282544904069,0.25175863162470385,Iris-setosa
+23,4.926166578531884,3.329634998423431,1.4173967578521958,0.24027342734503757,Iris-setosa
+24,5.835634594881113,3.302710025992034,4.319384022216741,1.5551626216276548,Iris-versicolor
+25,5.606066605414369,2.870584281232223,4.872055788314186,1.506308604259591,Iris-versicolor
+26,6.130826864972063,2.7388623877172105,5.167392682532762,1.5166645710851938,Iris-virginica
+27,6.7670391229542,2.424009423102922,5.638640994641532,1.5821009423648529,Iris-virginica
+28,6.02583659529324,2.569319394025837,3.600945994784301,1.1435327261717494,Iris-versicolor
+29,5.006318848481823,3.113407676554829,1.3509277280973908,-0.011616019336083971,Iris-setosa
+30,4.945222335086615,3.200832196868074,1.4092679577287743,0.14082539643304692,Iris-setosa
+31,6.065296788891462,2.928762381975556,5.670992107164826,1.9434845276684045,Iris-virginica
+32,5.242361818046937,3.2808301955958594,1.1620705917077996,0.2018394063110315,Iris-setosa
+33,5.706630564491954,3.186938420711075,5.1302623851179865,1.4976299216225777,Iris-versicolor
+34,5.623146532909349,2.7544925581121005,4.458246770888537,1.5490405858754845,Iris-versicolor
+35,6.071230307862503,2.7502115421684583,4.697155316429838,1.6687002876041366,Iris-virginica
+36,6.626409366127758,3.288483287731157,5.050065050893721,1.6947981610244667,Iris-virginica
+37,6.06492013012415,2.795570071224412,4.831841232086078,1.7425537035676475,Iris-virginica
+38,6.23962786195143,2.6322284227035726,5.0221277669167375,1.8909719795646838,Iris-virginica
+39,7.056597451950789,3.8650860101720528,6.011163033000666,2.536239510299528,Iris-virginica
+40,4.832764066341093,3.0990405063957547,1.6582776585525882,0.2661792274987106,Iris-setosa
+41,4.809333352812484,2.7807370920192342,1.4374615611468229,0.22914690232112203,Iris-setosa
+42,5.990270210838765,3.0690416770560085,5.22937633097993,2.0051114361408944,Iris-virginica
+43,5.435918939175409,3.362720279587924,1.4139757013404097,0.2994517094567825,Iris-setosa
+44,5.161337738587013,3.241737903120625,1.5643997262234552,0.1086493755697413,Iris-setosa
+45,7.277639081484388,2.826576912967766,5.989402391273345,1.6521905091551436,Iris-virginica
+46,4.809470005046552,2.7401426122922294,5.006361720955003,0.45229665689108667,Iris-setosa
+47,4.899871875485299,2.9921847223389735,1.5194101056741867,0.22704483449772672,Iris-setosa
+48,5.7911269402671905,3.795001107007248,1.6036135411856083,0.29178364743372454,Iris-setosa
+49,5.115236187492206,3.16570829464481,1.514152463242255,0.3359479229522956,Iris-setosa
+50,4.965211540308555,4.028595700452362,1.2137247261322326,0.24319364874475694,Iris-setosa
+51,6.058410941607041,2.773071244122977,4.850023884566159,1.7142075044597782,Iris-virginica
+52,6.09811321389912,2.8741942710034323,3.82548666216086,0.9944999030629883,Iris-versicolor
+53,5.346826848397866,2.9093030883975755,1.6063119728607247,0.268934892005903,Iris-setosa
+54,6.513191579856045,2.8136318944090957,4.652855080523599,1.3242115558171514,Iris-versicolor
+55,5.590424877692119,2.552636559728562,3.992496323080899,1.5837744859006195,Iris-versicolor
+56,5.175801706501477,3.6621393753966225,1.7165493904827842,0.42100227520487254,Iris-setosa
+57,6.080129507258995,3.487825415055087,5.493816407238143,2.1932174301760017,Iris-virginica
+58,6.393058719993512,2.495018166112306,5.3790360952016,1.4447571726163155,Iris-virginica
+59,5.436055349843171,2.969197716667486,4.326121396565827,1.5264361976509664,Iris-versicolor
+60,6.0581415001313506,2.780121334820599,4.592143746877377,1.610893230061151,Iris-versicolor
+61,5.947716608138433,3.407798273730639,4.95354267347751,2.0013981140443065,Iris-virginica
+62,4.992683551822568,3.7038991502844976,1.497348379619991,0.16723244591673264,Iris-setosa
+63,5.3393097209026,3.9959651818668402,1.4991063166141,0.09632366067178133,Iris-setosa
+64,7.201924721847904,2.409909242024694,5.841967930983535,1.6104675520479876,Iris-virginica
+65,5.8855322718435,2.5550810775391852,4.761648293096452,1.8989388783967314,Iris-virginica
+66,4.777141740526479,2.667668636015836,1.4819489883987926,0.31548101065920336,Iris-setosa
+67,5.0158351327580695,3.1251157311949336,1.437143976625971,0.245756702644864,Iris-setosa
+68,6.988034461536277,3.4103556129719954,6.0796310581560675,1.94849054134765,Iris-virginica
+69,5.46532171171582,3.1942657612307808,4.18367960379507,1.3478093466942271,Iris-versicolor
+70,7.288442177093577,2.6378955405598106,4.898177236607768,1.5816685252988036,Iris-virginica
+71,6.192310453486297,3.1852778839504268,5.717306919521723,2.258589697942191,Iris-virginica
+72,5.282117571588067,2.5790093772313436,5.374813503203884,1.8099482390139223,Iris-virginica
+73,4.79819968100221,2.8657325284049504,1.5940288688514772,0.1684989766389679,Iris-setosa
+74,6.102102356277441,2.9805006184190415,4.558293291663246,1.166990322993529,Iris-versicolor
+75,5.3264846892035,2.7496296363635135,3.9718924860492955,1.507388561008623,Iris-versicolor
+76,5.500130214443351,2.556826381917619,3.925069018399824,1.5781421952309724,Iris-versicolor
+77,6.582735060566025,3.140670168056795,5.757814364580833,2.0120323859502047,Iris-virginica
+78,4.781651641427049,3.1546128234030744,1.4347529313318743,0.1461041203215691,Iris-setosa
+79,4.663821448053839,3.2867807493419288,1.3767808336797953,0.17640536869353707,Iris-setosa
+80,5.297676931160389,3.7369254439120603,1.5302202969838612,0.15448686125009264,Iris-setosa
+81,5.623302146821084,2.7755439665906447,4.906228000099038,1.7381634470863863,Iris-virginica
+82,4.648950389622721,3.524044345847672,1.2611003647669135,0.1360509078579855,Iris-setosa
+83,6.328980375762121,2.731782657061141,5.44361810246914,1.9517107367981106,Iris-virginica
+84,6.689597162179083,3.1948900843174086,5.748954955579865,2.477560594584644,Iris-virginica
+85,4.862063901068195,3.0856155034300445,1.376594094002591,0.15909357954602124,Iris-setosa
+86,4.502263874991444,2.881645037095801,1.532766434054204,0.2923486905605917,Iris-setosa
+87,6.534399508812394,2.6597481323286702,5.136611961214042,1.5386050522676573,Iris-virginica
+88,6.129890736904665,2.4372778183892816,5.028857483009423,1.671197214896146,Iris-virginica
+89,4.8680429574609425,3.5134275509208264,1.3658605350207074,0.14181712561645515,Iris-setosa
+90,6.414609803721745,3.0444165060537114,4.794792671246295,1.7842271613325147,Iris-versicolor
+91,6.0424127074974106,2.8540460403929613,5.122671055088631,1.6342739210616972,Iris-versicolor
+92,4.967581991329245,3.3807798767206214,1.4635423157780663,0.20794461666037964,Iris-setosa
+93,5.188563960495926,2.531829027150517,3.8455656334229773,1.1454335885530023,Iris-versicolor
+94,6.226051350820532,2.8712790205832497,5.014565217072095,1.7944311306266787,Iris-versicolor
+95,5.336903116989647,2.9691222910232744,1.2418612949842303,0.08973478940850993,Iris-setosa
+96,6.7317801913297455,3.6586884038780383,1.996081242314644,0.6446332999262492,Iris-setosa
+97,5.906622382131014,2.8606057963532225,4.925148577758741,1.7590601787893247,Iris-virginica
+98,5.601492569106108,2.7382219288481173,3.8800209931138356,1.1875858587945385,Iris-versicolor
+99,5.849477499921805,2.6739535854902887,4.5499111468724545,1.6206765828912426,Iris-virginica
+100,6.418833100481662,3.1114820785981694,4.45220781708877,1.5250884409885241,Iris-versicolor
+101,4.711122682216021,3.216562517729415,1.3356916132963499,0.20091651930768328,Iris-setosa
+102,4.96220308461345,3.3269089731233064,1.2509228242122588,0.204848874706419,Iris-setosa
+103,5.637592540220759,3.0229142092165553,4.665480837004109,1.592327048018911,Iris-versicolor
+104,7.424690913897513,3.0053699797870217,6.337959545783375,2.0473336220008362,Iris-virginica
+105,6.486682128128354,2.69564725624321,4.849384255740732,1.7648728202815869,Iris-virginica
+106,4.831917053308114,3.3391766186178966,0.9932837008264956,0.17478899701619122,Iris-setosa
+107,5.644018497731896,3.078359260545366,1.4421714892921547,0.2866068566775142,Iris-setosa
+108,4.889666981655898,3.1505665805236855,1.2655643922826294,0.222238794207954,Iris-setosa
+109,6.270468718376063,3.68312373778486,1.5677861340493073,0.2690236169850922,Iris-setosa
+110,6.902575255299791,2.8456809904513594,4.83573290312013,1.8079860208764573,Iris-versicolor
+111,7.4772974321103565,3.437897317078112,6.517840438566448,2.2386100033778815,Iris-virginica
+112,6.022945313947021,3.3243606429736126,5.498396548646194,1.5636942536258562,Iris-virginica
+113,6.430138008670657,2.779224066471475,5.221386802297898,1.7280173805322832,Iris-virginica
+114,5.384041520334734,2.609662542408386,4.188572430207377,1.2480126240795324,Iris-versicolor
+115,4.95248593523281,3.4042533647656774,1.491848257551656,0.314349049213033,Iris-setosa
+116,4.678784044382155,2.883700765195213,1.4717645535527972,0.3500104842372557,Iris-setosa
+117,6.482518099300734,2.848646722892509,5.374391413058979,1.6863793662995141,Iris-versicolor
+118,6.135877368680431,2.564861373729854,4.613173856515579,1.6818320620156293,Iris-versicolor
+119,7.174606410189351,3.5137433824391615,5.645524025315642,2.520780764764928,Iris-virginica
diff --git a/iris/tvae/1/28/test.csv b/iris/tvae/1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/28/train.csv b/iris/tvae/1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/28/val.csv b/iris/tvae/1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/29/synth.csv b/iris/tvae/1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6cc7f7fd7a5e1d04b5d58bfcdf527303b2787670
--- /dev/null
+++ b/iris/tvae/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.788818571486719,2.8483285275482464,5.212391228346087,1.7744832030872528,Iris-virginica
+1,5.213933231032233,3.2210634257257946,5.089923908523291,0.31779753333930827,Iris-virginica
+2,7.051740457098368,2.735338575931149,5.163216768499632,1.7040256172112989,Iris-versicolor
+3,5.700618014087315,3.031890443685113,5.121511539602783,2.1203376674066328,Iris-virginica
+4,5.963560707180625,2.72401556963933,4.527092170876455,1.7120183873610375,Iris-virginica
+5,6.000123479437735,3.205144765242159,4.513248196045932,1.6310829612112665,Iris-versicolor
+6,4.772839689788838,2.7758505414898202,1.4935438613433947,0.2039235090794378,Iris-setosa
+7,5.999534281821656,3.9159330236044347,1.2867880582165994,0.30792759742642384,Iris-setosa
+8,5.7217892250377265,2.965694903563699,4.111408668322544,1.1567376644400853,Iris-versicolor
+9,6.37893017345831,2.6486485065486183,5.440630869396818,1.8555663517715346,Iris-virginica
+10,5.976830074907897,2.757724964794627,4.4870332666423005,1.705687920682111,Iris-virginica
+11,5.821874172275204,2.876702211509059,4.921069869272543,1.6910013637485026,Iris-virginica
+12,7.070165957019594,2.720162582329906,6.362789041792165,1.9195200548184084,Iris-virginica
+13,6.260464452661619,2.827162367976569,4.090440253693792,1.4134214411661146,Iris-versicolor
+14,5.0320331003884435,3.33515728380899,1.3017888956760355,0.22692664642471505,Iris-setosa
+15,5.69809729941728,2.5520786673974705,3.821791645674163,1.099407104858714,Iris-versicolor
+16,5.954469075561654,2.800289168925751,3.9681228525971184,1.3130336331328807,Iris-versicolor
+17,6.9241491172183345,3.2865724157531906,5.834476609550416,2.2794904150584556,Iris-virginica
+18,5.546402231337855,2.743046106934553,1.2801495178238,1.4116292395692238,Iris-setosa
+19,4.93560342131872,3.017507601575694,1.3936981358140461,0.2800445927021355,Iris-setosa
+20,4.4654785623648605,2.767344571723653,1.3382784801425887,0.08349199303658136,Iris-setosa
+21,5.0004066892347625,3.282508544464568,1.6731864887863772,0.18386680388185625,Iris-setosa
+22,4.901979045134719,2.9456763328410154,1.5371496143301582,0.10917694499014238,Iris-setosa
+23,6.250933799911709,2.8045076559815834,4.796813490337236,1.472531304602714,Iris-versicolor
+24,5.261824683023972,2.8595110850428913,1.2986933519426103,1.0905936124825433,Iris-versicolor
+25,6.050258917832519,2.6532937439324824,5.100241047523068,1.7893331773551868,Iris-virginica
+26,6.807308316608161,2.660989789934498,3.628293388091957,1.0096481222162403,Iris-versicolor
+27,5.982060999100325,2.6200969257788107,4.88850511789201,1.7397099856727571,Iris-virginica
+28,5.307898612156773,2.9238487934708677,1.082448978782433,1.2647137115394114,Iris-versicolor
+29,4.878396000314495,3.034170876509045,1.4639554215158257,0.2818713016958778,Iris-setosa
+30,6.339530937255825,2.940585628025789,5.108904683112861,1.8741416467934073,Iris-virginica
+31,5.367190585426226,2.620785825878891,4.221186445656803,1.4031668160919737,Iris-versicolor
+32,6.141922485491936,2.9535825825294424,5.217893080036556,1.9094357985850425,Iris-virginica
+33,4.450495606805335,2.9444131662454827,1.3002830904699465,0.23151989993217326,Iris-setosa
+34,5.064252380825076,2.321976874717098,2.65183877781553,1.0282217470686814,Iris-versicolor
+35,4.472850998101186,3.301685692849673,1.2714906264634611,0.18083498108581647,Iris-setosa
+36,5.1961647514901514,3.307387684850681,1.4402042754351108,0.39229936574693813,Iris-setosa
+37,5.679949782785931,4.015446994385152,1.8003879030753396,0.26776288075624166,Iris-setosa
+38,6.456810239279039,2.358484463667611,5.5351429625876065,1.741296702647695,Iris-virginica
+39,6.243868405738231,2.751753590757689,4.323101860444714,1.5789398254657065,Iris-versicolor
+40,6.0328739389291,3.9414543271357143,1.4234648332692146,0.23931878452519129,Iris-setosa
+41,6.0707651405894465,2.7181533068743318,4.9046164229472,1.6902289353290558,Iris-versicolor
+42,5.479111783496254,3.500697053788345,1.7377216962259718,0.44527957583830985,Iris-setosa
+43,4.578275477160691,2.9631303955890353,1.3753037727724209,0.3272150290233504,Iris-setosa
+44,5.711868637644908,2.9536504004859414,4.114199232710204,1.6239817496244908,Iris-versicolor
+45,5.851141243445897,2.979668850486963,4.457846412634151,1.6148155395525103,Iris-versicolor
+46,4.936925750350512,3.5868398713529803,1.6921919713940432,0.2943671905408048,Iris-setosa
+47,5.739936282682713,3.1401617090479546,4.597908457451574,1.5792607020017835,Iris-versicolor
+48,6.688614238507295,3.017721574491801,6.282241261005918,2.0139738890379064,Iris-virginica
+49,6.5822114963360905,2.8224346700215603,5.1158090011953,1.5562887157237972,Iris-virginica
+50,5.694373339157199,2.940748366650729,4.573375985757676,1.4073508691928507,Iris-versicolor
+51,5.804112863076683,2.7967953282790328,5.332823848430056,2.0540509799085376,Iris-virginica
+52,6.559745360829639,3.700752483742475,5.668483744071539,2.38134545440863,Iris-virginica
+53,6.112709512309333,2.7294790829434166,4.301425487901274,1.595708481045482,Iris-versicolor
+54,5.090730519772757,3.3390604169422,1.6713044986753962,0.2684046980751798,Iris-setosa
+55,6.137013339340617,2.8733106009710045,4.146886546149094,1.4791515551541383,Iris-versicolor
+56,4.417628369156699,2.97795604917083,1.4540951282831651,0.21865115365351978,Iris-setosa
+57,5.01805295446643,3.7185218476108535,1.7153060531279951,0.240482601382521,Iris-setosa
+58,6.439013595250589,2.92350074706983,5.3222059176798835,1.9188226107619002,Iris-virginica
+59,5.658697571385721,3.015367681536272,5.185077893576558,1.864230873516457,Iris-virginica
+60,4.6618732387994966,3.2442850464556092,1.5074822162682642,0.2132631336340401,Iris-setosa
+61,5.536064019782537,3.6452594296582803,1.9015571649186662,0.25654226204270786,Iris-setosa
+62,6.222008592449338,2.5385320387174146,4.9983290775055425,1.7838609872640314,Iris-virginica
+63,6.086835271608417,2.6996801867124596,5.2783891611401765,1.900016229663935,Iris-virginica
+64,5.93374585263083,3.0226970056036775,4.763355313013295,1.8560269720119427,Iris-versicolor
+65,5.6781893389736044,2.5574056613030245,4.045444817047222,1.4073032979461544,Iris-versicolor
+66,5.883713187602879,2.824011681696278,5.055094669763313,2.091676162665993,Iris-virginica
+67,5.7051702161763185,2.4917969488751504,3.347891583740893,0.997848779315147,Iris-versicolor
+68,6.357882494320471,2.7470512854114464,5.251809070564017,1.6088340586457426,Iris-versicolor
+69,5.0317610253789615,3.243838882076703,1.8546187807418493,0.31463133775606067,Iris-setosa
+70,4.92788730959789,2.3058216503667546,3.14579335375275,0.9867277663495045,Iris-versicolor
+71,6.025660642444053,2.62759703208838,5.207519258271016,1.5841962081282754,Iris-virginica
+72,4.391080097351204,3.443438361683647,1.4380924637752732,0.22230839148085627,Iris-setosa
+73,5.958366901535432,2.8352946463063615,4.966451184130589,1.4836666696379885,Iris-virginica
+74,6.912368465633417,2.789005569844491,4.557679777275272,1.3739661995388197,Iris-versicolor
+75,5.956591304127674,2.879206533637932,5.053698968669499,1.81993831992752,Iris-virginica
+76,6.083892739475625,3.1248989722442317,5.041273904062393,1.5515190558236283,Iris-versicolor
+77,6.681538764262067,2.989124721668218,5.211773329843197,1.887730436933921,Iris-virginica
+78,6.300827933431031,3.1350041698869764,5.120824860624873,1.9398732859124976,Iris-virginica
+79,6.218155173274837,2.901398309837143,4.8273068903306395,1.5258283605008331,Iris-versicolor
+80,5.235226938516455,3.1293298618407546,4.714371861024453,1.454196725792563,Iris-versicolor
+81,5.983039745560395,3.1964832543701283,4.929938071647036,1.7959501798091126,Iris-virginica
+82,6.227979847698516,3.363827760958736,5.311439403390993,2.4556635713889516,Iris-virginica
+83,7.488946146141383,2.999187043896557,6.046766224244081,2.0024796726221026,Iris-virginica
+84,5.982933586258243,2.721273358599765,4.005719532005132,1.2385673117140812,Iris-versicolor
+85,5.02389351146575,3.419423914633816,1.5625389213773255,0.2785639786563794,Iris-setosa
+86,6.133034603495249,2.67072251213959,4.838794849223266,1.4379761794361896,Iris-versicolor
+87,6.191974000548515,2.5952766123846134,5.105940802388164,1.7644717654161624,Iris-virginica
+88,6.311770771831277,2.5553840971660695,4.786425478988434,1.6613161473823348,Iris-virginica
+89,5.829200434622074,2.9324137775419015,4.234868766234406,1.1810789700973279,Iris-versicolor
+90,6.677240682401834,2.5046965075457863,4.468394457067515,1.4754118166974388,Iris-versicolor
+91,5.248414864350713,3.4244610314179607,1.3058975966313684,0.18510201926418324,Iris-setosa
+92,4.750494763390912,2.954451753331762,1.5329289388575484,0.2698929739389432,Iris-setosa
+93,5.218412575717718,3.3808666261340683,1.7932202976208997,0.1955571526530379,Iris-setosa
+94,5.8777740646505805,2.8609818222499412,4.272035525575893,1.275229459900519,Iris-versicolor
+95,5.40519630771099,2.9111483458903415,4.823718122617707,1.746275539221742,Iris-virginica
+96,6.313092997832046,2.9946137934714643,5.158234376494534,1.815618303407553,Iris-virginica
+97,5.480531855740069,3.8378626907390743,1.89414542384693,0.41532418013873046,Iris-setosa
+98,5.114294603341323,3.3656986508505526,1.573233346069641,0.11660364314207625,Iris-setosa
+99,7.051802916791439,2.4770525015788176,5.498238014617645,1.7724197346297261,Iris-virginica
+100,6.534323380218091,2.542101848077259,5.130734126383559,1.935959644931567,Iris-virginica
+101,6.141460605078993,2.9188736366934025,4.571544768867338,1.3618084748806498,Iris-versicolor
+102,4.678800193035502,3.1226286788464126,1.4415878382701668,0.9834750155156589,Iris-setosa
+103,5.973669509248864,2.7933411945443263,3.9714231195529086,1.2925950571763627,Iris-versicolor
+104,6.228062115574278,2.7683781968835897,4.98165445714554,2.387741734388868,Iris-virginica
+105,7.214100179343989,2.823114810056615,4.959682636930594,1.5720235695298184,Iris-virginica
+106,7.13807718784408,3.0129799264066395,5.698246532359158,1.9806407817332894,Iris-virginica
+107,5.0500901925229815,3.015759084541703,1.599136891230807,0.19243853403945882,Iris-setosa
+108,6.58924808408756,2.992563934444185,4.714792584035444,1.436700220609751,Iris-versicolor
+109,4.942289963083766,2.9372104829466936,1.4761580821575584,0.40251255120341667,Iris-setosa
+110,4.450603370825257,3.393308925128829,1.4171474933278008,0.2647663820980037,Iris-setosa
+111,5.179092728280141,3.8956523791120756,1.3399587007997877,0.11168179523898464,Iris-setosa
+112,5.191721687347472,3.7983826704055095,1.6436360620198431,0.4456039097859409,Iris-setosa
+113,6.25531966071554,3.1963969483856767,4.566869030454661,1.478122609162179,Iris-versicolor
+114,6.464341178669768,2.9988953803680296,5.0809316581846815,1.8256900137174419,Iris-virginica
+115,6.076891446394065,2.9356912453029356,4.853941261431639,1.8336635939289936,Iris-versicolor
+116,6.613258145705063,3.002315901035584,5.302797654856411,2.3665435745495627,Iris-virginica
+117,5.6901663261510675,2.9386582543222457,4.741094083324867,1.7739554434349891,Iris-versicolor
+118,4.901162495415929,3.2226274065352674,1.719151603330018,0.318917469035697,Iris-setosa
+119,6.972839986201281,3.234193646449743,6.528082340021823,2.5384437121607437,Iris-virginica
diff --git a/iris/tvae/1/29/test.csv b/iris/tvae/1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/29/train.csv b/iris/tvae/1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/29/val.csv b/iris/tvae/1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/3/synth.csv b/iris/tvae/1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a83cd966b5b425fd7811b2b9622dc3efa7489116
--- /dev/null
+++ b/iris/tvae/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.726939825866409,2.780927709912721,5.20895612606087,1.9338931916611954,Iris-virginica
+1,4.889901181157163,3.0860474468964045,1.7677045629792207,0.36968153246938146,Iris-setosa
+2,6.176908996173681,2.644088690816881,4.955999824116809,1.5845706453272048,Iris-versicolor
+3,4.485704216663798,2.6262387404974734,1.4725846894614494,0.21067643368639422,Iris-setosa
+4,5.837839953638062,2.8778582325505764,5.132066824040153,1.853412290413391,Iris-virginica
+5,6.732223487606217,2.8949100013867115,5.448389131515119,1.5557530919607938,Iris-versicolor
+6,5.269753765336606,3.236040296691233,1.5480016781663157,0.27998785127639886,Iris-setosa
+7,6.899652947715711,2.8749845381167467,6.198531989165685,1.6770054925917706,Iris-virginica
+8,6.418343888343519,2.674444741954705,5.318603245351444,1.8588484762277986,Iris-virginica
+9,5.380158052615809,2.323537609981221,3.7354531952180388,1.2084211998622219,Iris-versicolor
+10,5.016434165564844,3.2671568113232694,1.6244007894406027,0.3214040530218857,Iris-setosa
+11,6.753015172621328,3.325157212570413,4.165202494210084,1.4087956798808978,Iris-versicolor
+12,6.392293640364527,2.8604369744016696,4.850830189084596,1.9500719353728329,Iris-virginica
+13,6.084476907178394,2.798943603915161,4.886969573994006,1.5440285717110351,Iris-virginica
+14,4.740391926597888,3.4959591388415685,1.2837831075170176,-0.12223928270819795,Iris-setosa
+15,5.6978765191931195,2.8297311835904893,4.7927417984375795,1.6871665050020463,Iris-virginica
+16,6.100856002787414,2.741652819467577,4.323667137044267,1.5291611645135446,Iris-versicolor
+17,5.317996477600621,4.097824952861389,1.423670038535607,0.23259943224656818,Iris-setosa
+18,7.6252668657228915,3.5380390641773025,6.996106932587601,2.218027951323945,Iris-virginica
+19,6.59739017928221,2.4458773546923114,5.7239335392397805,1.548793351202778,Iris-virginica
+20,5.585908301591232,2.6933527906946546,4.568743656213955,1.4951623985897757,Iris-versicolor
+21,6.397759828536049,2.9208331171759037,5.576409034495912,1.7639362289786769,Iris-virginica
+22,5.5691609233125785,3.7353233756440534,1.8166971365947961,0.33915004915100644,Iris-setosa
+23,6.289912134303049,3.1536172217750478,4.889300517571021,1.5181643116849732,Iris-versicolor
+24,5.176161179455829,2.8643076309748885,4.233986776132693,0.8593498022098323,Iris-versicolor
+25,6.500726373840089,3.027034084891083,4.734771523734447,1.1584341803530975,Iris-versicolor
+26,6.3205664050210775,2.7772350678837565,4.837668658600803,1.717784461691509,Iris-virginica
+27,5.010357864824743,3.0983469334302893,1.586372966840916,0.31328607508636086,Iris-setosa
+28,5.558694638514644,3.7008045779930328,1.35436132423199,0.19604243162480717,Iris-setosa
+29,6.475884101457525,2.9844195095897885,4.115504800135571,1.2441959409137027,Iris-versicolor
+30,5.6417385046857165,2.736435068320335,1.4287596381129108,0.18157255425600755,Iris-setosa
+31,5.833328983431951,3.11316096123061,4.149715659236623,1.3906683579179764,Iris-versicolor
+32,5.967937742138009,2.559417439612762,5.386697347563818,1.4679165871924098,Iris-virginica
+33,5.054508493937897,3.281202401945765,1.495413812427237,0.7911661790851243,Iris-setosa
+34,5.152689993184646,3.4647796549237984,1.7933932189708996,0.38833916065490837,Iris-setosa
+35,6.044644115448591,3.3385700321535547,5.598988739923829,2.3880453714853345,Iris-virginica
+36,6.39808239383771,2.741449061324005,5.709361652671432,2.1660320713421086,Iris-virginica
+37,5.515139492965334,2.9087104315433043,4.556811896854534,1.6824049606305416,Iris-versicolor
+38,6.13738953677473,2.773590175721605,5.065963201684641,1.93628675193994,Iris-virginica
+39,6.628086415545825,3.119236723178463,5.321022368146654,1.7511555825080483,Iris-virginica
+40,5.1602462113485865,2.813005055782527,4.7308105075371465,1.5191439484434808,Iris-versicolor
+41,6.549207521910218,3.2084993404098188,5.406711907960366,2.3248505938368274,Iris-virginica
+42,6.632512468586735,2.90583880121007,5.678693747133083,2.001208590400202,Iris-virginica
+43,6.441295160433524,2.7480709220978157,4.364066452581913,1.289455245116348,Iris-versicolor
+44,4.873586195982473,3.7857061851113283,1.6097793034854249,0.23369333556895933,Iris-setosa
+45,4.888009259697617,2.366792898159905,3.920511281937087,1.1597154678236632,Iris-versicolor
+46,5.473342733753812,2.621087963397476,4.567849411025165,1.8733444974876132,Iris-versicolor
+47,4.789260597837293,3.2864131693128873,1.4446009479927426,0.2589809834042375,Iris-setosa
+48,4.812428052870612,3.2231715273224744,1.6070879113452219,0.18805612918343692,Iris-setosa
+49,4.801026812346755,3.0474021036940733,1.5822088111860992,0.21816291150709793,Iris-setosa
+50,6.278117116079162,3.055993611605419,5.081800206793563,1.5025428847358844,Iris-versicolor
+51,6.261639911925337,2.7843261291590395,4.941279266816627,1.8688630708031349,Iris-virginica
+52,6.79371238543891,2.7214165185178967,5.161116587978187,1.8320621768905732,Iris-virginica
+53,6.866640215026057,2.6429967117429127,5.088424658870734,1.8756540600991638,Iris-virginica
+54,6.380125472804157,2.9075655852386544,4.224338440886678,1.5380063693489259,Iris-versicolor
+55,5.744482992453481,3.743010826755183,1.1767338602340884,0.3721101439934023,Iris-setosa
+56,6.167209217474521,2.504554231172885,5.118146150948416,1.8433098595378936,Iris-virginica
+57,5.799453340461618,2.725181293845038,3.9215312259535247,1.360810620716091,Iris-versicolor
+58,5.5172098067222874,3.1860444408958255,5.067509261814532,1.494648766972875,Iris-versicolor
+59,6.2790252090266945,3.0499877181855912,4.755730460827155,1.4098960812049985,Iris-versicolor
+60,6.809936942743573,3.863674744837228,5.405517961239047,2.480451757159976,Iris-virginica
+61,5.358135620002794,3.6018873457672798,1.341382033726383,0.28079337434490637,Iris-setosa
+62,6.027984878737371,2.8408412168714143,4.875092246942828,1.6954013947350994,Iris-virginica
+63,5.223390776854377,3.1444622882946516,5.4813385494401015,0.3599355293791223,Iris-virginica
+64,7.050564429207597,2.6681169718553606,5.804810277001148,1.9504296183490475,Iris-virginica
+65,6.389206767771906,2.796488652086608,4.127010106499206,1.0816609650781808,Iris-versicolor
+66,5.072136010135086,3.3055375124091886,1.4543946298652721,0.1276296171213039,Iris-setosa
+67,4.747987879978274,3.2059094947968982,1.4727799782185373,0.26263265203377933,Iris-setosa
+68,5.2405563602807534,3.3975704139177245,1.2238140411062428,0.28867775174181637,Iris-setosa
+69,5.54460502614805,2.4502843198452693,4.295127791356067,1.150199684475018,Iris-versicolor
+70,6.141788405012365,2.8502331968639742,5.409719773087853,2.187046007811263,Iris-virginica
+71,4.769103752193312,2.7027749771022913,1.5399532321008504,0.3022205934225137,Iris-setosa
+72,6.69302436647221,2.758861324205108,4.975670327478506,1.503407190719487,Iris-virginica
+73,5.265673279008258,3.3401653587244513,1.5033374133984712,0.25155328288316364,Iris-setosa
+74,5.563367377587572,2.9359179247405174,4.8124067358000895,1.558907394982778,Iris-versicolor
+75,4.775994560237675,3.013326331331847,1.2176641209705106,0.24322682118153002,Iris-setosa
+76,6.566052809887044,3.267692614064501,4.557753991564238,1.1811135601287248,Iris-versicolor
+77,6.505407815369086,3.1395741919317413,4.950024501956053,1.8193753404715227,Iris-virginica
+78,4.61955722360896,2.9420313659243087,1.395004569395683,0.3220648086839356,Iris-setosa
+79,5.312367824055222,3.381498473924967,1.5516385033620619,0.43580329196038237,Iris-setosa
+80,4.621924562945061,2.9483661820056497,1.6516815652686958,0.33148211399423755,Iris-setosa
+81,5.113841815924004,2.4354460318005944,3.580490187681976,1.104453550295561,Iris-versicolor
+82,4.880607484059921,2.975812689819909,4.944356411657885,1.9080827881312143,Iris-setosa
+83,5.965398564600724,2.830763283752103,5.268819456263231,1.8629665789499221,Iris-virginica
+84,5.242201102540523,3.1922613751624307,1.0951308441605836,1.0324132992056798,Iris-setosa
+85,4.847328382171071,3.2503423565834657,1.1134790383542565,0.25568916929706964,Iris-setosa
+86,6.887843764571428,3.273007656934076,5.710711416799053,2.020595547400921,Iris-virginica
+87,6.548651608819678,2.748872467182381,5.598932260424131,1.8509079691256778,Iris-virginica
+88,5.962084496248291,3.0403988301206604,4.382662600940204,1.2545234568052221,Iris-versicolor
+89,4.555835810219911,4.048759328244943,1.2920239153118782,0.3765308516036371,Iris-setosa
+90,6.32148340102806,2.660136946664296,4.45092390891728,1.3468947275039589,Iris-versicolor
+91,6.200966423837415,3.331763683438327,4.924557370945113,2.0163447234099605,Iris-virginica
+92,4.8829965408966185,3.0264458868463073,5.0849141950576575,1.9850307430343477,Iris-virginica
+93,6.953215069551147,3.3779495194308184,6.147019587247037,1.9254316185629896,Iris-virginica
+94,5.450114643305489,2.954943208226197,4.320870896113793,1.2313327449847151,Iris-versicolor
+95,6.708595680163392,2.8763076946708286,5.084216558256241,1.9690196309060684,Iris-virginica
+96,6.253982381389023,3.1457187623530625,5.140325693003233,2.0161962456776528,Iris-virginica
+97,6.309378754900315,2.770326797137678,5.1867639918227635,1.6778855624726772,Iris-virginica
+98,5.578151544730482,2.954493449363925,4.637747688758637,1.4929325272324925,Iris-versicolor
+99,6.287504494834182,2.759720292549142,4.636804956929488,1.549940004268755,Iris-virginica
+100,6.926512693988194,3.4529803653621984,5.880616924580449,2.378430352798108,Iris-virginica
+101,6.151650681602095,2.8417511961021775,3.66913644264233,1.4370316056082721,Iris-versicolor
+102,5.7536443777484685,2.2376048667871213,3.679366408363668,0.9397273530511913,Iris-versicolor
+103,5.550333493480381,4.328408008784962,1.6275099300300315,0.13262083889547804,Iris-setosa
+104,5.348155314498359,3.523604182098135,1.6472694513728203,0.1215349294723472,Iris-setosa
+105,6.421636221300147,3.2923033409057045,4.99595808304291,1.859560038442868,Iris-virginica
+106,5.139002522251351,2.741827750375659,5.342002994205192,0.5507112599933895,Iris-virginica
+107,6.0017986237799406,3.185249193998155,4.659925769644469,2.204637793288825,Iris-virginica
+108,6.26154043527826,2.988699955565793,4.74450368325701,1.4833716456518988,Iris-versicolor
+109,5.147346129456236,3.340351685101703,1.4753091613865783,0.20198763000865633,Iris-setosa
+110,5.041447306198965,3.3381012034583115,1.297294982908376,0.1436591917761596,Iris-setosa
+111,6.770613604389595,3.0252864580393735,5.707446184456757,1.726047007738263,Iris-virginica
+112,5.818664022790434,2.8448281435037024,4.574259054180328,1.405763992109809,Iris-versicolor
+113,5.508834313785017,2.5037967233638376,3.759204896338076,1.1385232081958554,Iris-versicolor
+114,6.47287348698215,3.386018459352389,5.4093403878506034,1.782748158799377,Iris-virginica
+115,4.894058021763375,3.446221411056687,1.429329269716758,0.19749463876226786,Iris-setosa
+116,5.436957482447425,3.323098024100264,1.1578897144636418,0.25839530969319985,Iris-setosa
+117,6.982981918973424,2.8426104580500966,5.596263050749457,1.9372293066374688,Iris-virginica
+118,5.047931392198198,3.4990876990709725,1.4566438643840578,0.11546086897372579,Iris-setosa
+119,6.241561047549151,3.7908889872313543,1.6608243385086758,0.3873573505128482,Iris-setosa
diff --git a/iris/tvae/1/3/test.csv b/iris/tvae/1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/3/train.csv b/iris/tvae/1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/3/val.csv b/iris/tvae/1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/4/synth.csv b/iris/tvae/1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..194cfc4cff84537dd45a05e104c84cb4aa22703f
--- /dev/null
+++ b/iris/tvae/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.700274709416722,3.0698464734628192,1.4581153733754713,0.15355259314994188,Iris-setosa
+1,5.899703239632884,4.036277728341131,1.416266316340008,0.3244213800125145,Iris-setosa
+2,5.66869273285076,2.80006221504782,4.559604323357053,1.7007302397790562,Iris-versicolor
+3,4.519677549373946,2.8277912292275276,1.380339482596158,0.10270893287986135,Iris-setosa
+4,4.820090806867254,2.9692374463402835,5.014905103466885,0.3340359710365794,Iris-setosa
+5,5.496915924087774,3.084578335726699,4.0870211218300945,1.6893163075714732,Iris-versicolor
+6,6.41892355695351,2.869511504049742,5.330508505252881,1.7026663385301453,Iris-virginica
+7,5.176165635016656,3.6524273958103413,1.497432269958151,0.1511757402027248,Iris-setosa
+8,6.091033792277732,2.754606157199035,4.151692606340066,1.327437121090854,Iris-versicolor
+9,5.1273600063755245,3.2404021095212765,1.4942026053536013,0.29655432373781226,Iris-setosa
+10,6.427252644193957,3.1183019909305383,4.769870124694055,1.425605079666826,Iris-versicolor
+11,6.6329613330996775,2.8258849663996672,5.971066959751134,1.8862330889502634,Iris-virginica
+12,5.805404645447561,2.6482486368709757,4.487708670441593,1.6529324191842618,Iris-versicolor
+13,6.6040475264465295,2.524809492081786,5.180503014406414,1.8202127993194575,Iris-virginica
+14,5.349884875304245,2.8533243956018417,3.727895441717166,1.2761002829842154,Iris-versicolor
+15,5.316820809482168,3.0669844864781406,1.3424069590968448,1.2936760842163246,Iris-versicolor
+16,5.777459863159469,3.0044210179073154,4.39447161181676,1.568533712758805,Iris-versicolor
+17,4.826660342973975,3.286430916731422,1.3031135661774953,0.24576110869466183,Iris-setosa
+18,5.764615118591719,2.5500206609058584,4.093662817304133,1.227077874545294,Iris-versicolor
+19,5.232574066968941,3.457919387637398,1.5521373292525609,0.20408816475040858,Iris-setosa
+20,5.536086805818368,2.781837620005514,4.637029691474912,1.4168900465066276,Iris-setosa
+21,6.159495489788368,2.6051256102894254,4.826279917969738,1.7552496861667346,Iris-virginica
+22,6.057247707142367,2.7183599537126923,5.170057706123969,1.7535842919815328,Iris-virginica
+23,5.5953503249093,2.5363740663603664,3.974991237213504,0.9409258209075174,Iris-versicolor
+24,7.07387187889652,3.3309443505210883,5.739341629361906,2.3313314301274333,Iris-virginica
+25,5.40980660320325,2.9297921160070137,4.424635384564831,1.0897181856520373,Iris-versicolor
+26,5.045742065386404,3.019966506137879,1.3891163837816833,0.24778959308659054,Iris-setosa
+27,5.516387275214582,4.175753245407254,1.8246407290766113,0.1364424434489887,Iris-setosa
+28,5.549927963823252,3.5626420590512113,1.4145264481249975,0.20083831787837364,Iris-setosa
+29,5.226248044825502,3.7955601469043474,1.9422707015801501,0.3952750913250399,Iris-setosa
+30,4.998712667933304,3.311290787798159,1.5905520398368789,0.24848042939952553,Iris-setosa
+31,5.135100146121208,3.0381574285441793,1.371067112507163,0.2347585403082702,Iris-setosa
+32,4.9044162689058535,3.1428742826465785,1.387218380968831,0.21366855663341283,Iris-setosa
+33,5.5310216274157,3.0870424879525165,4.853422631038492,1.6429783915744216,Iris-versicolor
+34,5.779085180627761,3.319434238904441,4.484106529639306,1.4717028497429077,Iris-versicolor
+35,5.080810277809655,3.0569173807358134,5.003743173708768,1.9271944999044368,Iris-virginica
+36,5.38764644617511,2.4125288283778032,3.3915757944569975,1.0415327521004685,Iris-versicolor
+37,5.128419061610438,3.1338000883666077,1.3409793025474717,0.33143821732709705,Iris-setosa
+38,6.990211159460697,3.045120144676109,4.496374643107549,1.368194292697063,Iris-versicolor
+39,4.910518708626824,3.1224838651590265,1.4683337048749796,0.17748627085041768,Iris-setosa
+40,6.599399322347919,2.850294428319047,4.579922967348107,1.365013518963527,Iris-versicolor
+41,5.044933703171275,3.5133221873749427,1.3191805427289647,0.24761646715371569,Iris-setosa
+42,6.016529519654466,2.4220994128163995,3.749954589700846,1.448505305439913,Iris-versicolor
+43,6.492576803727153,2.847139661798557,4.864788017239269,1.3877560974691794,Iris-versicolor
+44,6.284977556893865,2.940925487074665,4.368046296886784,1.2831193230986935,Iris-versicolor
+45,5.413755710712364,2.9026783810762526,1.3906391061497847,0.16577735250756337,Iris-setosa
+46,5.819073502276237,4.022056340223122,1.6934614324869757,0.281590398826025,Iris-setosa
+47,5.862694073975385,2.530308687279253,3.973617836493218,1.2555748495627377,Iris-versicolor
+48,5.288971424300723,2.790470212931771,3.741407644776762,1.5064813703163717,Iris-versicolor
+49,7.536299862906982,2.4206708207804097,6.69248032522179,1.5881802886014345,Iris-virginica
+50,5.766291652959205,3.8087972918045,1.621567834490143,0.2963520517265629,Iris-setosa
+51,4.63580536757448,3.6795336026183154,1.3817469916551843,0.179795332102978,Iris-setosa
+52,5.007671233186198,3.9428105835209775,1.6667602384919058,0.2251168102646862,Iris-setosa
+53,4.401523602602726,3.2259856748474296,1.3213794909020191,0.13426326483121298,Iris-setosa
+54,6.334262588116723,3.394453980675229,5.685816703034293,2.1414702201489093,Iris-virginica
+55,4.863985239375684,3.2690946289179617,1.2659791858449507,0.09091297925336272,Iris-setosa
+56,6.149233038006775,3.332722716678033,4.698369219264785,1.4519677625555676,Iris-versicolor
+57,5.1270323583989015,3.1786176202729792,1.624353501122012,0.3389590962600224,Iris-setosa
+58,6.272744658810289,2.8420652751752966,4.781182305450634,1.5022095426622655,Iris-versicolor
+59,7.329680568752849,2.4656179209622366,6.007227536986858,1.7839314465306568,Iris-virginica
+60,6.412571514278535,3.813625770049805,1.5695660516705678,0.26339581483655966,Iris-setosa
+61,5.4272048570403975,4.273871147386731,1.336767924528239,0.21592021514331258,Iris-setosa
+62,6.190838710236576,2.832908803946196,4.499155524207112,1.5331087108378443,Iris-versicolor
+63,6.019039217561269,3.003432918182089,5.853292327617497,1.989228979302966,Iris-virginica
+64,5.281582017148589,3.568334296497388,1.7934682079238902,0.3092994221942935,Iris-setosa
+65,4.733833467228668,3.565207330359989,1.4266453390121383,0.28714981306505605,Iris-setosa
+66,6.138674312119653,2.8152446287768336,4.8551872219849415,1.6244036537800495,Iris-versicolor
+67,6.553589212761473,3.221446190111493,6.114191363393214,2.1954990188125985,Iris-virginica
+68,4.906105927741155,3.564616668680605,1.6884393731171712,0.14836912635389427,Iris-setosa
+69,7.208635078795602,2.4542817273512765,5.50665206695362,1.7008745296538064,Iris-virginica
+70,5.028208882046007,2.968482686512562,1.4307620695408036,0.3704141325858066,Iris-setosa
+71,6.734010975135772,3.384376518108956,5.933783807537343,2.339742487088072,Iris-virginica
+72,5.897619135115297,2.93946286680161,4.289945711460828,1.1796181589363108,Iris-versicolor
+73,5.619723449062702,3.7680921799770606,1.2385005246124345,0.2826574359777132,Iris-setosa
+74,6.987834701410218,3.0715403697132344,5.658414366376505,2.074114477404384,Iris-virginica
+75,5.857446847568426,2.837388405426567,4.820624740271438,1.8372650111923665,Iris-virginica
+76,5.87148781868756,2.796088756912894,4.769642899385388,1.5801110020601694,Iris-versicolor
+77,6.370538905222292,2.9485364389713014,4.675642192202891,1.6569241592047939,Iris-virginica
+78,5.602076015892837,2.6755746585049796,4.649040028085689,1.1876954364394825,Iris-versicolor
+79,4.82727269869008,3.1547591787310125,1.56571697154765,0.25862995941768085,Iris-setosa
+80,6.178655905342347,3.1046029341054617,5.503167031118889,2.2602363746905176,Iris-virginica
+81,6.980679367812461,3.0868493484460715,5.151155237372251,1.4656808819451697,Iris-versicolor
+82,5.898608948619924,3.484702795311834,5.568228174438802,2.0831450148411275,Iris-virginica
+83,6.71988809883872,3.1490208050591724,5.226245012706558,1.5946147559166468,Iris-versicolor
+84,6.80462582673743,2.8499432631777246,5.723767718685922,1.8855928944789808,Iris-virginica
+85,5.90703424594796,2.6706222734296285,1.3775619737468638,1.5766872162688765,Iris-setosa
+86,5.7761847212071205,2.5745542521365343,4.582074233459393,1.8626026226578098,Iris-virginica
+87,5.890980871718719,3.4496203758770663,5.277314100755907,2.324192944500355,Iris-virginica
+88,5.870675920436731,2.806507829600747,4.404471805265056,1.258046936258301,Iris-versicolor
+89,6.091119364406859,3.0423969282388654,4.3619739933470605,1.4658518225279633,Iris-versicolor
+90,6.100557752982631,3.2605844814807434,4.489347327754783,1.3431722286169263,Iris-versicolor
+91,6.087412350530272,2.653166387322923,5.133549008133357,1.7487169401286187,Iris-virginica
+92,7.746838395939739,2.8831878290008337,6.180765869302904,1.9800076827170283,Iris-virginica
+93,5.326463968761075,2.860940350925845,4.548173773751581,1.2270036767214791,Iris-versicolor
+94,6.495777729193609,2.633249350235465,4.102922284682904,1.2870158627036936,Iris-versicolor
+95,6.395022928918139,3.086590999536539,4.789109846345584,1.7773037224204014,Iris-versicolor
+96,5.235708728368922,3.8948786501022044,1.5212693724693833,0.21313718901183248,Iris-setosa
+97,5.2285465539561065,3.166219309183034,1.5265568999393853,0.3385659493091662,Iris-setosa
+98,4.669183647316849,3.3880408168599345,1.2333880130327253,0.058026123322085926,Iris-setosa
+99,5.361343407053374,3.6086113695311384,1.999006352059978,0.4047930929460227,Iris-setosa
+100,5.317080088934727,3.4090403635804334,4.952418652209441,0.3836051287116422,Iris-virginica
+101,5.660060644802137,2.692273167295983,3.789042717145929,1.178869763144084,Iris-versicolor
+102,5.035076781789304,2.8317637098324173,1.2150972161513671,0.17318861023255752,Iris-setosa
+103,5.607973246321622,2.4611361922432042,4.173958262754781,1.6180603511248044,Iris-versicolor
+104,4.974517005480003,2.8983315609113993,1.4850236870040199,0.28031124275695757,Iris-setosa
+105,6.077416576069388,3.0910844117658,4.169661845222331,1.2948817914375648,Iris-versicolor
+106,5.594583854931188,3.430033501279887,4.8273342802961015,1.4205479000582466,Iris-versicolor
+107,6.302582087945071,2.9647829679736297,5.54566338148042,1.9543836770473646,Iris-virginica
+108,6.616702998882795,2.5057383438180403,5.233478330423432,1.9111492613364682,Iris-virginica
+109,4.387050155663102,3.235190669372202,1.3132174754530541,-0.007097924747659523,Iris-setosa
+110,6.363481984578683,3.958277214608924,1.567425061068073,0.3442560673457845,Iris-setosa
+111,6.876290771736513,3.3335425044448557,5.6448386307964,1.7487297728931073,Iris-virginica
+112,4.889591748584807,4.007934222505256,1.190785308642508,0.1881839084313042,Iris-setosa
+113,6.008201161656372,3.25674934422443,4.573728688071329,1.3355136852036587,Iris-versicolor
+114,6.480617230334485,2.612669730478338,5.348163230828234,1.874130288362371,Iris-virginica
+115,6.815610135654927,3.441460004727236,5.689233391396965,2.2015819911815946,Iris-virginica
+116,4.946816403545974,2.889529833813505,1.3896974117171281,0.19018624129713924,Iris-setosa
+117,5.1884598960055826,3.4495122632470836,1.7577040047316266,0.5008155085966727,Iris-setosa
+118,6.7409029076610905,2.5301869672555366,4.199343813372895,1.3619376470971876,Iris-versicolor
+119,5.164671982972183,3.4201550172161186,1.3418247686811604,0.20703383973310352,Iris-setosa
diff --git a/iris/tvae/1/4/test.csv b/iris/tvae/1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/4/train.csv b/iris/tvae/1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/4/val.csv b/iris/tvae/1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/5/synth.csv b/iris/tvae/1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f48edd30f2ff36a2b2d805636a7d0678cbd13d7f
--- /dev/null
+++ b/iris/tvae/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.155932809986769,3.2815005829620434,5.904002714122517,2.0432519606812565,Iris-virginica
+1,6.20555300704356,3.344919411011222,5.326731140123176,2.0603329400690327,Iris-virginica
+2,6.866831215564096,2.942142667612551,5.493593574157293,1.965465432588415,Iris-virginica
+3,6.227340511195985,2.8578753694013463,5.22197173199453,2.3130050461024068,Iris-virginica
+4,8.05731766702339,3.099589583397043,6.808735227348251,2.194957583650564,Iris-virginica
+5,6.5980918714993475,2.650210131120285,4.941459105409962,2.0327023666809474,Iris-virginica
+6,5.555096448378913,4.017998618947694,1.2663338862261975,0.08455364997191595,Iris-setosa
+7,7.631734536666205,3.0320087647361147,6.530580842107735,2.1079661951357287,Iris-virginica
+8,5.039664054685641,2.8427051040862175,1.4840791490776537,0.17816980506272145,Iris-setosa
+9,5.565855832540936,3.0307855320117545,4.480488699719522,1.3917881405458534,Iris-versicolor
+10,5.619784224739632,2.8536543580425646,4.750017164941431,1.599509064335468,Iris-virginica
+11,5.766886647923703,2.886530440670031,4.674000178135741,1.1911409538041229,Iris-versicolor
+12,5.390615861875937,3.6649413064449603,1.6722748498325934,0.3185557486341628,Iris-setosa
+13,5.770591472893412,2.70332916821463,4.71378642515406,1.4392606088017432,Iris-versicolor
+14,5.262336795709559,2.513372252379782,3.6463408520693976,1.4235678805853573,Iris-versicolor
+15,4.439851247385818,3.274927573024083,1.4004476315957306,0.130065565439114,Iris-setosa
+16,6.798179656910975,3.286418390706074,5.508171949311406,1.6723351075146007,Iris-virginica
+17,5.783837181579947,3.1096330074527714,4.61641882388097,1.3165079184341935,Iris-versicolor
+18,4.9375756796975985,2.6390578027234532,3.44470075992313,1.0762109583816168,Iris-versicolor
+19,5.011405593878286,3.7650168794938272,1.5206487844381902,0.16621590978157355,Iris-setosa
+20,5.59051002278397,3.259031626170388,4.47594435119866,1.3268002748578085,Iris-versicolor
+21,5.022658126922723,3.641829616709628,1.4769916637109708,0.3136195257012711,Iris-setosa
+22,4.545775384494512,3.181456948090666,1.424391382140988,0.2437443990176161,Iris-setosa
+23,5.681110865614422,2.7416772672557146,4.680552834240879,1.7141565724831707,Iris-versicolor
+24,6.160328389877694,2.6745154275291942,4.199639618343033,1.5541125962913536,Iris-versicolor
+25,5.697891481093639,3.0541233912389214,4.355376025033265,1.2178110585334654,Iris-versicolor
+26,5.076218129427905,3.4127990099238033,1.7210576361269518,0.30020151364468406,Iris-setosa
+27,6.60033375301991,3.232838186073332,5.85180414487943,2.1661943119873586,Iris-virginica
+28,6.359587035806736,2.9784025349982013,5.4451756084270935,1.9927018334297484,Iris-virginica
+29,5.936789290843535,2.5099138468393862,4.911620492111175,1.8678552271843827,Iris-virginica
+30,6.147482232632738,3.027789133599676,4.944267106935169,2.0221766819163207,Iris-virginica
+31,6.640376032889488,3.0453563967174384,5.692572354338293,1.790348019124528,Iris-virginica
+32,7.420525162486243,2.510367646043724,5.601213659007605,1.990027585267443,Iris-virginica
+33,5.863206091106599,3.022755630209213,4.607774786894039,1.6771879706803734,Iris-versicolor
+34,5.197950325324637,3.4347357100165317,1.7630306404332485,0.256886256375993,Iris-setosa
+35,6.194616558922041,3.1232090551895877,4.911133820461095,2.0605146287468132,Iris-virginica
+36,7.110242358925198,3.52224209524702,4.867363349726449,1.6607403421245388,Iris-versicolor
+37,4.610932993014634,3.0242149246941796,1.325805883309703,0.08121354084335486,Iris-setosa
+38,5.92768182414846,2.713466588271979,4.522849732598143,1.3578328721675161,Iris-versicolor
+39,6.036556510334136,2.8228058630326265,3.9451084002661982,1.3992091510951816,Iris-versicolor
+40,5.494153638586629,2.723602223454501,4.149558567504353,1.0585174962625985,Iris-versicolor
+41,5.703825323131651,2.979145113041914,4.336140021948886,1.8038522895522835,Iris-virginica
+42,4.986332039365835,3.056364518156046,4.906509540815157,0.3623081185085697,Iris-virginica
+43,6.121399099488684,3.125719530742502,5.610503501119251,2.0831902954678263,Iris-virginica
+44,7.227703645202455,2.7988992272298177,5.739761162650604,1.9822464882089155,Iris-virginica
+45,5.481050953260514,3.6651274726038556,1.8695546589421879,0.33997460155946807,Iris-setosa
+46,6.665603904260598,2.896434964244266,4.427280209896332,1.3901566031189743,Iris-versicolor
+47,6.085375531752448,2.9480967389167287,4.780523696692997,1.5127193766413733,Iris-virginica
+48,5.84824534510328,2.8430831814292112,3.9792010282947596,1.630738837150427,Iris-versicolor
+49,5.868365203078401,2.742393046654403,5.262301917435807,1.8708723080739644,Iris-virginica
+50,6.0099637549302525,2.961258107906365,4.687926342468313,1.5049565496785238,Iris-versicolor
+51,5.752785267897939,2.592122101893762,3.9293243419921886,1.048789126273141,Iris-versicolor
+52,6.144762026793087,3.6751386448998837,5.299140321492021,2.1669562555458493,Iris-virginica
+53,6.168054071341571,2.9505874589865337,4.168924244563398,1.2399089800951646,Iris-versicolor
+54,6.225883360773841,3.0073652602660146,4.78110495125826,1.5285171098525874,Iris-versicolor
+55,5.071063801988987,3.392597585075103,1.3184299239977868,0.1406038720613545,Iris-setosa
+56,6.340406236263401,3.176897310918906,5.563144234681628,2.425911928443613,Iris-virginica
+57,6.349553756622697,2.426065191379406,4.423270634063022,1.5580709325799913,Iris-versicolor
+58,5.827846249926907,3.1054706714390186,4.552965238220981,1.5964701034164326,Iris-versicolor
+59,5.810037442652434,2.4449065866823854,3.6734548958921804,0.994886401203102,Iris-versicolor
+60,4.495823283799425,3.263042151293082,1.318578299605092,0.28750546760547185,Iris-setosa
+61,5.210223597312852,2.9341152813907723,1.5499026399473346,0.9067714194996407,Iris-setosa
+62,6.200224290032624,2.922002933859484,4.682815249568397,1.487347792836041,Iris-versicolor
+63,4.724565453720014,3.002095137066493,1.483308973206008,0.3225579190212103,Iris-setosa
+64,5.955906071200944,2.66679038301979,4.7721329787341435,1.845284785941815,Iris-virginica
+65,4.468183231133695,2.9833758759699114,1.4058138780862286,0.020138986416091437,Iris-setosa
+66,6.6900885189902874,2.9885959739661803,4.643597833270442,1.320586247775713,Iris-versicolor
+67,4.8043932872397095,2.882070492010979,1.1924539891702497,0.3257336724216091,Iris-setosa
+68,5.318869347741277,2.7432985779438956,4.1674142042284315,1.5705423441680322,Iris-versicolor
+69,5.237543568320032,3.316275532618642,1.9469727707911808,0.3973529457865168,Iris-setosa
+70,4.702426676099695,3.7138620293157425,1.5616352850750876,0.18425010635222233,Iris-setosa
+71,5.240788551897028,3.6388958337504707,1.5757623301523684,0.18620587081304202,Iris-setosa
+72,5.977437088585021,3.1595948778109966,4.7889625059860075,1.5014033369246846,Iris-versicolor
+73,5.340472232457253,4.1961052559441026,1.7435677741402533,0.16169818334656674,Iris-setosa
+74,5.485048812386929,2.759677616047967,4.6606968960914035,1.4515754656994415,Iris-versicolor
+75,5.337411350668117,2.757114096101648,3.829904736888661,1.583533736140083,Iris-versicolor
+76,6.035799481834934,2.7681966070345996,4.544885482300108,1.1343300812999089,Iris-versicolor
+77,6.55667583303733,2.752392494148898,5.266853806768701,1.7697122239301897,Iris-virginica
+78,5.14994759924714,3.73356601208521,1.4632105708259278,0.16096760663318105,Iris-setosa
+79,5.004179608011942,3.2642460113943597,1.1721986238208557,0.13604010207185924,Iris-setosa
+80,7.577951936455645,3.48657672588684,6.056897960627975,2.394690710360937,Iris-virginica
+81,5.7320212267190325,2.675860944226179,4.30558646673988,1.2229050506017758,Iris-versicolor
+82,7.715577133862276,2.660783399441039,6.381087702900184,1.8950057097571014,Iris-virginica
+83,6.2686996060196,2.793571268300356,5.289952417036717,2.2148757913397623,Iris-virginica
+84,6.397530816549634,3.449402916246841,4.74036430259566,2.230287866784744,Iris-virginica
+85,7.11235903295763,2.81322551941157,4.8892991389816975,1.749590580349226,Iris-virginica
+86,6.184236797515532,3.086365316166619,4.926604027439559,1.3964687307076642,Iris-versicolor
+87,4.932106429285009,3.192348328384112,1.6379656664501414,0.2973011423133147,Iris-setosa
+88,5.709590254530409,2.8582348799661053,4.088450721868784,1.3751219360658649,Iris-versicolor
+89,5.6043319393168,3.353421874517286,4.295237778687197,1.4706536880065941,Iris-versicolor
+90,4.907296255145649,2.774422775986216,1.5693999237204623,0.3314060323948428,Iris-setosa
+91,6.235293233108639,3.773403233065014,1.6277698038417925,0.23269582557765328,Iris-setosa
+92,5.867519524766253,2.749188715437437,4.046600644862658,1.676553201389395,Iris-versicolor
+93,6.159876747641777,2.81027638855347,4.490792133428462,1.2081408014124801,Iris-versicolor
+94,5.645267133662032,3.847842339574174,1.4410415768310396,0.28587740327533956,Iris-setosa
+95,6.752348389221302,2.796873854630585,5.028041256487468,1.404303539219612,Iris-versicolor
+96,7.33048262267066,2.961799335536617,6.258383625318837,2.063390033723106,Iris-virginica
+97,6.0286689086186,3.447181588372581,5.208303648474844,1.9462086683339623,Iris-virginica
+98,5.516281132785136,2.8116033282410844,4.012064541215491,1.0869868335571549,Iris-versicolor
+99,5.012867364281254,3.1000615155780253,1.1047490522883,0.10029501086653028,Iris-setosa
+100,6.274879970788878,3.0232655092138145,5.6682957311303355,2.257909348716366,Iris-virginica
+101,6.361281396949419,2.678721258280816,4.624844349041558,1.469457764126197,Iris-versicolor
+102,5.392220442629517,2.85657710068395,4.538554585175382,1.6421335780471655,Iris-versicolor
+103,5.0194115216097055,2.533544862427311,2.757266142447409,0.8234642145552314,Iris-versicolor
+104,6.1171349794925165,3.833622076573325,1.5746944076805287,0.3907460906051511,Iris-setosa
+105,6.256950798870755,2.7984600354958404,4.886172227543401,1.645999204724645,Iris-virginica
+106,4.963305336899196,2.919206774737868,1.049456575949491,0.08193377509205363,Iris-setosa
+107,6.735779020098559,2.9943469744939715,5.618097268056625,1.9145494642015886,Iris-virginica
+108,6.080166125495375,3.115506255652772,4.678375114756049,1.506188151131541,Iris-versicolor
+109,5.553227403198771,3.1367542406148274,4.635105886126782,1.244032949733161,Iris-versicolor
+110,6.912082963491816,2.9689739844798377,4.472044903059951,1.5055787453707106,Iris-versicolor
+111,6.715774538115692,2.76295739875153,5.033194423449116,1.3118667250972222,Iris-versicolor
+112,4.930679638634789,2.219125562490789,3.7331198244257306,1.1724574779535162,Iris-versicolor
+113,5.032360324111522,3.4049934115846,1.627162750493788,0.24722543582112447,Iris-setosa
+114,4.798726806742961,3.721615320274823,1.3445708263221001,0.31850709020491264,Iris-setosa
+115,5.635124468922513,2.890566072963106,4.638996800832671,1.5996016862786289,Iris-versicolor
+116,5.131698236243916,2.9559871063393395,1.61274624501222,0.26909279062759583,Iris-setosa
+117,4.81288792968201,3.234029129867413,1.3644105673881923,0.33362535854713443,Iris-setosa
+118,5.101185425758197,3.657473856422369,1.5174344492098208,0.15703363534958414,Iris-setosa
+119,5.695374700110866,2.539493675512644,3.987390401828022,1.2409952931515562,Iris-versicolor
diff --git a/iris/tvae/1/5/test.csv b/iris/tvae/1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/5/train.csv b/iris/tvae/1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/5/val.csv b/iris/tvae/1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/6/synth.csv b/iris/tvae/1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d93b52ac483795376d91dafd1574da29d58f8d59
--- /dev/null
+++ b/iris/tvae/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.340075765913043,2.9813742517476802,4.386831608626737,1.4763883303884777,Iris-versicolor
+1,6.628494460209247,2.9349793951616836,4.295364821418358,1.4266823452280837,Iris-versicolor
+2,7.318955040762545,2.999694305488713,6.153532438850259,2.2570023740388727,Iris-virginica
+3,4.902752714889886,3.0788370317472533,1.399277264902794,0.22206495515990984,Iris-setosa
+4,4.507669399467852,3.1977679723483123,1.5316694055604747,0.12561832818030563,Iris-setosa
+5,6.309588508551061,2.8482536080448027,4.494398771881027,1.3948212858593705,Iris-versicolor
+6,6.315993769584611,2.613896900950974,4.167727812341843,1.3295246196394466,Iris-versicolor
+7,6.278793022452661,2.802226557857159,4.618983859597673,1.7218260312363616,Iris-versicolor
+8,5.465728176634561,2.3374439705777053,3.9046981660672726,1.2955175784188684,Iris-versicolor
+9,4.94522656766166,3.0188856119723235,1.3008436023089862,0.11398332655195106,Iris-setosa
+10,7.463685730377209,2.91871256326851,4.986491181738124,1.427389198255832,Iris-versicolor
+11,7.100332340253207,2.8410164677721297,5.97565156758683,1.9928227574192403,Iris-virginica
+12,6.095525741248343,2.9884953944310033,5.177440608996324,1.3929453367164808,Iris-versicolor
+13,5.322097715211154,3.06543404126452,1.4074216941685174,0.21869149740629856,Iris-setosa
+14,8.101811561157433,3.010411732090486,6.629022164040993,1.9906182215168622,Iris-virginica
+15,7.631769903976803,2.9583547152828125,6.407517304393031,2.212445825597664,Iris-virginica
+16,6.497617311342062,3.3135631873812224,5.701879348102489,0.5700596890331351,Iris-virginica
+17,4.906123266243533,2.3037659021578367,3.800078734343386,1.1181673538859633,Iris-versicolor
+18,4.879407283446704,3.094989978047166,1.6436705406000258,0.1910228600801711,Iris-setosa
+19,6.372697780161504,2.609670139229206,4.503985963870656,1.2747601785241152,Iris-versicolor
+20,6.385989000829481,2.8898848495034946,5.560807257213454,1.770447035093454,Iris-virginica
+21,5.405206180890616,3.4015281543192013,1.4863749205522636,0.2559691792844353,Iris-setosa
+22,5.139308841158104,2.7877169614793536,1.5767795737827823,0.3176879814793012,Iris-setosa
+23,6.059054952434627,2.867752210247468,4.799441792791939,1.56701439319445,Iris-virginica
+24,5.564681202755679,2.69656570651742,1.398978892455097,1.2835681636765344,Iris-setosa
+25,6.716773843614828,3.0969926102881535,6.031072143089167,1.6596708303015133,Iris-virginica
+26,5.737707929816007,3.757058108759593,1.854597065293709,0.4295742446518726,Iris-setosa
+27,6.11400510991523,2.885614257282337,4.359607676640003,1.12784943676979,Iris-versicolor
+28,5.846131197565511,2.971729938646045,4.624119093946502,1.7507546903445788,Iris-versicolor
+29,6.6921445593002735,3.2441150553640354,5.5128187589781845,2.4492843473414956,Iris-virginica
+30,5.417831052853705,2.2866189834951216,3.8687110334500803,0.9302587447690838,Iris-versicolor
+31,5.587063157313727,2.8566850766979313,5.302101692986077,1.6627222748176884,Iris-virginica
+32,6.482234541863881,3.1640957165889376,4.89892107327252,1.2748498567250302,Iris-versicolor
+33,7.371824011498935,3.0181639686466237,6.0198116201253296,1.8313140007376185,Iris-virginica
+34,5.840384861750189,3.2904939122603465,4.9222224106091375,1.498631486717783,Iris-versicolor
+35,4.961002226715687,3.308811968406229,1.6045774549957268,0.2319760128886475,Iris-setosa
+36,5.161646892969204,2.511221320675178,3.3178899163173274,1.0563492690833907,Iris-versicolor
+37,6.439047490036033,3.1981469510379323,4.955694789436073,1.3621458288750556,Iris-versicolor
+38,4.544506018151838,2.9849980467338604,1.2725406953055867,0.08747859015342804,Iris-setosa
+39,6.674772315769783,2.8385000492132497,5.565360140696696,1.9250353924525951,Iris-virginica
+40,6.669824708772255,2.9924326510861534,4.872502528375309,1.5269994812773524,Iris-versicolor
+41,6.037249150265276,2.8054508915137517,4.92802963254599,1.5977920528392215,Iris-versicolor
+42,5.803077605090077,2.732130689764409,4.924600389649038,2.020774838744041,Iris-virginica
+43,5.724796119401628,2.6935211858699004,4.173556389377485,1.1850335630734472,Iris-versicolor
+44,6.560143386018575,2.9603601599815548,5.048393769817531,1.2602906567220336,Iris-versicolor
+45,5.7109336669223065,2.990878188682341,4.699995803489762,1.776943067603363,Iris-virginica
+46,5.582916299347845,3.6448878053558693,1.215555917806993,0.3663029698242559,Iris-setosa
+47,5.444722697529895,2.925149225425969,4.988360746495406,1.3293918049238405,Iris-versicolor
+48,6.864952814241939,2.9059074946633894,5.795136199516671,1.6559039134416533,Iris-virginica
+49,5.032463073725986,3.2278391122157593,1.661989815944561,0.2569052692077498,Iris-setosa
+50,6.228576483433527,2.8395005075691544,5.316607486455361,2.097298689124551,Iris-virginica
+51,4.939367527371914,3.259089054104903,1.3957232042425467,0.19969270167262992,Iris-setosa
+52,5.153591715974251,3.5382575293583725,1.5241026016545935,0.2765004547689681,Iris-setosa
+53,6.4599019514757074,2.6419592031754764,4.785213877625397,1.9390483847375517,Iris-virginica
+54,6.3364440995939155,3.088639020655007,5.37770337894483,2.2011112218522846,Iris-virginica
+55,6.596551252431324,2.82948352592734,5.2731935789793765,1.9563486783961266,Iris-virginica
+56,5.240741123614863,3.4414452496652754,1.27111460414743,0.3100204701754598,Iris-setosa
+57,6.07523684584387,3.6836441412377585,1.4947053811451767,0.20765882537919797,Iris-setosa
+58,5.501714515515014,2.9570379629655075,4.842756793301719,1.754190908353831,Iris-versicolor
+59,6.889217257329011,3.3288425408372264,5.956844058887746,2.5043973801189963,Iris-virginica
+60,5.703907749177302,2.895896930102898,4.19110568698084,1.0989075164251991,Iris-versicolor
+61,5.62834235129401,3.127996691970313,5.123723144758438,1.798085999278529,Iris-virginica
+62,7.169235885434331,3.9071626244296134,6.612549418229133,2.92628769414723,Iris-virginica
+63,4.46115021422504,2.763602427613174,1.3839807156636694,0.08723731360509887,Iris-setosa
+64,6.535323155129688,2.8900958596403545,5.061060466603208,1.8466421699083364,Iris-virginica
+65,5.616915578744858,3.0554248546908886,4.614682982459949,1.5684360378924942,Iris-versicolor
+66,5.109592324866755,3.3474298149978954,1.5954897104655654,0.45204631540662177,Iris-setosa
+67,5.2628406908816965,3.52579507552999,1.4790746337172251,0.09125167716619226,Iris-setosa
+68,5.662466269272334,3.6525637288876904,1.4730153966010486,0.32781969683173035,Iris-setosa
+69,5.499136148838783,4.176195642439594,1.4861278828211755,0.07230594850018487,Iris-setosa
+70,6.312028165438359,2.955130225431493,4.394627820343154,1.4412751443055938,Iris-versicolor
+71,5.60197504441625,2.5586657767436196,3.4790332982516468,0.8121130784179081,Iris-versicolor
+72,5.987832318539712,2.8831607027363257,4.119866071140159,1.2066076784851092,Iris-versicolor
+73,5.121514477247534,3.676876548474062,1.4291547038703638,0.2503462608890647,Iris-setosa
+74,5.312163837293366,2.9798601068454373,4.243418503387058,1.1684204005028027,Iris-versicolor
+75,5.084283769542081,3.066888998970522,5.3590460941349,0.34917763072802877,Iris-virginica
+76,5.319677084485466,2.5040452200884933,4.340236187320661,1.2979863607727506,Iris-versicolor
+77,5.64348729742675,2.3698768350684594,5.161895257254905,1.8868050928607771,Iris-virginica
+78,6.926558951741982,2.9698957731640037,5.655646939937163,1.6543707353312396,Iris-virginica
+79,6.97794241215889,2.9438436317333565,5.6539747985348745,1.6822340904193158,Iris-virginica
+80,6.122498838062654,2.70972047564757,4.893834064663772,1.6338158060223975,Iris-virginica
+81,5.862362361993549,4.034346360423977,1.4732397914841469,0.24688989348749799,Iris-setosa
+82,5.398887833753467,2.6628367921516274,4.39936447815195,1.699038379309263,Iris-versicolor
+83,5.87345547717967,3.248094310059843,4.920170810244187,1.6324899781188764,Iris-versicolor
+84,5.112348060540457,3.1350827675845165,1.1539753804651542,1.1252092258798068,Iris-versicolor
+85,4.869047964808175,3.2088422391688924,1.1683431955084143,0.16881915284198684,Iris-setosa
+86,5.294011648317711,2.6406739811017994,1.20104272084134,0.11595557003142601,Iris-setosa
+87,6.516791019973929,3.081975090184857,5.431363884017033,1.9511278746157528,Iris-virginica
+88,5.403962582489564,3.9628293572074615,1.4178569734976068,0.16564495281717045,Iris-setosa
+89,5.719890262689715,2.993824572587408,4.931926905450614,1.7268103485393695,Iris-versicolor
+90,5.500074622921245,2.788194859470744,4.31136507378942,1.4417434889266671,Iris-versicolor
+91,6.027601105607314,2.919456629046083,4.768783855732149,1.5898564181564743,Iris-virginica
+92,5.133363864398974,2.3872977319326685,3.7346424605633217,1.2755495989422672,Iris-versicolor
+93,5.37352472888319,3.3832523685519647,1.7773412506078097,0.5285402829807787,Iris-setosa
+94,6.24963411040409,2.6713878407065366,4.85707403635316,1.9228442064570193,Iris-virginica
+95,6.261924775411117,2.7002455158979086,5.284661299794306,1.4049211945076578,Iris-versicolor
+96,4.941859864935006,3.0871182023683685,1.4307125041304856,0.20138191459396843,Iris-setosa
+97,6.080921666790234,3.147510504082888,4.450475144124421,1.201916012658025,Iris-versicolor
+98,5.177753761872611,3.784350734069447,1.4295395957648602,0.19275939723086816,Iris-setosa
+99,6.361895852579378,3.264685681256862,4.968576885130263,1.416606904719,Iris-versicolor
+100,5.616035380169174,2.4718480050781277,3.732884655493528,1.0418582375320664,Iris-versicolor
+101,5.816036663841998,2.6646303210027216,3.8521937397611064,1.4162814830049832,Iris-versicolor
+102,5.942100172521718,2.651580464403633,5.009250303885175,1.6944264694348161,Iris-virginica
+103,5.20310521012019,3.2789053193164728,1.5727842827791334,0.18866077204654177,Iris-setosa
+104,5.02227653150225,3.5443693037603374,1.6735909151994637,0.14118654817922288,Iris-setosa
+105,4.691878169118483,3.2480314091651477,1.3247507129066514,0.2415146701585138,Iris-setosa
+106,6.545986961594645,2.822304230140076,4.9767245662649175,1.530036194804244,Iris-versicolor
+107,5.859799204087698,2.8534400008843006,4.755547939871186,1.530848494827436,Iris-versicolor
+108,4.896832274747071,3.566993586167619,1.6297144102219157,0.14134370689912826,Iris-setosa
+109,5.326462560747253,2.9061569520310084,4.086832945647409,1.1510133099212876,Iris-versicolor
+110,5.798345562193482,3.051534687183527,4.893301612972715,1.7336565546357854,Iris-virginica
+111,5.189421748942007,3.006347441383959,1.5598025137330283,0.36409931081072505,Iris-setosa
+112,4.61397441918876,2.8176419821982615,1.516060766508358,0.21035031868794185,Iris-setosa
+113,6.001601777113929,2.7520679870365727,4.252117261305575,1.8072421333924327,Iris-versicolor
+114,6.701404557673094,2.9469788337461154,4.573779002970241,1.4726391582981835,Iris-versicolor
+115,4.945425513490752,3.4956330258288415,1.3784463081546348,0.11960064511812926,Iris-setosa
+116,5.596904601544382,3.421009030865134,1.6846065003347435,0.24640246277015257,Iris-setosa
+117,5.623662696057973,3.2516533830643892,4.297767407803068,1.3922037662552076,Iris-versicolor
+118,4.8618702946135635,3.004320949498405,1.4211679473736298,0.23748945817627343,Iris-setosa
+119,5.928588386241293,2.9026992462377477,3.8925191493019144,1.0852073338554729,Iris-versicolor
diff --git a/iris/tvae/1/6/test.csv b/iris/tvae/1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/6/train.csv b/iris/tvae/1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/6/val.csv b/iris/tvae/1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/7/synth.csv b/iris/tvae/1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..381c0890f9fef8672b7ad729da8eda5474044c0f
--- /dev/null
+++ b/iris/tvae/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.308432059779989,2.7152355052631507,4.343227253323483,0.6453914732129625,Iris-versicolor
+1,4.69115755487771,2.8382673259334914,1.2387621367552728,0.30705111388499345,Iris-setosa
+2,5.216512593784273,3.516597269048478,1.8139764491421264,0.3397529290259499,Iris-setosa
+3,5.08917992089378,3.0021526340894806,5.0979034087531785,2.0572677716191405,Iris-virginica
+4,4.664225057571346,3.0420527787750897,1.5893769614321391,0.21562575606708678,Iris-setosa
+5,5.579509123037928,3.142031906616615,1.2528427545844358,1.3797893092001643,Iris-setosa
+6,5.0407394278716415,3.4367953856859272,1.6475062936978127,0.22279145868506128,Iris-setosa
+7,6.2622246090010485,3.0289375375818404,4.513424734637612,1.530069089354408,Iris-versicolor
+8,5.557737337864456,3.954753118487959,1.803558259635851,0.35621618289558704,Iris-setosa
+9,5.1019510601712,2.914180641048016,4.499284339924385,1.5391044376682554,Iris-virginica
+10,4.9240604791537015,2.983956343472122,1.2981957393965278,0.17065743711979472,Iris-setosa
+11,5.306428332641994,2.313412859569118,4.038987953836453,0.7534844048575565,Iris-versicolor
+12,6.678193186422046,3.1872583217954373,5.475008252430365,2.273420611355087,Iris-virginica
+13,5.129980078857996,2.600070742717295,4.088329116877255,1.5383078125112069,Iris-versicolor
+14,4.732787707719071,2.722060667464646,1.368203959587405,0.24104064095969457,Iris-setosa
+15,4.488261274123209,2.697448532300361,1.583644808380821,0.11843072945466016,Iris-setosa
+16,5.69891977486851,2.865799736509996,4.294444913021564,1.3331163321301247,Iris-versicolor
+17,5.23070972629731,3.3128097008056687,1.4775955378373735,0.30353285249226836,Iris-setosa
+18,6.286331958637936,2.3390028978846154,5.0774825695614,1.7458492785416901,Iris-virginica
+19,5.816673605613275,2.8679333288173785,5.265586365173446,1.971331836417307,Iris-virginica
+20,6.5494382655133245,2.6397641948933854,5.082651905144749,1.7822580772493222,Iris-virginica
+21,6.827891488483871,3.132017385516739,5.986391736082544,2.0114428846557324,Iris-virginica
+22,5.767590824481978,2.798386748227707,4.513973858782474,1.769460310166579,Iris-virginica
+23,5.67941138012712,2.499144726737308,3.054433503294007,0.7419720333738381,Iris-versicolor
+24,6.571023518052855,2.645111642159639,4.632907900695899,0.8823207045342949,Iris-versicolor
+25,4.581326118006318,2.9015239756924496,1.4414987052705694,0.14118256848343058,Iris-setosa
+26,6.076355600829251,2.8504524239985485,4.168552286741604,1.3246122075928173,Iris-versicolor
+27,4.883305107809255,3.2370510603069755,1.264873751648858,0.1770559004076595,Iris-setosa
+28,5.486253385649185,3.713034672120305,1.5643492337311755,0.25774271742154387,Iris-setosa
+29,5.320084987734579,2.3993976702358513,4.199070846062836,1.2084389379556935,Iris-versicolor
+30,5.333937833047473,3.750138491954803,1.8562970061090276,0.4906684725378465,Iris-setosa
+31,5.25612436550059,3.129413965462378,1.6902979431050924,0.2719007715176525,Iris-setosa
+32,4.8930443220375714,3.1352168945333725,5.250191194733091,0.33349006204684145,Iris-virginica
+33,6.73117687040004,3.117810969427569,4.337229322176142,1.3225873833336645,Iris-versicolor
+34,5.803678875876441,3.210616493345002,5.447389601171653,1.866251648034393,Iris-virginica
+35,4.528282850072552,3.5147148602059457,1.502130110974098,0.26917112404314053,Iris-setosa
+36,5.0739638201179185,3.6166246550328305,1.2690175000885058,0.1843493033807329,Iris-setosa
+37,5.374823478519093,3.845481403172301,1.5027638454755314,0.21202068451491432,Iris-setosa
+38,5.951417045625645,3.8989279882765904,1.1353688756705753,0.35750913998815376,Iris-setosa
+39,6.421873963821044,3.169922442123559,4.749167243082282,1.5496322170871102,Iris-versicolor
+40,5.15089756705325,2.940329564030897,1.2428673979541973,1.081606186274648,Iris-setosa
+41,5.296785307343913,2.9355679492138393,3.9361234915157874,1.5001990958483504,Iris-versicolor
+42,7.070764495603026,3.134157934837183,5.239911594187607,1.5475252268765836,Iris-virginica
+43,7.412286519677112,2.527188450835862,6.359892451468488,1.9488519043588513,Iris-virginica
+44,5.544879116245218,2.87078761071921,4.300684586876442,1.247140509077417,Iris-versicolor
+45,4.688912421799429,3.5314174987865643,1.4832797109778648,0.09121921340679506,Iris-setosa
+46,5.978943345268452,2.8055712057761677,4.409684669603324,1.5480436334794516,Iris-versicolor
+47,6.1792947983104085,2.9763518972046006,4.644594646133467,1.658357205912258,Iris-virginica
+48,6.279840496809963,2.7179795268566087,4.273227836718825,1.539070188391424,Iris-versicolor
+49,6.582774160818998,2.688820896081638,5.708678297720261,1.759495265855226,Iris-virginica
+50,6.504842403271769,2.7569156808338553,4.789493026749416,1.6929557951299712,Iris-versicolor
+51,5.275155204274877,3.4517235915998814,1.6472142951287887,0.4094301072652681,Iris-setosa
+52,5.184262313132942,2.4865627625033326,4.1726044281209616,1.135929480988485,Iris-versicolor
+53,4.680149479527598,3.051003603317678,1.1772747947521394,0.0917202546452579,Iris-setosa
+54,5.158802957722252,3.07145548306745,5.198813788654019,2.0111785107357423,Iris-virginica
+55,5.247672794488785,3.6377973987757874,1.5573701692132367,0.21998748758372333,Iris-setosa
+56,6.140615433052414,3.1843696848142335,5.064116875979881,1.4203729960763385,Iris-versicolor
+57,5.099301025375839,3.24568861856032,1.3229354778666302,0.12610985238888223,Iris-setosa
+58,5.152259662333052,3.1938914031448737,1.7922005925663569,0.3100524030711115,Iris-setosa
+59,6.188135198226057,2.9786198343512265,4.759468611260134,1.419777977624948,Iris-virginica
+60,5.718571244526252,2.8885163029989647,4.758055339255602,1.3826620512844767,Iris-versicolor
+61,4.9141087495756555,3.0687567467968524,3.227199198023881,0.6513543834452311,Iris-versicolor
+62,4.764892559543413,3.1353067246944755,1.2373535021533622,0.2305389173345562,Iris-setosa
+63,6.92511643347006,3.370427913544726,5.6047897351958635,2.0471453103406114,Iris-virginica
+64,6.340333124917207,2.856663333547039,5.55518575820629,1.6607704009392976,Iris-virginica
+65,5.209735512408341,2.158613985539212,3.74223585114832,1.2200104582835782,Iris-versicolor
+66,6.486311078763731,2.776883075916615,5.669213642127823,1.9261094819123117,Iris-virginica
+67,5.870166998144215,3.017178959812048,5.053510340976142,1.5740031773301237,Iris-versicolor
+68,5.699048718124247,2.8906373639800758,4.496457730230305,1.5867460171653547,Iris-setosa
+69,6.584692660108921,3.1613567732653953,5.3215071098514715,1.8528925725097358,Iris-virginica
+70,6.304057653766001,2.7858265667052793,3.9219255889247755,1.153618998704417,Iris-versicolor
+71,5.71214107618419,2.688864748662481,4.03778861385158,1.584070356490112,Iris-versicolor
+72,5.4771724441527265,2.9903673175461583,5.418243944933675,1.7058163636029209,Iris-virginica
+73,5.575897584405969,2.6377647473656567,4.409084969153702,1.5028667377825808,Iris-versicolor
+74,6.115147216302576,2.5461027871512574,4.592224689501952,1.8090689551923607,Iris-virginica
+75,5.191156208872637,4.0195625698950135,1.4929946034147785,0.15469617471673677,Iris-setosa
+76,6.066516735038118,2.4948473800651225,5.700976200585335,2.0393435848276282,Iris-virginica
+77,6.832533549333174,2.882532075914435,5.511241278633378,1.8889802238469477,Iris-virginica
+78,7.134610685848823,2.9379178183028407,5.6899401232498334,1.8839701600956078,Iris-virginica
+79,4.900024811310201,3.4622500693588405,1.5137767154839639,0.15677508940099352,Iris-setosa
+80,4.683317229641237,2.6408626954188645,1.458143344312933,0.16271474721614565,Iris-setosa
+81,6.140859160230687,3.0575833472390017,5.186278005230439,2.189639710624156,Iris-virginica
+82,5.946678724793173,2.5971466166737986,4.71423074412528,2.1597949681927853,Iris-virginica
+83,5.00460114621774,2.7574605745356893,1.1396384112631617,1.0930478283386842,Iris-setosa
+84,5.818599687925326,2.878192831245528,4.510082916140914,1.4479868967094207,Iris-versicolor
+85,5.85444986630881,2.913507302484289,5.082931085847337,1.8934614828779708,Iris-virginica
+86,5.200269564900727,2.4425288200422806,3.1880154517682984,1.2704322907792538,Iris-versicolor
+87,4.955202465232076,3.3485041890550566,1.6220607468061459,0.2533456842307495,Iris-setosa
+88,6.627428077513661,2.849835188227761,4.5943058151398715,1.545592762390738,Iris-versicolor
+89,6.794211400690924,2.754343214518723,5.149928095864272,1.26889514209263,Iris-virginica
+90,6.288636247544206,2.553494401424839,4.214082438153661,1.2032400394437741,Iris-versicolor
+91,5.707696163049918,2.6591857735390656,5.393589769496002,1.63078209003896,Iris-virginica
+92,4.490688115406047,2.9296378922808315,1.1443082018675617,0.15959267056516677,Iris-setosa
+93,5.7779793719774135,2.8719063452460647,3.978627215004849,1.267352483382435,Iris-versicolor
+94,5.016345314765967,3.1122956962849218,5.114914198276692,0.32478161878283207,Iris-virginica
+95,4.6564837621085,2.8197550108338825,1.1761854863355197,0.25613327102975403,Iris-setosa
+96,6.385716501108236,2.7252783983694027,4.81909514350598,1.9483225677344,Iris-versicolor
+97,6.534477075142129,2.843769356312745,4.719237283166199,1.2432007052197909,Iris-virginica
+98,4.760344700367514,2.9742834697116853,1.425878568839636,0.2108597019974322,Iris-setosa
+99,4.652874437089408,3.2353590949887,1.461137140492863,0.21911377399596257,Iris-setosa
+100,6.449656608340572,2.876877946070681,5.47694732303664,1.5937477822560817,Iris-virginica
+101,4.762088039335862,3.3309133818111114,1.2387158103623253,0.19076028751502316,Iris-setosa
+102,5.787976763620102,2.7238501168458353,4.025272116293622,1.1986483366919778,Iris-versicolor
+103,4.82763598994328,3.1936037673282143,1.1756025523439915,0.1395731513268239,Iris-setosa
+104,6.392003736542709,2.710440193496074,4.3932052916605935,1.565364695810004,Iris-versicolor
+105,5.135204131768429,3.3253950196471282,1.4650922950037901,0.3518841625935238,Iris-setosa
+106,5.372424734906377,3.681385492974216,1.5909449363472734,0.20798286255874004,Iris-setosa
+107,5.986828065865373,2.8477626860949385,4.539679642351627,1.2352831796893395,Iris-versicolor
+108,7.027637809450992,2.703565522225442,5.70870024710022,1.674779324817454,Iris-virginica
+109,5.324765718791015,3.891371836671699,1.201208361357656,0.23403430195076852,Iris-setosa
+110,6.2797836882979325,2.8938880113623955,5.232525712545631,1.528162293731108,Iris-versicolor
+111,6.56351234416557,2.8106482129393147,4.780480951537088,1.3411531775185195,Iris-versicolor
+112,5.618154923888458,3.0417293012401148,4.21790837732057,1.277397529056762,Iris-versicolor
+113,5.25788176320874,2.3649745817162082,2.8231074277999824,1.041494617760823,Iris-versicolor
+114,6.3830392130787725,2.8955019283399928,5.056568234115888,1.5108650332441638,Iris-virginica
+115,5.675724164701939,3.1185748520495506,4.105499897715971,1.30308525666119,Iris-versicolor
+116,7.034005710793372,3.23730116677502,5.427634283654045,2.1237945836071543,Iris-virginica
+117,6.721281483399682,2.8482307038408226,5.758807216385604,1.6683806434733592,Iris-virginica
+118,4.406605481019115,2.9170062623594797,1.4803338838456637,0.18147732894711252,Iris-setosa
+119,5.489261910830993,3.676185825574248,1.4424582897895024,0.11790964305041621,Iris-setosa
diff --git a/iris/tvae/1/7/test.csv b/iris/tvae/1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/7/train.csv b/iris/tvae/1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/7/val.csv b/iris/tvae/1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/8/synth.csv b/iris/tvae/1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1f1df8538602ba15ce2e7b89e00fc735457a934
--- /dev/null
+++ b/iris/tvae/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.458989447811282,2.3278369201015563,5.011353797347947,1.7936194656669808,Iris-virginica
+1,5.946571941073072,3.18575964187314,4.9413364542023706,1.428231968397591,Iris-versicolor
+2,6.435255331119594,3.2794863177186824,6.028232520817353,1.9590168455051922,Iris-virginica
+3,4.757123995741993,3.231193496827717,1.4448814159003847,0.2064518617443667,Iris-setosa
+4,5.751305281794536,2.891486727335423,4.482373092134056,1.4479673313658854,Iris-versicolor
+5,6.325263176741061,4.022805460936199,1.514253990173643,0.23690818577788642,Iris-setosa
+6,6.379729504441619,2.776105783325703,4.691738978347424,1.6358629872083774,Iris-virginica
+7,6.818090813159436,2.5493512528316384,4.429596513996884,1.7527512708131676,Iris-versicolor
+8,6.280268748978154,2.657073936554369,4.264371996844214,1.3168799632876886,Iris-versicolor
+9,5.085279862870232,2.4839770132801395,3.542352852567202,0.8683823399993873,Iris-versicolor
+10,5.197799867517644,3.566188888390679,1.5457660077036255,0.2570772232179151,Iris-setosa
+11,4.902847952420024,2.7714779277046437,1.475524294951084,0.2490836433129828,Iris-setosa
+12,4.442212729472825,2.75555667172123,1.340468563090049,0.25293448622049797,Iris-setosa
+13,5.729924421770035,3.1162707256174302,4.622188980681251,1.2787995770693885,Iris-versicolor
+14,6.114121756232242,2.5040307865987788,4.553676398603936,1.4982492993292613,Iris-versicolor
+15,6.552186952626542,3.017324440609719,4.918123403362997,1.9593436565919744,Iris-virginica
+16,5.522039400095638,4.010617109900278,1.6529131871445717,0.07764001432345038,Iris-setosa
+17,4.642522000923575,2.7560822157570875,1.3149862057779709,0.22260653105774594,Iris-setosa
+18,6.995164149792551,3.0184887092353296,4.53226456057764,1.5041717385552957,Iris-versicolor
+19,4.339255345184982,3.0353173951102734,1.1796430130121973,0.1643215910387501,Iris-setosa
+20,7.23042737731039,2.7713927090156716,5.8677890168159115,1.8053838754330247,Iris-virginica
+21,6.870373710196042,2.9290094204843196,5.530192072890177,1.8740300789363915,Iris-virginica
+22,5.317191297181319,4.243578275512261,1.369520116332504,0.11967103128390294,Iris-setosa
+23,5.028309667565578,3.5128784346301076,1.4398399451998214,-0.07304568221013413,Iris-setosa
+24,4.55880687633802,2.881595655083877,1.2440316245525866,0.16360467658443434,Iris-setosa
+25,5.8140273142699,3.707872739799355,1.3268226605137945,0.10617916882963557,Iris-setosa
+26,5.9947400493170875,2.3306866656416525,3.6381841628726868,1.220603583295283,Iris-versicolor
+27,5.496775791196894,3.674165803270223,1.7129540232471017,0.16633056748489203,Iris-setosa
+28,5.751852851059439,2.8613749585385024,4.774873394105917,1.4515750292321052,Iris-versicolor
+29,6.266672370142277,2.2911696722650268,5.001170594143503,1.599824010015712,Iris-virginica
+30,5.3982788808439,3.6475889827179127,1.6003940364106763,0.2435778655276999,Iris-setosa
+31,4.681499721061246,3.0005228921572518,1.3635531395509197,0.18427567402980266,Iris-setosa
+32,5.221204824409233,3.1678512544647655,1.4315702684179747,0.1269852829101376,Iris-setosa
+33,6.719160370515525,2.575231166744204,5.005664451974912,1.7177980233150543,Iris-virginica
+34,6.646603271546925,2.866941247057372,5.445889803305666,2.0392596838845636,Iris-virginica
+35,5.104904718329675,3.0762177139704816,1.6177512932016644,0.2569609649467991,Iris-setosa
+36,6.218158921505118,2.731917014323035,5.312364621746723,1.6931768228552242,Iris-virginica
+37,5.101339894550733,2.001000684796931,3.440292462624387,1.1037721490441512,Iris-versicolor
+38,4.8781592882368106,2.36070554115107,3.7944312385424857,1.1753767106827815,Iris-versicolor
+39,4.902490835973253,3.6210568262838625,1.4339995055548151,0.2589284594520712,Iris-setosa
+40,4.593421910386052,3.075393539726243,1.3271061940047322,0.007141075796148311,Iris-setosa
+41,5.193776084547265,3.4665522777775384,1.3524667534888404,0.1495375121715986,Iris-setosa
+42,5.147671126242937,3.506979763941796,1.4393453079772738,0.23464657931566635,Iris-setosa
+43,6.002162184584831,3.15268104822157,4.099863752292444,1.1290202669959042,Iris-versicolor
+44,5.179952736778379,3.144125022597627,1.1560038078421553,1.3389111447089042,Iris-setosa
+45,6.632502915285191,3.1520555693872496,4.438780925646266,1.433844733730886,Iris-versicolor
+46,8.205605059618144,3.1184057934894676,7.086536381875872,2.1861208555330407,Iris-virginica
+47,7.377027612033352,3.162522896032685,5.946673841545648,2.1443220312447884,Iris-virginica
+48,6.24998078820909,3.0120562721762782,4.417016777940837,1.3039751178860421,Iris-versicolor
+49,7.3474303894657425,2.6498705384501955,4.955711390216359,1.3983718431432703,Iris-versicolor
+50,4.666731939920279,2.9074324082808114,4.642772043514779,0.27310381675453405,Iris-versicolor
+51,5.8252492783371865,3.2168168863425266,5.377079554484473,2.2857633412919176,Iris-virginica
+52,6.469592846756351,2.8814273134463746,5.389126662411147,1.9309505890208585,Iris-virginica
+53,4.834847309755222,3.2053627646433793,1.8209115407288303,0.357560233457748,Iris-setosa
+54,5.111500559952549,3.311138845481438,4.924342086297485,2.034552732058215,Iris-virginica
+55,5.297750099755679,3.9354360942069757,1.5639857905034698,0.18491895538740927,Iris-setosa
+56,5.782558249800834,2.9444213074887564,5.128735113638209,1.8345838844542386,Iris-virginica
+57,5.810377982259929,3.138235775294861,4.9221724474143995,1.8172773710109507,Iris-virginica
+58,6.240023501379968,3.1426939845514426,4.038365405390145,1.785972610927455,Iris-versicolor
+59,5.140498828127599,3.2115494960231357,1.5407261443309224,0.23434423685993877,Iris-setosa
+60,4.913311302962752,2.9699247972612333,1.4749496741495018,0.22704034070256154,Iris-setosa
+61,5.62944257195261,2.9740166959553482,4.2361391206983985,1.0666174713525995,Iris-versicolor
+62,5.577545988498812,2.361054706817754,3.1954460317856963,1.114587486889019,Iris-versicolor
+63,4.4962974346126865,2.9724664989418623,1.5788813220344777,0.08679533120699634,Iris-setosa
+64,5.0039040315947245,3.1829484189462147,1.3547161596726955,0.048414890860204285,Iris-setosa
+65,6.488303320000685,3.4695710752354705,5.1642045008253605,2.015429177479719,Iris-virginica
+66,5.001920425551798,3.408269944988274,1.393995600747653,0.45371305677678686,Iris-setosa
+67,5.997929871744762,3.2327199134124505,4.343478534247991,1.3043478516476252,Iris-versicolor
+68,5.984119208787085,3.0661835617180704,1.412930150140364,0.3051714669712946,Iris-setosa
+69,5.285792982801177,2.9864274838853735,4.373739213519157,0.8267036455717023,Iris-versicolor
+70,7.028488629036577,3.2581318601276363,5.281531403969592,1.9670224702889247,Iris-virginica
+71,5.268314576525152,3.2281870440088234,1.6029880386133781,0.3257801210124628,Iris-setosa
+72,4.503763587873118,3.410785839269818,1.239965179202437,0.12430862343713131,Iris-setosa
+73,5.016346319048731,3.3320406242334064,1.3831038844026613,0.23623907482507323,Iris-setosa
+74,4.618542399521996,2.8635584583114886,1.724509594343236,0.11010707956003885,Iris-setosa
+75,4.8169585311922205,3.915488130078568,1.3537353956593081,0.06104405794079629,Iris-setosa
+76,6.495769171795005,2.4850168562300605,4.625784326682594,1.438322396369676,Iris-versicolor
+77,5.612825464944985,3.0876250843929403,4.353105565677799,0.9977151949763652,Iris-versicolor
+78,6.740743050525236,2.523240954026951,5.653816369962466,1.8309086843462605,Iris-virginica
+79,7.550419294414314,2.8869567100110602,6.226023538833414,1.9092410247581095,Iris-virginica
+80,5.517370520258385,2.8746988241560913,1.1908029384705014,1.3313875336972396,Iris-versicolor
+81,5.025314685545926,3.5516275218673696,1.6523426046982919,0.347689978872968,Iris-setosa
+82,5.863806566175664,3.0498155206795636,4.106117877288595,1.648223631696677,Iris-versicolor
+83,7.000039832212488,2.9647315578097015,5.6481565137075,1.9566488539226665,Iris-virginica
+84,5.342718378220099,2.5820638254230897,4.159608254126784,1.2155061798249092,Iris-versicolor
+85,6.498913263343612,2.478169139454717,5.363738775987075,1.901758704544722,Iris-virginica
+86,6.61374799347796,2.9299993268664695,5.1513031928428425,1.2091226201414949,Iris-versicolor
+87,6.2418450240983026,2.5201471117165117,5.490256658784163,2.210765685215832,Iris-virginica
+88,5.869389075513045,3.1160880797706456,5.0330412862018274,1.8376258303415878,Iris-virginica
+89,6.1954728682892135,2.8550349847952567,4.322117941561168,1.1708495913013912,Iris-versicolor
+90,5.046710205128088,3.5225535507164496,1.265024027994122,0.2199159082232986,Iris-setosa
+91,5.969124961309814,3.6732197679064025,5.759305546060367,2.0223437328275544,Iris-virginica
+92,5.483800087246855,2.6198020341605335,4.4717967438985236,1.5012911415356445,Iris-versicolor
+93,6.067180525876303,3.063039310617384,4.7318153188014875,1.5871104615456426,Iris-versicolor
+94,6.850526125201898,2.803978724865815,5.194305495757974,1.9290678972109898,Iris-virginica
+95,6.614835509776551,2.658955669033231,4.859007485234146,1.5652289698544593,Iris-virginica
+96,5.885165226906236,3.048517547138444,4.669442415530641,1.7382963089244543,Iris-versicolor
+97,6.5613545809193345,3.016663001949158,4.280173822752982,1.4095832267982784,Iris-versicolor
+98,4.8996826680442185,3.0549785024624594,1.4866296532371568,0.36185591808967865,Iris-setosa
+99,6.812699488642112,3.3619096343091392,5.820207295948817,2.438407480761969,Iris-virginica
+100,5.527917413131269,3.9033060938316515,1.8238466914010534,0.1201499985250698,Iris-setosa
+101,5.2318628936012095,2.8911707821430666,1.3621817228089599,1.1964578858526271,Iris-setosa
+102,6.108114329899148,2.551249415988256,3.7723773015524005,1.1935533774850895,Iris-versicolor
+103,7.005116349705362,2.8693524215559147,5.587155652374143,1.8349853805137741,Iris-virginica
+104,4.949433679888115,2.902283688479083,1.6440158318899474,0.18167901669672587,Iris-setosa
+105,5.024027441467928,3.21807352341426,1.4592993626892055,0.11077879818985681,Iris-setosa
+106,5.175881110574123,2.395805035050432,3.6802288096449067,1.0273307167600447,Iris-versicolor
+107,5.230710552078788,3.6080757194855937,1.5759686823153285,0.28701942019373666,Iris-setosa
+108,5.501694953126052,3.531162562437712,1.6334569402067576,0.22282914005453835,Iris-setosa
+109,5.31369032940058,2.5993472091977092,4.066431356828466,1.3807850543717075,Iris-versicolor
+110,5.724003421105248,2.897939074864647,3.821548559749769,1.433790331839678,Iris-versicolor
+111,7.063814930041083,2.6393259674696616,6.05290810559571,1.745710334910923,Iris-virginica
+112,5.502921906102305,3.341044672769705,1.4436489374410182,0.19569896225144512,Iris-setosa
+113,5.986400109007385,2.977615772813482,5.61680419772592,2.156643131101132,Iris-virginica
+114,5.5349146348800335,2.41156828081376,3.7938110258477895,1.2271766730776927,Iris-versicolor
+115,5.498655012953543,2.688571045019558,3.9440961674684987,1.3375266575910534,Iris-versicolor
+116,5.126669832733963,3.5853202376958047,1.2797444815916215,0.28232266803596406,Iris-setosa
+117,6.769191640604458,3.1644437009586737,5.900221161501552,2.448988134525469,Iris-virginica
+118,5.688502644097018,2.900325188699568,4.661349120524714,1.2958510597927604,Iris-versicolor
+119,5.337045178919409,2.6394880942014343,4.314479886951121,1.0563643376377503,Iris-versicolor
diff --git a/iris/tvae/1/8/test.csv b/iris/tvae/1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/8/train.csv b/iris/tvae/1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/8/val.csv b/iris/tvae/1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/9/synth.csv b/iris/tvae/1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..158b41ac40555d07543f36910520cdbf844044fa
--- /dev/null
+++ b/iris/tvae/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1047193832785895,2.771004377535234,4.274507148249641,1.3043151552088628,Iris-versicolor
+1,6.273216004268693,3.336912924475069,4.6498587308704975,1.4048900724777498,Iris-versicolor
+2,5.180576529698473,3.393523702983301,1.8517591982110773,0.26202911789877265,Iris-setosa
+3,6.612080820184968,3.1651187207154177,5.299217402310616,2.0444526855244747,Iris-virginica
+4,4.81663210599085,2.844946787921988,1.1926259393469667,0.20965968798332657,Iris-setosa
+5,5.377510739359652,2.4300534856400935,3.8046101767068494,1.12118977192657,Iris-versicolor
+6,5.270571151524933,2.527265945053834,4.054833105702841,1.1606446938999873,Iris-versicolor
+7,5.0538129259774704,3.4713731408309103,1.4108965256750945,1.0615770791487982,Iris-versicolor
+8,6.061632377373748,2.621652601515343,3.790581166994772,1.3651341376464812,Iris-versicolor
+9,6.297161474668856,3.20940215665521,5.4063709871047045,1.7209461830858817,Iris-virginica
+10,5.212131235819765,3.3984046360997526,1.6392871877446986,0.22404943035841765,Iris-setosa
+11,5.417340072805221,2.984060236979309,1.4994366868432072,0.20176871054419243,Iris-setosa
+12,5.422375165447235,2.946962788634354,1.5898530558781043,1.0242472658817126,Iris-versicolor
+13,4.526855709019448,3.3076072904002345,1.257737583887769,0.020628963394448446,Iris-setosa
+14,6.311706976113622,2.6497479470940744,4.267344114045665,1.359213235687121,Iris-versicolor
+15,5.844321568904213,2.954220589339392,4.23570063672172,1.48425907176925,Iris-versicolor
+16,6.369363411066203,3.1936386868022653,4.8208929150202735,1.468054279998079,Iris-versicolor
+17,4.191698207390018,3.1659303046502867,1.2150986463276356,0.07023288327256119,Iris-setosa
+18,6.425559681947618,2.7508782556055573,4.294985662569375,1.4539006795783624,Iris-versicolor
+19,6.720139796650798,2.9380175873077716,4.922557682982289,1.9622098736129925,Iris-virginica
+20,5.923751709473384,2.902196198946688,3.983385524622612,1.2215125906407303,Iris-versicolor
+21,6.003033152577303,2.660625965319584,4.145026535756733,1.2292666675689239,Iris-versicolor
+22,7.5878538544947345,3.22779570284779,6.803841804130801,2.2005979449275594,Iris-virginica
+23,4.847902853087726,3.1095288112412574,1.6942569227417108,0.32029345264631176,Iris-setosa
+24,5.196189694152307,3.697676243436913,1.234014517017319,0.24444339923309882,Iris-setosa
+25,5.861872104227116,2.6157235219794175,4.042257576835866,1.2795846035844325,Iris-versicolor
+26,5.078560064745226,2.95061487849354,1.3711066783118224,0.0017491025268214777,Iris-setosa
+27,5.252691915525454,3.3516127276292553,1.5677808483210498,0.2267266441283468,Iris-setosa
+28,5.712492882389662,2.7681833438003656,4.362402558633217,1.743909087220332,Iris-versicolor
+29,5.011706605658862,3.1654880966299297,4.260492930089115,1.0733157344116064,Iris-versicolor
+30,5.562331358762247,2.850240551558654,4.405893562191582,1.6226851677875367,Iris-versicolor
+31,6.389036032335774,3.0892584200116784,4.677369313940208,1.683584802696324,Iris-virginica
+32,4.49785996047375,3.030299103416788,1.4156980845313465,0.8197697320217621,Iris-setosa
+33,4.7647787441709175,3.087790617977404,1.293993442895673,0.09439115287559552,Iris-setosa
+34,5.829061173716038,3.1113430562826054,5.181143014653873,1.7071301295638242,Iris-virginica
+35,6.10164501647612,3.156471447476809,4.612629808300456,1.0337312424810636,Iris-versicolor
+36,6.116091212718092,3.0574311953981144,4.954560989511338,1.9915305304919626,Iris-virginica
+37,4.58026615911286,3.077890844193117,1.397949545966824,0.14551040237675444,Iris-setosa
+38,5.791264758896569,2.8394040555511393,1.3631735351126477,1.5448740711473596,Iris-setosa
+39,5.213028913057626,3.45838093586292,1.6251628197290284,0.17868256823232084,Iris-setosa
+40,6.585298643451509,3.0519060921453436,4.695436849970847,1.4030248139521575,Iris-versicolor
+41,6.46402097069103,2.7792799090769993,5.389536488086083,1.6537534932718068,Iris-virginica
+42,4.580031480046074,3.122792844064731,1.4074557749097616,0.2392948598335332,Iris-setosa
+43,5.343315777886933,2.9791839891787357,1.330261197742829,1.0831178935375947,Iris-versicolor
+44,7.138060551413448,3.05583776295844,6.576822705269244,1.588878012002422,Iris-virginica
+45,5.967352448836559,2.60638167381931,4.205154462656349,1.3741536950675242,Iris-versicolor
+46,5.5224161730147046,3.6367422160336895,1.7225798053473538,0.235797081809404,Iris-setosa
+47,6.394386845090772,2.645775611871705,5.25959282224196,2.014354572573109,Iris-virginica
+48,5.965218258620455,3.116520873754974,4.585881394714892,1.6490187267400604,Iris-versicolor
+49,6.721940497340106,2.814567768029161,4.683097570000178,1.1401785125407675,Iris-versicolor
+50,4.456367921550733,2.7451437380792605,1.2867146114530459,0.21949846959033883,Iris-setosa
+51,5.665880418778167,2.731617250323773,4.488697086690831,1.4551158611717616,Iris-versicolor
+52,4.759749897949198,3.6606274723278918,1.2658988360050838,0.16002031064877426,Iris-setosa
+53,4.716941737934373,3.5452691110469887,1.57285667167744,0.24572025511848528,Iris-setosa
+54,5.738110323100039,2.7656414704840735,4.4437378437575035,1.6097480279786676,Iris-versicolor
+55,6.031254114153741,2.4904565799579093,4.829718642056256,1.4770643152729126,Iris-versicolor
+56,5.202849609145039,3.0139793644680632,1.34317263641644,1.1812142897743145,Iris-setosa
+57,4.895771953543176,2.813351766893241,5.2112722158867495,1.7843656323633597,Iris-virginica
+58,6.548465131846981,2.910057831667563,5.4249765787215685,2.03084415296035,Iris-virginica
+59,7.245817842491951,3.755153644638005,6.1313566634923475,2.4103841464203493,Iris-virginica
+60,6.6367521547039345,3.2319490867956957,5.235916081642198,2.259719054332473,Iris-virginica
+61,5.252948648413815,2.6850254070243356,4.277109097536071,1.2490169970178164,Iris-versicolor
+62,5.136652733556166,3.9741843053019164,1.7839265892980563,0.3487941209045048,Iris-setosa
+63,5.754209489318871,2.9877432705457827,4.180345739181359,1.2828992522361318,Iris-versicolor
+64,5.908393626058823,2.6493985850933326,3.84334395230254,1.1045546636743295,Iris-versicolor
+65,5.846461885113692,2.8282796668818464,4.986841822739396,1.6073194464977116,Iris-versicolor
+66,6.012503412147889,2.9177146388161397,5.750716510442724,2.1658502844744407,Iris-virginica
+67,4.974617665195901,3.539766178700069,1.5364920849680563,0.07169639182914225,Iris-setosa
+68,6.106675630042847,2.5438722187623464,5.175691225989876,1.7488117527886309,Iris-virginica
+69,7.093953805192129,3.562702865515437,5.602703141040764,2.182002249827004,Iris-virginica
+70,6.090270507402464,2.708009019897646,5.388351911323704,1.5328317813974413,Iris-virginica
+71,4.677762074451444,3.0811316489718843,1.4513701296135042,0.1688343921661693,Iris-setosa
+72,4.745830375256649,2.6264394911679876,1.338443850037419,0.27167772087864384,Iris-setosa
+73,4.890773156453109,3.5084216067712086,1.1717424692611322,0.1734935124674788,Iris-setosa
+74,4.872233348510962,3.296689452077957,1.3565740698513329,0.28940554727225154,Iris-setosa
+75,5.502560991625258,3.2305303493047086,4.496618542612534,1.2411775134822491,Iris-versicolor
+76,4.621396627333244,3.329185255002695,1.5261914404277197,0.12597299385216895,Iris-setosa
+77,5.72437541427182,2.6253562156378454,4.478795086384338,1.5297546493789334,Iris-versicolor
+78,5.101713772654957,3.249916067845117,1.293328043821824,0.269837245838853,Iris-setosa
+79,5.527100244048487,2.833557239409277,4.095657223588199,1.3252807508914222,Iris-versicolor
+80,6.481199074644035,3.304510422070117,5.775707859711226,2.563483540721127,Iris-virginica
+81,6.088906185897868,2.7193772086112804,4.673607984894548,1.333596572471489,Iris-versicolor
+82,5.149090027613037,2.2313461139416275,3.509540239811909,1.0540191412714512,Iris-versicolor
+83,6.154633801552906,2.7219756421536685,5.151321322193392,2.417743367301751,Iris-virginica
+84,6.576419561960861,3.2968644368773967,5.610533908922821,2.198186821125964,Iris-virginica
+85,6.361184720720178,3.228710373699641,5.288933194617664,2.136579120919932,Iris-virginica
+86,5.131545336390968,3.5542182174100483,1.5268929307367691,0.11706106570757988,Iris-setosa
+87,6.504120822243039,3.168778273383071,5.223081152921753,1.9490240898134301,Iris-virginica
+88,5.8198052536326825,3.3981637650089853,1.339806121254235,1.472203567233892,Iris-setosa
+89,6.49530626784109,3.2970602661667616,5.792174934216301,2.082054377510354,Iris-virginica
+90,6.339831223624367,2.8479958950485478,5.149905434082366,1.758571657633844,Iris-virginica
+91,6.270447432401101,2.5124841302961523,5.220531161322536,1.7937778460638674,Iris-virginica
+92,6.343564848127418,2.690873293954482,5.485383209652167,1.729282704510615,Iris-virginica
+93,5.983112978019185,2.777551920927085,4.12739566863181,1.8104761720291294,Iris-versicolor
+94,5.713996085377035,3.218162095561797,5.13148363393259,1.3179100856400163,Iris-versicolor
+95,6.032803538591908,2.755380760440332,4.269134978068788,1.2311832387580792,Iris-versicolor
+96,6.814599811903051,3.696360267406535,5.606444928814635,2.5414140553905473,Iris-virginica
+97,4.825609135820025,3.335129891426289,1.473847236955058,0.37878843262066475,Iris-setosa
+98,6.0337857027293635,2.828915875761803,4.292818526562721,1.6543935798013973,Iris-versicolor
+99,7.185507482979366,3.421974885411771,5.985740487436231,2.469950948304889,Iris-virginica
+100,4.971399749631763,3.1093620227916063,1.2490299752539977,0.13814120999015037,Iris-setosa
+101,4.910215863133689,3.0264113073665997,1.4035409086693362,0.22523071803651118,Iris-setosa
+102,5.254195689807609,3.240638764524341,1.609464525255417,0.38866772255588655,Iris-setosa
+103,6.356077546997906,3.1482052768282434,5.371748404179069,2.3935262579701266,Iris-virginica
+104,5.413455778116499,2.694349207505085,4.054052892364502,1.1331780452186981,Iris-versicolor
+105,4.936483878071421,2.192029251877101,2.4165538222057674,1.0779929133115187,Iris-versicolor
+106,6.314395761938657,3.112668651906433,4.605864724225761,1.3456170558496046,Iris-versicolor
+107,6.337434836885795,3.244340145502851,4.900473075381117,1.5070191378499245,Iris-versicolor
+108,7.222143524380726,3.0865960925732465,6.313137125199977,1.8600503161404136,Iris-virginica
+109,6.0837663255215375,2.86513452336567,3.6846069723698003,1.0478092858679342,Iris-versicolor
+110,6.751334019652466,2.672238718512957,5.561567183455599,2.0268572672582463,Iris-virginica
+111,5.880272160787878,2.194966349259259,3.636676937350777,1.3756705184409357,Iris-versicolor
+112,5.478222590854239,3.3152224613544874,1.59398708054943,0.14173789474741394,Iris-setosa
+113,7.191257217164361,2.857817847082063,5.470360555452706,1.636415287986887,Iris-virginica
+114,6.638862118284132,3.0863155656195493,4.834398056429013,1.5335488675014528,Iris-versicolor
+115,4.340837773733297,2.9870401336956696,1.4239965765848654,0.11822155940561413,Iris-setosa
+116,4.638071793969276,3.14224004111494,1.534602515383667,0.2667651813335711,Iris-setosa
+117,5.777151231901701,2.727337781428446,4.139203899653845,1.3522869840440666,Iris-versicolor
+118,5.8970029254158565,2.873822299576182,4.656181767562325,1.6453247056271203,Iris-versicolor
+119,5.812846757278062,3.1601301596570845,4.600571529239471,1.3675020872586483,Iris-versicolor
diff --git a/iris/tvae/1/9/test.csv b/iris/tvae/1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/9/train.csv b/iris/tvae/1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tvae/1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tvae/1/9/val.csv b/iris/tvae/1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tvae/1/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tvae/1/mlu_log.csv b/iris/tvae/1/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5f678421ffe8f214612efdea8e52d2b0fb66c2cb
--- /dev/null
+++ b/iris/tvae/1/mlu_log.csv
@@ -0,0 +1,965 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tvae,0,19.774571657180786,,,,,,
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diff --git a/iris/tvae/1/model.pt b/iris/tvae/1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..6c485a2b89413f8e43dbe5b4d37b4303914ba3ac
--- /dev/null
+++ b/iris/tvae/1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:88ee4786f003830ae3c4c4ac076eb4e9312cdf896bfb64707f8e8e9212f331e9
+size 847554
diff --git a/iris/tvae/1/params.json b/iris/tvae/1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..de2cc40674d0f0e529a33ded7de63b2e4e5251db
--- /dev/null
+++ b/iris/tvae/1/params.json
@@ -0,0 +1,17 @@
+{
+    "embedding_dim": 128,
+    "compress_dims": [
+        128,
+        128,
+        128,
+        128
+    ],
+    "decompress_dims": [
+        256,
+        256
+    ],
+    "l2scale": 1.120288771085309e-05,
+    "batch_size": 32,
+    "epochs": 964,
+    "loss_factor": 2.0995228775290835
+}
\ No newline at end of file
diff --git a/iris/tvae/1/state.json b/iris/tvae/1/state.json
new file mode 100644
index 0000000000000000000000000000000000000000..a9bab50b721db8900bdf68b3c7880331a316d7e7
Binary files /dev/null and b/iris/tvae/1/state.json differ
diff --git a/iris/tvae/1/tvae_eval.ipynb b/iris/tvae/1/tvae_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c67843f99b6f0edcb0fc60e9278ef4ce2965a1e0
--- /dev/null
+++ b/iris/tvae/1/tvae_eval.ipynb
@@ -0,0 +1,2083 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "ca8e218d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:35:50.811984Z",
+     "iopub.status.busy": "2024-07-25T09:35:50.811646Z",
+     "iopub.status.idle": "2024-07-25T09:36:04.131902Z",
+     "shell.execute_reply": "2024-07-25T09:36:04.130750Z"
+    },
+    "executionInfo": {
+     "elapsed": 556,
+     "status": "ok",
+     "timestamp": 1697339009466,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 13.332664,
+     "end_time": "2024-07-25T09:36:04.134575",
+     "exception": false,
+     "start_time": "2024-07-25T09:35:50.801911",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 46%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 75%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "58ba1b71",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:04.159284Z",
+     "iopub.status.busy": "2024-07-25T09:36:04.158462Z",
+     "iopub.status.idle": "2024-07-25T09:36:04.166762Z",
+     "shell.execute_reply": "2024-07-25T09:36:04.165886Z"
+    },
+    "papermill": {
+     "duration": 0.02315,
+     "end_time": "2024-07-25T09:36:04.168923",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:04.145773",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n%cd /kaggle/working\\n!rm -rf ml-utility-loss\\n!git clone https://github.com/R-N/ml-utility-loss\\n%cd ml-utility-loss\\n!git pull\\n!rm setup.py\\n!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\\n!pip install .\\n#!pip install . --no-deps --force-reinstall --upgrade\\n#'"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "!rm -rf ml-utility-loss\n",
+    "!git clone https://github.com/R-N/ml-utility-loss\n",
+    "%cd ml-utility-loss\n",
+    "!git pull\n",
+    "!rm setup.py\n",
+    "!curl -Lo setup.py https://github.com/R-N/ml-utility-loss/raw/main/setup.py\n",
+    "!pip install .\n",
+    "#!pip install . --no-deps --force-reinstall --upgrade\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d683eab7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009931,
+     "end_time": "2024-07-25T09:36:04.188933",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:04.179002",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "961fa5e1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:04.210646Z",
+     "iopub.status.busy": "2024-07-25T09:36:04.210330Z",
+     "iopub.status.idle": "2024-07-25T09:36:04.217553Z",
+     "shell.execute_reply": "2024-07-25T09:36:04.216632Z"
+    },
+    "papermill": {
+     "duration": 0.020665,
+     "end_time": "2024-07-25T09:36:04.219671",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:04.199006",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"tvae\"]\n",
+    "single_model = \"tvae\"\n",
+    "\n",
+    "\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = None\n",
+    "study_dir = \"./\"\n",
+    "\n",
+    "path_prefix = \"../../../../\"\n",
+    "\n",
+    "dataset_dir=os.path.join(path_prefix, \"ml-utility-loss\", \"datasets\")\n",
+    "dataset_name = \"contraceptive\"\n",
+    "\n",
+    "direction = \"maximize\"\n",
+    "model_name = \"tvae_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"tvae\"\n",
+    "mlu_run = True\n",
+    "\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "\n",
+    "df_name = \"df\"\n",
+    "\n",
+    "folder = \"eval\"\n",
+    "path = None\n",
+    "debug = False\n",
+    "\n",
+    "param_index = 0\n",
+    "repo_index = 5\n",
+    "use_all_data = False\n",
+    "\n",
+    "epoch_scale = 1\n",
+    "save_model = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "63933825",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:04.240959Z",
+     "iopub.status.busy": "2024-07-25T09:36:04.240715Z",
+     "iopub.status.idle": "2024-07-25T09:36:04.245652Z",
+     "shell.execute_reply": "2024-07-25T09:36:04.244810Z"
+    },
+    "papermill": {
+     "duration": 0.017929,
+     "end_time": "2024-07-25T09:36:04.247575",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:04.229646",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tvae/1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0c355384",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:04.270840Z",
+     "iopub.status.busy": "2024-07-25T09:36:04.270561Z",
+     "iopub.status.idle": "2024-07-25T09:36:04.275947Z",
+     "shell.execute_reply": "2024-07-25T09:36:04.275072Z"
+    },
+    "papermill": {
+     "duration": 0.019651,
+     "end_time": "2024-07-25T09:36:04.278203",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:04.258552",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "43fcbba3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:04.299911Z",
+     "iopub.status.busy": "2024-07-25T09:36:04.299650Z",
+     "iopub.status.idle": "2024-07-25T09:36:05.310783Z",
+     "shell.execute_reply": "2024-07-25T09:36:05.309589Z"
+    },
+    "papermill": {
+     "duration": 1.02479,
+     "end_time": "2024-07-25T09:36:05.313147",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:04.288357",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "e056fd7f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:05.336378Z",
+     "iopub.status.busy": "2024-07-25T09:36:05.335972Z",
+     "iopub.status.idle": "2024-07-25T09:36:06.380937Z",
+     "shell.execute_reply": "2024-07-25T09:36:06.379890Z"
+    },
+    "papermill": {
+     "duration": 1.059339,
+     "end_time": "2024-07-25T09:36:06.383335",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:05.323996",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c81b685d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:06.406787Z",
+     "iopub.status.busy": "2024-07-25T09:36:06.406456Z",
+     "iopub.status.idle": "2024-07-25T09:36:06.416088Z",
+     "shell.execute_reply": "2024-07-25T09:36:06.415301Z"
+    },
+    "papermill": {
+     "duration": 0.024066,
+     "end_time": "2024-07-25T09:36:06.418282",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:06.394216",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tvae/1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "3c4a8def",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:06.443882Z",
+     "iopub.status.busy": "2024-07-25T09:36:06.443142Z",
+     "iopub.status.idle": "2024-07-25T09:36:06.841093Z",
+     "shell.execute_reply": "2024-07-25T09:36:06.839902Z"
+    },
+    "executionInfo": {
+     "elapsed": 573,
+     "status": "ok",
+     "timestamp": 1697340246093,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.414044,
+     "end_time": "2024-07-25T09:36:06.844196",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:06.430152",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import json\n",
+    "import os\n",
+    "\n",
+    "df = pd.read_csv(os.path.join(dataset_dir, f\"{dataset_name}.csv\"))\n",
+    "with open(os.path.join(dataset_dir, f\"{dataset_name}.json\")) as f:\n",
+    "    info = json.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "da826915",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:06.873255Z",
+     "iopub.status.busy": "2024-07-25T09:36:06.872439Z",
+     "iopub.status.idle": "2024-07-25T09:36:08.541429Z",
+     "shell.execute_reply": "2024-07-25T09:36:08.540576Z"
+    },
+    "executionInfo": {
+     "elapsed": 17,
+     "status": "ok",
+     "timestamp": 1697340246097,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.685424,
+     "end_time": "2024-07-25T09:36:08.543953",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:06.858529",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import split_df_ratio\n",
+    "\n",
+    "task = info[\"task\"]\n",
+    "target = info[\"target\"]\n",
+    "cat_features = info[\"cat_features\"]\n",
+    "mixed_features = info[\"mixed_features\"]\n",
+    "longtail_features = info[\"longtail_features\"]\n",
+    "integer_features = info[\"integer_features\"]\n",
+    "\n",
+    "dfs = {\n",
+    "    \"df\": df,\n",
+    "}\n",
+    "dfs_test = {}\n",
+    "for i in range(5):\n",
+    "    train, test = split_df_ratio(df, ratio=0.2, i=i, seed=42)\n",
+    "    dfs[i] = train\n",
+    "    dfs_test[i] = test\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ba64655e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:08.570868Z",
+     "iopub.status.busy": "2024-07-25T09:36:08.570293Z",
+     "iopub.status.idle": "2024-07-25T09:36:08.578418Z",
+     "shell.execute_reply": "2024-07-25T09:36:08.577503Z"
+    },
+    "executionInfo": {
+     "elapsed": 365,
+     "status": "ok",
+     "timestamp": 1697343112569,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024458,
+     "end_time": "2024-07-25T09:36:08.580477",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:08.556019",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.util import mkdir, seed\n",
+    "\n",
+    "if isinstance(df_name, int) or df_name.isdigit():\n",
+    "    seed(int(df_name))\n",
+    "else:\n",
+    "    seed(0)\n",
+    "#model_name_2 = f\"{model_name}_{dataset_name}_{df_name}\"\n",
+    "if model_dir_2 is None:\n",
+    "    model_dir_2 = os.path.join(model_dir, model_name, dataset_name, str(df_name))\n",
+    "mkdir(model_dir_2)\n",
+    "model_path = os.path.join(model_dir_2, f\"model.pt\")\n",
+    "state_path = os.path.join(model_dir_2, f\"state.json\")\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "df591987",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:08.604063Z",
+     "iopub.status.busy": "2024-07-25T09:36:08.603772Z",
+     "iopub.status.idle": "2024-07-25T09:36:08.608028Z",
+     "shell.execute_reply": "2024-07-25T09:36:08.607192Z"
+    },
+    "executionInfo": {
+     "elapsed": 4,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "3d0fe03c-d2ee-4955-9589-0be8e213faf1",
+    "papermill": {
+     "duration": 0.018657,
+     "end_time": "2024-07-25T09:36:08.610186",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:08.591529",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "acc01921",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:08.634046Z",
+     "iopub.status.busy": "2024-07-25T09:36:08.633773Z",
+     "iopub.status.idle": "2024-07-25T09:36:08.753102Z",
+     "shell.execute_reply": "2024-07-25T09:36:08.752129Z"
+    },
+    "papermill": {
+     "duration": 0.134182,
+     "end_time": "2024-07-25T09:36:08.755545",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:08.621363",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as TAB_DDPM_PARAMS\n",
+    "import ml_utility_loss.synthesizers.lct_gan.params as LCT_GAN_PARAMS\n",
+    "import ml_utility_loss.synthesizers.realtabformer.params as RTF_PARAMS\n",
+    "from ml_utility_loss.synthesizers.realtabformer.params.default import GPT2_PARAMS, REALTABFORMER_PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "\n",
+    "tab_ddpm_params = getattr(TAB_DDPM_PARAMS, dataset_name).BEST\n",
+    "lct_gan_params = getattr(LCT_GAN_PARAMS, dataset_name).BEST\n",
+    "lct_ae_params = filter_dict_2(lct_gan_params, LCT_GAN_PARAMS.default.AE_PARAMS)\n",
+    "rtf_params = getattr(RTF_PARAMS, dataset_name).BEST\n",
+    "rtf_params = filter_dict(rtf_params, REALTABFORMER_PARAMS)\n",
+    "\n",
+    "lct_ae_embedding_size=lct_gan_params[\"embedding_size\"]\n",
+    "tab_ddpm_normalization=\"quantile\"\n",
+    "tab_ddpm_cat_encoding=tab_ddpm_params[\"cat_encoding\"]\n",
+    "#tab_ddpm_cat_encoding=\"one-hot\"\n",
+    "tab_ddpm_y_policy=\"default\"\n",
+    "tab_ddpm_is_y_cond=True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6c457f29",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:08.782828Z",
+     "iopub.status.busy": "2024-07-25T09:36:08.781944Z",
+     "iopub.status.idle": "2024-07-25T09:36:13.257336Z",
+     "shell.execute_reply": "2024-07-25T09:36:13.256355Z"
+    },
+    "papermill": {
+     "duration": 4.491821,
+     "end_time": "2024-07-25T09:36:13.259581",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:08.767760",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 09:36:10.589879: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 09:36:10.589935: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 09:36:10.591589: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "36f854a8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:13.284710Z",
+     "iopub.status.busy": "2024-07-25T09:36:13.284095Z",
+     "iopub.status.idle": "2024-07-25T09:36:13.291872Z",
+     "shell.execute_reply": "2024-07-25T09:36:13.290929Z"
+    },
+    "papermill": {
+     "duration": 0.022947,
+     "end_time": "2024-07-25T09:36:13.294031",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:13.271084",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_rtf_embed\n",
+    "\n",
+    "rtf_embed = None\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    rtf_embed = load_rtf_embed(\n",
+    "        dataset_name=dataset_name,\n",
+    "        model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "        model_name=\"realtabformer\",\n",
+    "        df_name=\"df\",\n",
+    "        ckpt_type=\"best-disc-model\"\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "ef7f3228",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:13.320314Z",
+     "iopub.status.busy": "2024-07-25T09:36:13.319986Z",
+     "iopub.status.idle": "2024-07-25T09:36:16.215098Z",
+     "shell.execute_reply": "2024-07-25T09:36:16.213942Z"
+    },
+    "papermill": {
+     "duration": 2.911549,
+     "end_time": "2024-07-25T09:36:16.217955",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:13.306406",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/sklearn/mixture/_base.py:274: ConvergenceWarning: Initialization 1 did not converge. Try different init parameters, or increase max_iter, tol or check for degenerate data.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.preprocessing import DataPreprocessor\n",
+    "\n",
+    "preprocessor = DataPreprocessor(\n",
+    "    task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    mixed_features=mixed_features,\n",
+    "    longtail_features=longtail_features,\n",
+    "    integer_features=integer_features,\n",
+    "    lct_ae_embedding_size=lct_ae_embedding_size,\n",
+    "    lct_ae_params=lct_ae_params,\n",
+    "    lct_ae=lct_ae,\n",
+    "    tab_ddpm_normalization=tab_ddpm_normalization,\n",
+    "    tab_ddpm_cat_encoding=tab_ddpm_cat_encoding,\n",
+    "    tab_ddpm_y_policy=tab_ddpm_y_policy,\n",
+    "    tab_ddpm_is_y_cond=tab_ddpm_is_y_cond,\n",
+    "    realtabformer_embedding=rtf_embed,\n",
+    "    realtabformer_params=rtf_params,\n",
+    ")\n",
+    "preprocessor.fit(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "32fdb673",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:16.245701Z",
+     "iopub.status.busy": "2024-07-25T09:36:16.245376Z",
+     "iopub.status.idle": "2024-07-25T09:36:16.251530Z",
+     "shell.execute_reply": "2024-07-25T09:36:16.250628Z"
+    },
+    "papermill": {
+     "duration": 0.022062,
+     "end_time": "2024-07-25T09:36:16.253459",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:16.231397",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "fc682c8f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:16.278609Z",
+     "iopub.status.busy": "2024-07-25T09:36:16.277976Z",
+     "iopub.status.idle": "2024-07-25T09:36:16.803374Z",
+     "shell.execute_reply": "2024-07-25T09:36:16.802538Z"
+    },
+    "papermill": {
+     "duration": 0.540522,
+     "end_time": "2024-07-25T09:36:16.805762",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:16.265240",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import create_model, ISABMode, LoRAMode\n",
+    "import ml_utility_loss.loss_learning.estimator.params2 as PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "import torch\n",
+    "import json\n",
+    "\n",
+    "clear_memory()\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    param_space = {\n",
+    "        **getattr(PARAMS, dataset_name).PARAM_SPACE,\n",
+    "        #**getattr(PARAMS, dataset_name).PARAM_SPACE_2\n",
+    "    }\n",
+    "    params = getattr(PARAMS, dataset_name).BEST_DICT[gp][gp_multiply][single_model]\n",
+    "    #params = PARAMS.default.update_params_2(params, info[\"sizes\"])\n",
+    "    params[\"single_model\"] = False\n",
+    "    if models:\n",
+    "        params[\"models\"] = models\n",
+    "    if single_model:\n",
+    "        params[\"fixed_role_model\"] = single_model\n",
+    "        params[\"single_model\"] = True\n",
+    "        params[\"models\"] = [single_model]\n",
+    "    if gp:\n",
+    "        params[\"gradient_penalty_mode\"] = \"ALL\"\n",
+    "        params[\"mse_mag\"] = True\n",
+    "        if gp_multiply:\n",
+    "            params[\"mse_mag_multiply\"] = True\n",
+    "            #params[\"mse_mag_target\"] = 1.0\n",
+    "        else:\n",
+    "            params[\"mse_mag_multiply\"] = False\n",
+    "            #params[\"mse_mag_target\"] = 0.1\n",
+    "    else:\n",
+    "        params[\"gradient_penalty_mode\"] = \"NONE\"\n",
+    "        params[\"mse_mag\"] = False\n",
+    "    with open(\"params.json\", \"w\") as f:\n",
+    "        json.dump(params, f)\n",
+    "    params = map_parameters(params, param_space=param_space)\n",
+    "    params"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "28cdfe4c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:16.832893Z",
+     "iopub.status.busy": "2024-07-25T09:36:16.832553Z",
+     "iopub.status.idle": "2024-07-25T09:36:16.852177Z",
+     "shell.execute_reply": "2024-07-25T09:36:16.851295Z"
+    },
+    "papermill": {
+     "duration": 0.035578,
+     "end_time": "2024-07-25T09:36:16.854336",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:16.818758",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tvae'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "ce94ced2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:16.880605Z",
+     "iopub.status.busy": "2024-07-25T09:36:16.880316Z",
+     "iopub.status.idle": "2024-07-25T09:36:16.929254Z",
+     "shell.execute_reply": "2024-07-25T09:36:16.928216Z"
+    },
+    "papermill": {
+     "duration": 0.06498,
+     "end_time": "2024-07-25T09:36:16.931529",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:16.866549",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 884, 't_range': None, 'n_steps': 4, 'n_inner_steps': 8, 'n_inner_steps_2': 4, 'loss_mul': 1, 'div_batch': True, 'forgive_over': True, 'n_real': 16, 'n_samples': 256, 't_steps': 64, 'mlu_run': 4, 'target': None, 'lr': 0.0024691846729202292, 'loss_fn': <function mse_loss at 0x7b2aa4054ca0>, 'Optim': <class 'torch.optim.adamw.AdamW'>}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.tvae.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "c54043bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:16.960554Z",
+     "iopub.status.busy": "2024-07-25T09:36:16.959886Z",
+     "iopub.status.idle": "2024-07-25T09:36:16.980903Z",
+     "shell.execute_reply": "2024-07-25T09:36:16.979351Z"
+    },
+    "papermill": {
+     "duration": 0.038302,
+     "end_time": "2024-07-25T09:36:16.983296",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:16.944994",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    if mlu_run is True:\n",
+    "        mlu_run = mlu_params[\"mlu_run\"]\n",
+    "    mlu_params.pop(\"mlu_run\", None)\n",
+    "    mlu_model_dir_2 = os.path.join(mlu_model_dir, dataset_name, mlu_model_name, str(mlu_run))\n",
+    "    mlu_model_path = os.path.join(mlu_model_dir_2, f\"model.pt\")\n",
+    "\n",
+    "    mlu_model.load_state_dict(torch.load(mlu_model_path))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "5ec0a067",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:17.009623Z",
+     "iopub.status.busy": "2024-07-25T09:36:17.009286Z",
+     "iopub.status.idle": "2024-07-25T09:36:17.013494Z",
+     "shell.execute_reply": "2024-07-25T09:36:17.012602Z"
+    },
+    "papermill": {
+     "duration": 0.019618,
+     "end_time": "2024-07-25T09:36:17.015448",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:16.995830",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d212cfed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:17.041721Z",
+     "iopub.status.busy": "2024-07-25T09:36:17.041185Z",
+     "iopub.status.idle": "2024-07-25T09:36:17.456015Z",
+     "shell.execute_reply": "2024-07-25T09:36:17.454887Z"
+    },
+    "papermill": {
+     "duration": 0.431158,
+     "end_time": "2024-07-25T09:36:17.458814",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:17.027656",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tvae/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "d43e5487",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:17.490480Z",
+     "iopub.status.busy": "2024-07-25T09:36:17.489452Z",
+     "iopub.status.idle": "2024-07-25T09:36:17.500323Z",
+     "shell.execute_reply": "2024-07-25T09:36:17.499363Z"
+    },
+    "papermill": {
+     "duration": 0.02829,
+     "end_time": "2024-07-25T09:36:17.502290",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:17.474000",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 64 starting 0 until 884\n",
+      "mlu step times 4*8*4\n",
+      "mlu samples 120 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "a7a5bb44",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:17.529170Z",
+     "iopub.status.busy": "2024-07-25T09:36:17.528827Z",
+     "iopub.status.idle": "2024-07-25T09:36:17.537103Z",
+     "shell.execute_reply": "2024-07-25T09:36:17.536171Z"
+    },
+    "executionInfo": {
+     "elapsed": 3,
+     "status": "ok",
+     "timestamp": 1697343113004,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024157,
+     "end_time": "2024-07-25T09:36:17.539119",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:17.514962",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "import ml_utility_loss.synthesizers.tvae.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "for x in [\"compress\", \"decompress\"]:\n",
+    "    model_params[f\"{x}_dims\"] = [\n",
+    "        model_params[f\"{x}_dims\"]\n",
+    "        for i in range(\n",
+    "            model_params.pop(f\"{x}_depth\")\n",
+    "        )\n",
+    "    ]\n",
+    "\n",
+    "model_params[\"epochs\"] = int(round(epoch_scale * model_params[\"epochs\"]))\n",
+    "\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "ff9e9368",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:36:17.565745Z",
+     "iopub.status.busy": "2024-07-25T09:36:17.565463Z",
+     "iopub.status.idle": "2024-07-25T09:44:30.818252Z",
+     "shell.execute_reply": "2024-07-25T09:44:30.817238Z"
+    },
+    "executionInfo": {
+     "elapsed": 286822,
+     "status": "ok",
+     "timestamp": 1697343399823,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "papermill": {
+     "duration": 493.268967,
+     "end_time": "2024-07-25T09:44:30.820559",
+     "exception": false,
+     "start_time": "2024-07-25T09:36:17.551592",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.21801529824733734\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.19014646112918854\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.1005917564034462\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005410687532275915\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08548253029584885\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02011822536587715\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0076152244582772255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0011410104343667626\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08814740180969238\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008607021532952785\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0010533210588619113\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008501661010086536\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.031557776033878326\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0007410231046378613\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 1.7613820091355592e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07494324445724487\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0067632487043738365\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.002959738951176405\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.028078943490982056\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.001282248878851533\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.021801279857754707\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.001039216062054038\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008816230110824108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0001498611964052543\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.006098347716033459\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.001460047671571374\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008769001811742783\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02492302842438221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0004071597068104893\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0008003226248547435\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.019019417464733124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008643090724945068\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 8.089924085652456e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0019306980539113283\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.012015324085950851\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0015597272431477904\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0008410336449742317\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008417487144470215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00042423317790962756\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0010133621981367469\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.006865649949759245\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-14.446090698242188, 4.287246227264404)"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tvae.process import preprocess\n",
+    "import inspect\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "#transformer, *_ = preprocess(df, cat_features)\n",
+    "tvae = TVAE(**model_params)\n",
+    "#print(inspect.getargspec(tvae.fit))\n",
+    "tvae.fit(train, cat_features, preprocess_df=df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "82bff34c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:44:30.859050Z",
+     "iopub.status.busy": "2024-07-25T09:44:30.858100Z",
+     "iopub.status.idle": "2024-07-25T09:44:30.888470Z",
+     "shell.execute_reply": "2024-07-25T09:44:30.887644Z"
+    },
+    "executionInfo": {
+     "elapsed": 403,
+     "status": "ok",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.052444,
+     "end_time": "2024-07-25T09:44:30.890889",
+     "exception": false,
+     "start_time": "2024-07-25T09:44:30.838445",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "\n",
+    "if save_model:\n",
+    "    tvae.mlu_trainer = None\n",
+    "    if True or not os.path.exists(model_path):\n",
+    "        torch.save(tvae, model_path)\n",
+    "    if True or not os.path.exists(state_path):\n",
+    "        torch.save(deepcopy(tvae.model.state_dict()), state_path)\n",
+    "model_params.pop(\"mlu_trainer\", None)\n",
+    "if True or not os.path.exists(params_path):\n",
+    "    with open(params_path, \"w\") as f:\n",
+    "        json.dump(model_params, f, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "9dc0e20b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 228
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T09:44:30.927061Z",
+     "iopub.status.busy": "2024-07-25T09:44:30.926731Z",
+     "iopub.status.idle": "2024-07-25T09:44:31.822174Z",
+     "shell.execute_reply": "2024-07-25T09:44:31.821348Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "error",
+     "timestamp": 1697343400203,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "outputId": "57519fd1-a4d2-4922-c834-1fe290391c16",
+    "papermill": {
+     "duration": 0.916447,
+     "end_time": "2024-07-25T09:44:31.824518",
+     "exception": false,
+     "start_time": "2024-07-25T09:44:30.908071",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    synth_df = tvae.sample(len(train))\n",
+    "    model_dir_3 = os.path.join(model_dir_2, str(i))\n",
+    "    mkdir(model_dir_3)\n",
+    "    synth_path = os.path.join(model_dir_3, f\"synth.csv\")\n",
+    "    train_path = os.path.join(model_dir_3, f\"train.csv\")\n",
+    "    val_path = os.path.join(model_dir_3, f\"val.csv\")\n",
+    "    test_path = os.path.join(model_dir_3, f\"test.csv\")\n",
+    "\n",
+    "    synth_df.to_csv(synth_path)\n",
+    "    dfs[df_name_2].to_csv(train_path)\n",
+    "    if df_name in dfs_test:\n",
+    "        dfs_test[df_name].to_csv(val_path)\n",
+    "        dfs_test[df_name].to_csv(test_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d89adcfc",
+   "metadata": {
+    "executionInfo": {
+     "elapsed": 10,
+     "status": "aborted",
+     "timestamp": 1697343400204,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "nB724X33v4Qd",
+    "papermill": {
+     "duration": 0.02029,
+     "end_time": "2024-07-25T09:44:31.863406",
+     "exception": false,
+     "start_time": "2024-07-25T09:44:31.843116",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyMhtJHOKAMnUJyVHa+D8Sml",
+   "mount_file_id": "1Cug9laqjkt9fyDxiylSn9Jzam9kQyDu3",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 525.279724,
+   "end_time": "2024-07-25T09:44:34.644834",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tvae/1/tvae_eval.ipynb",
+   "output_path": "eval/iris/tvae/1/tvae_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tvae/1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-25T09:35:49.365110",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file