diff --git a/iris/tab_ddpm/0/0/synth.csv b/iris/tab_ddpm/0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59a6aac8ee7b9efb93f225e59b4eb03b7a600398
--- /dev/null
+++ b/iris/tab_ddpm/0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.600340506004535,3.0,6.574665125211245,2.0884564241873615,Iris-virginica
+1,6.281964484869815,3.291801860326517,6.01890999633092,2.4999996139732477,Iris-virginica
+2,6.486023090541845,2.79834109013613,4.5653214521451595,1.486165104506071,Iris-versicolor
+3,5.839927446382097,2.7055722565248486,5.1184135697912865,1.9147054574085158,Iris-virginica
+4,5.426358935446263,3.0,4.518928303389405,1.5021639662804198,Iris-versicolor
+5,6.092510754443943,2.604122602138664,5.517643437261756,1.405649473891913,Iris-virginica
+6,5.0109002210502105,3.6059178740119338,1.3836731564291311,0.2016108598951743,Iris-setosa
+7,5.9987841463533,2.224138261384884,4.00056507922421,1.008916310576365,Iris-versicolor
+8,6.596419317057344,2.814029741163913,4.635736326471987,1.5035156026529166,Iris-versicolor
+9,5.068486396695672,3.4236772560704254,1.3874167263316721,0.19711440767719018,Iris-setosa
+10,5.333516168245923,3.0,4.496565092379619,1.5196305341482745,Iris-versicolor
+11,5.130264401055932,3.8011239573038393,1.5948646332374545,0.1998114381097284,Iris-setosa
+12,5.569756522963394,2.489387248526934,4.0190443538389085,1.2613949022431354,Iris-versicolor
+13,5.658832223008708,2.84402259896839,3.9738010530900203,1.2361894527082555,Iris-versicolor
+14,5.546216823663004,2.4041009127131074,3.7268268201292885,1.004383634600092,Iris-versicolor
+15,6.5920326816506565,3.0,4.423348159745029,1.4082279794001287,Iris-versicolor
+16,4.988527985695696,2.0000005563495638,3.5624636217541212,1.0395571306412408,Iris-versicolor
+17,5.512019277800965,4.2,1.4154352020670737,0.19896878845131072,Iris-setosa
+18,5.593689096345194,2.470731390619457,3.8791880054622108,1.0843834768059233,Iris-versicolor
+19,7.597688830154165,3.0,6.590211801678061,2.0746100643756957,Iris-virginica
+20,4.628113714240029,3.1541874284867735,1.3867903624961908,0.20579399154074005,Iris-setosa
+21,5.809500124421383,2.6940512711284574,5.094423665629811,1.8968167150301,Iris-virginica
+22,4.607010475182955,3.2594145907259806,1.4017440200813764,0.19839996279651462,Iris-setosa
+23,5.9244580603025225,2.240398947849842,3.9713115947421214,1.0241027094910948,Iris-versicolor
+24,5.029817756567613,3.0,1.759404809953821,0.19898173460354185,Iris-setosa
+25,5.909371785435834,3.2098316455088596,4.802617203040335,1.7698591058480566,Iris-versicolor
+26,5.865178490487683,3.1745007919533186,4.751018668636541,1.7169716737720835,Iris-versicolor
+27,6.4341307805232395,3.1839083521845284,5.303102075630644,2.263936611053946,Iris-virginica
+28,6.2511346374319885,3.398637669611377,5.524694251164256,2.4060722143651505,Iris-virginica
+29,5.195942704353226,3.3336835923183075,1.5785264599016597,0.46273944125587263,Iris-setosa
+30,6.2833063986364355,3.322762698383806,6.006773621129832,2.5,Iris-virginica
+31,6.103633641881731,2.78911051831079,4.681922531547313,1.207752115397724,Iris-versicolor
+32,4.788879891059985,3.0,1.3913130185670655,0.3782147241248254,Iris-setosa
+33,5.001125219968608,3.0,1.649658079007087,0.19438417578839798,Iris-setosa
+34,5.010692991229611,2.0,3.648399810887224,0.7968745285555945,Iris-versicolor
+35,7.214831832260733,3.205187948284109,6.009219780440419,1.7923762453670458,Iris-virginica
+36,6.813127981123024,2.7986023945444316,4.800718817460421,1.3968850042361072,Iris-versicolor
+37,5.043122594559275,2.0,3.7183699321588395,1.011732751956633,Iris-versicolor
+38,6.5003428880078715,3.2090376833746186,5.076621604620983,2.002240449758317,Iris-virginica
+39,5.870833628391925,3.2135778097608045,4.7663898677898375,1.784665550547936,Iris-versicolor
+40,4.806964710334584,3.406243017122361,1.6975837440290085,0.2009463298110982,Iris-setosa
+41,5.047823974745786,3.3691356077296537,1.5867335098214879,0.412065329812756,Iris-setosa
+42,6.9144763085843115,3.0798044252676147,5.115972634633322,2.2920769767003413,Iris-virginica
+43,6.019407524751505,3.4015560671091523,4.4759250250345275,1.5825895367628187,Iris-versicolor
+44,6.329715535127052,3.27729789318674,4.698538066181204,1.597280143871471,Iris-versicolor
+45,6.084102236866884,2.8468775253591563,4.6954660603645575,1.327177103336489,Iris-versicolor
+46,6.207195150642371,2.754082181330014,4.8559152747899015,1.793100378043091,Iris-virginica
+47,4.774789296042966,3.0,1.3852062104953418,0.3143899565952711,Iris-setosa
+48,7.9,3.7908920922797154,6.38601261339474,2.031571328729638,Iris-virginica
+49,6.214442980669516,3.4020991197348684,5.389971139191522,2.291783100686312,Iris-virginica
+50,6.26909949592638,3.281210001145944,6.077454551874351,2.5,Iris-virginica
+51,4.991072592210779,3.3969006771703416,1.6051672170243552,0.386415730223247,Iris-setosa
+52,5.410036975470686,3.396771970027104,1.4988725031278294,0.3377549127422447,Iris-setosa
+53,6.2931121955412035,3.3937944901367865,5.548956500564744,2.3905361546262567,Iris-virginica
+54,7.607261064476726,3.0,6.5961301238693055,2.0914084092110703,Iris-virginica
+55,5.0066984280702975,2.0000005135207815,3.5980954781621963,0.8488479853106178,Iris-versicolor
+56,4.9608564467696565,2.0,3.5497324848805882,0.9555560735995811,Iris-versicolor
+57,6.902175513149178,3.20185285617156,5.772073937787922,2.2950506896307536,Iris-virginica
+58,5.037276022193195,3.5743277492947305,1.4002912848043239,0.20282573116141683,Iris-setosa
+59,5.606061354273524,3.0,4.510833257088985,1.4982980272214297,Iris-versicolor
+60,4.985940694210861,2.0,3.2834957566708853,1.0262189091104026,Iris-versicolor
+61,4.798153884185256,3.401454960562757,1.8237293382044446,0.19965681458741374,Iris-setosa
+62,5.106117948545283,3.3161369028852508,1.6679449359704552,0.4362646236659031,Iris-setosa
+63,6.298432315416361,3.3994782320634793,5.55854026789937,2.39647180260071,Iris-virginica
+64,6.103430271266452,2.863086123942606,4.55895704684082,1.456752883753155,Iris-versicolor
+65,4.555637417100982,3.1381109671746605,1.43503374607186,0.19876902297241245,Iris-setosa
+66,5.512892294361618,2.401879967234037,3.7484589368374457,1.0005517630817038,Iris-versicolor
+67,6.237916757529561,3.3994467682217424,5.439103697385885,2.3314718307013487,Iris-virginica
+68,4.994035132152702,3.0,1.6171153427234293,0.20215472878240484,Iris-setosa
+69,6.752901493422392,3.0887942719931116,5.605538221499206,2.2651707920440387,Iris-virginica
+70,6.303640031335914,3.3971257090254547,5.631996507567823,2.3981667630179837,Iris-virginica
+71,6.80240192016001,3.206216266171376,5.825396308509176,2.2980543092755275,Iris-virginica
+72,5.855592161002537,3.2184850616554455,4.827589242121659,1.8379737111159853,Iris-versicolor
+73,6.125591624663455,2.5895737531240686,5.543960038444109,1.4038211354613435,Iris-virginica
+74,4.593531915924268,3.5624190012911106,1.000000478781386,0.19801280002013893,Iris-setosa
+75,5.050121016137812,3.331645890668051,1.591403674644392,0.4641347756624423,Iris-setosa
+76,5.094545665569886,3.55463472950032,1.3873596038523393,0.199389341469765,Iris-setosa
+77,4.389915918699775,2.892845549770705,1.3889919187110393,0.19824109438270668,Iris-setosa
+78,5.693192731468944,2.284383403867243,3.864879483192529,0.8924349949772891,Iris-versicolor
+79,4.300000502867541,3.0,1.1013069648013443,0.10000011305768979,Iris-setosa
+80,4.401286740670088,2.8832021108697696,1.4116038048056854,0.19964570703888435,Iris-setosa
+81,5.975654017403773,3.4012849508426086,4.5150614450351165,1.6175505487716402,Iris-versicolor
+82,4.988189758197455,2.0,3.6188262261552873,1.0040412262090115,Iris-versicolor
+83,5.15561488396028,3.40933441067779,1.404795431369154,0.20168433639878122,Iris-setosa
+84,5.934313482858375,3.1965306144119,4.787180805632759,1.771291319312403,Iris-versicolor
+85,5.617189063235534,3.0,4.422053798569714,1.4206614598702894,Iris-versicolor
+86,5.100300444735291,2.480534179550961,2.998275927278325,1.0997994806423852,Iris-versicolor
+87,6.695698289078125,3.0,5.01269697596904,1.7183829477403352,Iris-versicolor
+88,6.705350936445793,3.0,4.880947045424536,1.5955331982899235,Iris-versicolor
+89,5.033784475709414,3.3461827778769337,1.5966169625092002,0.23730663856172668,Iris-setosa
+90,6.257695392099971,3.30712271668439,4.666982126325046,1.59329139445842,Iris-versicolor
+91,6.202306757331396,3.3941326647472954,5.446259545029041,2.308209411614457,Iris-virginica
+92,7.676869518859174,3.0,6.104122752068559,2.2962538644985258,Iris-virginica
+93,5.0909185838379285,3.3040773929841047,1.6760409550322275,0.5262125997146866,Iris-setosa
+94,6.79877911864161,3.20642015746022,5.921322488800374,2.2816912538837872,Iris-virginica
+95,4.617226761600743,3.1373347194611303,1.4781776853673834,0.20093676707381838,Iris-setosa
+96,4.837963432312515,3.0,1.4486568812838274,0.10000009784272107,Iris-setosa
+97,4.30000051750767,3.0,1.1005487157729514,0.10000009389042845,Iris-setosa
+98,6.889501482162776,3.1405124417892587,5.4032855387545276,2.293585313999613,Iris-virginica
+99,6.076568578958128,2.8915376974879887,4.604562028290667,1.4332370354942243,Iris-versicolor
+100,5.582082107050591,3.70564007796496,1.5621750988800098,0.3807855655834332,Iris-setosa
+101,5.8224534299412305,2.68614229750963,5.096383131934743,1.8810010358052092,Iris-virginica
+102,6.29321759567859,3.306183749034332,6.021587716974654,2.5,Iris-virginica
+103,5.083396308646754,2.5127846277821138,3.041293374660058,1.1301833002212258,Iris-versicolor
+104,6.593671434659234,3.0,4.4110693633096325,1.4092556448663571,Iris-versicolor
+105,6.705194613433004,2.4636475902932533,5.801098014126856,1.8023663471144253,Iris-virginica
+106,5.922728226602171,3.210482857889954,4.783947609107935,1.7710345589065424,Iris-versicolor
+107,7.696933876647465,3.0,6.079860277242314,2.2811133686742138,Iris-virginica
+108,7.146383101816403,3.1800727580047288,6.015387511050441,1.7816473614304662,Iris-virginica
+109,4.624100298243622,3.0959201977692796,1.5107878493848352,0.2012145021669238,Iris-setosa
+110,6.259602900780828,2.6983659864356975,4.889301977232052,1.7898629901123257,Iris-virginica
+111,6.1087700380306895,2.8166275344957237,4.731569717296975,1.2088824796260738,Iris-versicolor
+112,6.261191557597436,3.290020715645347,4.7303026022272565,1.6214129415412852,Iris-versicolor
+113,4.916214605071605,3.1075474471287277,1.5038507746238565,0.1,Iris-setosa
+114,6.690844764725575,3.0,4.981205762836034,1.669019359490269,Iris-versicolor
+115,4.812093619298929,3.3932153867176638,1.9013850232320781,0.19828980080778397,Iris-setosa
+116,5.452642821158241,2.94597848179911,4.334236978674319,1.4441053976736593,Iris-versicolor
+117,6.707340060503589,3.0,4.981099843638487,1.7077118971382348,Iris-versicolor
+118,7.899997874843655,3.760287247115731,6.431456247128408,1.9656964753321997,Iris-virginica
+119,5.021777082783298,3.637663081320855,1.359094413554699,0.2031852523534474,Iris-setosa
diff --git a/iris/tab_ddpm/0/0/test.csv b/iris/tab_ddpm/0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/0/train.csv b/iris/tab_ddpm/0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/0/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/0/val.csv b/iris/tab_ddpm/0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/1/synth.csv b/iris/tab_ddpm/0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..07d4df2dee205635c49f2cf2c17e7ae113410d55
--- /dev/null
+++ b/iris/tab_ddpm/0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1059903278242205,3.4402771501442375,1.4070059954514718,0.20096224291073306,Iris-setosa
+1,4.300000881044779,3.0,1.1088350714802226,0.10000013499450673,Iris-setosa
+2,4.8697484139295195,3.085917672139913,1.48960312076301,0.10000011695420237,Iris-setosa
+3,5.510810339860335,4.199999013334399,1.3873967316330835,0.20070743287286769,Iris-setosa
+4,5.72605612117867,2.8209487833731797,4.205523868025938,1.203069349438668,Iris-versicolor
+5,4.794214631157948,3.0,1.3802357155584508,0.3172302102652996,Iris-setosa
+6,5.732650944179312,2.7909693780368943,4.4872964424859125,1.3346101828810264,Iris-versicolor
+7,5.808550898066078,2.7010160033141397,5.1229968713483895,1.9009031195307164,Iris-virginica
+8,6.097346868519677,3.3804834649114195,4.54414944989198,1.6006540491802275,Iris-versicolor
+9,5.057746030713429,2.5094148471785998,2.972157618202842,1.0798370938921225,Iris-versicolor
+10,6.651553319864352,3.0805612850221022,4.714145414025387,1.4876813972469385,Iris-versicolor
+11,5.601356721228129,2.9329874202142796,3.6993468172504222,1.2853862492838153,Iris-versicolor
+12,6.3408020836132275,3.2855027593357464,6.000354977748912,2.5,Iris-virginica
+13,6.6891594133398975,3.0,5.001199017684871,1.7052225890684325,Iris-versicolor
+14,4.3990077327568375,2.9014483720048565,1.384822945840665,0.19859141804990807,Iris-setosa
+15,5.125343828870805,3.2916123406628115,1.7017274097848964,0.36947556906452894,Iris-setosa
+16,4.999489542129252,2.000000484967495,3.2545803753881506,1.0010220344824627,Iris-versicolor
+17,5.0346887449313495,3.0,1.7165282947744454,0.20238338794692942,Iris-setosa
+18,6.084688732719153,2.8947809357940004,4.6984456471844664,1.391451068727223,Iris-versicolor
+19,6.4828991499054505,3.2057213200395394,5.176498776461489,2.053791672053294,Iris-virginica
+20,6.814282052795774,3.2083534600239867,5.849994942133047,2.289232084135813,Iris-virginica
+21,6.336045970589903,3.2892542394002033,5.970586887325668,2.5,Iris-virginica
+22,7.697265685005758,2.589672869463517,6.899998698150779,2.3098750996464505,Iris-virginica
+23,7.250286136159765,3.1903294922642016,6.021471759061188,1.8087336657360213,Iris-virginica
+24,6.6669482375936315,3.1140105231273982,5.757636176353819,2.270938092334027,Iris-virginica
+25,4.614366255165814,3.1064478272969165,1.5103493635798482,0.1997823498821089,Iris-setosa
+26,5.09749237102241,3.5138078653963736,1.3988016278846906,0.20412264571016278,Iris-setosa
+27,6.355502938583835,3.2931911572322226,6.000259227537693,2.499999788376415,Iris-virginica
+28,7.899998759458351,3.8149903481734384,6.425352700254976,1.9977259427137823,Iris-virginica
+29,5.883568787858654,3.200936745574369,4.813331035354952,1.8395727017314492,Iris-versicolor
+30,6.097805670410463,2.8290335091517065,4.693737019489545,1.2436396421603413,Iris-versicolor
+31,5.806778121879192,2.7109707541324655,4.137072214264718,1.0209910601979906,Iris-versicolor
+32,6.713885246014626,2.5049983845620205,5.750842059292901,1.8058633049415882,Iris-virginica
+33,7.208001892188145,3.206437832758752,6.0357499982156515,1.7785811408517551,Iris-virginica
+34,6.221749436462306,3.4011575754267853,5.448600396304311,2.317626143386945,Iris-virginica
+35,5.4051770538551,3.8853429045921977,1.3107147842146643,0.3653289268365185,Iris-setosa
+36,6.267387672811898,2.6808558807814435,4.863701207883294,1.784651511881677,Iris-virginica
+37,6.687006455626621,3.0,4.949497274314786,1.7216302668976113,Iris-versicolor
+38,6.122924026924241,3.3058435945901348,4.566647421554459,1.5542646107965976,Iris-versicolor
+39,4.574815335348925,3.622747607550593,1.0,0.19465536155373198,Iris-setosa
+40,5.193292809102752,3.406609311788215,1.3781756874983442,0.19632312619794273,Iris-setosa
+41,4.779302867870593,3.0,1.406469466721289,0.10000012848743156,Iris-setosa
+42,6.07571754813265,2.9066657548238517,4.674011757888586,1.408783771355611,Iris-versicolor
+43,6.739414223927155,2.7817161226785343,4.760848838833372,1.4168843956598987,Iris-versicolor
+44,5.701684151714522,2.9105294201816347,4.125767454504487,1.2376269725970408,Iris-versicolor
+45,5.688503043270935,3.7925747767834497,1.7989538384954586,0.30394859617691544,Iris-setosa
+46,6.354172380861066,3.292238881286797,5.977077550926895,2.5,Iris-virginica
+47,6.217284914389906,2.1860029407709614,4.465738741741082,1.5024114804812976,Iris-versicolor
+48,6.156570466327827,3.344247571237122,4.6273282034879,1.6008763875985237,Iris-versicolor
+49,4.797112245621196,3.398092482660728,1.5990453496246984,0.19886977327877547,Iris-setosa
+50,5.885123814027348,3.199117785461993,4.809787033456033,1.8047994372526892,Iris-versicolor
+51,4.997458153818295,3.0,1.6051538312919391,0.19909474631606905,Iris-setosa
+52,5.705054681620253,2.8333932377771993,4.32570567485744,1.3014288234963418,Iris-versicolor
+53,6.104903666712435,2.601982709642206,5.583172994164339,1.4316317900447582,Iris-virginica
+54,5.762888688867837,2.7822890841217873,5.128287698764673,2.4088182172341037,Iris-virginica
+55,4.843083544348464,3.400838905175029,1.6242093850521107,0.21779837307348549,Iris-setosa
+56,6.794198350232839,3.205862929522241,5.822316702026337,2.3031807247791414,Iris-virginica
+57,5.684137384193912,3.0,4.206735078846832,1.1839207370418814,Iris-versicolor
+58,5.802251771526756,2.704858288657801,5.0828111662198125,1.9252153388931337,Iris-virginica
+59,5.000379107286755,3.0,1.6037318399586893,0.2012650807527352,Iris-setosa
+60,6.019308441296677,2.9160467980579634,4.581608696962983,1.4444652898044548,Iris-versicolor
+61,6.888871749708212,3.088507575307499,5.099676354607146,2.2989630748231566,Iris-virginica
+62,4.799188309451807,3.3976766789931063,1.890772697937586,0.19778877780479087,Iris-setosa
+63,4.596126433379503,3.0886469803714163,1.517380769040464,0.20192636041435688,Iris-setosa
+64,4.3,3.0,1.1063913445941473,0.1,Iris-setosa
+65,5.4712916113470635,3.0,4.530402311326782,1.5055928147811302,Iris-versicolor
+66,5.405342387499901,2.4423389147475354,3.6535861014718933,1.0483338791591035,Iris-versicolor
+67,5.079253328968352,2.468747836010335,2.9410508084835847,1.096972757633339,Iris-versicolor
+68,5.464142448064152,2.4318909396309225,3.6380899473956156,1.0065593864164424,Iris-versicolor
+69,4.591963653884472,3.1289687219223445,1.459603004059751,0.2002364303765507,Iris-setosa
+70,5.005355996679193,3.0,1.7955397769487529,0.20056554404179036,Iris-setosa
+71,5.60598695412615,2.4978329206896714,3.9446665568643704,1.1180345206241686,Iris-versicolor
+72,4.844553321932826,3.0,1.4203881068915978,0.2783725781277705,Iris-setosa
+73,5.502283201438482,3.0,4.5073577187965475,1.4997363837589344,Iris-versicolor
+74,5.524587522948979,2.4173551982441417,3.7249668256494344,1.0029798146488687,Iris-versicolor
+75,5.597378013382031,2.9070965105966953,3.687840329255906,1.3055211660865291,Iris-versicolor
+76,5.231962929367894,2.7147047234918253,3.925895809204251,1.4036998797986555,Iris-versicolor
+77,4.416988521674024,3.1279108808194858,1.4100419063845067,0.20228658206142688,Iris-setosa
+78,5.104800657110782,2.5027179763810357,2.9625362876975903,1.0922272559635557,Iris-versicolor
+79,7.696143893106643,2.6000196374703552,6.899998965680437,2.307108124535937,Iris-virginica
+80,4.3000005978775,3.0,1.1135693917660927,0.10000016490837531,Iris-setosa
+81,5.12631095986561,3.4082572273693215,1.393366252776903,0.20003049107022577,Iris-setosa
+82,6.094152163620322,2.5980432795713204,5.558865247650679,1.3888678061120259,Iris-virginica
+83,5.992517440717739,3.3954774563393255,4.471633390143478,1.577854911684517,Iris-versicolor
+84,6.860866310253867,3.0845797687006704,5.115402566100723,2.299986326054145,Iris-virginica
+85,7.899998570177977,3.820601240762448,6.340658400297808,1.978266767017301,Iris-virginica
+86,6.316028448848524,3.3062733168170286,5.946946318552513,2.499999800030361,Iris-virginica
+87,7.695540998039895,2.798320662539024,6.716735885002135,1.9983584714145692,Iris-virginica
+88,6.214300377809494,2.7834458718969244,4.8250076038905805,1.792323466277323,Iris-virginica
+89,4.398054563152027,2.921899618045399,1.3818419702693254,0.1979971504705717,Iris-setosa
+90,5.9853427532727554,2.1892743107823134,5.002359010866812,1.5015096657460885,Iris-virginica
+91,6.139681631801325,3.3102750660052327,4.685251069526344,1.6547998517512952,Iris-versicolor
+92,6.492131232369044,2.8015693483616615,4.594963550970425,1.502337427620895,Iris-versicolor
+93,6.1135632407515486,2.853457863950585,4.6654191090254225,1.3368860207304298,Iris-versicolor
+94,6.629980821809017,2.5041217116742907,5.6695192041644376,1.8174749615774295,Iris-virginica
+95,5.453552798998623,3.0,4.496317112556828,1.4945373000600617,Iris-versicolor
+96,5.191235266888171,3.404685293662557,1.384335823961572,0.19751975142300993,Iris-setosa
+97,6.395461094709046,3.2046227200656943,5.326923985341228,2.311627986434811,Iris-virginica
+98,7.690836242077003,2.6025780833469683,6.9,2.2987844710166074,Iris-virginica
+99,7.69176273151503,2.79793937750066,6.696957867314412,1.9917935091587429,Iris-virginica
+100,7.725654340877917,2.604154416893825,6.9,2.285624943912764,Iris-virginica
+101,5.992529236479845,3.3991613557279217,4.5328985224392815,1.5928228919616065,Iris-versicolor
+102,5.5537788692771874,3.0,4.49494679181356,1.4844762921881924,Iris-versicolor
+103,6.180002941209996,2.830205740831347,4.787704822438001,1.7938189149839547,Iris-virginica
+104,6.918538928871517,3.094780076598046,5.121726418851312,2.3030036732144157,Iris-virginica
+105,6.008347425445498,3.397552022904104,4.48477709175496,1.5886743425801428,Iris-versicolor
+106,5.682668065150166,2.8593917997834373,4.302119985837387,1.280576114262968,Iris-versicolor
+107,5.685595566301206,3.0,4.156811873789883,1.2262771123789347,Iris-versicolor
+108,7.241737658081701,3.2025374183976822,5.989443304986424,1.8094265346495135,Iris-virginica
+109,5.796194270864361,2.719358859735306,4.18411669880741,0.998594622406316,Iris-versicolor
+110,5.982360932836976,2.197608600418715,5.005097347787278,1.4931696432553796,Iris-virginica
+111,6.317922996509399,3.3976572822327227,5.595344953815302,2.397096206573721,Iris-virginica
+112,6.280110168118982,2.501089105821639,4.994881012300486,1.8806238820816605,Iris-virginica
+113,4.3,3.0,1.0846757807758751,0.1,Iris-setosa
+114,4.4096832009577644,3.1552575633220883,1.2937020650809894,0.2022190053163859,Iris-setosa
+115,4.887332582149037,3.104623899108973,1.5101582254350063,0.1,Iris-setosa
+116,6.873966887428896,3.098436405092505,5.126050665927849,2.287430739846297,Iris-virginica
+117,6.796445431367269,2.7989654279386635,4.782741718315885,1.3731316790798012,Iris-versicolor
+118,5.509826248269854,4.199999076919354,1.3789225789341564,0.20511502740514678,Iris-setosa
+119,5.965819802504303,3.224585793073684,4.774313036181938,1.740606382712081,Iris-versicolor
diff --git a/iris/tab_ddpm/0/1/test.csv b/iris/tab_ddpm/0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/1/train.csv b/iris/tab_ddpm/0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/1/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/1/val.csv b/iris/tab_ddpm/0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/10/synth.csv b/iris/tab_ddpm/0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22086d05e2bde9910e3484e3ff84f9c141122434
--- /dev/null
+++ b/iris/tab_ddpm/0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.51976158373622,2.494142190875496,3.967576957424245,1.3040009168552482,Iris-versicolor
+1,6.06931318502076,2.8892847207650756,4.714421106017527,1.3713818300434304,Iris-versicolor
+2,6.254970090630952,2.7248186964761634,4.875270551145994,1.8147107600135055,Iris-virginica
+3,6.004783703797665,3.399028578712198,4.464501733482328,1.5947916233229043,Iris-versicolor
+4,6.330672935571512,3.294451294050744,6.029632795736644,2.49999974781648,Iris-virginica
+5,5.732680050350943,2.9606504638836144,4.230318309930596,1.24395666942311,Iris-versicolor
+6,5.389028661031595,2.4314872043392675,3.5956528550393307,0.9505442753329038,Iris-versicolor
+7,5.811751340046093,2.7154617843838027,4.09778164599051,0.9970503038498076,Iris-versicolor
+8,6.700408858389236,3.0,4.96252042765309,1.6862589733782403,Iris-versicolor
+9,7.646841961420144,2.5956695043373172,6.899998271935295,2.2890081195284395,Iris-virginica
+10,5.010906878035954,2.0,3.6193591383551755,0.9481420752112819,Iris-versicolor
+11,5.922266297525643,3.202372348136568,4.781092569144009,1.8414835957695812,Iris-versicolor
+12,4.802316511597012,3.376960803488771,1.5992066344992668,0.20418143944001732,Iris-setosa
+13,7.7204171529358,2.611543715322485,6.9,2.310098528489653,Iris-virginica
+14,5.001661899634703,3.624283146707763,1.3743243051144352,0.2025576499996575,Iris-setosa
+15,5.518830358048029,2.474253729286144,4.012586734455629,1.2806693512936294,Iris-versicolor
+16,4.7905217881394355,3.3960089334171863,1.8125760815361773,0.2019040676887803,Iris-setosa
+17,7.701472946526897,3.0,6.150522594268696,2.2909868872496455,Iris-virginica
+18,5.578406611471576,3.0,4.472472436314189,1.4936010144161023,Iris-versicolor
+19,5.9693778261212636,3.4064015302373836,4.470426154755779,1.5923645585357353,Iris-versicolor
+20,4.845172262623939,3.392794992330574,1.5926391310052932,0.21489170374498334,Iris-setosa
+21,4.615353247615992,3.0960822973595064,1.5110272666383198,0.1990075588539904,Iris-setosa
+22,6.078895105646475,2.8948182427632574,4.654134955581371,1.4330539083548504,Iris-versicolor
+23,5.883644639344122,3.2035044098814427,4.823477435166834,1.798999093300903,Iris-versicolor
+24,6.412643230281764,3.2213582038024438,5.28687890874683,2.2748446771197885,Iris-virginica
+25,6.393636715116199,3.2036442790453665,5.3044988012780445,2.30269419101154,Iris-virginica
+26,4.8068598425016535,3.0,1.3993365138518186,0.10000012390426744,Iris-setosa
+27,7.9,3.7612886963146264,6.364472406341156,1.9334475718233164,Iris-virginica
+28,5.358655804372385,3.402129101565108,1.4992288419234734,0.480436781213832,Iris-setosa
+29,6.534655162157683,2.5142363195472277,5.560811020561587,1.6997753550993677,Iris-virginica
+30,4.395760910339121,3.151888636928175,1.3043184614190468,0.20067777991098248,Iris-setosa
+31,6.703375808126599,3.0,5.004108482677566,1.7074842998822317,Iris-versicolor
+32,6.292706128665889,2.7213179007854493,4.888285987063878,1.7734994917463143,Iris-virginica
+33,7.706208724586936,3.0,6.095188112948792,2.298417568452471,Iris-virginica
+34,5.034456469710326,3.6165925657110964,1.4048308551625426,0.20191453386570052,Iris-setosa
+35,6.278280320698749,3.401634866525266,5.568117053776285,2.389714767582279,Iris-virginica
+36,5.979021143147892,3.4043666107714707,4.506353756739069,1.6138914408252896,Iris-versicolor
+37,5.350339716839916,3.388163697292622,1.5148801407615864,0.3969932630239251,Iris-setosa
+38,5.218618456967516,3.3960239883154464,1.401102600828571,0.2022612740031577,Iris-setosa
+39,5.569558550157147,2.5003331798456627,3.899678535155817,1.1162217156421121,Iris-versicolor
+40,6.1022761104677725,2.8042136227121524,4.700590540097242,1.1989253447437938,Iris-versicolor
+41,6.367616790012987,3.2392977685209994,5.3202767364133035,2.30726808281556,Iris-virginica
+42,6.710957116459413,3.0,4.996643921219175,1.7060738456905402,Iris-versicolor
+43,5.771816425023545,2.7965434989435334,5.092322860137302,2.408318596716541,Iris-virginica
+44,5.399830568987793,3.9092933633240285,1.3344933454392527,0.3434370661570479,Iris-setosa
+45,4.990897529734935,2.000000614252559,3.2927633980830358,0.9940828323871546,Iris-versicolor
+46,5.503260630348319,4.199999124469507,1.4003381413092704,0.2059872430663977,Iris-setosa
+47,4.60136756371235,3.65720465091499,1.0000003733156066,0.20075873419178486,Iris-setosa
+48,5.8190779816836,2.689794957626019,4.12358073339622,0.9318121650704314,Iris-versicolor
+49,6.194213803978975,2.8111607796814515,4.771996634841448,1.8002277165998248,Iris-virginica
+50,6.00636293368289,2.1938328220072107,5.01422504696676,1.4805268106002687,Iris-virginica
+51,6.242214306258116,2.170868532813107,4.4394450571449005,1.5028327075467358,Iris-versicolor
+52,4.966894563627166,2.0,3.3089990572850265,0.9166732754265489,Iris-versicolor
+53,6.054345811765343,2.1986139371136457,4.113076700546056,1.098990552356657,Iris-versicolor
+54,6.031474313917108,2.818255875861251,4.6773007177575,1.2464735640517315,Iris-versicolor
+55,6.301434699567674,3.2983577041248777,5.986049967356083,2.499999818023032,Iris-virginica
+56,5.861220892317924,3.197063609400848,4.780673433189845,1.7710483589590265,Iris-versicolor
+57,5.901488511315127,3.208434585888678,4.7910490846789004,1.7857048329792624,Iris-versicolor
+58,5.801521139337813,2.696982502658484,5.138416947476337,1.901693118288745,Iris-virginica
+59,6.757213669637875,3.196714846260521,5.427581377888124,2.2973202212723067,Iris-virginica
+60,6.185183560331318,2.2020814228980496,4.475903097680132,1.5042413099207272,Iris-versicolor
+61,6.028443533973495,2.2040056702455137,5.01906482062219,1.5148660818622002,Iris-virginica
+62,6.255377082969939,3.3010268355762884,6.041723680016337,2.499999819843065,Iris-virginica
+63,6.190679706296458,2.8008039222950702,4.7735976620819285,1.796421939785005,Iris-virginica
+64,5.47359712405094,3.0,4.508112027861968,1.500401726702378,Iris-versicolor
+65,5.1365172352164,2.54454980212209,3.5745898176645508,1.2695106688133,Iris-versicolor
+66,4.300000941240835,3.0,1.1059250339781213,0.1,Iris-setosa
+67,6.20302734528559,2.206495499493259,4.527459871166446,1.5016656276647806,Iris-versicolor
+68,5.820601954620275,2.8207728001408534,4.583938019893396,1.3084025516240756,Iris-versicolor
+69,6.925568980011304,3.103980929779433,5.157635475203232,2.3008285138542997,Iris-virginica
+70,7.692554787043072,2.799078409436926,6.692621654705153,2.031180893441626,Iris-virginica
+71,6.622057943556471,3.0,4.458899486337067,1.4224227621908903,Iris-versicolor
+72,6.497774957886626,3.0,5.891973148906186,2.1905788251119147,Iris-virginica
+73,5.630221398792454,2.9238724917680736,3.892319872204966,1.2846841259430928,Iris-versicolor
+74,5.503142962989635,2.550692950789511,4.017805407175416,1.2426495060901748,Iris-versicolor
+75,4.597078688969645,3.111011765593433,1.511332020055807,0.19951080201822935,Iris-setosa
+76,5.160036749755341,3.442185765787442,1.3906218391120702,0.20126573494585107,Iris-setosa
+77,4.3,3.0,1.1151188708155713,0.1,Iris-setosa
+78,6.7347105912706935,2.810778068027674,4.764862508251976,1.4209649054052165,Iris-versicolor
+79,4.789703564957336,3.0,1.3678636021006654,0.2781320075820862,Iris-setosa
+80,5.011876321041075,3.35065996602825,1.596304566342219,0.4568392381507724,Iris-setosa
+81,5.666004570758418,3.0,3.9813343485891783,1.2047890841624298,Iris-versicolor
+82,6.125958312858552,2.9064184141697655,4.693652160015062,1.391056774631046,Iris-versicolor
+83,4.403475044829063,3.205926137167803,1.304267177780995,0.20347453351613776,Iris-setosa
+84,4.414835580670072,2.91832979237149,1.3944315019508635,0.1992961477699482,Iris-setosa
+85,5.026631005581645,3.6276793205385047,1.3816291763076198,0.20023615646397547,Iris-setosa
+86,6.997358837729419,3.093416164508082,5.095013131190683,2.3109800696743172,Iris-virginica
+87,6.296054369325558,3.4074514605467368,5.610537415203179,2.4074221369816398,Iris-virginica
+88,6.538954179237094,3.195946692735266,5.096744835082744,2.0298413186185913,Iris-virginica
+89,5.109051855329235,3.3276726925927416,1.5824157695222594,0.5391850837816717,Iris-setosa
+90,4.5875629768208395,3.6792592852672676,1.0000004452729891,0.20489349375542412,Iris-setosa
+91,6.180592236942984,2.2045694910463856,4.518414711816951,1.4931448560629885,Iris-versicolor
+92,6.021570525744263,2.899438788768623,4.514894608834871,1.5091396193587525,Iris-versicolor
+93,5.194925956181869,2.712052929370684,3.9076358814856995,1.4036028453754574,Iris-versicolor
+94,6.488547695969009,3.0,5.839047203692359,2.1933065121404662,Iris-virginica
+95,7.611637216125673,3.0,6.596731601820662,2.112397573211018,Iris-virginica
+96,4.3,3.0,1.100036039321512,0.1,Iris-setosa
+97,7.9,3.8426356035995166,6.396008338000538,2.028199466338981,Iris-virginica
+98,6.836538950824614,3.1994727195993966,5.7234898363831475,2.293512858463588,Iris-virginica
+99,5.565188981012173,2.4777765123901307,3.8133599931395783,1.0722322473312018,Iris-versicolor
+100,5.406063198549422,3.8681905205120226,1.2910829531918795,0.37155030879059714,Iris-setosa
+101,7.70392016454353,3.0,6.096189635948572,2.283820562922196,Iris-virginica
+102,5.9723650015006955,3.4078695840237323,4.441579379521203,1.5890194093457268,Iris-versicolor
+103,4.984786926168186,2.0,3.1193826494028762,0.9689961347166582,Iris-versicolor
+104,5.444996354952774,2.442961216814485,3.746550637461316,1.0573863716317067,Iris-versicolor
+105,5.768837647450371,2.800291969046264,5.173869554944517,2.3975891154443056,Iris-virginica
+106,4.628259210698972,3.091507471786891,1.5050584545870394,0.20075139445065204,Iris-setosa
+107,7.632744076727944,3.0,6.602279860417913,2.095480795374048,Iris-virginica
+108,4.5730713433901045,3.6413977100604447,1.0,0.20107040883240707,Iris-setosa
+109,5.832453888294557,2.691356518046207,4.136499071318136,0.9698387449530107,Iris-versicolor
+110,7.637742876580177,3.0,6.629708745159173,2.0752913206993564,Iris-virginica
+111,4.957011691184899,3.5932562427341854,1.4211434002115286,0.19913542936831125,Iris-setosa
+112,4.803255019682604,3.401042937472389,1.693579478794406,0.2003037475982402,Iris-setosa
+113,4.925504214361399,3.0,1.5639973447634796,0.21855983782018076,Iris-setosa
+114,6.690353012926037,3.0,4.991956507282799,1.6958747914732482,Iris-versicolor
+115,6.218616204651799,2.7785813409304962,4.8389402985216385,1.8066433875662349,Iris-virginica
+116,6.1062420043272745,2.7860997649012234,4.727384423158843,1.1790298610232253,Iris-versicolor
+117,6.70788964294378,3.0,4.984746283353338,1.699786310126773,Iris-versicolor
+118,4.594254108337083,3.2082472825851207,1.4142638364936055,0.19809944316325645,Iris-setosa
+119,5.02045211972022,3.0,1.583620769381541,0.20163901828963135,Iris-setosa
diff --git a/iris/tab_ddpm/0/10/test.csv b/iris/tab_ddpm/0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/10/train.csv b/iris/tab_ddpm/0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/10/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/10/val.csv b/iris/tab_ddpm/0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/11/synth.csv b/iris/tab_ddpm/0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..29075a74e292b94e28a141b554c495c981a9b756
--- /dev/null
+++ b/iris/tab_ddpm/0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.106230115043167,3.2982556128798763,1.6963443712814483,0.5096910583473027,Iris-setosa
+1,6.286019625551014,3.292122244872275,6.014414633300642,2.4999997712165993,Iris-virginica
+2,6.291796766657217,3.2895215160422593,6.014572975811923,2.4999998136109545,Iris-virginica
+3,5.6809529661001905,2.882357104940918,4.225405667913718,1.3220904045856088,Iris-versicolor
+4,5.110790372948863,2.4891082146597268,2.8874844230694365,1.1315853548697206,Iris-versicolor
+5,4.902486348294788,3.0982547884775093,1.5018034213410563,0.1000001114607317,Iris-setosa
+6,4.790628767409363,3.0,1.4236552512605087,0.10000010608052776,Iris-setosa
+7,4.784269707392682,3.0,1.3841159044271452,0.1,Iris-setosa
+8,5.788851839829335,2.7057249554333,5.097497696592855,1.891599987584471,Iris-virginica
+9,5.214658520960919,2.717843007906147,4.024559030147193,1.401370361503414,Iris-versicolor
+10,6.9597452371239585,3.1805716961068997,5.6447532932996936,2.2941477665370202,Iris-virginica
+11,6.0226142320834075,2.2156511584385026,5.003321569981039,1.4985785040429065,Iris-virginica
+12,6.518461075275878,3.0,5.800580616160903,2.191719576379207,Iris-virginica
+13,5.6792678122581535,2.7601150140760393,4.440517826330401,1.2566085064872723,Iris-versicolor
+14,5.05422211993565,3.382823743970112,1.6458429176613327,0.43497539984172995,Iris-setosa
+15,5.101207303934786,3.826455984546992,1.7062059827780425,0.1977489313106061,Iris-setosa
+16,7.899998539505084,3.7915449251731146,6.40420193262319,2.004899790125536,Iris-virginica
+17,4.868001857655058,3.0485953576843356,1.4737273917401812,0.10000009810431812,Iris-setosa
+18,5.796781206680228,2.693087621627643,5.1034602187703975,1.8984817752832992,Iris-virginica
+19,5.842977014153208,3.1834902698089182,4.765414017020608,1.7670235871119397,Iris-versicolor
+20,6.038002857484655,2.9188242722726874,4.509924784903361,1.4835215372520174,Iris-versicolor
+21,7.699559949232084,2.6151850082690773,6.8999986858959135,2.3057914126442713,Iris-virginica
+22,6.303502806040251,3.2964127809516386,5.949594407514543,2.4999997342839713,Iris-virginica
+23,7.151329361239051,3.2094832155185644,6.023761963199175,1.8366378872753983,Iris-virginica
+24,7.679013233086348,2.6037392079669273,6.899998993885795,2.301786394370259,Iris-virginica
+25,6.535049190210361,3.0,5.844712798200286,2.2241797939107952,Iris-virginica
+26,5.992179208203574,2.2239258738245167,4.044249247778164,1.0346350848737673,Iris-versicolor
+27,7.9,3.828893240741075,6.392192656835834,2.0151153830614503,Iris-virginica
+28,4.8129428270119385,3.0,1.4064557355932736,0.10000009494683128,Iris-setosa
+29,6.711010368315723,3.0654365902062084,4.748502744927594,1.4942166475360332,Iris-versicolor
+30,4.98126071310566,2.0000004975282253,3.5893468125583534,0.8761388042064089,Iris-versicolor
+31,6.694267203538481,3.0,5.019534018114859,1.7057043919943158,Iris-versicolor
+32,5.405386487512206,3.9243701627023033,1.2761087804154767,0.39595362236767756,Iris-setosa
+33,5.609590537502285,3.7290320116440028,1.5597393902716894,0.31176620711774583,Iris-setosa
+34,5.0671320915667,3.2963311275188283,1.6416681721027397,0.532311090792855,Iris-setosa
+35,6.474738732376015,3.1831468695900558,5.086254651977888,2.0327714036516302,Iris-virginica
+36,6.179460740592851,2.7227057735629243,4.8909049301737655,1.726355378934668,Iris-virginica
+37,6.005441750051444,2.213538374896298,4.003123344991024,1.0291247167463675,Iris-versicolor
+38,4.580986741025151,3.6252640700245395,1.0,0.20713055394235602,Iris-setosa
+39,4.777117725323854,3.391946856537179,1.7156000564058167,0.19961942614859346,Iris-setosa
+40,5.153301117835884,2.6917077904490436,3.95230608481783,1.4086783063627648,Iris-versicolor
+41,6.277620349783859,3.299737843928434,5.9650019693498795,2.5,Iris-virginica
+42,5.619428726333201,2.505839097387301,3.9278795700937126,1.1010896088418691,Iris-versicolor
+43,5.015918652471621,3.609178375165634,1.3986205926614588,0.19635616943369022,Iris-setosa
+44,4.8966084799331675,3.074453227999464,1.499851914291645,0.1,Iris-setosa
+45,5.545269164028419,2.342448381438575,3.7328079220155357,0.8529778485568232,Iris-versicolor
+46,5.057940771861286,3.799814263222727,1.5767882325633251,0.20313713474203246,Iris-setosa
+47,4.89570489231241,3.10729664757045,1.492511331365748,0.1,Iris-setosa
+48,4.927572539920349,3.6059835428527807,1.6637189902419394,0.20140886043766795,Iris-setosa
+49,4.9879316571695185,2.0,3.3239539357408194,0.9293219246396202,Iris-versicolor
+50,6.009564600100889,3.3950818344077542,4.518479465159978,1.6062639211334298,Iris-versicolor
+51,4.992375840282232,2.0,3.6374441650598452,1.062443275870376,Iris-versicolor
+52,6.8832974678468535,3.1051684068334953,5.097212827321179,2.2942621391693736,Iris-virginica
+53,6.092965706490579,2.7845965473154837,4.688803539740901,1.1813650239965778,Iris-versicolor
+54,6.287832826575133,3.2947324372579874,6.0210252655898,2.5,Iris-virginica
+55,6.693289679331903,2.5017662510898906,5.813957938676405,1.815267417126744,Iris-virginica
+56,6.172689995097333,3.351310533848448,4.6204707714329025,1.6036235192359394,Iris-versicolor
+57,4.3,3.0,1.094766140161848,0.1,Iris-setosa
+58,4.809801202327351,3.407441484133349,2.0108320627604597,0.19641010021549468,Iris-setosa
+59,6.484650698182337,3.0,5.759450064376988,2.194103572714377,Iris-virginica
+60,6.311555673611803,3.301136421685656,4.684628660853058,1.602473056395567,Iris-versicolor
+61,6.2004309350437605,2.2097014299986597,4.505865815520121,1.4902244611348525,Iris-versicolor
+62,6.960473320445162,3.086202136066148,5.077046167279584,2.30836625820831,Iris-virginica
+63,4.801221233915255,3.395205525408478,1.7357806575028265,0.19629443635244784,Iris-setosa
+64,6.921143327760479,3.197105185287051,5.723975420188733,2.3104169274465733,Iris-virginica
+65,6.847985482001413,3.2074424298359716,5.745109811649261,2.294604681025769,Iris-virginica
+66,6.712784512530566,3.0,5.010117862791413,1.7090738152536173,Iris-versicolor
+67,6.449288883725066,3.2110910474455245,5.140500399392034,2.094833188869532,Iris-virginica
+68,4.997314074478803,3.402354685386848,1.6161011107410268,0.43008256396739664,Iris-setosa
+69,6.062190835333164,2.593473929182173,5.600058026604778,1.3725847803595517,Iris-virginica
+70,6.317120555109738,3.2844322049298063,5.967871596076457,2.5,Iris-virginica
+71,6.298365931558585,2.498197515007996,4.98393065704984,1.8633853985376987,Iris-virginica
+72,4.3977021901214135,3.182743206245873,1.2918175422369846,0.20281477754050667,Iris-setosa
+73,6.279020461340013,3.3128568462435197,6.022575200122541,2.499999805579916,Iris-virginica
+74,6.068766175526743,2.835847292604956,4.702901339359592,1.2688540907376042,Iris-versicolor
+75,5.803915177528718,2.7811693645293016,5.090384899388464,2.401980677109602,Iris-virginica
+76,5.413386899981112,3.9098362248545757,1.2717411262810194,0.5001752457370443,Iris-setosa
+77,6.591325237334277,3.0,4.372362914258319,1.394716611438217,Iris-versicolor
+78,5.9991906878259815,3.1641443352976144,4.826664137432428,1.7951258682323543,Iris-versicolor
+79,5.767398539705189,2.694508946742137,5.0912396308204055,1.8918504026316758,Iris-virginica
+80,5.114669642042918,3.2884226176545797,1.7383774456079069,0.4953605022833626,Iris-setosa
+81,6.377266417967366,3.25027758717093,4.747611092156456,1.6034211951206951,Iris-versicolor
+82,5.683062731291713,2.8015844289852843,4.447751465090851,1.3209273749835835,Iris-versicolor
+83,5.510109312769294,2.507077344390065,4.005378579880102,1.2599859386867316,Iris-versicolor
+84,6.3970480034501875,3.2050317072278975,5.296039656248187,2.2986917373813958,Iris-virginica
+85,4.588395959106041,3.2037248073708806,1.3801035018934034,0.19611558563714976,Iris-setosa
+86,5.9965385404348055,2.213067498869648,4.996614880816039,1.4881184468465127,Iris-virginica
+87,5.015867813809469,3.6866604921245165,1.6199948852182529,0.20229451400227366,Iris-setosa
+88,6.249704476031205,2.7155774437586393,4.861741672846849,1.7862268280587035,Iris-virginica
+89,5.8982802775269345,3.2020830681773718,4.813469893422643,1.7756596293011975,Iris-versicolor
+90,5.498123466586379,4.2,1.4028124626278988,0.20633329042858622,Iris-setosa
+91,5.701500716329762,3.0,4.23658716116305,1.1868494003519114,Iris-versicolor
+92,4.753796179470451,3.3962467791636413,1.939051692908694,0.2002408133199151,Iris-setosa
+93,5.5054320199208275,4.2,1.3984492061007991,0.1979439195666579,Iris-setosa
+94,4.602455411813654,3.6281613438741744,1.0,0.19327028631220478,Iris-setosa
+95,6.325448600535977,3.304546495644361,6.089306116217175,2.5,Iris-virginica
+96,5.012311205652847,3.394221900873693,1.5960689283826452,0.4430607243039884,Iris-setosa
+97,6.0167590233420665,2.204892049128572,5.0035198864238035,1.5088088469197813,Iris-virginica
+98,5.121602883297432,3.294616340744184,1.6536172989060214,0.4229474889439213,Iris-setosa
+99,5.8110184621267384,2.8067037241213852,5.207080007771823,2.400083380777102,Iris-virginica
+100,6.681731916209977,3.0,4.9866062060675125,1.6741064567018864,Iris-versicolor
+101,5.6082400067766605,2.8871514844150745,3.7058681060250684,1.284449125386503,Iris-versicolor
+102,4.922906660008798,2.0,3.590960917436796,0.9804156414926081,Iris-versicolor
+103,5.8051897477454375,2.7050856208589176,5.128633344801255,1.9060074746428848,Iris-virginica
+104,5.58123848205964,2.5286698166495545,3.9323304799855956,1.1467080299571628,Iris-versicolor
+105,4.773666064008434,3.0,1.4031476413934725,0.27702448403567403,Iris-setosa
+106,5.740822378035166,2.989675255350612,4.261297277849965,1.244053096323098,Iris-versicolor
+107,5.54203767657995,3.0,4.444585200739113,1.4786185523230335,Iris-versicolor
+108,6.711773704371022,2.5014237735636864,5.854089913616445,1.8203790686114791,Iris-virginica
+109,5.005134030359958,2.0,3.5000428640630856,1.0122746784449488,Iris-versicolor
+110,7.6877701948137895,2.5920344161621904,6.9,2.271501893571795,Iris-virginica
+111,6.619558582318021,3.0,4.465687399919588,1.4159054359490448,Iris-versicolor
+112,6.072632488013975,2.911811906945116,4.620584497996731,1.4511607897280925,Iris-versicolor
+113,7.899998965213745,3.7686950459213744,6.382133792001736,2.033220007560436,Iris-virginica
+114,4.588420511805775,3.6538949962555605,1.0,0.2007592626085832,Iris-setosa
+115,7.6415856603548935,3.0,6.38451736584999,2.2280702763064584,Iris-virginica
+116,5.353799144845509,3.3884765504696355,1.505840939987033,0.4366531201222445,Iris-setosa
+117,6.002901157583566,2.2060334517117672,5.006374617632434,1.5000973575328884,Iris-virginica
+118,6.256430058591031,2.6980660965350154,4.893525544169147,1.80801454235239,Iris-virginica
+119,7.9,3.8304869773899313,6.375955845119784,2.030112766142944,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/test.csv b/iris/tab_ddpm/0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/11/train.csv b/iris/tab_ddpm/0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/11/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/11/val.csv b/iris/tab_ddpm/0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/12/synth.csv b/iris/tab_ddpm/0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ffe5b8caaa9abb788c6db84817aad9c6963b33ba
--- /dev/null
+++ b/iris/tab_ddpm/0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.413677917527243,3.191564680454272,5.268210985419509,2.301106904820108,Iris-virginica
+1,6.609276700049017,3.0,4.409070921883029,1.392962244103529,Iris-versicolor
+2,5.482787473151986,4.2,1.3839725633349715,0.19746760949252376,Iris-setosa
+3,5.097225953032097,3.294926345704271,1.7925642005820437,0.5207824235568078,Iris-setosa
+4,6.2029476653319096,2.823670115443965,4.800093505430403,1.8043013507582528,Iris-virginica
+5,5.985561158494288,2.8252967814897394,4.631762662729661,1.2489497351435146,Iris-versicolor
+6,5.747604615593376,3.07866907257689,4.664647935001661,1.6185945675242928,Iris-versicolor
+7,5.785553209039077,2.7033824537605065,4.118129588212834,0.9102738884109925,Iris-versicolor
+8,6.4234461955086815,3.169570841961841,5.192624375122135,2.120371012218421,Iris-virginica
+9,4.888080132003602,3.0758804146442884,1.473857376738782,0.1,Iris-setosa
+10,4.788699806711881,3.398387577211345,1.7900792116212387,0.20057372275336763,Iris-setosa
+11,5.373546216104456,3.8823756933268854,1.298209219511798,0.4273240009918481,Iris-setosa
+12,6.304448100270659,3.317255007959367,6.056505614564773,2.5,Iris-virginica
+13,5.579223791849204,2.504832427695139,3.9347807255104765,1.1866123724975952,Iris-versicolor
+14,5.425064684097869,3.0,4.496393953314516,1.4953935265895941,Iris-versicolor
+15,5.810075238594958,2.7064127925808474,4.101386093515974,0.9167900979600058,Iris-versicolor
+16,5.8962922330657594,3.2027202121807177,4.814323592565059,1.7867784036398495,Iris-versicolor
+17,4.8070158648082035,3.0,1.401862816097415,0.32563265561256444,Iris-setosa
+18,5.107997601521128,3.786223098683698,1.6064213180289793,0.1961813419767761,Iris-setosa
+19,5.433715867704237,3.465668111710329,1.495606544900392,0.34201478174809796,Iris-setosa
+20,6.795226499916434,3.1999595838907022,5.858148443335124,2.2940699830069025,Iris-virginica
+21,6.1081757767876965,2.9090240963962546,4.693220524292688,1.410983548763415,Iris-versicolor
+22,6.2966736222394,2.4373141800776463,5.007707152204105,1.8732154963926255,Iris-virginica
+23,4.814307115079434,3.0,1.4069844144829415,0.1,Iris-setosa
+24,6.238552165707126,3.292267979682439,5.963455669867846,2.499999668432373,Iris-virginica
+25,4.857217479258719,3.0064020916891483,1.4379383949828153,0.10000013601938132,Iris-setosa
+26,4.3,3.0,1.0857931880728167,0.1,Iris-setosa
+27,6.5967570096418635,3.0,4.41325459690047,1.3983175850221294,Iris-versicolor
+28,5.42203965551204,3.9168143733133105,1.2937403357266213,0.401366787973716,Iris-setosa
+29,5.835699486935159,2.70928056516624,4.113441375135358,1.024011508184685,Iris-versicolor
+30,5.804807244877833,2.8248476598504504,5.08577025538307,2.399025722926189,Iris-virginica
+31,6.2720362105253855,2.6398694628720265,4.951806833982399,1.825944357309341,Iris-virginica
+32,5.688594725258403,3.0,4.227079550652888,1.235383906764895,Iris-versicolor
+33,4.803692655670346,3.0,1.389438894275016,0.3255276247251255,Iris-setosa
+34,5.20169667141432,3.4090424413863585,1.3895800626318735,0.20230098283797548,Iris-setosa
+35,5.005882334297169,3.0,1.653116598729076,0.19738032741920808,Iris-setosa
+36,6.204519417523882,3.3802576126806305,5.328898925826771,2.262860569409166,Iris-virginica
+37,6.507746747624239,2.81353254366358,4.5684149350234735,1.4677371163661188,Iris-versicolor
+38,6.201567136584129,3.3959210162868567,5.479282461312278,2.304590568808806,Iris-virginica
+39,5.345622454462178,3.7900059653324867,1.3410910815544144,0.2614679338394158,Iris-setosa
+40,6.039394868102628,2.895557045326244,4.555713571796017,1.4810175407159942,Iris-versicolor
+41,5.397361074003678,3.397806667938447,1.5170416525664203,0.42548694120515107,Iris-setosa
+42,5.69480222523268,3.0,4.217455988990137,1.2197726540247034,Iris-versicolor
+43,5.339221541796294,3.0,4.457079183425229,1.501394195480727,Iris-versicolor
+44,6.505815917600312,2.79342978745519,4.5693649211529195,1.5162591171054849,Iris-versicolor
+45,5.365364923639353,2.4038246334347715,3.479256923553819,1.013015753574375,Iris-versicolor
+46,6.5756132798980635,3.0,4.422494349760752,1.4055481601477209,Iris-versicolor
+47,5.542032205569541,2.451740320933826,3.841673024181295,1.0191396224670275,Iris-versicolor
+48,5.910310822106464,2.7938158392586594,4.626068830679531,1.1801641196448855,Iris-versicolor
+49,5.418291615252743,4.2,1.3887751556897496,0.19810617772279362,Iris-setosa
+50,5.293051226308153,2.516437961882737,3.5723486704229592,1.0933279286027622,Iris-versicolor
+51,4.994470259191462,3.0,1.5851759706671213,0.2004152560193202,Iris-setosa
+52,7.688006773665185,2.5993434327286753,6.899998971951438,2.3035616343353613,Iris-virginica
+53,4.788132475699543,3.397316346837359,1.7977586926874383,0.196721022685789,Iris-setosa
+54,6.18948307718287,2.799302732367691,4.822373639245652,1.7713675603963732,Iris-virginica
+55,6.71765742877338,3.090065360069132,4.748933336526701,1.5133449235884133,Iris-versicolor
+56,7.6007853793831766,3.0,6.593429099888921,2.083200752174556,Iris-virginica
+57,6.554988332511845,3.0,4.416978492510074,1.4047824337100838,Iris-versicolor
+58,6.295466574331977,3.4036697231833086,5.609990206971933,2.399898655796112,Iris-virginica
+59,7.6924889346779075,2.5869359058270835,6.9,2.2902332295957892,Iris-virginica
+60,4.920601947349677,3.093188360211538,1.4903983403063497,0.1,Iris-setosa
+61,5.404148371303078,2.4508494392734437,3.636413750629759,1.0507603006065092,Iris-versicolor
+62,6.512647936640124,2.8053699721733696,4.585014479398069,1.4882017039160733,Iris-versicolor
+63,5.481014750019721,3.0,4.538261821196001,1.4964165745076599,Iris-versicolor
+64,4.800889203098245,3.40064314465941,1.7920840202837258,0.20114706666570967,Iris-setosa
+65,5.094896478235819,3.505862439287736,1.4027228102506801,0.2001944636830692,Iris-setosa
+66,6.442861325384656,2.796915979707591,4.587974036592851,1.4670766730850922,Iris-versicolor
+67,4.616109993574769,3.6383478641552207,1.0,0.20315046142372992,Iris-setosa
+68,6.072234904799345,2.7837269737755146,4.692872375021963,1.1991241134621944,Iris-versicolor
+69,5.874079873440267,3.18207193049882,4.765023814923495,1.7155656413823372,Iris-versicolor
+70,7.622440030701951,3.0,6.614509348343225,2.1122938682937673,Iris-virginica
+71,5.468489639120886,4.199999145328726,1.3986222180559844,0.211038173532927,Iris-setosa
+72,5.3970308544912,3.895810675791947,1.2907297696578104,0.37125408148236794,Iris-setosa
+73,5.008446225799302,2.000000682258408,3.550617100360865,1.0107558212451775,Iris-versicolor
+74,5.459817344430531,3.408245077174331,1.5100440730478302,0.37678198274376046,Iris-setosa
+75,6.127576178866441,2.8969793995024595,4.718205374303089,1.3663865541741693,Iris-versicolor
+76,4.973805481357665,2.0000004719840754,3.2617622826165915,0.9932990106539313,Iris-versicolor
+77,6.026697812259682,2.228639590931803,4.996072705096779,1.5387144508585224,Iris-virginica
+78,5.810654256916053,2.7986793688611855,5.119342604110082,2.372882086679098,Iris-virginica
+79,4.967259676963224,2.000000453559969,3.419388026455411,0.9785587093135318,Iris-versicolor
+80,6.802003388372793,2.809507931741139,4.82041183454695,1.4082806533903025,Iris-versicolor
+81,5.6085172308008335,2.5071986431135858,3.8553319808344493,1.0686032750086838,Iris-versicolor
+82,5.147844835586963,2.506714087604551,3.088246668288588,1.1142251217023431,Iris-versicolor
+83,5.7966077646347705,2.679911008189441,4.048718000210908,0.9438155253077823,Iris-versicolor
+84,5.0068534773597,3.0,1.710844105925957,0.20642554428154275,Iris-setosa
+85,4.3,3.0,1.0945577164171196,0.1,Iris-setosa
+86,5.757629406861512,3.0634104860070783,4.6475093425957335,1.5947275171049604,Iris-versicolor
+87,6.046237844801094,2.2173162939287328,4.13291074598583,1.0968873540952055,Iris-versicolor
+88,4.6134901791316905,3.1905242682619765,1.3904744564527396,0.20007013686129257,Iris-setosa
+89,6.39788176009763,3.1994708999981984,5.228728992399478,2.2433900134845994,Iris-virginica
+90,6.519572931608649,3.175905332830944,5.226728109132527,2.2761679496918332,Iris-virginica
+91,5.8939279001258305,3.1994467358859207,4.778372908377908,1.7942533347726546,Iris-versicolor
+92,5.690223942360416,2.7969084222128195,4.512883973958169,1.281415840678952,Iris-versicolor
+93,5.295616603190473,2.580323654378927,3.8586679402282145,1.3492855554238792,Iris-versicolor
+94,7.709347694848708,2.803671214352617,6.695708084741468,2.0001896772689944,Iris-virginica
+95,6.855304343543916,3.1072328179699102,5.111711280104873,2.2831960252937877,Iris-virginica
+96,6.711190429964461,3.0,4.996411686979972,1.702122774939211,Iris-versicolor
+97,6.31481265618578,3.3920124582625375,5.608219020716948,2.3980357570607804,Iris-virginica
+98,4.396359387145583,2.899895477700862,1.3883132513692085,0.19679416188358734,Iris-setosa
+99,5.95141660636857,2.1729159942929503,4.965894546675516,1.4701078541583195,Iris-virginica
+100,7.168444032479944,3.201484358404612,6.011985312864476,1.8237195510661683,Iris-virginica
+101,4.624646815030807,3.16468659416105,1.4274103862431033,0.19641803116816342,Iris-setosa
+102,5.797432192895812,2.774917856940128,5.1723146543006315,2.3947406951719135,Iris-virginica
+103,5.153998545955892,3.472610650198525,1.3972809732525744,0.20259865741221245,Iris-setosa
+104,5.465109436812635,2.509684908515937,3.967727515748856,1.3025403454311641,Iris-versicolor
+105,5.429703732239048,3.910455291167473,1.3084813418905958,0.3785374671818453,Iris-setosa
+106,6.917746774791666,3.0827449875144186,5.097129766363356,2.2875339974574675,Iris-virginica
+107,5.617875613200657,3.0,4.523406624374325,1.5093871917238892,Iris-versicolor
+108,7.6150853719947085,3.0,6.625061644030517,2.10904905979491,Iris-virginica
+109,6.004326720444473,2.1991176962861485,3.9701012418494206,1.0046718592161346,Iris-versicolor
+110,6.25441655421971,3.2937061152367666,5.984203862118232,2.5,Iris-virginica
+111,4.3000007144813,3.0,1.1017449979314267,0.10000009491434558,Iris-setosa
+112,6.4576538279082,3.0,5.79366584945313,2.2410466899197106,Iris-virginica
+113,5.0081596756750555,3.0,1.5953410594552113,0.19320485870117665,Iris-setosa
+114,4.409044266314631,3.2066181699352065,1.3197066430465796,0.19686140060019164,Iris-setosa
+115,5.008972389973278,3.609859875788308,1.3860448804174892,0.19890553437048095,Iris-setosa
+116,7.686449087916659,2.791162058070937,6.698878095264155,1.9763173974574315,Iris-virginica
+117,6.683421737303001,2.5004874485691353,5.7840792390630265,1.8012818647733981,Iris-virginica
+118,6.110058637964766,2.7805642512389994,4.682408047048944,1.1703247464195983,Iris-versicolor
+119,6.2894282557366115,3.3162735752613246,4.68672478798748,1.5979280804483484,Iris-versicolor
diff --git a/iris/tab_ddpm/0/12/test.csv b/iris/tab_ddpm/0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/12/train.csv b/iris/tab_ddpm/0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/12/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/12/val.csv b/iris/tab_ddpm/0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/13/synth.csv b/iris/tab_ddpm/0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8672b9dc767cea32260c41cbc123e4c6b877abf
--- /dev/null
+++ b/iris/tab_ddpm/0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.799665517250981,2.6823415073446046,5.083683432233932,1.883668363254459,Iris-virginica
+1,5.696100906540368,3.0,4.202492474071289,1.1681237544386691,Iris-versicolor
+2,4.8470712483887715,3.0,1.4364179524132117,0.1000000937375569,Iris-setosa
+3,5.794044108613652,2.703868157704908,5.108617360597846,1.895242513436055,Iris-virginica
+4,6.054670914449059,2.225342086739268,5.025087704583558,1.6053589687133658,Iris-virginica
+5,5.002793259520808,2.000000463626506,3.3657792203084904,0.9738528122835193,Iris-versicolor
+6,5.667416829870865,3.0,4.101276955384204,1.22470355477283,Iris-versicolor
+7,5.514529973363604,3.7115996269121987,1.438883672870504,0.4219139089266237,Iris-setosa
+8,4.300000483299477,3.0,1.0943273869485892,0.1,Iris-setosa
+9,6.006582993132598,2.2064110910678703,5.011930235411677,1.4867269113909984,Iris-virginica
+10,7.177591519457939,3.1927697394271277,6.0011740012386445,1.7994307297964616,Iris-virginica
+11,4.3000005798922265,3.0,1.1009567967153222,0.10000009522719942,Iris-setosa
+12,7.1566016208151835,3.202083892258525,6.022900796347526,1.782513194623685,Iris-virginica
+13,5.063967472752646,3.772746470192619,1.5867847992148476,0.1995082291371107,Iris-setosa
+14,6.498528723227228,2.790377245084846,4.590020625916978,1.4883749014463752,Iris-versicolor
+15,6.093150151516896,2.7920146248458857,4.687686808712323,1.1843335378410824,Iris-versicolor
+16,6.273603829337174,3.307184564515444,5.954089927368826,2.5,Iris-virginica
+17,6.18375965292424,2.800985940339032,4.7794783887342165,1.79350139255398,Iris-virginica
+18,4.300000490348695,3.0,1.0969970499805708,0.10000009762112846,Iris-setosa
+19,7.692808416194472,2.6053193968347785,6.899998593969066,2.282142776567081,Iris-virginica
+20,6.297474502332449,3.30819214688148,5.967245165085028,2.5,Iris-virginica
+21,5.215202818851675,3.403627444785249,1.391667155215705,0.19952920518333433,Iris-setosa
+22,4.804048056289919,3.0,1.4043965048137468,0.10000010304455464,Iris-setosa
+23,6.679748235226875,3.1327830044673224,4.733833622541084,1.5093704365091454,Iris-versicolor
+24,6.2069114565433265,2.2208853595674922,4.471422150530441,1.4740608822023251,Iris-versicolor
+25,5.1019283475228345,3.3008424690561955,1.7150226288175368,0.513337493800386,Iris-setosa
+26,6.710807257820613,3.1825277261268137,5.683500024505717,2.290140400901389,Iris-virginica
+27,5.010759768505443,2.0,3.184548410391116,1.0420025129200616,Iris-versicolor
+28,5.798741952123299,2.7009875000344366,5.088377862662575,1.9103838141292584,Iris-virginica
+29,7.732401779419537,2.599882805975727,6.9,2.3064699962244664,Iris-virginica
+30,6.1946661700131145,2.7741860926115205,4.843379555747736,1.813771848274021,Iris-virginica
+31,5.384682813111556,3.9325967945660514,1.3042475006858105,0.4627753430199927,Iris-setosa
+32,6.706406203673084,3.0,5.025641125789038,1.7323000254978198,Iris-versicolor
+33,7.707751621527404,2.595823914764946,6.8999989391493175,2.28962780220721,Iris-virginica
+34,6.189585375033716,3.40486994348446,5.410545441883768,2.305684187297214,Iris-virginica
+35,4.668656839503996,3.0,1.4118185864984936,0.24512469925951222,Iris-setosa
+36,4.9084670716262355,3.1162692756366845,1.5063491171397307,0.1,Iris-setosa
+37,6.278142667197705,3.3058327077558483,5.9686255925698015,2.49999954743243,Iris-virginica
+38,6.029822488384006,3.3888625544713555,4.521437352967308,1.61004576081362,Iris-versicolor
+39,5.793621249598798,2.7130963227330636,5.093283588493898,1.9038898753542661,Iris-virginica
+40,4.411085615463944,3.206678901938461,1.298410100936346,0.19720220311534514,Iris-setosa
+41,5.10716621551536,3.789290455021424,1.5748400774064852,0.20273158763203442,Iris-setosa
+42,4.797212254674487,3.0,1.4068716707460192,0.27620170484381623,Iris-setosa
+43,6.3172464541547,2.667851032610992,4.949284727592519,1.8026847012992593,Iris-virginica
+44,4.395285208603445,2.900798740074121,1.3876582402432973,0.20039656351782434,Iris-setosa
+45,4.300000739695309,3.0,1.1020252196700155,0.10000013269635696,Iris-setosa
+46,6.114460583689908,2.601679350941885,5.6139382440534265,1.4085993858657988,Iris-virginica
+47,5.1632424715974325,3.4083186911375893,1.3911018944382183,0.2012932726072617,Iris-setosa
+48,6.230545469123226,3.395962914266359,5.4094260738248465,2.30255050963916,Iris-virginica
+49,4.781425217999355,3.4006372061343497,1.6532298461729673,0.20102419292520046,Iris-setosa
+50,5.487498227918176,4.2,1.4076574034757579,0.20852998362626365,Iris-setosa
+51,6.195948767339717,3.400869515246396,5.403038594145547,2.290937789919964,Iris-virginica
+52,4.959753444378832,2.0,3.5855440718484277,0.9483255724418697,Iris-versicolor
+53,5.701994373693266,3.805644404615468,1.8575829851515109,0.3203597262987344,Iris-setosa
+54,6.290151154475778,2.6973030913193594,4.914277781740123,1.8216989689641196,Iris-virginica
+55,6.3218195022848604,3.311033135022124,5.995901805469845,2.499999782577291,Iris-virginica
+56,5.941730648554666,2.8937681224785456,4.455344779650279,1.482044828657719,Iris-versicolor
+57,7.690732878827175,2.591152607442742,6.9,2.3010615980383253,Iris-virginica
+58,7.20828679207251,3.2049727222585638,5.956714440160578,1.815394265239362,Iris-virginica
+59,5.014996263052638,3.0,1.6798344854505396,0.1993087198986323,Iris-setosa
+60,5.787566482902618,2.6979937862423338,5.100124255131425,1.8934730385023637,Iris-virginica
+61,6.661489251947462,3.1974228820615247,5.313421478381157,2.273681108901472,Iris-virginica
+62,6.488079971620642,3.0,5.771825247907047,2.1989270263507095,Iris-virginica
+63,5.129611372213635,3.7492643961059535,1.3778661690791247,0.22982261775617085,Iris-setosa
+64,7.677052121623021,2.7843945962353684,6.692223667202977,1.9792531751452478,Iris-virginica
+65,5.112643161015375,3.8047444596774223,1.6016599772811808,0.20068562218032762,Iris-setosa
+66,6.834901599463176,3.1874052373289232,5.798284686220913,2.310430110955546,Iris-virginica
+67,4.3982011303333834,2.9041732073800604,1.4023602117162943,0.1939927981018364,Iris-setosa
+68,5.516710586265386,4.2,1.40746590890001,0.2097228385423455,Iris-setosa
+69,5.769527336602275,2.8630707438970266,4.394134107611089,1.400141472064719,Iris-versicolor
+70,4.603220773709069,3.212850042644013,1.401569836171681,0.20279348232550223,Iris-setosa
+71,5.808562726087304,2.705150082064131,5.093783214706399,1.9004460012991773,Iris-virginica
+72,4.599722741804186,3.1925403082404906,1.4195617703629868,0.19671696193411053,Iris-setosa
+73,6.077514125863629,2.9076627301408453,4.630918084054719,1.4210050500111737,Iris-versicolor
+74,4.777467557287738,3.0,1.3850742078458067,0.10000010483898862,Iris-setosa
+75,7.639881607382788,3.0,6.45585396359796,2.1585465828546737,Iris-virginica
+76,4.396794527768023,3.197325543172287,1.3005071385036358,0.20222480669640994,Iris-setosa
+77,4.402988394603906,2.9126325140211513,1.4127132970269183,0.20473224226307685,Iris-setosa
+78,6.506621765066687,2.790160813697978,4.602712225045164,1.4933536801201954,Iris-versicolor
+79,6.235377884316511,3.4086754173295324,5.422194208044399,2.310709175391394,Iris-virginica
+80,6.334361421814918,2.632006764224808,4.935785459742126,1.8335193892441723,Iris-virginica
+81,4.993988375074046,3.0,1.6262776241449888,0.19746041444242798,Iris-setosa
+82,4.796096321097041,3.0,1.3957479536597148,0.27642221845214526,Iris-setosa
+83,5.145814183841185,2.4921256388308874,3.4245470065287593,1.119937112896367,Iris-versicolor
+84,6.878587609532575,3.1881915086175403,5.635288082346844,2.2969084976170526,Iris-virginica
+85,6.903935950657987,3.0880497420565214,5.126462448212887,2.3004719114489762,Iris-virginica
+86,4.589692882828787,3.186601761321158,1.405229407041922,0.1956045132190503,Iris-setosa
+87,7.188602088349871,3.204466932348647,6.009885392899846,1.7986653573379363,Iris-virginica
+88,7.451095645328597,3.0,6.433280842169724,2.188714408340953,Iris-virginica
+89,5.81212812962184,2.805444072206792,5.127661332401277,2.40482127425055,Iris-virginica
+90,6.106630491496332,2.8299473731781113,4.720616205890437,1.2488830561604063,Iris-versicolor
+91,6.282268230735394,2.73205649327629,4.901498987320311,1.7857856760830422,Iris-virginica
+92,7.675044571748758,2.618766293701444,6.899998787947416,2.290438896082108,Iris-virginica
+93,5.837001625376008,2.8142281007138656,5.088292057415974,2.373402079885731,Iris-virginica
+94,6.042945910670595,2.8554870318856054,4.64462882480303,1.304225411423353,Iris-versicolor
+95,7.712485361423955,2.5985575341862566,6.9,2.3043990948364694,Iris-virginica
+96,7.715273087476458,2.6048635341594255,6.9,2.313353406485689,Iris-virginica
+97,6.65390179475443,2.530009171863008,5.666734067787605,1.851688004603365,Iris-virginica
+98,5.105077775819881,2.5194909640586136,3.1500520493878748,1.1526322736609924,Iris-versicolor
+99,6.358322365099632,3.317186856013024,6.1039229481612844,2.5,Iris-virginica
+100,5.8077765637979155,2.820074315130723,5.14704487430107,2.395454215702687,Iris-virginica
+101,6.013489051998279,3.3907608340926134,4.545970158169376,1.6015358408387899,Iris-versicolor
+102,7.6241730049729695,3.0,6.461421881041656,2.1633467932117636,Iris-virginica
+103,5.982211250384485,3.403739327950184,4.494033242579853,1.6020598521631118,Iris-versicolor
+104,7.9,3.8336601967941726,6.375964639195438,2.009338291711268,Iris-virginica
+105,4.801669462347863,3.0,1.393860585848005,0.315226761641728,Iris-setosa
+106,6.931218736845436,3.20908553415237,5.709766680551148,2.301555819874684,Iris-virginica
+107,5.2289477601959,2.6727622080156,3.9271569461627727,1.3909766924936513,Iris-versicolor
+108,7.715293316137034,2.784459615067783,6.71618516502043,2.0089276566770646,Iris-virginica
+109,6.002364380089133,2.9021615451081857,4.455979405206191,1.5172283260540367,Iris-versicolor
+110,6.276589149434185,3.3004697796172517,6.1032629994739755,2.5,Iris-virginica
+111,6.276319350211379,2.775543845428616,4.866407716554671,1.8390223849368457,Iris-virginica
+112,5.684080586698864,2.981114164181649,4.0506033701115784,1.2753356902655602,Iris-versicolor
+113,5.689377657117802,2.897593261039948,4.063138171439859,1.1528771723891191,Iris-versicolor
+114,5.721840923941445,3.0,4.531487186062963,1.4850994610940784,Iris-versicolor
+115,5.161277355255542,3.664339877920253,1.371090259275095,0.22234110802539647,Iris-setosa
+116,4.819674749086375,3.402814817712484,1.9806945452440659,0.2014683739660544,Iris-setosa
+117,7.682808186975998,2.6008428221922677,6.9,2.2842488590554066,Iris-virginica
+118,4.980129629079159,2.00000057267794,3.5804625221781756,1.010190619526005,Iris-versicolor
+119,7.2704026413327005,3.1891458743143857,6.0143685016914,1.8031375326409391,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/test.csv b/iris/tab_ddpm/0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/13/train.csv b/iris/tab_ddpm/0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/13/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/13/val.csv b/iris/tab_ddpm/0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/14/synth.csv b/iris/tab_ddpm/0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d2a0f6b5a012483faff0df6a86b3d821b21612ec
--- /dev/null
+++ b/iris/tab_ddpm/0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.524932949422957,2.422988270037266,3.7267401763441965,1.007684547669904,Iris-versicolor
+1,6.104087895746935,2.816924918775442,4.702514896895474,1.223760284972289,Iris-versicolor
+2,5.999938986377502,2.7894975348399074,4.644632475421885,1.1824203706975478,Iris-versicolor
+3,4.972095045706459,2.0,3.0390130314813617,0.9533753840699976,Iris-versicolor
+4,5.580334472252048,2.894129140774954,3.496813074652035,1.3027291643454926,Iris-versicolor
+5,4.605287583669871,3.6381935549376334,1.0,0.20242633997271006,Iris-setosa
+6,6.794665657025661,3.204603340810805,5.8631677286141315,2.2854771479383538,Iris-virginica
+7,6.320755883298582,2.6960379452302417,4.896565856416528,1.8104873595532125,Iris-virginica
+8,4.582612070927556,3.132734780945244,1.4559357269983406,0.19751071379283713,Iris-setosa
+9,5.0751511020004125,3.5387717835528365,1.3967434443834132,0.20154091919139336,Iris-setosa
+10,7.606815697041415,3.0,6.5977299679927155,2.1146947341558073,Iris-virginica
+11,6.304678843506085,2.720885465836695,4.898574853937268,1.7765241058867804,Iris-virginica
+12,5.695401400738788,3.0,4.185015069730263,1.172674788905227,Iris-versicolor
+13,4.9899472082825564,3.0,1.6107672055487665,0.1998834078414473,Iris-setosa
+14,5.005340924559313,2.0000006323096207,3.6085773147931,0.9155854288715802,Iris-versicolor
+15,4.395592246148766,2.90506543169274,1.4021236130388233,0.19276397806882378,Iris-setosa
+16,7.6080491811179645,3.0,6.593602474644837,2.084614802455058,Iris-virginica
+17,4.97894168860032,2.0000005522908695,3.133597244255964,0.924243263936658,Iris-versicolor
+18,6.481376362461943,3.2200184716661733,5.130870346502007,2.1190330880137687,Iris-virginica
+19,6.806598929510014,3.202818231466787,5.902167017483509,2.292996469927793,Iris-virginica
+20,6.211222869172603,3.400994982958531,5.398220586399532,2.30021049856439,Iris-virginica
+21,5.251930696047748,2.5392155062755686,3.7453600296902696,1.2912257864807812,Iris-versicolor
+22,4.993037638891858,2.00000050469212,3.570719122342159,0.968549214067775,Iris-versicolor
+23,6.749080624791122,3.102100118050031,4.717575743168973,1.5144483316407291,Iris-versicolor
+24,5.405761416419209,3.408375373827035,1.5183821041282024,0.42609985609631296,Iris-setosa
+25,6.1767559479143195,2.2164476819735115,4.473674079395919,1.473102533036775,Iris-versicolor
+26,6.4093261246590885,3.192093329601322,5.283823492957886,2.3035411533820653,Iris-virginica
+27,6.05650149153546,2.916342495908919,4.635728985439905,1.4470951497832816,Iris-versicolor
+28,6.788327857196944,3.200687659258149,5.945143995779534,2.283658683790736,Iris-virginica
+29,6.102912110399297,2.8298331924398106,4.71965945952944,1.2395364511943567,Iris-versicolor
+30,6.850417566053288,3.1132373380167833,5.144833047434002,2.297175333273393,Iris-virginica
+31,6.711864720837091,2.502249809538947,5.845861552820533,1.805158858746171,Iris-virginica
+32,6.292356507507529,2.50388020309817,5.002751590533068,1.8811286798972018,Iris-virginica
+33,6.313789037642818,2.7231532609022047,4.824101163962002,1.801528089370061,Iris-virginica
+34,4.418577669619263,3.2137931098575576,1.309137835495855,0.19841215918952265,Iris-setosa
+35,6.004697774180909,2.1910444255544093,3.9695172473328353,0.9986056737387927,Iris-versicolor
+36,6.299392706962354,3.2991606088680028,4.696435164898041,1.601832291115393,Iris-versicolor
+37,6.507542072740897,2.803971031804476,4.602742902926387,1.5126633851217992,Iris-versicolor
+38,6.853486156100397,3.2086241180184367,5.758052092214502,2.305567548111463,Iris-virginica
+39,6.208186993051035,3.3012422959135077,5.9891621160870505,2.5,Iris-virginica
+40,4.632243432349375,3.182933497109639,1.4269035260402227,0.198385118961731,Iris-setosa
+41,6.111470799551793,2.6029207376829913,5.572474828015967,1.4429624627978133,Iris-virginica
+42,4.774214843168932,3.39391654971708,2.1046509407037775,0.19757151591159433,Iris-setosa
+43,6.246093976697901,2.490809096413145,5.007954757381154,1.8856061161089324,Iris-virginica
+44,5.682125334378715,3.7753367713064137,1.634490467290191,0.2871817614701286,Iris-setosa
+45,5.586898427706998,2.5040170818865475,3.9093676257573353,1.0661037077921223,Iris-versicolor
+46,5.566224987598521,2.504934995770693,3.976645129643381,1.1950117168330487,Iris-versicolor
+47,6.5157316212834715,3.0,5.799905676585662,2.1887834746081007,Iris-virginica
+48,6.3011189010789295,2.6654545616081577,4.928461430465122,1.789884144988328,Iris-virginica
+49,4.989621262538507,2.0000004584480213,3.308055103426645,1.0225925717058466,Iris-versicolor
+50,5.042297008837034,3.5341084992408827,1.395306022340434,0.20012178861210753,Iris-setosa
+51,4.397086797678254,3.2233433952332993,1.3087945950561224,0.2006440132824326,Iris-setosa
+52,5.4821324898557435,2.4206967080646367,3.7617012667360434,1.0011150677013352,Iris-versicolor
+53,5.850974489537067,2.720690315432403,4.106094512697613,0.9975997162888619,Iris-versicolor
+54,4.808451795080391,3.4088674112193202,1.6988074948707705,0.19663630230424234,Iris-setosa
+55,5.478008016034376,4.199999255136507,1.4238041871035194,0.2010031629242755,Iris-setosa
+56,6.06776720800573,2.7941676433260048,4.671224696963538,1.146621221259896,Iris-versicolor
+57,7.621525769162827,2.7680355976576925,6.651028442475606,2.026419843937865,Iris-virginica
+58,5.00358531125802,3.5436417189124687,1.4063239675917505,0.2004619726271921,Iris-setosa
+59,5.559555489182205,3.6432151934446706,1.5801570954167978,0.3116255922310649,Iris-setosa
+60,7.1518522662164745,3.1894263053292833,5.9684769434749185,1.7714588714308088,Iris-virginica
+61,6.232795409914734,2.7720811744181737,4.829739564181175,1.8109596679574258,Iris-virginica
+62,6.685351066535344,3.108912690788446,4.728591733255439,1.4996694833406452,Iris-versicolor
+63,5.5078033781252875,3.0,4.460308414344228,1.5019383014092165,Iris-versicolor
+64,5.9050438542626,3.208612991502085,4.766999016978857,1.7938562701422553,Iris-versicolor
+65,5.808030483861131,2.6857253624909214,4.067892625218889,0.9547695848634019,Iris-versicolor
+66,6.250660321883526,3.309994405234052,5.91560495037241,2.5,Iris-virginica
+67,6.239777147464709,3.3927247412200665,5.45895123284689,2.316624601269176,Iris-virginica
+68,5.490845948679853,2.4930637936521327,3.9845209876474392,1.2961303875829926,Iris-versicolor
+69,7.716323943537616,2.5979374110458,6.899998639549252,2.304685676679778,Iris-virginica
+70,7.682286704868286,2.601396649314335,6.899999005966857,2.295115993198545,Iris-virginica
+71,5.55769520097366,2.4218979643231,3.8110689533741486,1.0803607290723192,Iris-versicolor
+72,4.969259931245371,2.0,3.366690851988981,1.0137026225843309,Iris-versicolor
+73,6.595252770534299,3.0,4.42713285370724,1.4118977116988598,Iris-versicolor
+74,7.736495467286698,2.6026667446436207,6.899998843538141,2.317769875609272,Iris-virginica
+75,5.168575502025038,2.5002141900491415,2.995605294520028,1.1020836983763374,Iris-versicolor
+76,4.417458707331558,2.9090079061320764,1.415188123479485,0.20133822475647523,Iris-setosa
+77,4.793304723921672,3.3998571713192187,1.6448182118747394,0.20076673613698742,Iris-setosa
+78,4.3,3.0,1.101957792442784,0.1,Iris-setosa
+79,7.695217871525001,3.0,6.125301988829724,2.300383877312931,Iris-virginica
+80,5.0101398577349885,3.680370048665311,1.4016565220118387,0.2062382556476815,Iris-setosa
+81,4.586779729880082,3.613752737166209,1.0,0.20413443509474102,Iris-setosa
+82,4.979806272797696,2.0,3.355373950631563,0.9502089812039022,Iris-versicolor
+83,6.223076067974037,3.396549393432847,5.3850650946979,2.302617585151192,Iris-virginica
+84,4.920806441581678,3.0983371505293986,1.5234601563211483,0.10000012233220758,Iris-setosa
+85,6.325649747207712,3.2742968469985163,4.6832583117619935,1.5886706712964211,Iris-versicolor
+86,6.790520452758958,3.2046657293610554,5.808865689077751,2.3024398629391087,Iris-virginica
+87,4.857451699849832,3.0,1.42446411747799,0.1,Iris-setosa
+88,4.3,3.0,1.1101512291379512,0.10000011292170345,Iris-setosa
+89,5.027240872505301,2.000000491726753,3.5743452045555966,1.0765062877512992,Iris-versicolor
+90,6.016760583575746,2.1916298726931003,4.957346510942597,1.5015797175314403,Iris-virginica
+91,6.243310059646924,3.4027228698593994,5.591303987793479,2.3977717187923564,Iris-virginica
+92,5.572226677304041,2.4830270062933772,3.806726296048188,1.0991579090684698,Iris-versicolor
+93,5.3804943495481155,3.908863681944142,1.319031889120441,0.35335429684089054,Iris-setosa
+94,6.071380715034448,2.9297560338077084,4.620392848529279,1.4816536591892842,Iris-versicolor
+95,5.027772802965008,3.4108434646409744,1.8358007521182804,0.3592964835791983,Iris-setosa
+96,6.225647802022663,2.184488758869166,4.505611502353443,1.4878723391775062,Iris-versicolor
+97,6.31008527864978,3.403175032127061,5.6101791317306064,2.401834426867696,Iris-virginica
+98,6.0735788853332675,2.833581396608602,4.719316365678634,1.2858501070998831,Iris-versicolor
+99,7.611601140626341,3.0,6.590661775749648,2.094961110855374,Iris-virginica
+100,4.916135248398682,3.1224781231603322,1.5109562243486254,0.1,Iris-setosa
+101,5.098122719576925,3.780043825190745,1.6850990410526732,0.2002568782939028,Iris-setosa
+102,5.20254401491255,3.3973195285508817,1.403421289671513,0.19716623901121555,Iris-setosa
+103,5.900779278278963,3.1873487993638188,4.788890004098476,1.754964920200619,Iris-versicolor
+104,6.407598070141593,3.187804643007495,5.282249513992429,2.2797783847935844,Iris-virginica
+105,6.295748703194008,3.302609047647779,5.955141097377114,2.4999998188245987,Iris-virginica
+106,4.402804555192851,2.8993847468828187,1.3700333223987675,0.200489105100993,Iris-setosa
+107,4.980070032051774,3.6228916480685527,1.4096879015761652,0.1991157699337312,Iris-setosa
+108,5.36105938998311,2.568144065851053,3.9564644128229878,1.3456627955827485,Iris-versicolor
+109,6.000812139913481,3.38256344521732,4.526860412728554,1.6099124162239369,Iris-versicolor
+110,5.828033642067012,2.9586329487613545,4.261940096385311,1.276897714867478,Iris-versicolor
+111,7.173666313655097,3.084965347079004,6.337273578362174,2.2347934640114717,Iris-virginica
+112,6.940927626857065,3.1202928145490643,5.1661670000070625,2.2997793474248143,Iris-virginica
+113,4.3,3.0,1.0982396905151417,0.1,Iris-setosa
+114,5.017180482012607,3.602217878114182,1.3899828785643162,0.20370376366117404,Iris-setosa
+115,5.133611220963648,2.672814891918345,3.871505906025484,1.395285537604487,Iris-versicolor
+116,4.810741812555298,3.4004931060183496,1.9100797841979666,0.19935597801566812,Iris-setosa
+117,5.013192321330686,3.762078722293323,1.5592773645223392,0.20242427032148158,Iris-setosa
+118,6.920057945804216,3.1581233346375353,5.49383060882122,2.307259504720735,Iris-virginica
+119,6.286401256115735,3.2794222306121665,5.934941079482814,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/test.csv b/iris/tab_ddpm/0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/14/train.csv b/iris/tab_ddpm/0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/14/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/14/val.csv b/iris/tab_ddpm/0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/15/synth.csv b/iris/tab_ddpm/0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5cd5c06290d63c1da93704b605c863bd1b2f630e
--- /dev/null
+++ b/iris/tab_ddpm/0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.713018211946884,2.7988112754413526,4.5170901896847235,1.2892551473373766,Iris-versicolor
+1,5.943654156958769,2.8854415396430486,4.461849280415546,1.4823847134597885,Iris-versicolor
+2,5.579024191082452,3.0,4.491490723236543,1.5074674885082644,Iris-versicolor
+3,4.994777801967304,2.0,3.6248209748605564,0.9064118039042465,Iris-versicolor
+4,4.3,3.0,1.0935379047719742,0.10000010072082831,Iris-setosa
+5,5.48846205985255,2.5012288033695924,4.015496536778154,1.3060590935069598,Iris-versicolor
+6,5.983287229383299,2.920838257182413,4.537125418910045,1.5111431162805156,Iris-versicolor
+7,6.173606904961719,2.2031201982853403,4.471860714521243,1.4920846038062514,Iris-versicolor
+8,6.869659658510486,3.1097653561281864,5.098101811725811,2.287295342012006,Iris-virginica
+9,7.691249215524414,2.594888029711162,6.9,2.2906858727470807,Iris-virginica
+10,5.4811203856459825,3.0,4.5089637554306226,1.5196319649043661,Iris-versicolor
+11,6.4431115151110845,3.192872896767586,5.163877850064878,2.150466810533181,Iris-virginica
+12,4.3000004613434335,3.0,1.0969079532979233,0.1,Iris-setosa
+13,6.824818536921275,3.198646166369145,5.880069430720222,2.2751716696213973,Iris-virginica
+14,7.899999015066621,3.7879213738148216,6.446310354481166,1.9895524816435324,Iris-virginica
+15,5.008173995736935,3.6529310094750627,1.3795330907952512,0.20229165881881694,Iris-setosa
+16,4.965883429041056,2.0,3.355073339587765,0.880348210718066,Iris-versicolor
+17,5.62630136179467,2.8937384778084736,3.628944233518834,1.3042940912853123,Iris-versicolor
+18,6.158910533252516,2.583693297005121,5.568062770681508,1.4471279155203611,Iris-virginica
+19,4.875086614437397,3.0338075790446495,1.4627368889705323,0.10000010277915183,Iris-setosa
+20,5.682317253944652,3.794088548647707,1.8479737385244788,0.37467583185522274,Iris-setosa
+21,5.976212770731786,2.910114288938915,4.505025041965289,1.4873808816612382,Iris-versicolor
+22,5.030576128316245,2.0000006001953414,3.395051433185926,1.0211089726028024,Iris-versicolor
+23,7.9,3.790907157930424,6.42204752699237,2.0319392525134523,Iris-virginica
+24,6.29156852540181,2.671525841952618,4.905695568477417,1.793147946954808,Iris-virginica
+25,5.9987464799757975,2.187476301412767,3.932075408252567,1.0085715155171204,Iris-versicolor
+26,4.587076386082112,3.0961153447561953,1.5025260742523752,0.19694506774596107,Iris-setosa
+27,5.897476217129485,3.1892386294362836,4.81873905419895,1.79370503245078,Iris-versicolor
+28,6.329060970985587,3.357844181615408,5.492970635375958,2.36306042074248,Iris-virginica
+29,5.8681155493496275,3.211325465344497,4.764551175931796,1.8265262542068017,Iris-versicolor
+30,6.705669075234744,3.0,4.99822569677669,1.6854384799909545,Iris-versicolor
+31,4.40623560387971,2.908310166796761,1.4089463328480614,0.20354962242344926,Iris-setosa
+32,5.401536531049753,3.924970870516222,1.2724285046880675,0.3938337225879031,Iris-setosa
+33,4.887908959837118,3.0988858556139953,1.4847071627777442,0.10000014869756348,Iris-setosa
+34,6.3023795261493465,2.483091153131784,5.007868806962257,1.925315492335171,Iris-virginica
+35,4.6026959610901175,3.610567241371002,1.000000468026388,0.19737201010855837,Iris-setosa
+36,5.125890103744165,3.4403218187157076,1.389492631774694,0.1995119424319376,Iris-setosa
+37,6.333742967510506,3.2939329791142917,6.025313308362823,2.4999996277173175,Iris-virginica
+38,5.18030710821672,2.6814948649077093,3.9064560525016807,1.4266624458350494,Iris-versicolor
+39,7.178443868834206,3.1959761512116147,5.977457284807726,1.8070509132012382,Iris-virginica
+40,4.601376475317561,3.1232904158801555,1.4782416316737945,0.20104909697244405,Iris-setosa
+41,4.978930364462508,2.0,3.6829925648513564,1.004276973546232,Iris-versicolor
+42,5.896999739678887,3.1894823910013153,4.800833927563966,1.7720552886796122,Iris-versicolor
+43,7.718883935028559,2.6196627610922514,6.899998967130227,2.301959360855202,Iris-virginica
+44,6.680972516634602,2.510121469131113,5.803162479479678,1.8148398250172486,Iris-virginica
+45,6.854415520615295,3.1430144903452373,5.445996315006478,2.30184501165862,Iris-virginica
+46,6.051417865496214,2.892001499553128,4.57021150073142,1.4501642479297956,Iris-versicolor
+47,6.2170349403330505,3.4006067293041187,5.443938267693798,2.3059270151930815,Iris-virginica
+48,6.547078794161024,3.2050545444568,5.249727791149276,2.204753056471711,Iris-virginica
+49,4.969304610530568,2.0,3.5096118091413766,0.9261118668888002,Iris-versicolor
+50,7.687812617945778,2.6219752745963016,6.8999990045602395,2.3057831596957468,Iris-virginica
+51,5.591666968914613,2.481818001064367,3.9256747530532317,1.140413690252003,Iris-versicolor
+52,5.227026702220956,3.4011633070979204,1.395271986686447,0.20133535368704844,Iris-setosa
+53,7.703314094440026,2.6060562654504076,6.9,2.3107872376922063,Iris-virginica
+54,5.474406848549324,4.2,1.3718528931914429,0.19701102835526169,Iris-setosa
+55,4.552802493286344,3.207766052685333,1.3693775808933122,0.2004280755931002,Iris-setosa
+56,6.69723568389052,3.1180613040945397,4.699549227798511,1.506271440143204,Iris-versicolor
+57,5.195518614279764,3.404780005008434,1.4058337650475399,0.19904987129825086,Iris-setosa
+58,5.949777024117787,2.2155976996172697,4.017395076219213,1.005359051617591,Iris-versicolor
+59,6.41462416869901,3.172670462603688,5.300483657563571,2.301155078099022,Iris-virginica
+60,5.79734981882925,2.699431483255644,4.100509034856446,0.969873674357742,Iris-versicolor
+61,4.908554963744224,3.112313174547232,1.511211141417832,0.10000010633470616,Iris-setosa
+62,5.813141666704889,2.7181241830155995,5.104030855936308,1.9082906753759703,Iris-virginica
+63,6.832693894128134,3.1810085549155875,5.801479126175473,2.2986569331419933,Iris-virginica
+64,5.80378715846992,2.692985167751139,5.128871116957238,1.916795185538631,Iris-virginica
+65,6.488740182022788,3.1905873850379036,5.0867530217920365,2.022500622162545,Iris-virginica
+66,7.71198558661189,3.0,6.10969093286818,2.286508458240923,Iris-virginica
+67,6.189036903127073,3.3940758255125636,5.387187349400177,2.2987728485873804,Iris-virginica
+68,5.215196074507265,3.299264618386842,1.5463406916469982,0.22253242469688492,Iris-setosa
+69,6.0991188419285365,3.3475168621676,4.632395694705163,1.6211510859041618,Iris-versicolor
+70,6.601251836851644,3.0,4.355894635296071,1.407703795621296,Iris-versicolor
+71,6.1250785529682865,2.8324361023020557,4.723719780725822,1.2960024442303228,Iris-versicolor
+72,6.249428985669714,3.4004964436341534,5.48554547346929,2.3303345964440236,Iris-virginica
+73,5.556113217900026,2.4508484677570483,3.841498643866289,1.1073346866570792,Iris-versicolor
+74,7.707504084687882,2.601918211471158,6.899998720824467,2.306185008175731,Iris-virginica
+75,6.8727388241901055,3.204590112987638,5.752301748580117,2.3013172830124287,Iris-virginica
+76,4.3,3.0,1.0983874457189184,0.10000010459392414,Iris-setosa
+77,6.003579036758143,3.397820313344872,4.5053978615797075,1.6135176144907155,Iris-versicolor
+78,7.572069267180368,3.0,6.574178400216208,2.1306719225336463,Iris-virginica
+79,6.699086036859815,3.0,4.97338744649894,1.6942649388396915,Iris-versicolor
+80,6.675855227092605,3.0533179070399354,4.633689633703624,1.4746580292918805,Iris-versicolor
+81,6.711978304626974,2.4946857083843903,5.798323635754744,1.802352090768119,Iris-virginica
+82,6.800582331837391,3.125396850726109,5.094368624040555,2.289376819109746,Iris-virginica
+83,6.492250420637927,2.779401854672802,4.557510666007299,1.488980957709682,Iris-versicolor
+84,5.46871276155207,3.0,4.515596704974582,1.5089052443756787,Iris-versicolor
+85,6.348668251452255,3.2890399074263255,6.021034024642812,2.4999996557755586,Iris-virginica
+86,6.238324796685476,3.3954510141873238,5.409684240316171,2.3159420504804458,Iris-virginica
+87,5.4668572577028245,4.199999020777614,1.3690267285327395,0.19642091332108405,Iris-setosa
+88,7.666296978558289,2.960971030211015,6.65314563546084,2.06049402028594,Iris-virginica
+89,6.065130786858558,2.8932415086094556,4.600587200540621,1.4793767951653012,Iris-versicolor
+90,6.70117697183962,3.0,4.985862960253273,1.6942250049656848,Iris-versicolor
+91,6.316270253954505,3.294675182327727,5.996523509856825,2.4999996723251847,Iris-virginica
+92,5.432278840058279,3.909141220609569,1.3074991597089998,0.39195487481071245,Iris-setosa
+93,6.274841510165421,3.322314049113683,5.974625275054466,2.5,Iris-virginica
+94,4.605995157327162,3.6544131738816628,1.0000004818332415,0.20162232461695084,Iris-setosa
+95,5.505594973651302,4.199999166372564,1.4066151847072217,0.19717832584582778,Iris-setosa
+96,5.006515248570076,3.442137545832051,1.4006774745333883,0.20312264012825415,Iris-setosa
+97,6.154995393064191,2.2262726351067874,4.408217655111866,1.4438562130508585,Iris-versicolor
+98,5.675228444190045,3.7723592345861685,1.5959163987035139,0.3148547512662394,Iris-setosa
+99,4.403355947164743,2.8955207442489868,1.4140225856976938,0.20038367432292317,Iris-setosa
+100,6.295711204076646,2.7191593302684334,4.914872082764613,1.7906854939979435,Iris-virginica
+101,5.815751929162907,2.691028046648182,4.08522581573682,0.9761752111795949,Iris-versicolor
+102,6.236633196480865,2.1981472706099026,4.510799505257241,1.4890353202597777,Iris-versicolor
+103,5.506135946827483,3.0,4.472518072141485,1.491334573221369,Iris-versicolor
+104,5.4915490983976145,4.1999991726991395,1.3951444123672354,0.19194845358712304,Iris-setosa
+105,6.531164670930487,2.798565541798731,4.630086505993615,1.5109224383317474,Iris-versicolor
+106,6.787151550907099,3.2054966620244802,5.810276017477332,2.304354652907521,Iris-virginica
+107,4.591062091240635,3.678245152050512,1.0,0.20195153645079741,Iris-setosa
+108,6.004056453457242,2.2123940994539066,4.019701047646391,1.0140522880497664,Iris-versicolor
+109,6.792829005562911,3.199563383342189,5.839031890851433,2.3062438034535155,Iris-virginica
+110,6.512080816572886,2.783402084000848,4.586076096887273,1.4851218740217418,Iris-versicolor
+111,6.291186985486766,3.313621337256409,6.00054189721556,2.5,Iris-virginica
+112,6.250884643212508,3.2935935677165875,6.01579945004932,2.5,Iris-virginica
+113,6.014466846601078,3.404418201459403,4.518496211711671,1.6060266123535138,Iris-versicolor
+114,5.815195658013436,2.3266837579948154,4.057227931062016,1.001596960216772,Iris-versicolor
+115,5.992246370718449,2.1747029720353575,3.9780161020483242,0.9544349964160476,Iris-versicolor
+116,6.926206370350097,3.0782087638864333,5.121507180033661,2.303931015695872,Iris-virginica
+117,6.098256584841359,2.596665535042289,5.624446332138962,1.3856841334975063,Iris-virginica
+118,5.039375854356029,3.3958727832221403,1.6342603143187462,0.46832024578392717,Iris-setosa
+119,4.7996377551869065,3.0,1.404202155839992,0.30671891011154084,Iris-setosa
diff --git a/iris/tab_ddpm/0/15/test.csv b/iris/tab_ddpm/0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/15/train.csv b/iris/tab_ddpm/0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/15/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/15/val.csv b/iris/tab_ddpm/0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/16/synth.csv b/iris/tab_ddpm/0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d99e899919336a1ab02701ab995b3a22e29c1e0f
--- /dev/null
+++ b/iris/tab_ddpm/0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.424652930501469,2.9552374876007623,1.4086129471388937,0.1954136231683768,Iris-setosa
+1,5.494067259444778,3.0,4.482156188383699,1.5154178945458876,Iris-versicolor
+2,6.315159011234758,3.3121396442904434,6.01893761262048,2.5,Iris-virginica
+3,6.711352634699839,3.0208702112207817,4.809811064130191,1.5852598444006778,Iris-versicolor
+4,6.74332367501806,3.1316211447098103,5.696898917442643,2.263087564811477,Iris-virginica
+5,5.7909682897413965,2.696200188467312,5.114292357511866,1.8977707407288393,Iris-virginica
+6,6.67585754195126,3.109704479757845,4.734477011795223,1.5078628911995415,Iris-versicolor
+7,5.943203640693086,2.1864243180393137,4.0075055078521995,1.011823532361937,Iris-versicolor
+8,5.0973107930657235,3.326267363847682,1.6389242192243172,0.5484328004722998,Iris-setosa
+9,5.048266157263892,3.5373389381788014,1.3796992495894576,0.2016290671456275,Iris-setosa
+10,5.651030627456631,2.6024407455476615,3.943724918801058,1.0572514129390969,Iris-versicolor
+11,6.306321898292674,3.2973650544243873,6.000775829152331,2.499999767142798,Iris-virginica
+12,5.820943479054729,2.7103491464579705,5.076152773507857,1.8936764631547647,Iris-virginica
+13,5.4644670689805395,3.0,4.4922483582590775,1.4948193272579984,Iris-versicolor
+14,5.217853143101156,2.43968078835435,3.199149747233916,1.0370871861560598,Iris-versicolor
+15,4.616585022097291,3.121112677919301,1.481130260414214,0.19938451296640564,Iris-setosa
+16,5.605146310536051,2.9050863816117607,3.615971681845143,1.2800488061362203,Iris-versicolor
+17,6.201426492313274,2.771492055411958,4.840583348433714,1.8030039342072706,Iris-virginica
+18,5.64081817409897,2.8903936710687144,3.8830182247630773,1.2842443441005917,Iris-versicolor
+19,4.750930929562389,3.390391532800977,1.5900903812205747,0.19747954786036087,Iris-setosa
+20,4.992255053907046,2.0,3.0089007165917425,1.0109222623285523,Iris-versicolor
+21,5.523083265603889,2.4095384660947063,3.7574240614453296,0.9853685384886427,Iris-versicolor
+22,5.150722213089596,3.410369778366389,1.540829534604653,0.4343623661916505,Iris-setosa
+23,5.833984006439004,2.6935473199718123,5.102591161025231,1.888929461204991,Iris-virginica
+24,5.211912722275448,3.4120107500287675,1.3961877432277525,0.2002435936837402,Iris-setosa
+25,5.447042121315225,2.5392656977076546,3.9357950265374746,1.322048111496416,Iris-versicolor
+26,4.806684229496262,3.3999082034439083,1.6699865587263762,0.1998587497317814,Iris-setosa
+27,6.615454629425434,3.0,4.39476061552706,1.39566585120748,Iris-versicolor
+28,4.614612779469241,3.094392201262556,1.4932972515954992,0.19529267447534912,Iris-setosa
+29,6.401157366871764,3.159831821173156,5.276078751414467,2.2268013573472514,Iris-virginica
+30,6.403529880011132,3.2078735284782094,5.263146166445363,2.2983151434071964,Iris-virginica
+31,4.8808961972593,3.095492215699108,1.4981309338536302,0.10000014518857013,Iris-setosa
+32,4.300000455404851,3.0,1.0982225277897495,0.10000009570019668,Iris-setosa
+33,6.792672768747451,3.2013744238074375,5.841042866684935,2.286916941468713,Iris-virginica
+34,6.3788542529807675,3.1937980993107233,5.234891492767447,2.1757557335283826,Iris-virginica
+35,5.71801496143718,2.838140015602758,4.231853565604895,1.1854698585664376,Iris-versicolor
+36,6.2868023217600495,2.688568360553411,4.890548878407503,1.7897229803294479,Iris-virginica
+37,4.584942826237284,3.6300891008501477,1.0,0.19911033491467472,Iris-setosa
+38,4.764847607695593,3.0,1.3885253506994222,0.1000000992097352,Iris-setosa
+39,5.361953499512179,2.5520898843257247,3.994247321817088,1.3508279284818674,Iris-versicolor
+40,5.50558374670829,2.492035310963732,4.004763987982542,1.2939371405441635,Iris-versicolor
+41,5.712617170223056,2.837700243083058,4.182426459665968,1.2647356688046327,Iris-versicolor
+42,6.503454466933478,3.0,5.757131174960204,2.198691539034859,Iris-virginica
+43,6.296795483446424,3.39723475221579,5.5978730666799805,2.39924440241639,Iris-virginica
+44,7.9,3.7212759931616493,6.427002782364355,2.0582062997506574,Iris-virginica
+45,5.906320932281971,3.2168911635824275,4.807587446304904,1.7935262457675911,Iris-versicolor
+46,7.8999984303463044,3.810660983209397,6.473055383083432,1.955952862302903,Iris-virginica
+47,4.8071225026070294,3.40193426522853,1.7892492931515993,0.20085527895683536,Iris-setosa
+48,5.534764540437023,2.4553101987919193,3.9827177294186176,1.2332994644436723,Iris-versicolor
+49,5.264631957100541,3.350943467042231,1.552566238291456,0.474167894816225,Iris-setosa
+50,7.673665443641481,2.8160251208318847,6.696865930392244,1.9853051723577577,Iris-virginica
+51,6.209615812758402,2.7908492667231606,4.806332920953377,1.783646523852508,Iris-virginica
+52,4.59223505590426,3.122621605063961,1.4576365096645816,0.1984956304049051,Iris-setosa
+53,6.204685784635243,2.801503242925767,4.813492065179688,1.798035191058449,Iris-virginica
+54,5.536253993348561,2.468292119114793,3.788878308109392,1.0362743477284084,Iris-versicolor
+55,6.705191900687552,3.0,5.0232350759499,1.7165582638512966,Iris-versicolor
+56,5.9630750868882245,2.7985415596251015,4.595909394724275,1.2597871361545865,Iris-versicolor
+57,5.9702026502185825,3.407169354245042,4.528018373288266,1.5909655437500738,Iris-versicolor
+58,6.305252937393959,3.285168688788797,5.976946544970103,2.5,Iris-virginica
+59,6.1903877965200795,3.3943620702778694,5.407638385300418,2.2945112862683357,Iris-virginica
+60,6.483979256820768,3.101684613576449,5.44805631656386,2.2278715234604816,Iris-virginica
+61,5.469780474957438,2.4475914101077336,3.7282807102752664,1.0649845452636018,Iris-versicolor
+62,6.307136881104314,3.2995765316023826,5.979738665144967,2.4999998195680893,Iris-virginica
+63,5.792290228130902,2.699865752281068,5.09738968785588,1.8848307731334484,Iris-virginica
+64,6.2742616311395585,3.393270638080589,5.557131018877039,2.403611832982351,Iris-virginica
+65,6.176912890893556,2.212952051765921,4.501923838363739,1.4749281849072393,Iris-versicolor
+66,5.204440832923998,3.4002760973745723,1.3995699781755624,0.19946373965657263,Iris-setosa
+67,6.261371938589504,3.2959579510059975,4.6957265262477295,1.586267643404037,Iris-versicolor
+68,6.220629469798292,2.81172724177951,4.759349371118988,1.7729499932628379,Iris-virginica
+69,6.664006608699984,2.5057117620817504,5.789490411498024,1.7626878197002982,Iris-virginica
+70,4.794596031303554,3.398467215290189,1.6716874105003627,0.2008736945241087,Iris-setosa
+71,6.176334476030834,3.323113199540169,6.103248437520836,2.5,Iris-virginica
+72,4.809059715229342,3.400334558838042,2.0043104207534324,0.20011946632962116,Iris-setosa
+73,5.961943883540223,2.2157058264945784,3.9467249115728333,1.0077980373057025,Iris-versicolor
+74,5.572830160080093,2.4871355634097343,3.910152745810367,1.1058207095879304,Iris-versicolor
+75,4.300000518181027,3.0,1.102869260084391,0.10000010006906351,Iris-setosa
+76,5.887597718894776,2.7991357705762385,5.144901429060841,2.3951395311800714,Iris-virginica
+77,5.191628483107595,3.7607468408573217,1.5950102770009367,0.21248788587626674,Iris-setosa
+78,5.819804649285717,2.704463780678709,5.103150069676169,1.905686602042109,Iris-virginica
+79,5.79721620743984,2.703050675005822,5.081286019533496,1.8641144555697093,Iris-virginica
+80,5.538192042578375,2.501119858970635,3.8416914711030197,1.127157757054298,Iris-versicolor
+81,6.565193030702997,3.0,4.407328579863373,1.4184607776534846,Iris-versicolor
+82,7.9,3.820936203765976,6.339730750118168,2.0047131857794778,Iris-virginica
+83,4.595411772501747,3.141440875600504,1.4527180962661932,0.2016026757926195,Iris-setosa
+84,5.423231064481837,3.9199236077538893,1.2894674422267292,0.4489574173101213,Iris-setosa
+85,6.073598588156119,2.844158343369706,4.684444983594887,1.29254463747312,Iris-versicolor
+86,6.066932069612741,2.9085504204815646,4.626843292882905,1.4336703652965177,Iris-versicolor
+87,5.446406708778515,3.40513899425745,1.5131527241073832,0.42804621473415205,Iris-setosa
+88,5.787654431713175,2.7023920194965414,5.097989628948274,1.9274295539591386,Iris-virginica
+89,4.63944182136506,3.535453105146366,1.0000004265298867,0.2036353249521982,Iris-setosa
+90,6.299538208074476,3.300820743577362,4.673968394182345,1.5782555289991962,Iris-versicolor
+91,4.570871243420202,3.142065015610842,1.4428621326259812,0.20008579910896576,Iris-setosa
+92,5.484271362135955,4.2,1.403808158840985,0.1910559660480785,Iris-setosa
+93,5.689142475299553,3.0,4.225921355421478,1.1954174830332973,Iris-versicolor
+94,6.849348156187641,3.2011502439312967,5.854020251060955,2.303697759451013,Iris-virginica
+95,5.974309070328561,3.411409791431273,4.538911881165383,1.6242776784727844,Iris-versicolor
+96,6.281675121826807,3.2927069657960604,5.971754618812407,2.49999978691182,Iris-virginica
+97,5.720032186111671,2.768442030169789,4.399159194605524,1.206359831912704,Iris-versicolor
+98,6.023939883251152,2.2025338600219855,4.036128401677455,0.8750523358332912,Iris-versicolor
+99,4.6027613584659886,3.2063416545588894,1.3868548650202295,0.2000343081123653,Iris-setosa
+100,5.793927070871678,2.688267131244441,5.091320403299607,1.890387111868348,Iris-virginica
+101,5.598727214323018,2.454438559021337,3.819473183844721,1.0622163265871962,Iris-versicolor
+102,6.166926581368443,2.198337857094747,4.461984823895142,1.4424352489255468,Iris-versicolor
+103,4.992229389864972,3.0,1.6251206313456894,0.19654957164508946,Iris-setosa
+104,4.929709462320011,3.1093062678044645,1.4833860204574159,0.1,Iris-setosa
+105,6.6996768639200734,3.0,4.988133318700331,1.6896641765091058,Iris-versicolor
+106,6.085769362900409,2.868565257576445,4.699981239219796,1.2886418331225893,Iris-versicolor
+107,5.9198774090871344,3.200390183697264,4.775254835074936,1.7417805579866368,Iris-versicolor
+108,6.631038434504403,3.0,4.468026474327634,1.424792239898335,Iris-versicolor
+109,6.10307222801642,2.8416936854936274,4.694915947114332,1.3171614153590245,Iris-versicolor
+110,6.477623371094003,3.0,5.810760764088248,2.211161550954706,Iris-virginica
+111,5.647924708187741,2.792579434013403,4.481215708876464,1.3020713226268827,Iris-versicolor
+112,7.690907535308132,2.6049673008969574,6.9,2.3012766271513376,Iris-virginica
+113,6.193180861065972,3.4030786685186363,5.520038367209143,2.3492891942275764,Iris-virginica
+114,4.418319446265056,3.0849547663643597,1.3649975260656406,0.1977071142893228,Iris-setosa
+115,5.435834765866063,3.40503592319611,1.5233686097331067,0.4502410839444151,Iris-setosa
+116,5.215877773507843,2.6897226258465547,3.9308082974012613,1.3980852515194528,Iris-versicolor
+117,6.867323680823802,3.2013670749584726,5.88322417370776,2.3019563259702793,Iris-virginica
+118,5.175165327513964,2.709717652771796,3.8594778934065603,1.3940603047350264,Iris-versicolor
+119,6.355242823018445,2.8249281142896057,4.557860963163283,1.460840084043971,Iris-versicolor
diff --git a/iris/tab_ddpm/0/16/test.csv b/iris/tab_ddpm/0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/16/train.csv b/iris/tab_ddpm/0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/16/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/16/val.csv b/iris/tab_ddpm/0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/17/synth.csv b/iris/tab_ddpm/0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..db98b1b1081960730633e25752b87a165839a0da
--- /dev/null
+++ b/iris/tab_ddpm/0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.004868177816558,2.0000005866367023,3.539954229875613,1.0107524657728222,Iris-versicolor
+1,6.6869445417640465,3.1062622595562277,4.73634571978422,1.4973488919375657,Iris-versicolor
+2,4.988298322815899,3.401812643912262,1.6056649894134423,0.35881044533354656,Iris-setosa
+3,5.1981743788085435,3.4037269452784042,1.4049269318880497,0.20315728911690992,Iris-setosa
+4,6.850079441382478,3.202127527274599,5.783540100514801,2.304923012003582,Iris-virginica
+5,4.596809111199043,3.6236096148199453,1.0000006661636234,0.20055901180224664,Iris-setosa
+6,5.505318801667143,2.4263304601324607,3.6651362748056,1.0154156166891888,Iris-versicolor
+7,5.756998162857643,2.709130670998496,5.0972141438339635,1.9179130242359985,Iris-virginica
+8,5.021299384956006,3.3861393999749447,1.6268469478622423,0.41104026023447876,Iris-setosa
+9,6.491778258167491,3.0,5.801930423870412,2.194396351513401,Iris-virginica
+10,6.100411241323339,2.605992284716886,5.601167707498725,1.3965461424638268,Iris-virginica
+11,6.532593052260436,3.0,5.899387516483839,2.2258347887467127,Iris-virginica
+12,6.445061268001539,3.249390675989565,4.730502751301057,1.571108127189066,Iris-versicolor
+13,6.520372606430866,3.206060791478817,5.108744216774689,1.9631376212178882,Iris-virginica
+14,6.286936666281024,3.3104232647000726,5.998532789148749,2.499999769569337,Iris-virginica
+15,4.5794880048033235,3.138609064314438,1.4799581795202699,0.20178277934275554,Iris-setosa
+16,6.197231072327018,2.7822459827122583,4.876698928396724,1.8138680439834287,Iris-virginica
+17,5.756306226848849,2.796199048014916,5.113860961107969,2.4113488192392327,Iris-virginica
+18,5.510696448080255,4.199999250773834,1.41093144070871,0.20283599090439483,Iris-setosa
+19,5.214470255816568,2.7102149381804113,3.9058601890434215,1.3990291809948592,Iris-versicolor
+20,6.509784598569781,3.206044785673589,5.085056935249236,2.018058565201696,Iris-virginica
+21,6.32118565108587,3.305447607065874,6.009914980035944,2.499999790050798,Iris-virginica
+22,4.982879234604472,3.395636197283255,1.5901129689367246,0.428184634874368,Iris-setosa
+23,4.591745932302452,3.654187896600376,1.0,0.20128187038785197,Iris-setosa
+24,5.487780727275211,4.199999002722504,1.3992295037258293,0.2024361013993636,Iris-setosa
+25,5.812983452408749,2.814531995739842,5.116641684046227,2.3920969047115235,Iris-virginica
+26,5.049951489906034,3.5060845572008392,1.4027830108222015,0.20339778691147922,Iris-setosa
+27,4.300000536593977,3.0,1.107828841890768,0.1,Iris-setosa
+28,5.978901033597346,3.3996764943925784,4.457883530789984,1.571894997830364,Iris-versicolor
+29,5.804611472401436,2.8096011848419686,4.565975388985839,1.3235139389309827,Iris-versicolor
+30,5.6868769772978505,3.795440805189378,1.7144522953560106,0.30371147944984667,Iris-setosa
+31,6.674326568483512,3.0,5.014687023583523,1.6931114132718867,Iris-versicolor
+32,5.214732913484496,3.3990943941977076,1.4097235131127643,0.20178271381743046,Iris-setosa
+33,5.6916297570552405,2.9163853664578108,4.076337013323264,1.3132283179359607,Iris-versicolor
+34,4.618048651811485,3.2084688004764983,1.4038429632349434,0.20023702104397964,Iris-setosa
+35,5.499720799523155,3.0,4.530565186067598,1.5051450893854825,Iris-versicolor
+36,5.685342302304719,3.7840254412630956,1.594307342298591,0.27675896549392714,Iris-setosa
+37,6.705235498143874,3.111984717110933,4.690631130474879,1.5139392559379716,Iris-versicolor
+38,6.2892643260184045,3.2966409374769237,4.665873959392114,1.5745265296596251,Iris-versicolor
+39,6.016850606375188,2.9350087943853382,4.552497686426737,1.4992919598582393,Iris-versicolor
+40,6.845914628052863,3.2052785343641146,5.703784494309403,2.3016402928295,Iris-virginica
+41,5.0747999719070425,3.285803785822751,1.7149471055371122,0.4375542611697814,Iris-setosa
+42,7.738165190645885,2.5829659848152478,6.9,2.316624206278126,Iris-virginica
+43,5.034928116099006,3.6008173361209432,1.3918266164108442,0.20182161511584604,Iris-setosa
+44,4.888682329467882,3.089367427619414,1.4856146736396936,0.10000010693840794,Iris-setosa
+45,7.597233986609041,3.0,6.613895752914362,2.070315291625719,Iris-virginica
+46,4.784631697385819,3.401726932792099,1.5838785831976194,0.19990993959395506,Iris-setosa
+47,6.3332759273352695,2.839098549613438,4.600966560677704,1.4590573021120512,Iris-versicolor
+48,4.883296632676226,3.081717635758056,1.4890751088553973,0.1,Iris-setosa
+49,4.60084924508033,3.577470207639441,1.0000003863310338,0.20079449817671366,Iris-setosa
+50,6.348743585238731,3.2761975181388547,4.6683728473373005,1.5916521660531937,Iris-versicolor
+51,6.0014214383628115,2.1972508442782983,4.99733724233712,1.5080675765500196,Iris-virginica
+52,5.276345161577009,2.4656866957234884,3.3552600290569545,1.0455586520763505,Iris-versicolor
+53,5.818983829252128,2.694970733637255,4.024111256348808,0.9088531402920147,Iris-versicolor
+54,5.4888636229716425,4.2,1.4110042804047438,0.19648816689685678,Iris-setosa
+55,5.6711562296305855,3.0,4.512942017344803,1.5031012133833754,Iris-versicolor
+56,4.628214274128743,3.611308809630681,1.0000004077811009,0.2058869393630311,Iris-setosa
+57,5.052418358138518,3.5644568196385213,1.4056055516873185,0.20040363119437374,Iris-setosa
+58,5.503214236294144,3.0,4.495873305504271,1.4691046365714608,Iris-versicolor
+59,6.695565950035924,3.0,4.9659235571171045,1.6865584122235833,Iris-versicolor
+60,6.724131583329295,3.104126377122648,4.699551685877462,1.5245292682975677,Iris-versicolor
+61,6.055363135234121,2.90816950663973,4.622213895146749,1.4384773698901658,Iris-versicolor
+62,5.434214660402625,2.537264997669576,3.9706064597241983,1.2967859892993698,Iris-versicolor
+63,4.979104952091173,2.0,3.5140524837354175,1.0077135029595703,Iris-versicolor
+64,4.795716517187432,3.0,1.3953321424991405,0.358459114245608,Iris-setosa
+65,5.702560991550514,3.7834077454316537,1.5989078471055547,0.30648528564596644,Iris-setosa
+66,5.990469123306001,2.1907593700259316,3.9449509330840895,1.00748376213067,Iris-versicolor
+67,4.606526819958156,3.6645485644892153,1.0000003972743914,0.20010195725495486,Iris-setosa
+68,6.827140634860355,3.159507629890258,5.22271124116153,2.301187980841882,Iris-virginica
+69,4.594683357719583,3.6580668667264593,1.0,0.20794321774281133,Iris-setosa
+70,6.205018390894377,2.7815103065911275,4.846429661856381,1.8029118885063977,Iris-virginica
+71,5.208435654517503,3.5127226998192884,1.3762993837338877,0.2160370436640076,Iris-setosa
+72,6.194794884371507,3.388746736784343,5.480910866371894,2.3075678485103612,Iris-virginica
+73,5.828018025224834,3.160503852280393,4.751567171113026,1.6979095954659758,Iris-versicolor
+74,5.0096004534970335,2.0,3.571242853418443,1.0079889723573618,Iris-versicolor
+75,5.0127476360309196,2.0000005427571375,3.4980306706141846,0.862306124575215,Iris-versicolor
+76,4.828709537406859,3.0,1.4022120639331295,0.27170006298812227,Iris-setosa
+77,4.300000638646239,3.0,1.1053701029175644,0.10000009491660437,Iris-setosa
+78,6.478383029549437,3.0,5.777926496552001,2.183496307846283,Iris-virginica
+79,5.5435961737866934,3.0,4.4641569552619655,1.497902858963218,Iris-versicolor
+80,7.2070322942469325,3.205244608583252,5.951419046410831,1.7864914402430565,Iris-virginica
+81,5.424041699774648,3.0,4.506560332446055,1.5042135972641224,Iris-versicolor
+82,5.955030218788119,2.189561781638914,4.978409609406117,1.4892571372609842,Iris-virginica
+83,5.868210432835019,3.203586987488955,4.817753645804297,1.7870743285087418,Iris-versicolor
+84,5.103532423839015,3.2936724231720644,1.7025044260709323,0.4754688930778852,Iris-setosa
+85,6.038691331630042,2.4497689200924215,5.42011806907362,1.4654101741081202,Iris-virginica
+86,5.434225399289604,3.0,4.471622236056937,1.5022853497847315,Iris-versicolor
+87,6.099403029448419,2.9258509596844977,4.70759732812014,1.424782305517021,Iris-versicolor
+88,7.2331503416876854,3.170075053644293,6.098359997039107,1.8244842003933008,Iris-virginica
+89,7.652556935054122,3.0,6.514948141323014,2.1542416529621025,Iris-virginica
+90,4.40081399572903,3.207555871541531,1.3159843623675829,0.20180469983310742,Iris-setosa
+91,4.814713831418899,3.39654270634682,1.799695152615697,0.1985044859565233,Iris-setosa
+92,5.685992598977929,2.8852181643658636,4.193673317673222,1.2853932945271924,Iris-versicolor
+93,6.843228307696267,3.0876179846730336,5.087423629651943,2.283841468162575,Iris-virginica
+94,4.987972131181381,3.0,1.5903716528845213,0.19874835568937282,Iris-setosa
+95,4.807140022285652,3.403832870278822,1.5958656791573702,0.20190773467577686,Iris-setosa
+96,6.351725363910749,2.6808240814771667,4.900774524052093,1.7823881714863057,Iris-virginica
+97,6.483820584650707,2.7962875138860306,4.609979035124174,1.4826702746774931,Iris-versicolor
+98,5.507697340145875,2.500129196615712,3.979519527845198,1.2878069779186732,Iris-versicolor
+99,6.312869313209418,2.5159032722465664,5.002121658646216,1.8985602660108611,Iris-virginica
+100,5.780482111209085,2.829835340735851,5.174685240327225,2.4049652173481424,Iris-virginica
+101,6.118105945164552,2.5979812619676963,5.621736331985332,1.3864570217285863,Iris-virginica
+102,5.523735676733353,4.199998725409612,1.3894472941557334,0.20362100214072681,Iris-setosa
+103,7.715263287884515,2.78438469542894,6.71537566560521,2.014466316603074,Iris-virginica
+104,6.409411031082613,3.2050165021977732,5.347561938901933,2.3021698593411846,Iris-virginica
+105,6.291779248241084,3.3076939332621507,5.957435395335485,2.4999998100301726,Iris-virginica
+106,5.479974997305695,3.0,4.513267795567537,1.516442649574731,Iris-versicolor
+107,7.899998893160277,3.797451198889514,6.395530011211273,2.0354691137871392,Iris-virginica
+108,5.539353475289118,3.0,4.539566333229117,1.5072082873316561,Iris-versicolor
+109,5.163592876904458,2.5006566909364043,3.356761581933992,1.1583567579541185,Iris-versicolor
+110,6.306097205568936,3.292781133271521,6.052828051561565,2.5,Iris-virginica
+111,4.388860448282481,3.203411855357573,1.2929486205213065,0.1982302817028771,Iris-setosa
+112,6.724884923419275,3.2121216851871663,5.661681766362911,2.310612771052655,Iris-virginica
+113,5.4577880841871105,3.0,4.510118404842247,1.5080562561763275,Iris-versicolor
+114,5.879422232063221,3.1833482097464474,4.796511717977756,1.7630023064599762,Iris-versicolor
+115,5.369859586762951,3.398038230047659,1.5254465095349268,0.4237773348512357,Iris-setosa
+116,5.8010348809115735,2.701161564132612,5.089745307164022,1.8837200543934318,Iris-virginica
+117,5.023302183082603,2.0000005623149697,3.3804000275168375,1.016783114079371,Iris-versicolor
+118,6.827616285197239,3.2034775680014813,5.817217975408958,2.307742993054695,Iris-virginica
+119,6.252178654251517,3.326100565180373,4.658953845215963,1.5751490943099973,Iris-versicolor
diff --git a/iris/tab_ddpm/0/17/test.csv b/iris/tab_ddpm/0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/17/train.csv b/iris/tab_ddpm/0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/17/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/17/val.csv b/iris/tab_ddpm/0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/18/synth.csv b/iris/tab_ddpm/0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a5db8149023014633dea886bb1061b2f66d4c29
--- /dev/null
+++ b/iris/tab_ddpm/0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7680128649983717,6.372095293174038,2.0122447842230056,Iris-virginica
+1,4.6097844305370135,3.1804647698745856,1.4075967117302084,0.19897570036970502,Iris-setosa
+2,5.2121959275717655,2.711487593996868,3.938141682279591,1.3860442367095176,Iris-versicolor
+3,6.719693942919907,3.0893003960985443,4.685537395543414,1.4798132162022064,Iris-versicolor
+4,5.373936023124181,2.4698131603851743,3.621039336127209,1.0823686160938437,Iris-versicolor
+5,4.6041201748395855,3.1810535433969167,1.3756986946116134,0.20153665641034701,Iris-setosa
+6,5.6814276438644,3.8144084687544697,1.5994338075916543,0.2811832479939895,Iris-setosa
+7,4.6042671029717965,3.580712486890928,1.000000485234902,0.20026538155449788,Iris-setosa
+8,5.108428850347431,3.5171102742644824,1.4037990344562234,0.20024403424138898,Iris-setosa
+9,6.894847689886355,3.193674155615553,5.769220951324072,2.2930765164306997,Iris-virginica
+10,6.416907525571431,3.3904157392442795,5.599490789495488,2.393370710656651,Iris-virginica
+11,5.199989767720222,3.3981139387807335,1.4043235354326455,0.20656199547152881,Iris-setosa
+12,7.89999864528298,3.791428557844402,6.363246940069808,1.9976514924282411,Iris-virginica
+13,5.674442944811013,3.0,4.205423459246989,1.2150236393546663,Iris-versicolor
+14,5.9894568861894815,2.185106460907325,3.9644292352781227,1.021515766970369,Iris-versicolor
+15,5.801384643728516,2.707892281129737,5.112037992406202,1.9254686497374427,Iris-virginica
+16,7.700904361978713,2.8114369127243783,6.716031683868259,1.9766431273235472,Iris-virginica
+17,6.451416387437378,2.8022214075982457,4.5477568654719835,1.483249055211791,Iris-versicolor
+18,6.295695597219738,3.398825314378024,5.569566682298692,2.390759904440769,Iris-virginica
+19,6.952660597443465,3.1797316765692183,5.710919949980854,2.3135199407776876,Iris-virginica
+20,6.3005962928455785,2.478035022630789,4.992338032710216,1.887166788728231,Iris-virginica
+21,6.281330444535408,3.401638823341629,5.533069268794828,2.3652760522873213,Iris-virginica
+22,6.3127592376884945,3.285653284563553,5.959711370851043,2.499999708906374,Iris-virginica
+23,5.424183628776774,3.9028982808668156,1.297237135599117,0.3871061717231358,Iris-setosa
+24,5.516194753053645,2.4377611328000133,3.7333580927005636,1.0036966484144045,Iris-versicolor
+25,6.659604832498014,3.0,4.504054703035878,1.4442845086978495,Iris-versicolor
+26,5.2007831058003315,3.3599858485658944,1.5405504131064423,0.43411760293684704,Iris-setosa
+27,4.808016902243111,3.402692025203078,1.7914260905474175,0.20039736550956183,Iris-setosa
+28,6.401950336133445,3.1554890855775803,5.3658420646228775,2.2786376503008627,Iris-virginica
+29,7.71831739880631,2.626555266686165,6.9,2.3123774836661988,Iris-virginica
+30,6.323487414751872,3.4005203759203066,5.575003157192989,2.388848818945091,Iris-virginica
+31,6.260855811359553,3.304461632018096,6.081186545430268,2.5,Iris-virginica
+32,5.9208701708944345,3.196243595283296,4.8000669002365495,1.7978762157502046,Iris-versicolor
+33,6.538325853388312,2.8074732633756034,4.613715107977163,1.5040654892203453,Iris-versicolor
+34,5.717113753884872,3.0,4.265015637113236,1.2701622235759726,Iris-versicolor
+35,5.5841433059391115,2.5007592250407966,3.9575306983415497,1.1225987060545293,Iris-versicolor
+36,6.304083117020518,3.300646548694028,5.97986105435049,2.5,Iris-virginica
+37,6.721269731574175,3.0,5.006915559136702,1.697841926427269,Iris-versicolor
+38,4.595786986440408,3.1100538800237616,1.5041243786256602,0.20092839803342447,Iris-setosa
+39,5.175213970804604,2.702902140304956,3.910901002797258,1.3963539830916734,Iris-versicolor
+40,4.602937721607232,3.111362877888226,1.4997453707496349,0.20144779906071986,Iris-setosa
+41,6.248897509340434,2.7544406910240404,4.874077260239424,1.814884463278349,Iris-virginica
+42,6.325597627845584,3.3929912660103305,5.5753040053497225,2.3861232643864803,Iris-virginica
+43,4.635960727865974,3.2354534004074162,1.4000856903452115,0.19748035602486025,Iris-setosa
+44,7.125192993124309,3.2116076145215136,5.946368620951309,1.8534563978597511,Iris-virginica
+45,4.799139271375112,3.397908376142129,1.7181476269002744,0.1993545714947693,Iris-setosa
+46,5.725123156140975,2.8434100772278352,4.2109861582825445,1.1483182144773691,Iris-versicolor
+47,4.748872178931524,3.0,1.3979564536987819,0.27086866302057866,Iris-setosa
+48,4.609879437281787,3.103747717768405,1.5096798337110382,0.20030915804449947,Iris-setosa
+49,6.308716788362687,3.2924737153239545,4.702324705703743,1.6056515633628945,Iris-versicolor
+50,6.224720113253143,2.2087916407938217,4.510838621378957,1.4801322768663434,Iris-versicolor
+51,5.000387043462299,3.0,1.5974133828530954,0.19706963841715588,Iris-setosa
+52,5.0153913164274435,3.3990220839068614,1.785067040093882,0.39771246482950284,Iris-setosa
+53,4.613106285132617,3.60916335860981,1.0,0.2028666075981688,Iris-setosa
+54,4.959953640222694,2.0,3.5128286678499947,1.020852708174324,Iris-versicolor
+55,5.577599237724382,2.8961866167806924,3.5873527507667333,1.3030340811283432,Iris-versicolor
+56,6.800506179789917,2.8085858585964374,4.79208789165817,1.4000716843225953,Iris-versicolor
+57,6.011561861216673,2.8930291994242228,4.494140612583288,1.5004511232121365,Iris-versicolor
+58,4.5991857255609485,3.652294694286407,1.0,0.19783715915362365,Iris-setosa
+59,4.997152655025689,3.6841975321044518,1.4171413873288854,0.20027983310500272,Iris-setosa
+60,6.765494512483401,2.958505738944911,4.9239060249907665,1.5665221095427926,Iris-versicolor
+61,6.121461036141092,2.8773580164952457,4.696395686307109,1.337995748559045,Iris-versicolor
+62,5.2409594371442285,3.401593773678148,1.4046249839022238,0.20020511352860854,Iris-setosa
+63,7.706581844954258,2.602959386588804,6.9,2.2968748274990642,Iris-virginica
+64,6.012505235268497,2.1931665350394844,4.0139725295726265,1.0189370682790053,Iris-versicolor
+65,4.3000004837668175,3.0,1.1068234660854144,0.10000010943153356,Iris-setosa
+66,4.403194638936561,2.9019318195852337,1.3962143016233193,0.20137780634345578,Iris-setosa
+67,6.596979645359373,3.0,4.451135241369847,1.424425017352897,Iris-versicolor
+68,6.8235966586971255,3.1781970510931945,5.820416662282976,2.3038593797856155,Iris-virginica
+69,5.642878876030535,3.786173503047632,1.5484053517805874,0.3418839537424176,Iris-setosa
+70,6.333500036203209,2.676247508553673,4.911715565652609,1.802790632376157,Iris-virginica
+71,6.700579791696923,3.0,4.999133502835672,1.7069103360677342,Iris-versicolor
+72,6.6665705077253214,2.494773433489028,5.817294348740165,1.760642564432376,Iris-virginica
+73,6.619062391507488,3.0,4.444972856184033,1.4273608260024255,Iris-versicolor
+74,5.785399278567925,2.7131451969561056,5.095360361555539,1.9112900335524416,Iris-virginica
+75,6.871805003327267,2.5648687157821923,6.196406361304256,1.8463005499509548,Iris-virginica
+76,6.90124181971595,3.200195601202869,5.690041476546919,2.295058364708672,Iris-virginica
+77,7.63165199220731,3.0,6.622834209929626,2.0951304612976007,Iris-virginica
+78,5.359789530161184,3.7110807360662643,1.3484190162074894,0.28825068050409036,Iris-setosa
+79,6.290004330796688,3.290667204727214,5.9669568501826795,2.4999997128229072,Iris-virginica
+80,5.99365057314389,2.204557864082948,4.044875899525073,0.9532620878043947,Iris-versicolor
+81,4.300000712308772,3.0,1.0857338234800094,0.10000009909030497,Iris-setosa
+82,6.391042677517096,3.1990641997815885,5.303131514173826,2.3007623144040155,Iris-virginica
+83,6.696861010556789,2.49634839252261,5.904552863900171,1.804920474184947,Iris-virginica
+84,5.469671929839753,2.512075257620653,4.006440883802954,1.3124818251665482,Iris-versicolor
+85,5.710715898684227,2.733112958596112,4.225079635652378,1.0715811343325716,Iris-versicolor
+86,4.629798184996766,3.6828264651162854,1.0,0.1908703962350206,Iris-setosa
+87,6.388509100479925,3.202757505184763,5.295913011705586,2.311916902590441,Iris-virginica
+88,6.286282994316499,3.3840226896422765,5.5370856402784625,2.3090189593055754,Iris-virginica
+89,4.855422710908013,3.0539221938732415,1.4782959348622986,0.10000009041799524,Iris-setosa
+90,4.976837558685513,2.0,3.3120372005417718,1.0117944295887757,Iris-versicolor
+91,5.795400980504487,2.705925034200068,4.115796632157052,1.0182525056147245,Iris-versicolor
+92,5.134380616059357,3.417672512593771,1.403829011343968,0.19931727256410287,Iris-setosa
+93,4.300000559279192,3.0,1.1004567201686157,0.1,Iris-setosa
+94,5.696860831955438,2.917087092586298,4.26301372775469,1.313767261948812,Iris-versicolor
+95,5.182774328306379,2.512745784427337,3.26238264927124,1.1005298098543912,Iris-versicolor
+96,5.802938825221181,2.707025076601143,4.130154828055051,0.957193162593114,Iris-versicolor
+97,4.814152918492826,3.0,1.3925992465451258,0.10000009656349508,Iris-setosa
+98,5.705405493098484,3.0,4.200335129406519,1.18705366398336,Iris-versicolor
+99,4.751631807793012,3.0,1.3726487733564974,0.1,Iris-setosa
+100,4.8828954438270324,3.107015121692659,1.4787969370881855,0.10000010408703572,Iris-setosa
+101,6.008904816850466,2.2080665934770285,4.991996902117171,1.4989421774113116,Iris-virginica
+102,5.7513505867225145,2.7951441592030495,5.095269862388664,2.3933061424597337,Iris-virginica
+103,6.246201106186719,3.3015166678134653,6.016202789147931,2.5,Iris-virginica
+104,6.3778828696217635,3.2045236982634493,5.287732089977536,2.3018661014283803,Iris-virginica
+105,5.77422590596396,2.69065097770105,4.082322891866391,0.9184029676674252,Iris-versicolor
+106,5.676249595229544,3.0,4.1814301476653775,1.1978455102005512,Iris-versicolor
+107,6.231680339621214,2.7832377702029443,4.855283959778314,1.8273791266365653,Iris-virginica
+108,5.607667402547488,3.696140513308612,1.580583897995943,0.3443145978353928,Iris-setosa
+109,7.719314847034662,3.0,6.137441783375222,2.3157558241315854,Iris-virginica
+110,4.3000005023447,3.0,1.0962892570999718,0.10000009817007666,Iris-setosa
+111,5.793337516465523,2.692716634403794,5.110126201250792,1.89286337669603,Iris-virginica
+112,5.002706792067471,3.0,1.5952070589407032,0.1967853702923038,Iris-setosa
+113,5.784690804563221,2.71798392869577,5.080376509158302,1.9149995593466629,Iris-virginica
+114,7.689697577370877,2.586296098658526,6.899998414319764,2.2698100680499214,Iris-virginica
+115,6.508471799399845,3.0,5.800913592438833,2.198281848267608,Iris-virginica
+116,5.854740859822296,2.7031609843118973,4.215885659326946,1.0003818799473798,Iris-versicolor
+117,4.576478826233289,3.1263605996023673,1.4614759218121982,0.20063362896172585,Iris-setosa
+118,5.799711064525105,2.691452312948121,5.122987848442702,1.9129159285071826,Iris-virginica
+119,5.077213504515236,3.468485529115455,1.3885401662323513,0.19951175196801302,Iris-setosa
diff --git a/iris/tab_ddpm/0/18/test.csv b/iris/tab_ddpm/0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/18/train.csv b/iris/tab_ddpm/0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/18/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/18/val.csv b/iris/tab_ddpm/0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/19/synth.csv b/iris/tab_ddpm/0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1edef8cdcfb8ece36335d29c024b5cf3b2cf1bd9
--- /dev/null
+++ b/iris/tab_ddpm/0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.345179560003813,3.3044594681980595,6.028580589982169,2.49999974993271,Iris-virginica
+1,4.596239188558641,3.6499410133484558,1.0,0.20188973022590173,Iris-setosa
+2,6.713004249258774,2.4753925572856073,5.791673278365146,1.795211432153913,Iris-virginica
+3,6.388767950046361,3.192296515755154,5.288607218906543,2.2859557468275566,Iris-virginica
+4,6.2699521714565005,3.4050249816362945,5.5807661601022645,2.401058745808684,Iris-virginica
+5,7.6147713984578305,3.0,6.4315033773336,2.2035244180464986,Iris-virginica
+6,4.597510057966477,3.0910592046023937,1.5149761283386682,0.20169242700184603,Iris-setosa
+7,6.274927568447524,2.713842784288078,4.873738068717394,1.8068315246759048,Iris-virginica
+8,6.793683572135785,2.8030247133502555,4.834650896792135,1.4123771108099676,Iris-versicolor
+9,6.779630906607912,3.176027594384008,5.945090650686597,2.2895650666295664,Iris-virginica
+10,4.893312908527521,3.07958595022545,1.5104764945844351,0.10000009506601422,Iris-setosa
+11,6.0076194959698945,3.3986979633722108,4.476199069761602,1.6084231613046995,Iris-versicolor
+12,5.75616363756199,2.802746196424595,4.500438794467998,1.3147810134199287,Iris-versicolor
+13,6.723590069295528,3.0,4.997337451833809,1.6723993997581725,Iris-versicolor
+14,7.717522947349499,2.598885965859178,6.9,2.3134365519732074,Iris-virginica
+15,5.1324940811835,3.4378797980581073,1.3836435403745135,0.20014216288277062,Iris-setosa
+16,6.112819121244434,2.9040564892534264,4.679240843971569,1.4184040186285114,Iris-versicolor
+17,5.757870762199276,2.696714431754293,5.090054986103561,1.9075484936355138,Iris-virginica
+18,6.60364130601256,3.0,4.438691311606225,1.4041130384135319,Iris-versicolor
+19,6.461224788546352,3.1343257873665755,5.256156052117098,2.1514623556677246,Iris-virginica
+20,5.752197357846716,2.7074991262913883,5.09983517094955,1.8988095689214515,Iris-virginica
+21,6.082253241970745,2.5889929273563794,5.615375955515073,1.389721622073753,Iris-virginica
+22,5.528913505712105,4.199999077563975,1.4126924948844686,0.20129040697905992,Iris-setosa
+23,4.602335852327589,3.187854090956197,1.4027278711286237,0.19733201667016442,Iris-setosa
+24,7.696827050716205,2.604263183546868,6.9,2.262365285306636,Iris-virginica
+25,6.2135647415980815,2.6174771097759284,5.135550182732775,1.5702994217206085,Iris-virginica
+26,5.794999612704721,2.816048891532319,5.091376452514561,2.404856472108621,Iris-virginica
+27,5.738586872073211,2.897099853497069,4.245740307479527,1.2816209473384725,Iris-versicolor
+28,5.830861529484753,2.6978560308820425,4.0609335335250565,1.001690945416004,Iris-versicolor
+29,6.272531646277877,3.3106653733754725,6.0259937092771665,2.5,Iris-virginica
+30,6.224414185917262,3.3990298167465287,5.45089874799682,2.379513658566721,Iris-virginica
+31,7.66854250083125,2.6110332417445314,6.8999988852346945,2.2822960136088883,Iris-virginica
+32,6.3025897243569835,2.508354918053257,4.9998565913764486,1.8964016918924709,Iris-virginica
+33,4.607871990769821,3.605143013464657,1.0,0.1991060742578786,Iris-setosa
+34,6.930293707485463,3.1849847345714664,5.607709576420156,2.2950268208260187,Iris-virginica
+35,5.091516566535129,2.507018620606477,2.9525515187127143,1.0936772779140391,Iris-versicolor
+36,6.707642781834453,3.161229209428052,5.416353427251992,2.306101174237393,Iris-virginica
+37,5.033538738515006,3.5646089374701133,1.4004309912292774,0.20098334927683545,Iris-setosa
+38,6.416227370069691,3.1995802217316944,5.339602762240887,2.293426021362829,Iris-virginica
+39,5.522164726374501,4.199999027709469,1.3997440144627102,0.19918487821145542,Iris-setosa
+40,5.738470186618794,2.8081825049498352,4.53049762823135,1.321430683252488,Iris-versicolor
+41,6.277949799016197,3.2886122679889436,6.0789045607313055,2.499999754583271,Iris-virginica
+42,4.607948335038239,3.1738542201070166,1.42555861628011,0.19867905461592913,Iris-setosa
+43,5.922048761017898,3.2043530951228854,4.793189514993227,1.7986526693563372,Iris-versicolor
+44,5.650756122136034,3.0,4.523581874707286,1.5143134999898702,Iris-versicolor
+45,4.805153639823295,3.4049838664350265,1.8432727950241963,0.20016859462602304,Iris-setosa
+46,5.106170089948909,3.300527369361353,1.8181310663277177,0.4523776043237272,Iris-setosa
+47,5.225802231971933,3.405841429843825,1.4033555772513955,0.19803187933708843,Iris-setosa
+48,4.616123647647508,3.172097320787948,1.4278388406964568,0.20109456662660713,Iris-setosa
+49,5.833347233882488,2.7106149229929435,4.0989279833690375,0.9983257463992831,Iris-versicolor
+50,7.702706294295704,2.60701964653718,6.89999860361934,2.3300795345987537,Iris-virginica
+51,6.825359015441214,3.0413290584312214,5.099457941315169,2.2690606070682637,Iris-virginica
+52,4.300000546111452,3.0,1.1085741403998663,0.1000001159151867,Iris-setosa
+53,5.533467325101767,3.0,4.482905830805986,1.4950767758089687,Iris-versicolor
+54,6.789568312447244,2.800146754479415,4.827950198048545,1.4150506622276955,Iris-versicolor
+55,6.3138743243479345,2.5080774190472255,5.006034652014029,1.8939097507073492,Iris-virginica
+56,4.402513783672926,2.9420296024405843,1.3897258803429164,0.20200997423406464,Iris-setosa
+57,5.738166612537149,2.907980099799234,4.365532237276732,1.3413854248880388,Iris-versicolor
+58,5.691069043875597,2.748230529324996,4.434322481290858,1.274512798122409,Iris-versicolor
+59,4.783707678572738,3.392644745742103,1.975384347797571,0.19744219370204755,Iris-setosa
+60,6.585480103601189,3.0,4.411540710892787,1.404718723367392,Iris-versicolor
+61,7.9,3.820544943763475,6.419305998592251,2.05292026710712,Iris-virginica
+62,6.201633288547973,3.334706927712315,4.679035551866798,1.6119540173398001,Iris-versicolor
+63,5.1475233022932425,3.403780146123874,1.3913486782611924,0.19892386127491218,Iris-setosa
+64,6.526935663408065,3.0,5.818366748669607,2.212213134999734,Iris-virginica
+65,7.71190756206824,3.0,6.14537423153986,2.3004046831404175,Iris-virginica
+66,5.100481817390082,2.478234543153268,2.9909975566957927,1.0714173869386905,Iris-versicolor
+67,5.1207685543629005,3.4083230871027386,1.403771858630702,0.19904480434243793,Iris-setosa
+68,5.921519468854539,3.2048583594309252,4.818244388441643,1.8226731188247953,Iris-versicolor
+69,6.070030410993112,2.8977653756787465,4.669880249081064,1.4272487126164124,Iris-versicolor
+70,6.41385221557664,3.202013692537777,5.270904568987641,2.293149499213,Iris-virginica
+71,6.311817482037372,2.4525089043605304,4.9986344252904225,1.9071515857545014,Iris-virginica
+72,5.996412030731521,3.4020390191003607,4.519033785725871,1.5964976734844014,Iris-versicolor
+73,7.628267978804006,3.0,6.631035203832931,2.0884877212207114,Iris-virginica
+74,6.705973637633973,2.488498046727184,5.768259903803577,1.8006138488576922,Iris-virginica
+75,5.385256874299122,2.437721865839039,3.5998320175458627,1.0285711652780158,Iris-versicolor
+76,5.697861019985553,3.0,4.221110085687134,1.2149764630221804,Iris-versicolor
+77,6.758266892460489,3.0367060675593742,5.871351060523955,2.104421272292217,Iris-virginica
+78,5.682704967238061,3.0,4.203903238889714,1.2316113079330626,Iris-versicolor
+79,5.823370372697968,2.8442777576595875,4.447358169789095,1.3878347734915353,Iris-versicolor
+80,5.806414124025285,2.802547211876923,5.0953986000968605,2.399657886676101,Iris-virginica
+81,6.300479495572388,3.2968396627141323,4.693331435157088,1.6086461145678497,Iris-versicolor
+82,4.817086798803535,3.0,1.4226966317185843,0.10000011827118407,Iris-setosa
+83,5.054952718958583,2.491850491003851,2.8365767500639993,1.0865206261486515,Iris-versicolor
+84,5.759577240063157,2.8322212950150476,4.511072663279865,1.316197203257268,Iris-versicolor
+85,4.615460307324655,3.6117206060482,1.0000003642862432,0.201404111054868,Iris-setosa
+86,4.833303900859204,3.4092904473114523,1.7871711168786606,0.20155258702092646,Iris-setosa
+87,5.8094389536190025,2.810029400237379,5.131795952893444,2.401603703348569,Iris-virginica
+88,5.887138421726172,3.1903091672941013,4.760981480391077,1.804923465138494,Iris-versicolor
+89,5.631431717447172,2.5000694380913346,3.9222307195756705,1.0771418735950689,Iris-versicolor
+90,6.313525219699944,3.403687546957365,5.622977830669824,2.4113274144699672,Iris-virginica
+91,4.988018224951273,3.405641989649273,1.5976995018082505,0.4000506049532722,Iris-setosa
+92,5.529390547529482,3.0,4.5154541898644105,1.4901597122421406,Iris-versicolor
+93,5.557804423416882,2.4672738044965836,3.9346478278159602,1.2011791081072989,Iris-versicolor
+94,6.324400343816239,3.4061261905082003,5.558564289870341,2.4019345498305857,Iris-virginica
+95,6.6789880192142475,3.121698331225701,4.681260921297434,1.5028689979464493,Iris-versicolor
+96,6.220541168848419,3.319088644258207,6.010437475824088,2.4999997712392137,Iris-virginica
+97,4.3,3.0,1.0970513376369282,0.1,Iris-setosa
+98,5.982574551677294,2.204109234906076,3.9524598439105034,1.0107463674103636,Iris-versicolor
+99,4.861911274845124,3.0482117699422484,1.485755939256927,0.10000009974772493,Iris-setosa
+100,5.076667271077007,3.5816225906424632,1.3877233927388046,0.19968864388528876,Iris-setosa
+101,5.190314365180072,2.6861109510571284,3.910136223475839,1.4041296287103695,Iris-versicolor
+102,5.088155362915731,3.8431533454792706,1.7001628214737106,0.20039632682618094,Iris-setosa
+103,6.109910770536984,2.3415769954773693,4.997148362052109,1.6186578286790128,Iris-virginica
+104,5.535218784312343,4.2,1.3977268132732341,0.20638136922318828,Iris-setosa
+105,5.989576068134079,3.4038601074608708,4.439763083561833,1.603500960081941,Iris-versicolor
+106,5.412702363681908,3.4164386718501754,1.4944860103554265,0.40220353128998815,Iris-setosa
+107,7.5962001490607065,3.0,6.605199554260112,2.0859091757868593,Iris-virginica
+108,6.101958134961508,2.5923339546389323,5.58950716128094,1.4061389050800208,Iris-virginica
+109,5.525477585998888,2.4376336711725486,3.7599080186145755,1.038225474003833,Iris-versicolor
+110,4.300000741746414,3.0,1.0943977566308463,0.10000011090092073,Iris-setosa
+111,4.7905115215857395,3.398468506017563,1.6437016706516556,0.19934181425987957,Iris-setosa
+112,6.319083352496417,3.2985556512399214,6.072559293679011,2.5,Iris-virginica
+113,6.214925944863495,2.2020738674434868,4.490800079284776,1.5030554881049083,Iris-versicolor
+114,5.00577674185624,3.6086047811676916,1.3953062313601325,0.20110334690679516,Iris-setosa
+115,7.9,3.783318993221592,6.403617806087535,2.008819693064487,Iris-virginica
+116,6.488595571097137,3.0,5.806054288425913,2.2068796951101857,Iris-virginica
+117,6.692042478661515,2.498738192174318,5.810740430056141,1.7964331323633997,Iris-virginica
+118,4.404172667839306,3.196808611731379,1.3032837906547174,0.19946774973529477,Iris-setosa
+119,4.3,3.0,1.099026790938123,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/0/19/test.csv b/iris/tab_ddpm/0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/19/train.csv b/iris/tab_ddpm/0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/19/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/19/val.csv b/iris/tab_ddpm/0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/2/synth.csv b/iris/tab_ddpm/0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a442c0d166c417727451d32520b5a8651d587edf
--- /dev/null
+++ b/iris/tab_ddpm/0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0186458129378675,2.2180672515250706,4.989412260480898,1.5181117631269645,Iris-virginica
+1,4.606559373645588,3.670120646238316,1.0000003871602212,0.20307892126306995,Iris-setosa
+2,6.147652930593206,2.608001545930559,5.5573048488370835,1.4299603004237813,Iris-virginica
+3,6.7764332334054815,2.984581244684763,4.947392830979985,1.6032045405953457,Iris-versicolor
+4,6.2930836650584485,3.2997028998639486,6.09402708070343,2.4999997609168503,Iris-virginica
+5,6.414403671064422,3.2714422867634405,4.717642585118123,1.5920925925418203,Iris-versicolor
+6,4.997183321448215,3.0,1.655778961926923,0.19731834661734304,Iris-setosa
+7,4.802230719278535,3.39192763865384,1.5919639099846752,0.1982226095851738,Iris-setosa
+8,6.304591522699958,3.2889336659585413,5.988038063336513,2.499999761758655,Iris-virginica
+9,6.005830028031346,2.921092197550371,4.564106249207848,1.5090451273388357,Iris-versicolor
+10,5.544365627703191,4.199998795427702,1.4077944021775413,0.20447336886217943,Iris-setosa
+11,6.5852258060744155,3.0,5.793244189291249,2.2022035366760746,Iris-virginica
+12,5.715960538482442,3.0,4.100238201953047,1.2388183026402237,Iris-versicolor
+13,6.514829225723556,3.193814891438714,5.102668089142959,2.01199116429655,Iris-virginica
+14,5.790795129417617,2.7000780461454843,5.09272436364779,1.9257615357856595,Iris-virginica
+15,5.7222430946526694,2.885612058524511,4.239841328659027,1.3036155861617338,Iris-versicolor
+16,6.085529972358359,2.5850251077903437,5.617813246473699,1.398113103413362,Iris-virginica
+17,5.225036979736517,3.4018509488006474,1.3971471097852368,0.19886287186423077,Iris-setosa
+18,7.719151221283796,2.603863553810695,6.9,2.30383855586934,Iris-virginica
+19,5.1020283979120125,3.3223934258344494,1.7444722460457254,0.5261105525511034,Iris-setosa
+20,6.332439467312385,3.3103246733473792,6.063924121996733,2.5,Iris-virginica
+21,5.796155901749789,2.70993411267111,5.085654570919503,1.9140269316735725,Iris-virginica
+22,6.012177874498738,2.197379679097985,4.991224553912831,1.5180339675018097,Iris-virginica
+23,6.294466395191321,3.3941481403733413,5.597335435961873,2.4035044481025327,Iris-virginica
+24,5.55334847369824,2.506669841671446,3.8588296503929067,1.120345943277189,Iris-versicolor
+25,4.8076163163548795,3.406502955102764,1.9261447768998305,0.1984469394683288,Iris-setosa
+26,7.7021962582660635,2.817288189847356,6.6856625701600665,2.0434198114671163,Iris-virginica
+27,4.6010427824030735,3.5934454048939903,1.0000005738133622,0.2009231787230644,Iris-setosa
+28,4.816741337387328,3.3992612830881472,1.7050377201769746,0.2079288325607216,Iris-setosa
+29,5.499273256679037,3.0,4.508973159723384,1.4969399380626593,Iris-versicolor
+30,4.44121295215133,3.211552579840888,1.3292142766303456,0.189209801976795,Iris-setosa
+31,4.399863368742462,3.1939633562847174,1.2868522360103896,0.20055630921738146,Iris-setosa
+32,6.006395753891471,2.2027580926189425,4.021943896401252,0.9806805798863482,Iris-versicolor
+33,5.166742651700017,2.7087331951307863,3.8927668617411317,1.402722413361021,Iris-versicolor
+34,7.707452669441092,2.588379904726421,6.9,2.2975597019274483,Iris-virginica
+35,5.702798766831413,3.0,4.094513910489684,1.265297425047199,Iris-versicolor
+36,5.495996331696598,2.4175327803991746,3.717230168685941,1.0244601965698161,Iris-versicolor
+37,7.899999002624258,3.7973859736905964,6.388224729353922,2.0427294439056745,Iris-virginica
+38,5.016130431583756,2.000000613300857,3.5404166839394695,0.9364618922365131,Iris-versicolor
+39,5.126408704481717,3.334695877294417,1.5808752905478687,0.45690003961333503,Iris-setosa
+40,5.559104287113133,3.0,4.499906917145879,1.490437789172993,Iris-versicolor
+41,5.489344728593622,4.2,1.4110086596840365,0.1979134475916624,Iris-setosa
+42,7.675421203612553,3.0,6.066441722285122,2.2689854759914576,Iris-virginica
+43,4.996125715179107,2.0000005179191978,3.5667857968614025,0.9369460681114741,Iris-versicolor
+44,5.660109227695223,2.885816784486931,3.8751193142866516,1.2958875407746233,Iris-versicolor
+45,5.141889990639969,2.512319793127557,3.2174815394300653,1.1526450616212285,Iris-versicolor
+46,6.077435763661456,2.867584170831441,4.694073756441306,1.3845553814428129,Iris-versicolor
+47,6.091045065717822,3.3624094572067253,4.603040997482108,1.6589311867749448,Iris-versicolor
+48,6.302095981194501,3.3986650942621046,5.633974070973061,2.3940817827674388,Iris-virginica
+49,4.775673507286364,3.0,1.4027321969054567,0.2770037481317691,Iris-setosa
+50,5.827464093975147,2.8745028659869827,4.337269149750544,1.4166367877867472,Iris-versicolor
+51,5.502107016416086,4.199999028873805,1.3783246505582063,0.19472806639865953,Iris-setosa
+52,4.790049473948803,3.402803003964337,1.701770659389041,0.20052554558932698,Iris-setosa
+53,5.019243181023023,2.00000062247408,3.6007120440378975,1.014694640865275,Iris-versicolor
+54,5.015061744190556,3.0,1.5950989345658162,0.19753291924054223,Iris-setosa
+55,6.492783809683745,3.0,5.819634382447889,2.202352146404287,Iris-virginica
+56,5.149561884082743,3.3053634395545775,1.6138825148237066,0.45215629819199893,Iris-setosa
+57,5.809593441261247,2.7009416160211304,4.127573573051976,1.0278388056229926,Iris-versicolor
+58,5.197138726928819,2.7151797943163865,3.8963958088088906,1.4036867300107119,Iris-versicolor
+59,6.796479404779145,3.2182465651524716,5.843993669657545,2.3078744437352023,Iris-virginica
+60,6.7823001476571525,3.2049332766754537,5.906160642283239,2.2972608201537046,Iris-virginica
+61,5.656873114088839,3.0,4.532774232617554,1.5230842486233618,Iris-versicolor
+62,5.9701737264897545,3.2049802523347246,4.798855511932189,1.774171647780387,Iris-versicolor
+63,6.71100362032766,3.0,5.00560330403928,1.7014315618391702,Iris-versicolor
+64,4.986019020421352,3.6003594357914306,1.581814101870413,0.20847577465895825,Iris-setosa
+65,4.761211700971808,3.0,1.4019433896536975,0.2816090262894664,Iris-setosa
+66,5.473079494327934,3.0,4.489491359764434,1.4892267455601194,Iris-versicolor
+67,5.7080369967221944,2.850716696699684,4.4868704448943495,1.3847789130934833,Iris-versicolor
+68,5.902404598239023,3.2006222180029553,4.8092416910969495,1.7667519687876598,Iris-versicolor
+69,6.876490111897735,3.2009488764005654,5.6661251789401375,2.3094197003809542,Iris-virginica
+70,5.208298678857795,3.3983122402273978,1.4029279459966,0.19926686318551373,Iris-setosa
+71,5.981007083073874,3.3970830958375133,4.486908790379882,1.608401722619757,Iris-versicolor
+72,6.32969615763032,3.2951086949281274,5.993734189257504,2.5,Iris-virginica
+73,5.603363495583271,2.8928930370581907,3.5848979174097853,1.3186007392567745,Iris-versicolor
+74,6.936466599278267,3.099683448951062,5.077935242292092,2.3015634818132695,Iris-virginica
+75,5.78279174465431,2.6867286283581815,5.111552401425156,1.9059354043144416,Iris-virginica
+76,5.137144113754217,2.614648386037943,3.7440276153459284,1.3260520068070347,Iris-versicolor
+77,5.609625653889973,2.8944408670307253,3.6435668122093756,1.3053726469868778,Iris-versicolor
+78,4.601796029701945,3.1239889127602694,1.4640268771634344,0.19612216947281022,Iris-setosa
+79,6.057969601938391,2.6716027435521132,5.023259531259505,1.8675736522632451,Iris-virginica
+80,5.012150436096179,2.0000006267133354,3.4617190435596665,0.9979286471646273,Iris-versicolor
+81,6.679391479763778,3.0,4.998783122910645,1.6966284755893204,Iris-versicolor
+82,4.402684201795076,2.9098843059715267,1.4012229312071056,0.20175761484814406,Iris-setosa
+83,5.997092541699942,2.1904746752549946,3.9642400433368383,1.0130218422118484,Iris-versicolor
+84,4.408577429939292,3.1913035725761083,1.2901855486491867,0.2007020828722429,Iris-setosa
+85,6.423323284585536,3.060371614378401,5.548381879694146,2.257267042359667,Iris-virginica
+86,5.352802575507715,3.0,4.504520004103274,1.507712263492161,Iris-versicolor
+87,5.634703701695628,2.9066356552176518,3.804002460886094,1.3087401791718252,Iris-versicolor
+88,6.8461110868306205,2.791169781401875,4.785658073104413,1.3871020434273962,Iris-versicolor
+89,6.8522611086032645,3.1931914160119113,5.681611949751601,2.293460433832717,Iris-virginica
+90,5.568250323953362,2.5054411252863034,3.874861348786321,1.093013273080255,Iris-versicolor
+91,5.010231512755899,2.0,3.6349369153331037,1.0095206360597557,Iris-versicolor
+92,5.218790539095383,3.3986389988601347,1.3860537642775075,0.20175404244905606,Iris-setosa
+93,5.895540307915314,2.8122223016364263,4.606268170374753,1.2522232889385931,Iris-versicolor
+94,5.0359785853062125,2.0000005823364324,3.266207608510504,0.953609645418231,Iris-versicolor
+95,6.590434934925348,2.8688666771582287,4.698359099669929,1.532370906291252,Iris-versicolor
+96,6.6799683465564685,3.0,4.974672834180716,1.6966714767862843,Iris-versicolor
+97,6.2765494521575675,3.3056625798211092,6.052575607768837,2.4999998019121294,Iris-virginica
+98,4.5993537503991435,3.6189730199936583,1.0,0.18589064933372446,Iris-setosa
+99,5.596328550398873,2.4659899766048445,3.9009818124995195,1.1085236568081864,Iris-versicolor
+100,5.98571195014529,2.897836053271005,4.503346142827349,1.478088123226616,Iris-versicolor
+101,5.594412606433599,2.5023750679822045,3.969156838803577,1.1016523831940197,Iris-versicolor
+102,5.444781913313956,3.0,4.495370986157269,1.4974369310745337,Iris-versicolor
+103,6.687975667095544,3.0615531693524707,4.634604891661361,1.4728688776633336,Iris-versicolor
+104,6.054170034187339,2.8052933230779864,4.670290209648671,1.214703933301276,Iris-versicolor
+105,5.784348968610379,2.82394086907101,5.1372986816681,2.397958096633916,Iris-virginica
+106,4.300000523908591,3.0,1.1025638154503565,0.1,Iris-setosa
+107,5.032222370703576,3.7713247981968485,1.5837527608856967,0.19917571215024618,Iris-setosa
+108,5.811734335999913,2.6980144151676484,4.069894380318954,1.0419537482524959,Iris-versicolor
+109,5.589898055591298,3.6336809804523393,1.5576621079090263,0.36014238712180585,Iris-setosa
+110,5.711844539779961,3.804302560146909,1.5968959436826493,0.2941474682252789,Iris-setosa
+111,7.7121772213822934,2.6074534791436346,6.9,2.303310640486997,Iris-virginica
+112,6.033609094386538,2.912288132857332,4.520927005054645,1.4911374942504019,Iris-versicolor
+113,5.511359442308524,2.5533017640521254,4.13404613414842,1.3211721493566273,Iris-versicolor
+114,4.786008671209173,3.0,1.4062586520510814,0.3229928729697208,Iris-setosa
+115,4.3,3.0,1.1005442084256125,0.1,Iris-setosa
+116,5.213469474428047,3.404122436945539,1.3987422782501613,0.2020508409413023,Iris-setosa
+117,6.5811075456451835,2.511734786846902,5.4176284544905124,1.8249964659420637,Iris-virginica
+118,6.0902323217229455,2.6030674161394116,5.559186069280301,1.4145869146406187,Iris-virginica
+119,5.120201597305431,3.7760298295664656,1.595963470360415,0.20027606656121485,Iris-setosa
diff --git a/iris/tab_ddpm/0/2/test.csv b/iris/tab_ddpm/0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/2/train.csv b/iris/tab_ddpm/0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/2/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/2/val.csv b/iris/tab_ddpm/0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/20/synth.csv b/iris/tab_ddpm/0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df689dcf7f75cdb77b49ee0670de0e86b9984e9c
--- /dev/null
+++ b/iris/tab_ddpm/0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.917480828377063,3.2030440364077317,4.807019342334375,1.8244251031374683,Iris-versicolor
+1,5.473262456987553,3.0,4.498438657932055,1.5001001514555792,Iris-versicolor
+2,6.396815531181297,3.207985047404565,5.325563508767327,2.2801063942400956,Iris-virginica
+3,6.842053055838386,3.2090226796705195,5.7414652664906,2.2938711443524595,Iris-virginica
+4,5.210310910848957,2.699925238161705,3.9261489686755273,1.39706640155243,Iris-versicolor
+5,7.714010091258752,2.6195853064664183,6.9,2.3127404225178667,Iris-virginica
+6,5.6928288404901615,3.0,4.207069801683663,1.2243356466601925,Iris-versicolor
+7,6.274467887532522,3.310832985657476,5.987379373583784,2.5,Iris-virginica
+8,5.701535151206722,3.0,4.18712078017587,1.2128955248625122,Iris-versicolor
+9,5.126112133630771,3.3025287043090925,1.6897424795152103,0.5388891143871823,Iris-setosa
+10,6.24366890490484,3.3967982183353786,5.431341434082979,2.320768448588384,Iris-virginica
+11,6.516646615621215,3.2080340127959146,5.152721917688369,1.9643160488752767,Iris-virginica
+12,4.975588110886669,2.0000005061507253,3.3516071126570486,1.0511795096361192,Iris-versicolor
+13,5.57890316112263,3.0,4.4790166549204375,1.5078266886765743,Iris-versicolor
+14,6.415094434155809,3.2144214205559036,5.29553137106282,2.2440352582870178,Iris-virginica
+15,4.608414564209359,3.1036824856365914,1.4935778371434874,0.2019906312315229,Iris-setosa
+16,6.315888514320708,2.48688451852012,4.998466258885746,1.902244416784048,Iris-virginica
+17,5.493042396277569,3.0,4.517064246905519,1.5150000022157408,Iris-versicolor
+18,6.793543820592526,3.2051774163808346,5.884989351003724,2.293843837732918,Iris-virginica
+19,6.288164919489881,3.3989849500776965,5.6216019065512155,2.404778054442293,Iris-virginica
+20,5.671244270963138,2.8972594330068078,3.983909193425747,1.3025474222183084,Iris-versicolor
+21,5.375139894032214,3.9072179790563673,1.3022161929981393,0.47330530019860695,Iris-setosa
+22,6.0166264891493,2.201938722811718,3.9915919999069867,0.9743648635979482,Iris-versicolor
+23,4.899467954746102,3.0870323041921224,1.4803052117224984,0.10000009126791001,Iris-setosa
+24,5.445309681543117,2.4503020112051956,3.722063235963131,1.010969205483133,Iris-versicolor
+25,6.492611190078232,2.8019756966911933,4.588523829285967,1.5025751986429334,Iris-versicolor
+26,6.381868949543958,3.2007921408187943,5.265383328817525,2.312740874751081,Iris-virginica
+27,5.060135169917956,3.538256176880319,1.3935529828951263,0.1998577421680504,Iris-setosa
+28,5.1353450552003075,3.4467587954657266,1.40005059918194,0.20233491256893052,Iris-setosa
+29,6.287631751376875,3.334557330804529,5.417687443920006,2.3422221925736295,Iris-virginica
+30,5.870941758481425,3.1687426078033343,4.787593574088651,1.778822979467892,Iris-versicolor
+31,6.192938967857023,2.832241665112848,4.776219061439679,1.7929142220503285,Iris-virginica
+32,6.2100134884315565,2.1950404273890323,4.517962062140484,1.5051430995374997,Iris-versicolor
+33,6.488520218342217,3.3080772116450907,5.529276989990421,2.3321088065353464,Iris-virginica
+34,7.711048767081751,3.0,6.203735020145179,2.276128713421057,Iris-virginica
+35,5.087301709850708,3.7920374497852647,1.593535291005673,0.2002191151709141,Iris-setosa
+36,5.491090918301771,4.19999922506352,1.3725661947515788,0.19584507143721497,Iris-setosa
+37,7.685134901760372,2.603259075161867,6.899998776259183,2.308713917382863,Iris-virginica
+38,6.373036195876579,3.2911942973358403,5.895372356733921,2.499999586110752,Iris-virginica
+39,6.310462813981528,3.3967596517025447,5.5489908750949155,2.4000003389920717,Iris-virginica
+40,7.899998816983382,3.7833149775134567,6.440622359771127,2.0007136924522957,Iris-virginica
+41,5.8254530556510975,2.700754941462147,4.089691873886643,1.0020448791839103,Iris-versicolor
+42,6.681405759784913,3.0832367123165403,4.680578863775881,1.4873701014891367,Iris-versicolor
+43,6.401558762914343,3.223487039010521,4.627372114210145,1.527493660595943,Iris-versicolor
+44,6.790570879786067,2.803390354018096,4.764711462525637,1.4216903477281158,Iris-versicolor
+45,5.897709722912941,3.2299742856014846,4.8093364070771,1.8135144372178145,Iris-versicolor
+46,4.963964123847302,3.660548316121338,1.407710961557606,0.2023552721164581,Iris-setosa
+47,6.218655019800156,2.7754157082578095,4.820706976463709,1.8074357003011101,Iris-virginica
+48,4.3954097227608315,3.2066112505093525,1.307312016596526,0.19637008468561673,Iris-setosa
+49,4.8065449527004676,3.0,1.402123263617303,0.3124615706062241,Iris-setosa
+50,6.210330132215773,2.802439233593832,4.833743386209309,1.8096872517386706,Iris-virginica
+51,7.694671600968136,2.6084137035752892,6.9,2.306869537977969,Iris-virginica
+52,6.3278650386734085,3.3742043762116274,5.545344514660087,2.3834364915757615,Iris-virginica
+53,5.863863454381511,3.0,4.506575644423837,1.5266303914540311,Iris-versicolor
+54,5.780253267585507,2.700599558298925,5.099911759508889,1.9035948564202183,Iris-virginica
+55,4.780761045375813,3.4004331665194485,1.8090327541667164,0.19635744826170928,Iris-setosa
+56,6.104860633565505,2.5997269569986936,5.58670021035978,1.4147218313234933,Iris-virginica
+57,5.132383034586069,3.768373983230963,1.5887678129051137,0.2015801512515851,Iris-setosa
+58,7.6263696914045935,3.0,6.583080041139084,2.0543529758310908,Iris-virginica
+59,6.309734093778015,3.4001466260979734,5.6028012029102765,2.3986578668432212,Iris-virginica
+60,6.604001711513005,3.0,4.411283248858252,1.397882018300358,Iris-versicolor
+61,6.279212248005376,3.3020009054930832,6.032114461297764,2.5,Iris-virginica
+62,5.047954685645113,3.385940679692641,1.591570552268167,0.44471522756539345,Iris-setosa
+63,5.970715085927933,3.2320886235196924,4.8184844791171235,1.7892713725687965,Iris-versicolor
+64,6.76323271493037,3.1651971621428063,5.783573005574121,2.278287285366432,Iris-virginica
+65,6.088464649361767,2.59969178795685,5.58084261475109,1.393391154620341,Iris-virginica
+66,7.203748636726911,3.177319386196975,6.0023163928611245,1.8002315356509173,Iris-virginica
+67,6.834158105759036,3.100559370755473,5.099618234924192,2.29929254620532,Iris-virginica
+68,4.801749174471192,3.3917516656306486,1.6438534964271168,0.20041509814866715,Iris-setosa
+69,5.520361768470736,2.4134852597466567,3.7663737357307068,1.043700477012438,Iris-versicolor
+70,7.699215055652059,2.5576356213255536,6.9,2.305293884027089,Iris-virginica
+71,5.61936568144909,2.891715646904878,3.7716429382540366,1.2838987616493882,Iris-versicolor
+72,4.890270312742775,3.086290561210477,1.4741293145970984,0.1,Iris-setosa
+73,6.11964481655389,2.885580611997892,4.708021801617981,1.3735604339236493,Iris-versicolor
+74,5.024713647826457,3.0,1.5968486407330507,0.19619781801651787,Iris-setosa
+75,6.396449500073652,3.082581213851115,5.67272491674218,2.267836555883299,Iris-virginica
+76,7.68537928983216,2.8427670680573143,6.69454397096317,2.010383591139245,Iris-virginica
+77,4.3,3.0,1.0856289984288403,0.1,Iris-setosa
+78,5.531382109703047,3.0,4.4880458813045285,1.5033713176365144,Iris-versicolor
+79,6.902516878929427,3.1201248784085713,5.101635690772486,2.3107060299439652,Iris-virginica
+80,6.691303725511594,3.0964112283663887,4.695114506747619,1.4969893091400779,Iris-versicolor
+81,6.002286686518553,3.39642928959184,4.477720816600851,1.5989311295397628,Iris-versicolor
+82,6.314404952229582,2.506010212630809,4.997826028518165,1.9218499604247161,Iris-virginica
+83,5.682585935121101,3.7603026851063492,1.595503634401733,0.29404238903892393,Iris-setosa
+84,6.049788882801215,2.7834219374604627,4.672219389554132,1.1903489496320216,Iris-versicolor
+85,7.685908497914362,2.779871711684418,6.695488262608889,1.96687295033167,Iris-virginica
+86,4.30000064993201,3.0,1.1027978006090156,0.10000011647147734,Iris-setosa
+87,6.186844824632242,2.7951452459252257,4.776538475783306,1.8126656478177414,Iris-virginica
+88,5.089213749463611,2.5182983428735115,3.310021774232303,1.1037286448009205,Iris-versicolor
+89,5.5587220356630285,2.4730564638562407,3.8432875994408926,1.0643069884928067,Iris-versicolor
+90,6.788653845634217,2.8005028043836226,4.795373397492977,1.407528096554405,Iris-versicolor
+91,5.140912481500134,3.826859946707111,1.6519858626824693,0.19317928845666887,Iris-setosa
+92,6.266658887244983,3.279429430905623,6.0583469974964,2.4999998154058343,Iris-virginica
+93,6.471500619216848,3.0,5.766583584697086,2.1957535847856255,Iris-virginica
+94,7.035533205395706,3.1073158168987938,5.2044314227675175,2.2922830532653977,Iris-virginica
+95,6.484419781172926,3.1904836756100017,5.258169852070838,2.278162370351342,Iris-virginica
+96,4.810270742506876,3.398538820329483,1.5770709753117835,0.19976304879151735,Iris-setosa
+97,5.909030274610282,3.203891658093909,4.814347608293958,1.815490695987032,Iris-versicolor
+98,5.568047224083708,2.4769365304329334,3.8469759061038435,1.1067123650321569,Iris-versicolor
+99,5.8950323562139415,3.168348705376607,4.772669414370502,1.783508292861827,Iris-versicolor
+100,5.68684341126359,3.0,4.139489883905501,1.2413004808455705,Iris-versicolor
+101,5.904622668780225,3.202747213139109,4.807012258671789,1.8164867076350206,Iris-versicolor
+102,5.804005503988992,2.6984512734415005,5.086918264620178,1.9158916223355384,Iris-virginica
+103,6.119462454810294,2.576114128717429,5.538255740463886,1.4228818861039905,Iris-virginica
+104,4.787106255935392,3.0,1.4026486774631841,0.2759542018179505,Iris-setosa
+105,6.111271647767418,2.5842621028733728,5.599012718705965,1.4081355404479892,Iris-virginica
+106,4.987822180909172,2.0,3.561720452155533,1.0031719569032336,Iris-versicolor
+107,7.614458441895023,2.794556110063405,6.624060090507749,2.0120656619341197,Iris-virginica
+108,5.795345575486022,2.7185237807882072,5.08951067611067,1.9067016025233978,Iris-virginica
+109,6.004718923153954,2.1926053563688326,3.936703884311216,0.9230364122784239,Iris-versicolor
+110,5.93143918982141,3.2142296987219723,4.818900169528845,1.816245316242416,Iris-versicolor
+111,5.204435417427315,2.6194546473565574,3.8513793754946524,1.363519343724695,Iris-versicolor
+112,5.2173904929811465,2.6855550898408707,3.919031234047385,1.3877802384443618,Iris-versicolor
+113,5.616512542882516,2.8962063179011657,3.7908952886017153,1.2707449836013347,Iris-versicolor
+114,5.917423357714847,2.9153868766926467,4.401936769910267,1.4904832378112176,Iris-versicolor
+115,6.190993169875456,3.4096430292125044,5.4329217441334245,2.261876062697052,Iris-virginica
+116,5.524501545078219,2.3662895709801353,3.683684699018204,0.9595028638877137,Iris-versicolor
+117,5.395653835290606,3.864784418172968,1.334896356717949,0.39972322867800136,Iris-setosa
+118,6.0657874802666605,2.8396623768286324,4.689080398013906,1.2896146223884608,Iris-versicolor
+119,5.694716879427971,3.0,4.222832672241045,1.2138597934944557,Iris-versicolor
diff --git a/iris/tab_ddpm/0/20/test.csv b/iris/tab_ddpm/0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/20/train.csv b/iris/tab_ddpm/0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/20/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/20/val.csv b/iris/tab_ddpm/0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/21/synth.csv b/iris/tab_ddpm/0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08d9c09c91f0ae4b90af6f70f21d1f7363057c40
--- /dev/null
+++ b/iris/tab_ddpm/0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.293857047739317,2.906857106736139,4.875978711353168,1.8918366207860953,Iris-virginica
+1,5.764914774495841,3.7905051384789576,1.5898475686605038,0.2797931696095504,Iris-setosa
+2,6.705825405560068,3.0,4.985291307147503,1.7010106506642635,Iris-versicolor
+3,4.5860623248227546,3.110697762769925,1.4855966722238367,0.20071782743587224,Iris-setosa
+4,7.701298718284445,2.7812156591794466,6.71882800643574,2.0471743376004894,Iris-virginica
+5,7.669453564861387,2.8654129414999234,6.675763718118469,2.01817250845621,Iris-virginica
+6,4.404229700361158,2.8817897537106205,1.3950136160718967,0.19943504066040815,Iris-setosa
+7,7.693497055987379,2.7925673639977706,6.692539199089337,2.0167455042898808,Iris-virginica
+8,4.866978230377649,3.430732225990247,1.4964896770190204,0.20016140928591028,Iris-setosa
+9,5.117624480577309,3.310938826479677,1.7596189104876951,0.5161388720685608,Iris-setosa
+10,6.0277770005223354,2.8450629807541374,4.696549312752508,1.2810571571158795,Iris-versicolor
+11,6.0653862753492644,2.9022918184841826,4.6162946207690965,1.4191957679099556,Iris-versicolor
+12,7.098943179582225,3.211012269886844,5.90913665588437,1.9373141950228767,Iris-virginica
+13,6.190921716642865,2.8093695786103687,4.836338616488725,1.78360920416054,Iris-virginica
+14,6.586722653319039,3.0,4.391183693270857,1.3947391516724474,Iris-versicolor
+15,6.339014771580223,3.2920732985894174,6.048629848095111,2.4999997460893177,Iris-virginica
+16,6.8289511977141055,2.7920396630548425,4.776202460826743,1.3943745445434779,Iris-versicolor
+17,5.16100191487803,2.494341827679759,3.2774501863497796,1.070171786575593,Iris-versicolor
+18,4.3,3.0,1.0907296940057551,0.1,Iris-setosa
+19,7.596686580212457,3.0,6.542915298401873,2.0999333785124827,Iris-virginica
+20,4.879602417921278,3.0854996447900915,1.495868119153064,0.10000010904787592,Iris-setosa
+21,6.384034850655786,3.1910516928739123,5.298060283203348,2.285995125779098,Iris-virginica
+22,5.983596068492799,2.901478755078281,4.516232082297184,1.5069424814185273,Iris-versicolor
+23,4.495665970111997,3.0,1.4198031885708466,0.20136042836202941,Iris-setosa
+24,5.515998259534573,4.2,1.3946527439668368,0.19689240257533755,Iris-setosa
+25,5.568300116289845,3.5983828729508684,1.5758029246765022,0.4027883435635409,Iris-setosa
+26,4.3,3.0,1.0909313137606893,0.1,Iris-setosa
+27,5.797490554020342,2.6956494630312173,5.096092859040944,1.8786886257239823,Iris-virginica
+28,6.330029166341226,3.302044968320347,6.0712345306592885,2.49999980792733,Iris-virginica
+29,5.878577803449094,3.2151735006513715,4.777639519009162,1.8171939920857751,Iris-versicolor
+30,4.613789931655104,3.6300287720320497,1.0,0.19754131383174603,Iris-setosa
+31,5.326263300318995,3.0,4.506365383676652,1.5055858509001963,Iris-versicolor
+32,6.269848889653366,3.3950762066309546,5.511638561545038,2.3792212064730354,Iris-virginica
+33,4.585827095972463,3.100654740826463,1.507716341708847,0.1875378699638099,Iris-setosa
+34,4.819003940591374,3.4013995821873992,1.7952335365487282,0.199934792178465,Iris-setosa
+35,5.124533905635024,3.4333986710151874,1.3674071230158864,0.19989731411097172,Iris-setosa
+36,6.091270772868874,2.788242940424537,4.677536207162729,1.1629721038159444,Iris-versicolor
+37,5.787862035488749,2.692133314663067,5.085703956666265,1.9171075455143478,Iris-virginica
+38,5.129807105958488,3.8248851541528555,1.62576163953564,0.20014668026798238,Iris-setosa
+39,6.902190521222134,3.2011740821914354,5.770003742413816,2.292237680339527,Iris-virginica
+40,4.300000511619449,3.0,1.0980350755666775,0.1000001197316591,Iris-setosa
+41,6.484870998007818,2.8018082347123445,4.60641819013725,1.4931304714667712,Iris-versicolor
+42,5.692173679070767,3.798223060634908,1.6311628683856356,0.27627159342208785,Iris-setosa
+43,5.5744254470880445,2.4740892688793243,3.863203634350077,1.1446885684305523,Iris-versicolor
+44,6.270589671674552,2.7307222555426187,4.889301926709725,1.8046694618840144,Iris-virginica
+45,6.603966273490047,3.0,4.378678281756234,1.4231555862790208,Iris-versicolor
+46,5.456931148960744,2.417434523642026,3.6115602113667156,1.0009860519548512,Iris-versicolor
+47,5.10004401890276,3.7990133543064823,1.6211737358724434,0.2021463968480094,Iris-setosa
+48,7.683949707691299,2.8345749751044216,6.693552971633051,2.0607933621925274,Iris-virginica
+49,6.29019325693077,2.517176543798419,5.003449634379512,1.955965087314709,Iris-virginica
+50,4.567962302615436,3.1647124552398376,1.4097717635760245,0.2018077621856697,Iris-setosa
+51,5.69208407442667,2.8254262095429534,4.4852135458734965,1.3256017118798051,Iris-versicolor
+52,5.556948887803619,3.0,4.45776725979166,1.456557129038714,Iris-versicolor
+53,6.299936706331628,3.305667982826066,4.676109045636703,1.5834067302110593,Iris-versicolor
+54,4.600706332976007,3.5446093698966186,1.000000410071585,0.2018137362373213,Iris-setosa
+55,6.713258334130184,2.484139933241323,5.81768077489451,1.772325849794573,Iris-virginica
+56,5.532208494848163,2.4074269891868956,3.7412586968195645,1.0244785802096958,Iris-versicolor
+57,4.403509172479247,2.890840436579957,1.4047015402436973,0.2034722607329397,Iris-setosa
+58,4.388963592736895,2.933907029667567,1.3863854173687393,0.1984542453659239,Iris-setosa
+59,5.001484412612994,3.4038530346426477,1.585113461514111,0.4042983169456775,Iris-setosa
+60,6.285680403304961,2.5216508255357337,5.010476172294291,1.9408701789828364,Iris-virginica
+61,4.59620539798939,3.1420192488913083,1.463661803819534,0.20055795439361082,Iris-setosa
+62,4.9901757328735314,2.0000006285600063,3.6102818108580466,0.9980152995647333,Iris-versicolor
+63,6.29737816430724,2.6861183492883374,4.876436690930558,1.8096679539379839,Iris-virginica
+64,5.024296298442248,3.3989544287478854,1.5849270143842837,0.45262585814384176,Iris-setosa
+65,5.541632857153782,2.405361394480787,3.73225138324688,1.0255990751436044,Iris-versicolor
+66,6.306277873677395,3.293675608950525,6.030651817501245,2.5,Iris-virginica
+67,5.907605612332692,3.198537433904655,4.777002607560504,1.7750922349677616,Iris-versicolor
+68,5.917357348187012,3.2085307436687156,4.80757978641488,1.8109093755296273,Iris-versicolor
+69,4.892719709600309,3.075273282590206,1.4985490163012045,0.1,Iris-setosa
+70,4.6233093475404345,3.5765935847818144,1.0000003991920021,0.20625013574404796,Iris-setosa
+71,4.803356467553074,3.404387262213225,2.1446314784259717,0.19817074169825213,Iris-setosa
+72,6.559938322806578,2.7865495803455578,4.643306996784211,1.4967777856806963,Iris-versicolor
+73,6.183601890592347,3.3949336169917723,5.366721810355998,2.2832482362156346,Iris-virginica
+74,6.025152989105118,3.39445713815527,4.514913417293619,1.6045011257709283,Iris-versicolor
+75,5.878333658453758,3.2150980550069677,4.789157913353047,1.770483473455388,Iris-versicolor
+76,6.269256492979157,3.295463007209617,6.0405510500862905,2.4999997324973027,Iris-virginica
+77,7.087879806738376,3.210302510912707,5.695725482596932,2.303990683227327,Iris-virginica
+78,7.2134517856343106,3.208359330629141,5.9461516236858865,1.8102468663353193,Iris-virginica
+79,6.30399009402469,3.404413843358887,5.573089063846851,2.4031538574433498,Iris-virginica
+80,7.596906530548228,3.0,6.586216020968385,2.079958284563679,Iris-virginica
+81,5.769949663815982,2.795067692457137,5.087611311839926,2.4133502438083436,Iris-virginica
+82,6.840933789524103,3.1238198306708536,5.1304469448444046,2.2701874532726256,Iris-virginica
+83,7.704841349688288,2.6000179762821847,6.9,2.308611891658982,Iris-virginica
+84,7.899998131504132,3.7950714749262526,6.330057224671412,2.0186719176589927,Iris-virginica
+85,5.828913400321831,2.7960407873490896,5.094468137821638,2.3983068224744515,Iris-virginica
+86,5.541594700052392,3.0,4.484581581525656,1.4861600323302477,Iris-versicolor
+87,4.981983665908543,2.0,3.382849334610991,0.8888596963397289,Iris-versicolor
+88,5.813120539262221,2.762733094682149,4.081003951549281,1.0726995262766423,Iris-versicolor
+89,6.283461814534178,2.5139640199386792,4.99913189586585,1.8677122759232874,Iris-virginica
+90,6.524029759825881,2.878511424827126,4.5683970162161724,1.4482631518903353,Iris-versicolor
+91,4.807981115190871,3.0,1.4027654939822636,0.2870372132074025,Iris-setosa
+92,5.192424614527621,2.6916458337055653,3.9169822314447114,1.3999857572512013,Iris-versicolor
+93,4.902343118457934,3.1176585596959154,1.489187046057858,0.1,Iris-setosa
+94,5.477011252074222,2.4557202888073544,3.7341193261487033,1.0330374376054656,Iris-versicolor
+95,4.910032085272846,3.1111229124984314,1.5136857615669639,0.10000010941376761,Iris-setosa
+96,4.809862882064679,3.4060495900505243,1.6477594947551535,0.20195992916668803,Iris-setosa
+97,6.270093631197063,3.3952375062389297,5.6425284254422845,2.4039017163285568,Iris-virginica
+98,5.967779182371436,2.1713358304150017,3.9936132447641164,1.0031418771030232,Iris-versicolor
+99,6.6007236656225645,3.0,4.477912500057807,1.420403593713645,Iris-versicolor
+100,4.59835916006066,3.1729468005407164,1.375948147315266,0.20507912309107793,Iris-setosa
+101,6.7068038836426656,2.4962234525930276,5.847148137944823,1.7955660715378636,Iris-virginica
+102,6.280681902485379,3.2813202109643695,5.982774714575993,2.5,Iris-virginica
+103,6.237985841095089,3.404493777861648,5.387542982503204,2.304834506569293,Iris-virginica
+104,6.505754747326946,3.0,5.763281537585488,2.194994619944937,Iris-virginica
+105,6.271751334538042,2.760155289222473,4.838904286350932,1.7783448713966081,Iris-virginica
+106,7.702182615805882,3.0,6.164476579720365,2.300245329366392,Iris-virginica
+107,5.479175344054334,4.2,1.3936766106189364,0.19627583897382994,Iris-setosa
+108,7.188000470204157,3.1973617573079323,6.019507730715137,1.8013486592098522,Iris-virginica
+109,5.610766011030969,2.495149316584105,3.9042190551098215,1.1146051191066413,Iris-versicolor
+110,6.126597396005916,2.898773706379932,4.6992227309454195,1.389013239804519,Iris-versicolor
+111,6.5285327275180265,2.7826189441871363,4.635868628313672,1.4939200814456028,Iris-versicolor
+112,5.49103306162423,4.2,1.4061595075084368,0.20217613876323265,Iris-setosa
+113,5.8062744545068234,2.7136975714975877,5.092791102470368,1.8959633830307179,Iris-virginica
+114,5.9568866157769955,2.9162593222335103,4.503456349536375,1.4927365423132506,Iris-versicolor
+115,5.207583784432112,3.4010705706534705,1.4016122605193262,0.2019417692680658,Iris-setosa
+116,4.616630925708056,3.2112410642470075,1.400245150373998,0.19877037655966864,Iris-setosa
+117,5.654935652786199,3.7722415172570645,1.6707815910771335,0.3561639783981212,Iris-setosa
+118,4.600468967292793,3.2051666328336412,1.4008870137866523,0.2021207380317961,Iris-setosa
+119,4.786337672944893,3.0,1.392928271957953,0.2910440929401992,Iris-setosa
diff --git a/iris/tab_ddpm/0/21/test.csv b/iris/tab_ddpm/0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/21/train.csv b/iris/tab_ddpm/0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/21/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/21/val.csv b/iris/tab_ddpm/0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/22/synth.csv b/iris/tab_ddpm/0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c22fbddc046e07b59c1b1c4a360495d00d6466d4
--- /dev/null
+++ b/iris/tab_ddpm/0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.242982187949065,2.766312528983129,4.8450357158514645,1.797306051871181,Iris-virginica
+1,6.013949422803958,2.8933498327113574,4.607236266518872,1.4357056468071678,Iris-versicolor
+2,5.645450213509517,3.7151722909656155,1.5904185085654814,0.4663725036315006,Iris-setosa
+3,5.8442440865907646,3.2006760163812586,4.844129068605952,1.7806333201078361,Iris-versicolor
+4,5.964188355238258,2.209393185308587,3.952080803839859,0.9840979800839431,Iris-versicolor
+5,7.674562605397328,2.8311490212612047,6.675222633030932,2.008241359944178,Iris-virginica
+6,5.639231285481265,3.7865363090894455,1.5810296261765011,0.3630477585611411,Iris-setosa
+7,5.492861289746562,4.1999991899754345,1.4108004028703243,0.20307900186641537,Iris-setosa
+8,6.1135317599443075,2.81106577272452,4.6777370599739,1.1708995344453432,Iris-versicolor
+9,6.774530993221921,3.2023251233773733,5.809204294917573,2.291595538348292,Iris-virginica
+10,6.046616283970681,2.8875616289790584,4.576808162119529,1.4489160679828819,Iris-versicolor
+11,5.921062394583806,2.9087934615451787,4.4896927534322995,1.5040524766881516,Iris-versicolor
+12,5.481200758829084,3.0,4.48798206852325,1.500610800467236,Iris-versicolor
+13,6.511058391489247,3.1943427599533925,5.545772314611739,2.2869845177088908,Iris-virginica
+14,5.173837243019651,3.600419778061739,1.3736134500507267,0.2225825015150562,Iris-setosa
+15,6.100724344751853,2.810181082023843,4.747860825815934,1.222270794248323,Iris-versicolor
+16,4.852048544001435,3.020472058870608,1.4553266422852509,0.1000000904099995,Iris-setosa
+17,6.582709933011662,3.2007358154346717,4.694514946627872,1.5472615784408892,Iris-versicolor
+18,6.5901578553012685,3.0,4.401686426581832,1.3965462090060017,Iris-versicolor
+19,6.060290867918971,2.8128885041870926,4.670378037805177,1.2306647665485693,Iris-versicolor
+20,6.773198585560148,3.162392906593567,5.384858725946707,2.2182787741448378,Iris-virginica
+21,5.187459078992818,2.69736395614243,3.927344694344641,1.416542392083032,Iris-versicolor
+22,7.5945712452625225,3.0,6.5967561507040235,2.131728388977525,Iris-virginica
+23,6.406604118169016,3.18714244178409,5.27306999821395,2.2778420209154713,Iris-virginica
+24,5.542045981079862,2.457305541462105,3.8443903657134615,1.123630806961487,Iris-versicolor
+25,6.145426144488631,2.8843713620365343,4.703712905243427,1.3488292973500988,Iris-versicolor
+26,7.6098025112229974,3.0,6.601940782075786,2.0959362069955807,Iris-virginica
+27,4.797983507983396,3.0,1.3710119523175606,0.1000001439605864,Iris-setosa
+28,6.306318992628708,3.296018997212608,6.130026705698047,2.5,Iris-virginica
+29,4.392770777851683,3.2042627249642384,1.286149642216881,0.20055029480013922,Iris-setosa
+30,6.688404222649069,3.092454993602847,4.691746435675925,1.511044314744154,Iris-versicolor
+31,5.544444811648781,3.0,4.51671514640084,1.5240364434016098,Iris-versicolor
+32,6.52530875415291,2.8354066314684743,4.689258116997357,1.5281575601341393,Iris-versicolor
+33,4.985622263549254,3.0,1.5923099581993903,0.20182850760595356,Iris-setosa
+34,7.250463591907489,3.184638323579762,6.049394759810723,1.7956908232376765,Iris-virginica
+35,5.67573126939105,3.0,4.206721063365663,1.1779431845873243,Iris-versicolor
+36,5.640102069307269,2.904997573950533,3.841007272306236,1.3134675556717181,Iris-versicolor
+37,7.611800386393093,3.0,6.537793591908378,2.1478087650266766,Iris-virginica
+38,6.8874170747121,3.099797797019174,5.098047923818054,2.2926037072366414,Iris-virginica
+39,4.603003984203081,3.619391018344737,1.0,0.19892756103623788,Iris-setosa
+40,5.612512525867416,2.5139100680545265,3.9354441005007983,1.0905007099615889,Iris-versicolor
+41,5.5577228185109675,3.0,4.496833723306677,1.4909871815746034,Iris-versicolor
+42,6.299601678845491,3.283179861974958,4.711059259087104,1.6169559999776926,Iris-versicolor
+43,6.044697445506476,2.9136796654379458,4.562210581276489,1.4598884282290172,Iris-versicolor
+44,5.75618291981737,2.7943661939915674,4.538493539180789,1.2597911675242919,Iris-versicolor
+45,5.500736846214775,3.0,4.50202378416393,1.5078107394557267,Iris-versicolor
+46,5.1257549095236845,3.4735952495315447,1.4005350488771233,0.2008796809762101,Iris-setosa
+47,5.98107437734653,2.2106214105421125,4.0052788658177345,0.9516621688563363,Iris-versicolor
+48,6.764598414906909,2.808560568915334,4.773120502556432,1.417194514565563,Iris-versicolor
+49,6.101964032962652,2.5977165417960397,5.556225698156272,1.384278060740562,Iris-virginica
+50,5.897255215674074,3.202594417816548,4.8125229923118065,1.793136857464466,Iris-versicolor
+51,6.265975275448415,3.2945007593009867,6.112348903211282,2.499999769402318,Iris-virginica
+52,5.785311049877697,2.695132022048252,5.127960274097589,1.8925981743083764,Iris-virginica
+53,4.974963879324065,3.400144801446377,1.7713510088085123,0.3494142409480871,Iris-setosa
+54,4.619741704930179,3.203440371147011,1.3679119198380978,0.19691442275583754,Iris-setosa
+55,6.005773191942094,2.1932121977295904,4.9979227421848815,1.506917905184737,Iris-virginica
+56,6.211912658117887,3.397871474639417,5.397440705311835,2.302076591314913,Iris-virginica
+57,4.40295541640642,2.906097850747056,1.3982762160694813,0.19986600573604812,Iris-setosa
+58,4.997927893028078,2.0,3.402433834154722,0.9342827620791153,Iris-versicolor
+59,6.25949986134792,3.313744616406806,5.9909786682840185,2.499999809420489,Iris-virginica
+60,6.2843444634219745,2.7422000348890725,4.866022150365347,1.7965233798166014,Iris-virginica
+61,5.663982375503504,2.9803645765295257,3.981620272271617,1.2917764343892544,Iris-versicolor
+62,4.821242515027414,3.4073465462223296,1.5934884074836528,0.20130710195798537,Iris-setosa
+63,7.694103949505398,2.6016905342559014,6.9,2.3022107221991863,Iris-virginica
+64,6.235434664386363,3.3961722673945562,5.4112103273631895,2.2765023668086566,Iris-virginica
+65,6.290439459837322,2.4746049939854835,4.989997384100123,1.9204406342008253,Iris-virginica
+66,6.676953478095919,2.483773605049048,5.796514829217518,1.7760183971832193,Iris-virginica
+67,5.983798705918726,2.896577809974149,4.506594141828522,1.489143686789519,Iris-versicolor
+68,5.107182039613254,3.536110304819069,1.4093601713264323,0.2027314989377495,Iris-setosa
+69,5.526738668892672,3.7585739093462847,1.5878981952824054,0.257138982494154,Iris-setosa
+70,6.073583482080701,2.8986487325767363,4.714335023609308,1.3648303542241547,Iris-versicolor
+71,4.4100239423040595,2.9340711274537044,1.3978119738350645,0.20132429073368774,Iris-setosa
+72,5.777927352672467,2.813811108990942,5.19930643033406,2.3991022666224606,Iris-virginica
+73,4.300000470512192,3.0,1.0908785668773073,0.1,Iris-setosa
+74,4.98031629685325,2.0,3.3624337147821075,0.9633477122865779,Iris-versicolor
+75,4.807533111058332,3.0,1.4008449093349935,0.10000011607473495,Iris-setosa
+76,4.983830715375444,2.0,3.57930914570209,0.9752127544175201,Iris-versicolor
+77,7.674373473495665,3.0,6.096122872028706,2.3000166156201396,Iris-virginica
+78,5.53563843186129,3.6058774356586447,1.5680923746881166,0.3202411843578672,Iris-setosa
+79,4.3,3.0,1.085699993198566,0.1,Iris-setosa
+80,5.03378037322286,3.6013054367904997,1.4012031132505078,0.19977168595425993,Iris-setosa
+81,5.680908274664886,2.9389625389492062,4.2506149377391,1.3076244348624089,Iris-versicolor
+82,6.80258055778672,3.2025181821951727,5.867212910055562,2.318086139491911,Iris-virginica
+83,4.395686835822879,3.1964618647586573,1.3132205383891769,0.19735305780324597,Iris-setosa
+84,6.542826561866275,2.790033907103658,4.628149701962673,1.4755656028434343,Iris-versicolor
+85,7.899998296874676,3.735923605799239,6.395247001435426,1.9882190292800466,Iris-virginica
+86,5.836255693812662,2.705151664426787,4.11206035363111,1.0112034971083468,Iris-versicolor
+87,6.924004588478362,3.208108159986189,5.7083237211870745,2.2983006647164355,Iris-virginica
+88,6.713986677433871,2.5021077400762795,5.792928297517458,1.8018580196975162,Iris-virginica
+89,5.626064023666572,2.89912242485214,3.736474576461842,1.3043343319816658,Iris-versicolor
+90,4.300000789019499,3.0,1.093003776880438,0.10000010322400105,Iris-setosa
+91,6.190218494635819,3.350150768991395,4.631608199086957,1.6011689924958086,Iris-versicolor
+92,5.690484275414954,2.902435501602745,4.18769178045419,1.3123992718562218,Iris-versicolor
+93,4.806796671366384,3.0,1.3942175153522314,0.36056680450316286,Iris-setosa
+94,6.198298204195132,2.8212479067407705,4.807134230823404,1.8258002826946573,Iris-virginica
+95,5.79896542874372,2.6769985819796656,4.112940158078989,0.941638445576137,Iris-versicolor
+96,4.405338762236895,3.1896444535681385,1.314781706318588,0.20111146603973318,Iris-setosa
+97,5.044865892778768,3.5480231641052553,1.4025014477503985,0.20109856142858612,Iris-setosa
+98,6.873194471547968,3.1661471467455464,5.530426900935778,2.292576116985065,Iris-virginica
+99,6.6067097843661236,3.0,4.409180084799638,1.4084222399541915,Iris-versicolor
+100,6.9474471929543755,3.128328302814533,5.142047411233525,2.3061584965567166,Iris-virginica
+101,4.805789555963762,3.0,1.4034684249196596,0.1,Iris-setosa
+102,4.605377812716147,3.545403043316526,1.0000003748813302,0.20590833188718893,Iris-setosa
+103,5.5873426993685955,3.0,4.495593600652955,1.497286550522142,Iris-versicolor
+104,5.491542951488703,4.2,1.4008811238726566,0.1901417030242937,Iris-setosa
+105,6.060057085273875,2.9075954610575336,4.675066219879623,1.4101593860136852,Iris-versicolor
+106,6.78929833129384,2.791019607877783,4.788000335179514,1.399111282754146,Iris-versicolor
+107,6.2752861244741425,3.266560799234303,6.028890054434058,2.5,Iris-virginica
+108,5.584847248724054,2.9136251980073395,3.6352249767071676,1.2936731688056708,Iris-versicolor
+109,5.503130762287141,2.3877225553806367,3.708753778680157,1.014972936256486,Iris-versicolor
+110,6.262039935903213,3.2859193630618524,6.007515781160949,2.5,Iris-virginica
+111,5.491198620392269,4.2,1.398181893363275,0.199406366976322,Iris-setosa
+112,7.6959768556006205,3.0,6.143742541923178,2.299490182550417,Iris-virginica
+113,6.2976536116882,3.304643142955388,6.053793328817203,2.4999998195331945,Iris-virginica
+114,7.899998129665799,3.7987844464673386,6.372374887277651,2.0573816890275958,Iris-virginica
+115,6.277561089084287,3.387969295032124,5.503874393218498,2.3621404105788564,Iris-virginica
+116,6.774188204652281,3.2210745697480387,5.892286829562068,2.2805534456499847,Iris-virginica
+117,5.488314309749245,2.5193612600979827,4.026615611740905,1.3052039236883584,Iris-versicolor
+118,5.767954928460445,2.691728512842808,5.114419089642494,1.8973125195047873,Iris-virginica
+119,4.8812156785388074,3.0724433567398455,1.4806159582691847,0.10000009766583867,Iris-setosa
diff --git a/iris/tab_ddpm/0/22/test.csv b/iris/tab_ddpm/0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/22/train.csv b/iris/tab_ddpm/0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/22/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/22/val.csv b/iris/tab_ddpm/0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/23/synth.csv b/iris/tab_ddpm/0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71e2cd3498305f120cffb90adf74b3c80fcde29d
--- /dev/null
+++ b/iris/tab_ddpm/0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.775074854458731,2.7943511684072355,4.541063801646683,1.2749466522455024,Iris-versicolor
+1,5.015201667048002,2.0000004793885444,3.2456332310214044,0.9443960847422385,Iris-versicolor
+2,6.222421386606116,3.337969202237903,4.64103202136062,1.6086907726538962,Iris-versicolor
+3,5.491081696424226,2.5094634945065994,3.99406486287653,1.3159540156777627,Iris-versicolor
+4,7.618271579660911,3.0,6.6177857740538535,2.076336309827247,Iris-virginica
+5,5.916233197996528,3.2159173722381422,4.799755617249617,1.824318438309743,Iris-versicolor
+6,4.300000518674218,3.0,1.099084729354681,0.1,Iris-setosa
+7,6.280112810860959,3.3920538983947957,5.516198858753103,2.367102588858884,Iris-virginica
+8,6.00543248645313,2.2031870358788987,5.037330692175024,1.502271468590555,Iris-virginica
+9,4.953837824806545,2.0,3.538268433936088,0.8784159504597775,Iris-versicolor
+10,5.302961882690826,3.3646028381725546,1.529374029294223,0.47125131559650524,Iris-setosa
+11,5.423878161523613,3.0,4.557178172927035,1.4925146406125693,Iris-versicolor
+12,4.990007867605779,2.0,3.3281578587539418,0.9549162349650614,Iris-versicolor
+13,4.810903479826145,3.400054108718851,2.033960104907426,0.19866354143459447,Iris-setosa
+14,6.687600880446107,3.0,4.994073002559768,1.694854898938561,Iris-versicolor
+15,6.718199653561308,2.5081601232942052,5.818971449930174,1.8079862782257285,Iris-virginica
+16,6.295987834229916,3.3403089911038006,5.334620191178561,2.253140652044017,Iris-virginica
+17,4.569297005928407,3.220391842763285,1.3812063825694683,0.19815583298861417,Iris-setosa
+18,6.703432709265674,3.0,4.991935407419517,1.7225005135499734,Iris-versicolor
+19,6.337742684620504,2.535137498076323,4.986449799183166,1.891751860288344,Iris-virginica
+20,6.796344911510055,2.7972185530870326,4.787056269348119,1.4045327186673775,Iris-versicolor
+21,5.9801524494987985,2.8872287273253603,4.503336490089292,1.4972376761320736,Iris-versicolor
+22,4.805204550347078,3.0,1.4021576803690479,0.2879281504048792,Iris-setosa
+23,4.300000603859504,3.0,1.0928015382067644,0.1,Iris-setosa
+24,5.122380304919558,2.5066913599328844,3.0374386971253546,1.129896861001038,Iris-versicolor
+25,6.183246503676391,3.3974660379678494,5.408338551514905,2.3000571180893807,Iris-virginica
+26,6.699793140203013,3.11636921800248,4.689712508945941,1.5026990972761889,Iris-versicolor
+27,6.77892379975735,2.810342460972184,4.773167127966893,1.3874248137782483,Iris-versicolor
+28,6.4960465025936855,2.7958112733692553,4.560326967124101,1.5042169539058126,Iris-versicolor
+29,6.575398906724929,3.071778808730009,5.731129094914908,2.2154126169978183,Iris-virginica
+30,4.396337197830694,3.18990438034176,1.2973800157281197,0.20290980169695014,Iris-setosa
+31,5.119193353215981,3.4557199646072716,1.377125642343436,0.2007898050097297,Iris-setosa
+32,4.402063770342933,3.207184809349147,1.3249205565263642,0.2031702661892623,Iris-setosa
+33,6.721209376040551,3.082850259776742,4.653250971203636,1.4844607243097585,Iris-versicolor
+34,6.312241466461977,3.297226856497077,6.013754015856059,2.499999785552775,Iris-virginica
+35,6.877093100728356,3.118567550957622,5.099945682506239,2.305428915250182,Iris-virginica
+36,5.4920350142364125,3.0,4.490032129309894,1.4994863395109168,Iris-versicolor
+37,4.3936025305087485,2.915331706933544,1.40311120790373,0.19880784873528665,Iris-setosa
+38,7.705776230844756,2.599283482894891,6.899998402854242,2.3013725319098834,Iris-virginica
+39,4.877251210705887,3.06169015385226,1.479488277509928,0.10000009143418738,Iris-setosa
+40,5.505853237256263,4.2,1.3801407859541799,0.19427876054061027,Iris-setosa
+41,5.809349457336613,2.8383762938208914,4.528952214099315,1.3585047089138345,Iris-versicolor
+42,5.33988891111157,3.8147406838450975,1.3440958012650002,0.35671902830420327,Iris-setosa
+43,4.3,3.0,1.098852863434689,0.1,Iris-setosa
+44,4.796223409918533,3.39878429194456,1.8608425870601946,0.1974573701421824,Iris-setosa
+45,6.40287191331355,3.1784396150900767,5.374664805927458,2.275085031456971,Iris-virginica
+46,5.873180018975254,3.197815031652135,4.791366375432393,1.8008599896024622,Iris-versicolor
+47,5.592842253640825,2.892293559926591,3.61064757254543,1.2751214499183976,Iris-versicolor
+48,4.406474179099202,2.914905456904823,1.4071903285024674,0.20179660349206469,Iris-setosa
+49,6.7013146050157175,3.088701955329497,4.691576619863912,1.4850293019085203,Iris-versicolor
+50,5.969836880972155,2.8774073054758196,4.46001749048433,1.465904607396659,Iris-versicolor
+51,6.217920300360103,3.4000556284792043,5.399543057140349,2.3066123205798674,Iris-virginica
+52,6.276550647169577,2.535496002527728,4.985979394122398,1.8689758991361352,Iris-virginica
+53,4.3974148529187165,2.8919237071348602,1.3826852956574487,0.1974488245647025,Iris-setosa
+54,6.322586500542241,3.2729002732700034,6.1191136531309995,2.499999788890923,Iris-virginica
+55,6.161801192266109,3.39964554885311,5.37521333427222,2.2939247303736225,Iris-virginica
+56,5.992608668828909,2.2083250013300613,5.0216792549530975,1.4879802524104098,Iris-virginica
+57,4.402322297338152,3.1974036988923404,1.2971867729974154,0.20231440817996812,Iris-setosa
+58,5.011666231362127,3.0,1.6214954073031516,0.19851485999537455,Iris-setosa
+59,6.178834901590762,2.205496423491989,4.47206969607765,1.510074097220202,Iris-versicolor
+60,6.206754301383205,2.7940574960980498,4.812672579506915,1.8018035630948037,Iris-virginica
+61,6.7137861108713714,3.0,5.01513304996966,1.7143282179084738,Iris-versicolor
+62,6.292712167091306,2.7466827398096485,4.839640875295685,1.7665230043054592,Iris-virginica
+63,6.3014104878920625,3.297949653906298,5.907226981674729,2.5,Iris-virginica
+64,6.507464140866654,2.791813680593284,4.586859503530003,1.512653190207328,Iris-versicolor
+65,6.2210956312609005,2.7857794320186526,4.801353787865889,1.7941451523033978,Iris-virginica
+66,5.142499894395241,2.500286103278016,2.8637146351781384,1.076278435726853,Iris-versicolor
+67,5.086338008104445,3.795592107823627,1.5989344458738939,0.20165578205736068,Iris-setosa
+68,7.696595720247464,2.6129756889910984,6.899999006747285,2.2944304405088256,Iris-virginica
+69,5.011475767090845,3.628086272141244,1.395405628218576,0.2043088200164013,Iris-setosa
+70,7.645562682317555,3.0,6.642512000249562,2.0945771044275396,Iris-virginica
+71,5.789214644059877,2.7080467969768125,5.116588590523552,1.9164499054519128,Iris-virginica
+72,6.103394538770466,2.8971113878917345,4.691246006357712,1.4289138004790507,Iris-versicolor
+73,6.659934097669913,3.0,4.537575257942535,1.4405115657847867,Iris-versicolor
+74,5.092422941788259,2.477314131471786,3.0209370912188955,1.1176669220238895,Iris-versicolor
+75,4.967383273881461,2.0,3.511122654996721,1.082729044611834,Iris-versicolor
+76,6.793862552554534,3.1894480776403014,5.920088595462742,2.30645224902561,Iris-virginica
+77,4.790949131078155,3.0,1.3911702543115883,0.33070853902079067,Iris-setosa
+78,6.523688139406078,2.8269820593035946,4.594160747199321,1.4970591604677332,Iris-versicolor
+79,5.594865333936535,3.0,4.52254988980227,1.4795656727885982,Iris-versicolor
+80,5.941732982538897,3.209132117727557,4.818315176961271,1.7949679835217776,Iris-versicolor
+81,6.090129630285967,2.5997203038421293,5.585710458665598,1.3936409940525623,Iris-virginica
+82,7.591305818387625,3.0,6.613544197466024,2.110592223449676,Iris-virginica
+83,5.495013337271229,2.50800207348712,4.022757156625022,1.319927392276932,Iris-versicolor
+84,4.962409247874602,2.0000004706182177,3.601908043880371,0.9632882400689926,Iris-versicolor
+85,6.228710643134453,3.3979755225203045,5.3808445574898895,2.3252732665586873,Iris-virginica
+86,4.3955057891350044,2.8851219652889277,1.4013737486329116,0.19634237363654,Iris-setosa
+87,4.590588703774934,3.109283462393719,1.480536949015064,0.19797941450669765,Iris-setosa
+88,5.893601944645967,3.1961844425121306,4.830163645490407,1.798581931578647,Iris-versicolor
+89,7.6989288913988005,3.0,6.187147128018889,2.2731802317531886,Iris-virginica
+90,6.7127509151896,2.5021296298957467,5.827348505315486,1.8038764467176351,Iris-virginica
+91,6.563024672087386,3.0,5.82306984345469,2.1947737030534356,Iris-virginica
+92,5.8940811869373455,2.8978246879194685,4.441947267543453,1.4657678329732948,Iris-versicolor
+93,5.995279122646666,2.202623487838938,5.027022624287213,1.4975686012138987,Iris-virginica
+94,5.007973603701859,3.40093163299887,1.5970846662109397,0.4755033547997266,Iris-setosa
+95,4.798299993732406,3.0,1.3885898836687276,0.10000009164444344,Iris-setosa
+96,5.702542250864359,3.0,4.223829058707331,1.184428359551221,Iris-versicolor
+97,5.613573230539806,2.548137794541446,4.059211814324647,1.155561179415147,Iris-versicolor
+98,6.184708106301855,2.798469359300814,4.793597014424231,1.8136564255155467,Iris-virginica
+99,6.318420126975128,2.7106207814317385,4.894737747298861,1.7940320630408284,Iris-virginica
+100,6.513548340005949,3.2096506483976275,5.128634258457688,1.9918843022239936,Iris-virginica
+101,6.347974723670981,3.2809709627765775,6.0706708559148055,2.5,Iris-virginica
+102,6.301893518080634,2.563233745703292,4.955525269891193,1.851031842609316,Iris-virginica
+103,6.143867434411866,2.930181564491218,4.702932213475081,1.4687264920875367,Iris-versicolor
+104,5.196846409302747,3.4392446503379945,1.4059627940407413,0.1994698962665905,Iris-setosa
+105,6.315832832420793,3.282803498155358,6.015525740149768,2.4999997423178626,Iris-virginica
+106,6.326068388893763,3.3254048037341133,6.045037158487653,2.5,Iris-virginica
+107,4.6193770095971765,3.6215256566106,1.000000401648095,0.20376413893046358,Iris-setosa
+108,7.7226192178477975,2.7851611233872653,6.717344155522516,2.0025118610446153,Iris-virginica
+109,7.9,3.789537112824312,6.390573848151174,1.9928095530159449,Iris-virginica
+110,4.607020843707123,3.2056770402448076,1.4016036247154442,0.2023738119254695,Iris-setosa
+111,6.2674803941192625,3.3265021211524313,4.679285638148035,1.6035145336630157,Iris-versicolor
+112,5.219279577759985,3.409991632296698,1.395164413022446,0.2021932254250084,Iris-setosa
+113,6.123611204286041,2.8918761383629614,4.712352731499055,1.3856171722232762,Iris-versicolor
+114,6.863529492508923,3.1148047331495925,5.1465631305008515,2.301154518288355,Iris-virginica
+115,5.016097651612944,3.5650651590854463,1.4035138298154608,0.19992690696384352,Iris-setosa
+116,5.773100710160116,2.8061802607293607,5.058366958288488,2.3764952388178333,Iris-virginica
+117,5.713869649184573,3.754455731567444,1.5995552701705082,0.2705716504143797,Iris-setosa
+118,5.006681216020004,2.0000004663400004,3.5184688653734364,1.0427091181702421,Iris-versicolor
+119,5.5435471096743205,3.0,4.479819114476877,1.493932145513735,Iris-versicolor
diff --git a/iris/tab_ddpm/0/23/test.csv b/iris/tab_ddpm/0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/23/train.csv b/iris/tab_ddpm/0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/23/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/23/val.csv b/iris/tab_ddpm/0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/24/synth.csv b/iris/tab_ddpm/0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf43b00caa2e9231117217be25030a04c1fd0116
--- /dev/null
+++ b/iris/tab_ddpm/0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8006024225281605,3.4029984450464115,1.7905329950301545,0.19772899514375225,Iris-setosa
+1,5.4186023990808225,3.0,4.502506169008208,1.4994547620616143,Iris-versicolor
+2,6.79467438516521,3.1682071866772286,5.675068282183336,2.2941285962735205,Iris-virginica
+3,6.657681766869061,2.4837230716207146,5.667041780347581,1.78940791656476,Iris-virginica
+4,5.355550362683196,3.0,4.490563344098693,1.4994365856713487,Iris-versicolor
+5,4.585113058373415,3.173115338049402,1.393471841477911,0.19907322578782727,Iris-setosa
+6,5.990397580953553,2.1972560378591153,4.988749941379351,1.4960457615063008,Iris-virginica
+7,7.899998889585573,3.8113739625668566,6.4227193871878105,2.032037204166433,Iris-virginica
+8,4.984017229214746,2.0,3.2180164535700246,1.0125059597381267,Iris-versicolor
+9,5.996483551649794,2.9097471241565347,4.505193265991155,1.4911947438244044,Iris-versicolor
+10,5.74303044397023,2.6631342881312974,4.063086924707376,0.9717161779068619,Iris-versicolor
+11,5.6383050481201265,2.958315827160159,3.8832089184935343,1.2612907413168113,Iris-versicolor
+12,5.000396071377697,2.0,3.6284878101900064,1.01224549956934,Iris-versicolor
+13,5.744508180406886,3.0,4.188995517009647,1.2292852879673073,Iris-versicolor
+14,7.58227114254856,3.0,6.587193221391982,2.071526820116928,Iris-virginica
+15,4.9695699702225244,2.0,3.4892194752891834,0.9690812210256929,Iris-versicolor
+16,7.141589046020689,3.194507857896286,5.955586469016158,1.779898741357506,Iris-virginica
+17,5.758398641661479,2.6773642264500834,4.11363203871537,0.9602659640181318,Iris-versicolor
+18,4.981702089238181,3.0,1.597538421520898,0.20300747965788674,Iris-setosa
+19,6.46740960849457,3.199643931977235,5.150926086506249,2.0508057122360026,Iris-virginica
+20,4.598443037361111,3.633028691335045,1.0,0.19947652244388642,Iris-setosa
+21,5.781902911756786,2.791570735060177,5.093468947381325,2.39809336169973,Iris-virginica
+22,6.505352358869967,3.2335129634950555,4.724421178790047,1.561677838176803,Iris-versicolor
+23,4.395922408884087,2.846975701465486,1.4033418245865434,0.20108995877863353,Iris-setosa
+24,5.5551422334199465,2.4011642977744767,3.7416349914907614,1.03978210721692,Iris-versicolor
+25,5.187596349124209,3.410984249787171,1.3988110120734236,0.20036565078823634,Iris-setosa
+26,4.610933207668948,3.157798157101793,1.3843544340035332,0.2023449982352992,Iris-setosa
+27,4.903276827537103,3.0723520924507888,1.4977294509396402,0.1,Iris-setosa
+28,6.807537064255119,3.2026476585936257,5.851559059355889,2.273430589378415,Iris-virginica
+29,4.3,3.0,1.0962439942858697,0.10000010695967586,Iris-setosa
+30,5.198397589176624,2.6870059993286266,3.846275569493991,1.3849495252548172,Iris-versicolor
+31,4.902451805647562,3.08338569825194,1.4757342769935842,0.1,Iris-setosa
+32,6.5520185923510725,3.0,5.74232702480746,2.214656658621805,Iris-virginica
+33,4.972492880390483,3.6431896639942254,1.4432674415571005,0.201554560808189,Iris-setosa
+34,6.312097961545478,3.302551560676131,6.077487147021855,2.5,Iris-virginica
+35,5.678837174890232,3.0,4.199201643176006,1.218353869086652,Iris-versicolor
+36,5.619719736388339,2.5092302683362147,3.887183604333824,1.0727608563882918,Iris-versicolor
+37,5.47629985227405,4.199999090496423,1.3973303142175904,0.20221238981161999,Iris-setosa
+38,6.519404621361695,2.8664291581240815,4.589976358918608,1.5246143287203124,Iris-versicolor
+39,6.007034640570155,2.892111784884383,4.509815759978013,1.4982760186321855,Iris-versicolor
+40,7.615491242721078,3.0,6.579994208807271,2.0958238229328328,Iris-virginica
+41,6.329344545111007,2.723655310522195,4.871312149585768,1.8043277987570838,Iris-virginica
+42,6.211464464273238,2.8098785918893587,4.790887008464704,1.8064119653318174,Iris-virginica
+43,5.970450826348827,2.2201618792588347,3.9804310933202482,0.9207493467264269,Iris-versicolor
+44,7.703641778926743,2.792924827160974,6.691696370297523,2.0392723003597535,Iris-virginica
+45,6.590649800804601,3.0,4.406399151653264,1.4325148010493964,Iris-versicolor
+46,5.088451671957252,3.3068085243476184,1.8069563365714552,0.44077681794591417,Iris-setosa
+47,5.2280230309491555,3.396367871768357,1.4022028708276209,0.20195557579662538,Iris-setosa
+48,5.818282170846708,2.6929611423524564,5.093309165091966,1.892936758192271,Iris-virginica
+49,7.681736653613283,2.6056572493968853,6.9,2.2858692687476676,Iris-virginica
+50,6.5128319939139905,2.800241461812129,4.633255382963487,1.488588131460905,Iris-versicolor
+51,5.403237442902933,3.3999439778679617,1.4996640287834755,0.372738258486126,Iris-setosa
+52,4.9412709823094,3.3978164974745737,1.571574983361916,0.2766561137559543,Iris-setosa
+53,6.429315549602,3.211020059548115,5.280782447128846,2.3053867776609014,Iris-virginica
+54,5.902054409645274,3.198272861172735,4.791329525518056,1.7921635110786138,Iris-versicolor
+55,6.528272987018632,3.1857020777669245,5.423111176430797,2.273347869416123,Iris-virginica
+56,5.554472491188969,2.456885222061909,3.8527646164938725,1.040532706651891,Iris-versicolor
+57,6.007074027980023,2.8759592968647687,4.592745456205527,1.3536860125516594,Iris-versicolor
+58,6.2655228427579175,2.7462491110201697,4.865129922898555,1.8026894719811593,Iris-virginica
+59,6.063097222665818,2.9087901505842066,4.620680283493976,1.469740171829231,Iris-versicolor
+60,5.172078661303214,3.408046822695106,1.3883027189198272,0.19920018460647748,Iris-setosa
+61,6.317253274792866,3.2989710145959505,4.695051590289261,1.6094880626630652,Iris-versicolor
+62,6.261754925745853,2.72910882527391,4.865203390565396,1.8063166065775655,Iris-virginica
+63,6.334144888128673,3.295433496221731,4.7270193267628535,1.6079520288841593,Iris-versicolor
+64,5.055402346064414,2.5186200189598194,2.911773430622219,1.109733778149603,Iris-versicolor
+65,6.008419540546209,2.8908002587422845,4.53385131326987,1.478171755559825,Iris-versicolor
+66,5.008478855970012,3.0,1.5968824303110287,0.20210968334269866,Iris-setosa
+67,5.5817960616295395,2.453017419009844,3.877309457421511,1.1600838288638649,Iris-versicolor
+68,6.728771099756993,3.0,4.870792367383153,1.6047784220200036,Iris-versicolor
+69,4.586045035278754,3.2009373497489273,1.3905687348271867,0.19719677639499583,Iris-setosa
+70,5.53169999758514,2.4119211116466497,3.801031662772847,1.0020802048698048,Iris-versicolor
+71,4.793733293443629,3.0,1.405162439530049,0.3172817840101934,Iris-setosa
+72,5.381847225478563,3.8909570491820493,1.3117900059140732,0.4658237851126571,Iris-setosa
+73,6.279235977056481,3.290512546362062,5.935719099629535,2.5,Iris-virginica
+74,6.299685227602607,3.299329736479455,6.051116453920486,2.5,Iris-virginica
+75,6.2508143985665505,3.298776769890178,6.018562808028444,2.5,Iris-virginica
+76,6.387636029345003,3.20110872534853,5.291560748127162,2.3001395809483722,Iris-virginica
+77,6.00493737329023,3.4010187452013985,4.5034832946127,1.6033364173361728,Iris-versicolor
+78,5.369415787956313,3.4001222895571597,1.5046329896906598,0.4472554899407589,Iris-setosa
+79,6.394166598254091,3.1971201116506633,5.305840398858612,2.29671970687815,Iris-virginica
+80,4.613438758584638,3.100352524004319,1.5043481699664087,0.19815330921766883,Iris-setosa
+81,7.1430602679932225,3.150153074909296,5.913511056122151,2.296514112976981,Iris-virginica
+82,4.999927745954937,3.400629274190455,1.598799707431982,0.39701260447856673,Iris-setosa
+83,5.54176607559496,2.502691630451516,3.892231242238111,1.2230463164205752,Iris-versicolor
+84,5.78473766684642,2.7003645875607676,5.098207927172681,1.8989720862401742,Iris-virginica
+85,5.990358039993782,2.198475824806601,3.9624800474396573,1.0298486378895628,Iris-versicolor
+86,4.792018965813123,3.3997379422280085,1.5882910771169079,0.19543138033708518,Iris-setosa
+87,5.19918811162026,2.7020016181270012,3.957007467073499,1.4071883720131002,Iris-versicolor
+88,5.442578800344489,3.0,4.471973026520959,1.4948596612177076,Iris-versicolor
+89,6.197569043126552,2.1992302748097527,4.4713789176426655,1.4988408545915524,Iris-versicolor
+90,6.1738290123233535,2.8782671474073203,4.71691252433886,1.3548245381787207,Iris-versicolor
+91,5.381576187584396,3.85068006011628,1.3390669514132165,0.36331672161143685,Iris-setosa
+92,6.551795789606501,3.176416332636708,5.148784921738013,2.0166746075281092,Iris-virginica
+93,5.139708883394648,3.325687645097947,1.5852046505344002,0.41882106914736444,Iris-setosa
+94,6.386748850479035,3.1696995108810375,5.3181266494778425,2.258285789584968,Iris-virginica
+95,5.607751580908922,2.907488425503271,3.2848703897785,1.3177212747192277,Iris-versicolor
+96,6.383430730665131,3.1864368053654717,5.308165999720964,2.3011599034820787,Iris-virginica
+97,5.126580805604406,3.2989507523963972,1.649275115215607,0.5247974948344227,Iris-setosa
+98,5.62962386521875,3.0,4.346490217167136,1.3711137786300158,Iris-versicolor
+99,6.282197109306192,3.282709635897248,5.9683825058637385,2.4999997971022427,Iris-virginica
+100,4.892479367078056,3.1147958123289943,1.5035933996246011,0.1000000961907693,Iris-setosa
+101,6.675485857172269,2.5025026670272785,5.87474730524696,1.7938696973657164,Iris-virginica
+102,4.592503892558714,3.0878843937697797,1.491345698209375,0.19805807440913226,Iris-setosa
+103,6.30516491180177,2.663757406840388,4.89848939949904,1.7995297130130825,Iris-virginica
+104,6.32622831169416,3.300406179273193,6.024197179154359,2.499999774696278,Iris-virginica
+105,6.581849963950705,3.0,4.385964607687152,1.3881387040538324,Iris-versicolor
+106,5.764467007757199,2.7958459766636357,5.086557801592805,2.399901419434088,Iris-virginica
+107,5.968109651906822,2.204882932672567,3.9827145640551973,0.9577799826072297,Iris-versicolor
+108,6.708861735364226,2.4899478452203527,5.7931663958257165,1.8360181875625128,Iris-virginica
+109,4.804844433437608,3.4027370445726692,1.8046013278446993,0.20120567366716824,Iris-setosa
+110,5.704663836443335,2.854400087631182,4.027459976624412,1.1663777470673184,Iris-versicolor
+111,5.5863640073537,3.0,4.478779554149518,1.493331009918245,Iris-versicolor
+112,6.288406175855209,3.3041966487858287,5.96457136157321,2.4999998042025617,Iris-virginica
+113,5.139899786930844,2.568811999639178,3.6773447942347386,1.309616034245805,Iris-versicolor
+114,4.400567560671707,2.9034279118900614,1.4142429091664452,0.20098591949385938,Iris-setosa
+115,5.724963811159732,2.7893053212812426,4.521202947839633,1.2544405492169306,Iris-versicolor
+116,5.99138868364679,3.4068986336681633,4.49022746749404,1.5909335498416788,Iris-versicolor
+117,4.589822649408796,3.6079900228962303,1.000000476476943,0.20483223214066504,Iris-setosa
+118,5.190204028656848,2.477303548530859,3.279756801993023,1.1209174386035126,Iris-versicolor
+119,5.790373698117461,2.7962315097113906,4.46851289512647,1.2185781831002098,Iris-versicolor
diff --git a/iris/tab_ddpm/0/24/test.csv b/iris/tab_ddpm/0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/24/train.csv b/iris/tab_ddpm/0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/24/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/24/val.csv b/iris/tab_ddpm/0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/25/synth.csv b/iris/tab_ddpm/0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bc09b2f1e8b96aef170974f85eafecdcccad4467
--- /dev/null
+++ b/iris/tab_ddpm/0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.119521896199491,3.78260679421308,1.5891412070153856,0.19471540380262065,Iris-setosa
+1,6.028635064583477,2.1545206934138306,4.065817392471892,1.0442509150615846,Iris-versicolor
+2,4.584963920359916,3.6050616554415273,1.0,0.19565954838225785,Iris-setosa
+3,7.9,3.7753168866415923,6.376198769891933,2.012674343011325,Iris-virginica
+4,6.431977137406436,3.099572570075835,5.479175639886426,2.2402673220516496,Iris-virginica
+5,6.5989997049868965,2.8744714663042488,4.708502188549708,1.5342367896762164,Iris-versicolor
+6,7.673718125748241,2.6263452818936397,6.899998410995928,2.2937147675847074,Iris-virginica
+7,5.011721692061116,3.0,1.5667223880727015,0.20011626623739293,Iris-setosa
+8,4.993269778981284,3.4055285183681425,1.6663276776716223,0.4186751167478004,Iris-setosa
+9,6.3064781201301,3.294936429796764,5.94433253130737,2.5,Iris-virginica
+10,5.169152894249262,3.4095141706784293,1.4029356179736725,0.19979514798436043,Iris-setosa
+11,5.990024469420716,2.20111212309634,4.012825262039185,0.9459536878768264,Iris-versicolor
+12,6.715384533271149,2.9163093082843785,4.665789342369017,1.4058114028265003,Iris-versicolor
+13,5.793524482592727,2.6992110708555184,5.10053685647394,1.9203365682592202,Iris-virginica
+14,6.403864647935213,3.1994898222485624,5.334328689258009,2.3041407054196115,Iris-virginica
+15,6.684477697882581,3.0,4.98349100631052,1.7020898719301243,Iris-versicolor
+16,6.842103616505126,3.2023036735738324,5.756501429942217,2.301410865498499,Iris-virginica
+17,7.705327090392946,3.0,6.174457622444277,2.303148676993698,Iris-virginica
+18,6.803825505767289,2.8038653394345463,4.788615661230066,1.3810503701649428,Iris-versicolor
+19,6.897556742830461,3.095751313385284,5.145926878835762,2.276838595832432,Iris-virginica
+20,7.204379814781895,3.1925285943672606,6.023302938917362,1.8167923783484774,Iris-virginica
+21,6.877891081805341,3.2136339435065286,5.771385280304513,2.298281452814032,Iris-virginica
+22,5.658995015935921,2.8242049700033305,4.31543744410623,1.2682202750751523,Iris-versicolor
+23,6.285854056199338,3.294235112429665,6.081914976311203,2.5,Iris-virginica
+24,4.3,3.0,1.0992804750040979,0.1,Iris-setosa
+25,7.710781099355706,2.618067717883515,6.899998820920554,2.3070775768300154,Iris-virginica
+26,5.360582965307749,3.0,4.505521279235378,1.5018294669927188,Iris-versicolor
+27,5.533525318622746,2.4332567389321658,3.8340623009237875,1.034614722031864,Iris-versicolor
+28,4.57931190990257,3.550104263978815,1.0,0.19498164679191743,Iris-setosa
+29,7.702494529626571,2.608932708491441,6.899998531018748,2.3003112621324373,Iris-virginica
+30,7.693841542807227,2.794610614265445,6.680766708186617,1.9899456691410013,Iris-virginica
+31,6.182679153985382,2.7919601913051246,4.7980711431645675,1.8046413005960558,Iris-virginica
+32,6.487084381414336,2.8149249349404717,4.591397577724238,1.4976993103119094,Iris-versicolor
+33,4.789663383746327,3.392203320497659,1.7178592199498606,0.20200445399997735,Iris-setosa
+34,5.985038407679283,2.2002731108464544,4.0454746167590745,1.0348190486403286,Iris-versicolor
+35,6.804396990704758,3.2030033815564463,5.834255306100221,2.3041708500081257,Iris-virginica
+36,6.631812203881726,3.035203115264242,4.711107898159427,1.5172412467016916,Iris-versicolor
+37,6.54072637306798,2.8019450064350035,4.613968413413603,1.4987932791875551,Iris-versicolor
+38,6.221776730254716,2.2033300752452507,4.5028817865297235,1.4990404143957314,Iris-versicolor
+39,5.793165965719298,2.7059191989687643,5.077558411643202,1.8904226679758758,Iris-virginica
+40,7.680756115156138,2.5869773140444097,6.9,2.3136794201027424,Iris-virginica
+41,6.491502261887622,3.205444617999991,5.119285713907439,2.055442713282134,Iris-virginica
+42,5.7540309873943585,2.844711272891334,4.480131434711395,1.30391093251372,Iris-versicolor
+43,7.701352750473416,2.8125368809562277,6.698673707763314,2.036460226435639,Iris-virginica
+44,5.156540901010299,3.509492221765072,1.4005995361370338,0.1991446063975179,Iris-setosa
+45,6.097265370482122,2.603108925994226,5.56269674661729,1.4238066880836684,Iris-virginica
+46,4.860584685336222,3.081976482319368,1.5140197890407718,0.10000013174862493,Iris-setosa
+47,5.809695233209898,2.6795933227214044,4.0972158860694545,0.9619554819058804,Iris-versicolor
+48,5.19696714015177,2.720444627009327,3.939648617460441,1.4050962815139783,Iris-versicolor
+49,5.693545208191839,3.806860276783522,1.7331920686494189,0.34618791225968554,Iris-setosa
+50,4.788416414406114,3.4020564670402007,1.643131091182411,0.1974065617875505,Iris-setosa
+51,6.389984749868753,2.8910295215644886,4.976459562786589,1.9887739084347098,Iris-virginica
+52,4.868177714957435,3.0562209426970695,1.4844347832401446,0.10000012251922623,Iris-setosa
+53,6.791440417741327,3.1788789031034095,5.683589643950088,2.286512404743849,Iris-virginica
+54,5.62327981724597,2.507803719244995,3.8907136869709875,1.060432689047574,Iris-versicolor
+55,7.702126850481988,3.0,6.115646543246864,2.288788928239565,Iris-virginica
+56,6.803813244405083,3.192441098464717,5.825736985668502,2.30015115588057,Iris-virginica
+57,5.411896048441894,3.9354334995050975,1.2815880579148526,0.37089704033179316,Iris-setosa
+58,6.656571349926948,3.0028002403795173,4.567910479467688,1.4619780362205084,Iris-versicolor
+59,6.699275845812296,3.0923805527454262,4.697860740084153,1.4922318426268524,Iris-versicolor
+60,4.997961690951313,3.397000186330129,1.5923805288160644,0.40355854110376654,Iris-setosa
+61,6.365726747103826,3.271067831940299,5.255213269650574,2.204324792283668,Iris-virginica
+62,6.588774497477593,3.0,4.355801735608242,1.3985761470916227,Iris-versicolor
+63,6.693947982140136,3.0,4.9953484810222,1.705102619420081,Iris-versicolor
+64,7.172815531705353,3.1880171842616116,5.934231640648008,1.806906513126691,Iris-virginica
+65,6.303590203439101,3.3050422329853997,6.048947141852886,2.4999997180456166,Iris-virginica
+66,6.339400615130638,3.2977227233752044,5.303739797927143,2.2440638464950733,Iris-virginica
+67,4.822822318052547,3.0,1.4060131567701069,0.1000001133611348,Iris-setosa
+68,7.677478453507508,3.0,6.506448859252726,2.1521008011091878,Iris-virginica
+69,6.50790696784651,3.0,5.791221034286145,2.196921365249559,Iris-virginica
+70,5.091599783275443,3.799821675430567,1.5898433477275256,0.20031020419270198,Iris-setosa
+71,6.694709755703113,3.104718914550197,4.700343194482746,1.5149993698583604,Iris-versicolor
+72,4.9078943863050535,3.0724556471802518,1.4969571792728489,0.10000012519769719,Iris-setosa
+73,5.373895437759844,3.390885901248163,1.507179460736622,0.3934623535448804,Iris-setosa
+74,4.803444084190628,3.0,1.4127027200266442,0.10000012278369393,Iris-setosa
+75,6.208587441396812,2.2598318646820834,4.506343794482472,1.4846017434715553,Iris-versicolor
+76,5.2825736536698935,3.6827250168840027,1.3556006416016546,0.22935985205129109,Iris-setosa
+77,6.207204790740119,3.4008263641341587,5.431000644646546,2.273247051970356,Iris-virginica
+78,6.2049494145320825,2.7987933925461497,4.828518703257813,1.7717865529541705,Iris-virginica
+79,5.0146491687241195,2.0,3.6314481018072065,0.9416062047368425,Iris-versicolor
+80,6.473547155933008,2.802355982444458,4.5914695400062655,1.4976773424369219,Iris-versicolor
+81,6.3077597912784125,3.2908936690892148,6.031548821583377,2.5,Iris-virginica
+82,6.022991092790109,2.2006107721857373,5.000673990059691,1.5318064633487947,Iris-virginica
+83,5.527398311880277,2.37807585791774,3.7176255911562333,0.9998434886153037,Iris-versicolor
+84,6.288930838176477,3.300834884299601,6.058323152497591,2.499999742386506,Iris-virginica
+85,6.591155216423138,3.0,4.391092191894267,1.4091648645397319,Iris-versicolor
+86,6.01450934754498,3.39027345765999,4.540211492659921,1.6153861552015307,Iris-versicolor
+87,4.610122558317975,3.1113666198008185,1.4654538572150242,0.19708457992635742,Iris-setosa
+88,6.387416452946614,3.0889238058331827,5.476019171315751,2.2757766751902584,Iris-virginica
+89,6.91146721842615,3.1145166327533698,5.084838039158804,2.2849057712091962,Iris-virginica
+90,6.006201657782186,3.385108281021719,4.556345968141152,1.6103159342769373,Iris-versicolor
+91,4.799282923610683,3.3981215771677626,1.8128661965665116,0.20390677559533127,Iris-setosa
+92,6.3081335938459375,3.2977547265183844,6.050242644968667,2.5,Iris-virginica
+93,5.680635121580331,3.767272971820067,1.6312617823400888,0.2754234343132538,Iris-setosa
+94,7.696672838082923,2.6039380298621166,6.899998930114123,2.2908934375884544,Iris-virginica
+95,5.502459643515457,4.2,1.3765940133257366,0.1868236087778429,Iris-setosa
+96,6.717789572422841,3.0,5.012678075094801,1.6788998872184187,Iris-versicolor
+97,4.40377503067963,2.908143102680821,1.4024717776932496,0.19890692669827909,Iris-setosa
+98,5.791177989145592,2.6960486270369146,5.096727762408864,1.913140385817361,Iris-virginica
+99,5.994391624209157,2.886519184414355,4.505738264620101,1.4599540990186666,Iris-versicolor
+100,7.059519954393051,3.113563042135624,5.264466565907029,2.2860010498987857,Iris-virginica
+101,4.970358456116477,2.0000005006267334,3.45984968893624,1.0430320593001092,Iris-versicolor
+102,5.598251765929917,2.5071845212834316,3.8934186512842466,1.0975443862108334,Iris-versicolor
+103,6.684904667181153,3.0,4.991393439145133,1.6965102046948097,Iris-versicolor
+104,5.634696517555559,3.748463207109123,1.5789730850480994,0.2748051334649416,Iris-setosa
+105,6.666891219587033,2.5065587429336245,5.736764035831548,1.8008641212743703,Iris-virginica
+106,4.867193817813885,3.057645608170458,1.4727469896021332,0.1,Iris-setosa
+107,5.078036796382766,3.2773516098459052,1.6220383324550445,0.4296315291943969,Iris-setosa
+108,5.007185519385448,3.0,1.5996186487625021,0.19372465433984704,Iris-setosa
+109,5.044947342190162,3.7331053874625555,1.431096652189443,0.20615146152278602,Iris-setosa
+110,6.494359950477904,2.7989949788490747,4.599548388882971,1.5089130266180846,Iris-versicolor
+111,5.273898144018716,3.4824383246786574,1.3940229675106977,0.21600989087748731,Iris-setosa
+112,5.5865976590522175,3.0,4.532970840595015,1.5031490628047057,Iris-versicolor
+113,5.800278705001362,2.6941317269939122,5.093911437257484,1.9033526552212943,Iris-virginica
+114,7.584379662142364,3.0,6.600209007344013,2.101862392069914,Iris-virginica
+115,6.786832158133777,2.7854990267007196,4.782387459419136,1.4315672755328628,Iris-versicolor
+116,6.426196291769555,3.0,5.3262699870289865,2.0897517315140903,Iris-virginica
+117,5.009995171817376,2.000000636568546,3.5952744725624446,0.939993642748434,Iris-versicolor
+118,4.974438432925208,2.0000004949937416,3.5119158467000027,0.9845235294417451,Iris-versicolor
+119,5.792436375609043,2.709533774174252,5.083440192322142,1.9172441963186306,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/test.csv b/iris/tab_ddpm/0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/25/train.csv b/iris/tab_ddpm/0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/25/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/25/val.csv b/iris/tab_ddpm/0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/26/synth.csv b/iris/tab_ddpm/0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f27b4d96c0bb0cc1507b32d6922236e800cca5e1
--- /dev/null
+++ b/iris/tab_ddpm/0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.493811594549302,2.402041178046399,3.6696793456923498,1.013561509153425,Iris-versicolor
+1,7.690882757937437,2.6098932444195486,6.899999007337545,2.302339440485998,Iris-virginica
+2,5.455552876054974,3.0,4.50632003806951,1.5040873355098514,Iris-versicolor
+3,5.497338303819408,2.4996793254031298,3.9907508249467214,1.300180217503087,Iris-versicolor
+4,6.336262067270697,3.390195082419382,5.572542810798176,2.392395471158035,Iris-virginica
+5,6.25350869085608,3.3050415856920856,6.024293530905264,2.499999723786529,Iris-virginica
+6,7.715160852933191,2.5962627806335785,6.9,2.298511849297398,Iris-virginica
+7,5.127795569154742,3.7888819902598354,1.7280710272878441,0.20164184027302232,Iris-setosa
+8,6.287417703277663,3.399133177131563,5.643756593888088,2.38669881499383,Iris-virginica
+9,4.999361471617854,3.3972104504947738,1.661084731522561,0.3626130320115098,Iris-setosa
+10,4.300000483208139,3.0,1.1005669655600645,0.10000009664406169,Iris-setosa
+11,6.195729668469278,2.201577462635433,4.4889146475467125,1.5162671541863029,Iris-versicolor
+12,4.980348115232653,3.4008851982320647,1.626464729921756,0.3468089743239401,Iris-setosa
+13,5.416243964231503,2.413911748490925,3.6588315613504117,1.0313205131862313,Iris-versicolor
+14,6.542380280589644,3.0,4.4287569109626155,1.4334486509459015,Iris-versicolor
+15,5.23540561061885,3.405519550701497,1.3904059337972998,0.20178563932297003,Iris-setosa
+16,5.090610794514516,3.2909898535978903,1.5994013293404228,0.4986726597818647,Iris-setosa
+17,5.005700442014449,3.3884768557454112,1.5981054516041064,0.4704900354856759,Iris-setosa
+18,5.590233179267355,2.919972879673106,3.5749124039890754,1.3265457922366592,Iris-versicolor
+19,4.616522928954241,3.092328092726004,1.517982606871631,0.2016463732283815,Iris-setosa
+20,6.2308059985078925,3.386705018591548,5.293673341197718,2.2948572513343293,Iris-virginica
+21,4.7803303618404,3.398093293992854,1.8017886443722813,0.20154224504883095,Iris-setosa
+22,5.1696558368904695,3.404313783895298,1.3751919247867663,0.19720403888798427,Iris-setosa
+23,6.212528204783892,3.398345789381734,5.378752228979856,2.3012851355614243,Iris-virginica
+24,6.090283025585972,2.913218981775632,4.688755039773917,1.3769321186778085,Iris-versicolor
+25,7.9,3.841368368720152,6.405209925295537,2.028912574487627,Iris-virginica
+26,5.745955407718648,2.3023786146296414,3.8954789396143554,1.060798206224898,Iris-versicolor
+27,4.3886704646983805,2.892744036627772,1.4066828117602408,0.19488348317757304,Iris-setosa
+28,5.732278128835084,3.767262625791125,1.5875593129270438,0.28963133862170853,Iris-setosa
+29,4.606364643505588,3.633308853668999,1.0,0.2010021850407834,Iris-setosa
+30,6.461002772593563,2.826631290963483,4.602925563042221,1.4298229625709085,Iris-versicolor
+31,6.554342694090366,3.0,5.807410387522466,2.2233243157439677,Iris-virginica
+32,5.517774775306831,4.1999992588090524,1.403509949297626,0.2102822844068793,Iris-setosa
+33,4.627846876518069,3.13777745021203,1.4369985934895393,0.2029542683102742,Iris-setosa
+34,6.598532147706184,3.0,4.4270615734528445,1.3956222937463392,Iris-versicolor
+35,6.093214698785321,2.598109274165535,5.571924067797002,1.4132564088997397,Iris-virginica
+36,4.669478087402369,3.1017449873291896,1.4016691247931439,0.2223108253595304,Iris-setosa
+37,5.827487428559636,2.8209684352850593,5.115111757391409,2.409327025742826,Iris-virginica
+38,5.407007452478583,3.8850807339481883,1.2830896843734527,0.36072462262455746,Iris-setosa
+39,6.282035292463511,3.397354989686202,5.511147155504663,2.375217968278303,Iris-virginica
+40,6.408212383039225,3.2114717634286176,5.282066333335321,2.3020220439344796,Iris-virginica
+41,6.476972404318557,3.0,5.782947458964544,2.1776439217110544,Iris-virginica
+42,4.300000551857402,3.0,1.0985030256075334,0.10000012094590799,Iris-setosa
+43,7.198530139609335,3.1766405244329987,5.938768268966587,1.7668301674309248,Iris-virginica
+44,7.168515182348207,3.196235765060854,5.98216164956824,1.792987351933131,Iris-virginica
+45,5.042273276942794,3.749929554334706,1.5653406013623097,0.2032980733475468,Iris-setosa
+46,5.7921499171389685,2.698272695668874,5.094562834859979,1.8778384285012488,Iris-virginica
+47,4.995999701757497,2.0,3.360688615669515,0.9794457752371146,Iris-versicolor
+48,6.013036581906983,3.40174550044567,4.513581946299904,1.6132192607577913,Iris-versicolor
+49,5.760493075653751,2.7047825365495353,5.1495754434652055,1.9172457125073152,Iris-virginica
+50,6.342058997199787,3.29594971386384,6.039380739612345,2.4999998096645766,Iris-virginica
+51,5.516000068124776,2.4405142779657245,3.776078568998471,1.0502915143175913,Iris-versicolor
+52,6.196341641176351,2.197616961752122,4.493068206743004,1.5014835691376647,Iris-versicolor
+53,6.604657355438762,3.0,4.395034568836511,1.3776190517962308,Iris-versicolor
+54,5.079657788833081,2.4688690726124527,2.9677933790393434,1.1125161373876795,Iris-versicolor
+55,4.766829518926441,3.3999854825748788,1.5995686531393176,0.1974356111004018,Iris-setosa
+56,4.3,3.0,1.106140123239683,0.1,Iris-setosa
+57,6.292704166919814,2.7270684091774484,4.85513338671794,1.8024031079674698,Iris-virginica
+58,7.689636765587376,3.0,6.119876726295036,2.303511814864559,Iris-virginica
+59,5.810262241850744,2.230488088327914,3.8473030197980864,0.9144145122905184,Iris-versicolor
+60,4.801921875454698,3.0,1.4017388578481402,0.1,Iris-setosa
+61,6.303147503308314,2.7088741163786736,4.876859197471163,1.8075457651741111,Iris-virginica
+62,6.598436631159616,3.0,4.448073020473832,1.4202951161914439,Iris-versicolor
+63,7.6947271585322,2.8300008004248793,6.659438431105966,2.0492387507994936,Iris-virginica
+64,5.104386401690265,2.5098320411984703,3.0278893281850587,1.0779838855579913,Iris-versicolor
+65,6.830832162972374,3.1238726263592236,5.123104086239675,2.2919157500720955,Iris-virginica
+66,6.194003351342206,3.3988501516911303,5.397043587833739,2.3089065196785166,Iris-virginica
+67,4.3,3.0,1.1001650097710034,0.10000009516892705,Iris-setosa
+68,5.03331758150847,2.4811949441898102,3.002941072241055,1.0836213552328484,Iris-versicolor
+69,6.793803054201379,3.197630957435283,5.91793263453198,2.3015324605088927,Iris-virginica
+70,7.6962956577276485,3.0,6.100581670321529,2.2898237222311266,Iris-virginica
+71,5.088610207423676,3.2904546307776465,1.6003470568268134,0.5905434425561783,Iris-setosa
+72,6.731023250697609,2.8354769242037476,4.790015251891661,1.500226145337664,Iris-versicolor
+73,6.031171432286775,3.396874615538823,4.53316077786381,1.6041775987588232,Iris-versicolor
+74,4.606268177236917,3.631042541950373,1.0000004867804064,0.1986961428118707,Iris-setosa
+75,4.608101792712871,3.1950731926568565,1.403437063365279,0.19959357263915622,Iris-setosa
+76,4.595948729332829,3.1110673771950172,1.510604766434014,0.19772566542584707,Iris-setosa
+77,5.71286263452639,2.9147481862175866,4.21870212774719,1.325151695519996,Iris-versicolor
+78,4.394443461277898,2.897352759554556,1.4076159010218332,0.1982575961144869,Iris-setosa
+79,4.897580006496775,3.1093964394315385,1.5009416194742486,0.10000011331530559,Iris-setosa
+80,6.325427967848073,3.3094178173263904,6.0656616321281245,2.5,Iris-virginica
+81,4.601072245818581,3.6115643899105074,1.0000004791649604,0.19893741754789052,Iris-setosa
+82,4.886153761659041,3.06578962415365,1.4759299012848417,0.10000013347163013,Iris-setosa
+83,6.568617877257033,3.004574790811883,4.923999874587532,1.6953550483466757,Iris-versicolor
+84,5.605768749595601,3.6439452566634483,1.5573103413131848,0.3249216991676884,Iris-setosa
+85,6.0911377810286815,2.5981810295879706,5.587504546313323,1.4175967460392815,Iris-virginica
+86,6.349714985758869,3.2970466509676983,5.982234258329415,2.4999997316406897,Iris-virginica
+87,6.002387003693745,2.207644027477807,4.0425616482077,1.0056838854651893,Iris-versicolor
+88,5.916962476712621,3.198837598254898,4.814036794294033,1.7940924550499058,Iris-versicolor
+89,5.777141620016126,2.711532734913878,5.099398967174308,1.8942042330895363,Iris-virginica
+90,6.451756575505471,3.0,5.802724125339768,2.2320722635100583,Iris-virginica
+91,4.795748780067737,3.0,1.3785852912127412,0.1,Iris-setosa
+92,7.720906767672305,2.566113400336481,6.899998847490025,2.3041465074251684,Iris-virginica
+93,5.132724379072017,2.50690356925773,2.9643616019598533,1.1084872308448923,Iris-versicolor
+94,6.5497797324624,3.0,5.849287301349029,2.2255276442759846,Iris-virginica
+95,7.899998086655722,3.7219886875349073,6.402451679254097,2.0268690973716668,Iris-virginica
+96,6.470858406648775,3.198419756261714,5.192343720800299,2.1081424532400055,Iris-virginica
+97,5.725597460221336,3.0,4.230947071949399,1.2207820068329553,Iris-versicolor
+98,5.610364088963528,2.887125332547235,3.6810030624424797,1.296680172409277,Iris-versicolor
+99,5.788300377021431,2.687374888443985,5.135007810799568,1.9190942737142436,Iris-virginica
+100,7.586001198197433,3.0,6.587408023541364,2.0954590905229926,Iris-virginica
+101,5.998853011923431,2.2034611860221656,4.008013453980922,1.0019714079808661,Iris-versicolor
+102,7.656278843994059,2.5910075358207827,6.9,2.293346911733029,Iris-virginica
+103,6.311452140005827,2.501923057958845,4.9884454307591595,1.919317811028565,Iris-virginica
+104,5.7655723209659095,2.64162448451229,4.107614223082523,1.0109079495554347,Iris-versicolor
+105,6.086667334298032,2.6075101142208097,5.576637326195633,1.4067333150198196,Iris-virginica
+106,6.471171341856655,2.843154059848358,4.653971859031462,1.4838436108444002,Iris-versicolor
+107,5.864704620933248,2.7340041343493997,4.35850564958522,1.0642373122584525,Iris-versicolor
+108,6.198563420135391,3.3992462344842593,5.367814675663667,2.2840230422388537,Iris-virginica
+109,5.6298646041618134,3.705314305838648,1.5941872892190432,0.3177921785659793,Iris-setosa
+110,4.811776996783304,3.3972607528268335,1.9184063268886646,0.20024694092981096,Iris-setosa
+111,6.065369556176278,3.0,4.324861873166881,1.3143358135120395,Iris-versicolor
+112,5.980129136274069,2.210818131030861,4.011140255234321,0.9480087414267044,Iris-versicolor
+113,6.02055005717908,3.3904545268313258,4.483434156658073,1.5958162114032595,Iris-versicolor
+114,6.81523783964916,3.2040194243752813,5.950683048662661,2.30891741045478,Iris-virginica
+115,5.55266651068544,2.4420571763644303,3.8351788570499252,1.0462986960502028,Iris-versicolor
+116,7.567946370298167,3.0,6.578036226214989,2.0932530092358155,Iris-virginica
+117,5.447787382493191,2.436664227879283,3.7052467766481687,1.0653377126555632,Iris-versicolor
+118,4.975043103556928,2.0,3.2533620584723724,0.9208818140603449,Iris-versicolor
+119,4.78965647229928,3.398473464835872,1.868842236248966,0.20210964678069018,Iris-setosa
diff --git a/iris/tab_ddpm/0/26/test.csv b/iris/tab_ddpm/0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/26/train.csv b/iris/tab_ddpm/0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/26/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/26/val.csv b/iris/tab_ddpm/0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/27/synth.csv b/iris/tab_ddpm/0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d1f9d74d0ec41c9ca9b40c57687a571db68b6f5d
--- /dev/null
+++ b/iris/tab_ddpm/0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997765724281,3.7794731546835605,6.438578082264222,1.982040719602481,Iris-virginica
+1,4.398227342437603,2.9111354034420858,1.4083809326970615,0.19461024217297107,Iris-setosa
+2,5.110516515198093,3.475483712183371,1.399427486502344,0.19675204984126554,Iris-setosa
+3,6.521724371444884,3.196316826763916,5.125709068037747,2.075669707421958,Iris-virginica
+4,4.920663665479386,3.0914554823201765,1.4944679536086933,0.1,Iris-setosa
+5,7.899998715992106,3.7895234998333,6.381624691517765,2.0104525376337214,Iris-virginica
+6,4.402969008990998,2.899330857938661,1.3915595917204038,0.1998616309631216,Iris-setosa
+7,6.192105913465798,2.200311799728054,4.5406444820409435,1.5087823294906582,Iris-versicolor
+8,4.985590561914699,3.403033354660787,1.7606495638977606,0.324579948521481,Iris-setosa
+9,4.300000488447165,3.0,1.100443114005166,0.10000010846389332,Iris-setosa
+10,4.60634114279114,3.164889224427408,1.4349904850047341,0.20216574539294213,Iris-setosa
+11,4.6083359066235,3.6438789104912943,1.0000003623968643,0.19725506566096693,Iris-setosa
+12,5.553697352947623,3.0,4.509722431067562,1.4870689488156805,Iris-versicolor
+13,4.406034895530266,3.1847032248663334,1.31475785898873,0.1996080054071836,Iris-setosa
+14,6.256420185437797,2.7979945565371898,4.657231652404424,1.2955754883387811,Iris-versicolor
+15,6.46268936951625,3.0,5.7905542227443965,2.2337528962836695,Iris-virginica
+16,6.312765536601384,2.67363596205929,4.894847823472406,1.8157602397326031,Iris-virginica
+17,6.008672861715706,3.400958319842189,4.496099070368569,1.6136467081417807,Iris-versicolor
+18,5.10124425585984,2.5124827396646268,3.416779337888652,1.1606184145814438,Iris-versicolor
+19,4.3,3.0,1.0851185628699758,0.1,Iris-setosa
+20,5.087668110290264,3.8208293227724925,1.6399678167569245,0.19916961919189102,Iris-setosa
+21,6.571135241305521,2.498683808995172,5.528657741218932,1.8486139003182531,Iris-virginica
+22,5.03539389787827,3.0,1.6970363879939476,0.2004193994337606,Iris-setosa
+23,5.8830298050605485,3.2066460325876704,4.7786795628309315,1.7882012290065943,Iris-versicolor
+24,6.304908358342266,3.3993431512368724,5.512611653051678,2.393660673248459,Iris-virginica
+25,6.011404745216031,2.2010972522224717,5.003478460899025,1.483047131918129,Iris-virginica
+26,5.962232217990191,2.8932807981490845,4.462260164061854,1.4752838734594729,Iris-versicolor
+27,4.970319395668293,2.0000005498701263,3.5757960237930666,1.0046863119391918,Iris-versicolor
+28,5.609898092673217,3.0,4.518748529103501,1.4631190482869432,Iris-versicolor
+29,6.319869582428509,3.2945924709011805,6.010708182730462,2.5,Iris-virginica
+30,6.283650932543895,3.401819749834789,5.543847710047416,2.392150122407438,Iris-virginica
+31,6.9015729914111645,3.2004448366604974,5.590653738401734,2.3087237748224454,Iris-virginica
+32,5.603740510909636,2.9044607629349457,3.5771476504823045,1.311396097915936,Iris-versicolor
+33,5.375111931177815,3.0,4.508449136947174,1.508037579797127,Iris-versicolor
+34,4.800000408887386,3.4030162283374663,1.817776021751645,0.19991541320915765,Iris-setosa
+35,4.904107514293022,3.0986247627304215,1.4947975304892873,0.10000009263820916,Iris-setosa
+36,5.648365060316757,2.8954813002797617,3.9785344931337194,1.3092427501295287,Iris-versicolor
+37,5.604098381742765,2.475604067533103,3.914131146521167,1.0600616018136806,Iris-versicolor
+38,6.340035594010245,3.3262367749622306,6.01714520377981,2.5,Iris-virginica
+39,6.5973943702821565,2.799241490866009,4.639007529181962,1.4704794446992313,Iris-versicolor
+40,5.808385935808063,2.7153065116970283,4.1452545112030625,1.0028267432781328,Iris-versicolor
+41,5.926255186455442,3.20934750561646,4.813127088662497,1.791579925906284,Iris-versicolor
+42,4.987605324751593,3.6257151583132816,1.405522052144695,0.20146622913346232,Iris-setosa
+43,6.26536659798548,2.72629884809842,4.897465501802975,1.8095774621100909,Iris-virginica
+44,4.390569095551982,3.1633796469432696,1.2804695609263472,0.19897204994791928,Iris-setosa
+45,5.007901312453616,2.000000509989866,3.2870933341277437,0.9240867552540436,Iris-versicolor
+46,6.387706034425669,3.1972072371849034,5.289710673244451,2.3069924797659724,Iris-virginica
+47,6.476391420104734,2.8000345577205232,4.6045431146631906,1.4982483787945053,Iris-versicolor
+48,5.113994259535924,3.592266156928958,1.3755469077405773,0.2250484687263072,Iris-setosa
+49,7.692133867514657,2.59229913932776,6.899998960776696,2.303559567485909,Iris-virginica
+50,4.300000830386732,3.0,1.0990092873253108,0.1,Iris-setosa
+51,7.712422468568361,3.0,6.1410146531830785,2.287809089365034,Iris-virginica
+52,5.180617156782962,2.6922661259790077,3.837404980804086,1.3987187909115,Iris-versicolor
+53,7.716986085837858,2.604497597489788,6.9,2.313126783509383,Iris-virginica
+54,4.535520732260819,3.1992928174711226,1.3786829203656863,0.20556181021766662,Iris-setosa
+55,5.779103216416819,2.706439622327987,5.094837025881848,1.9123398105169516,Iris-virginica
+56,4.885487411663563,3.047910225857207,1.4883755868044821,0.10000009596672146,Iris-setosa
+57,4.903307687664295,3.076097692004487,1.4841216869664018,0.1000001859378812,Iris-setosa
+58,4.591020520397514,3.6569477033325772,1.0,0.20130335062835059,Iris-setosa
+59,6.823050911398417,3.205237497084813,5.796064338513551,2.3062015965890788,Iris-virginica
+60,6.799229200059732,3.1963528108385963,5.862511796369454,2.3036704967332446,Iris-virginica
+61,6.695640472815357,2.4906677381812568,5.791937675913761,1.789373036864567,Iris-virginica
+62,7.1576876386193,3.203213168602749,5.9531001450101755,1.8039621772958478,Iris-virginica
+63,5.445327261920778,4.199999228234387,1.397963740628926,0.19584022341772672,Iris-setosa
+64,5.130156829370553,3.2707240112550373,1.7631639041561358,0.428775869271906,Iris-setosa
+65,6.199332345236298,2.7745310588558993,4.856349410673178,1.843026309591232,Iris-virginica
+66,6.693025422590666,2.505837853021634,5.772454802334383,1.81182334465662,Iris-virginica
+67,7.692446726205889,2.599470056907032,6.899998986947679,2.3014932606291945,Iris-virginica
+68,5.175882697263256,3.405294092970348,1.3997079010906288,0.20043768874360865,Iris-setosa
+69,5.176319541349193,3.4890612588959744,1.4977422527591504,0.3211704464036516,Iris-setosa
+70,6.693025091162973,3.0,5.017520429113398,1.696795249176488,Iris-versicolor
+71,5.909439342939301,3.2063110777273884,4.768159957681909,1.7677508718546198,Iris-versicolor
+72,5.437649064559175,2.5102815799428417,3.9636198725224254,1.3158171662806464,Iris-versicolor
+73,6.277729435122868,3.3099654766363136,6.006119151659347,2.5,Iris-virginica
+74,6.081616695393934,2.5938973040118154,5.603632560078388,1.4227494671523917,Iris-virginica
+75,6.2694981068618345,3.400288884410331,5.557064144786113,2.362960874627019,Iris-virginica
+76,6.513043441659678,3.0,5.849566840953236,2.208395467621881,Iris-virginica
+77,5.690620313080474,3.7940370279260396,1.827788566428817,0.3217909634298758,Iris-setosa
+78,6.333061716448667,3.3069858773841783,6.004572354352991,2.499999756099099,Iris-virginica
+79,4.411249582075394,2.901610113976519,1.4111367058632764,0.20226809936203574,Iris-setosa
+80,5.150795003727748,3.3122002505623733,1.6382982924099163,0.48112992019450784,Iris-setosa
+81,5.699777875724534,2.7892505863745973,4.511072336304923,1.2212746307576685,Iris-versicolor
+82,5.530826699915164,2.4634691157514017,3.9172973874478196,1.2282311364450267,Iris-versicolor
+83,5.498015565583265,4.199999156265658,1.3970631293452034,0.19993598678386115,Iris-setosa
+84,6.6094348825778555,3.0,4.413356693145195,1.402179495161409,Iris-versicolor
+85,6.117190565499707,2.8180615398331197,4.689609830984856,1.2127474410774217,Iris-versicolor
+86,5.78212645668915,2.6995207720155543,5.173899960867857,1.8963440684452435,Iris-virginica
+87,4.595558621694931,3.1147366481218426,1.4674462528328927,0.2011633228047847,Iris-setosa
+88,4.3,3.0,1.1012708206651711,0.1,Iris-setosa
+89,6.652542603389437,2.809338099426246,4.684734563648939,1.4577500634437468,Iris-versicolor
+90,6.915276927186629,3.1895686114204165,5.739094456983421,2.3017707020758613,Iris-virginica
+91,6.2980770118943346,3.296192111377388,6.001611909234671,2.499999360606199,Iris-virginica
+92,6.465759521970061,2.783198399224181,4.614543748189612,1.4846701588909752,Iris-versicolor
+93,6.194244835473918,3.399853040698659,5.3712427310864435,2.3002766621003268,Iris-virginica
+94,5.9777590248610535,2.1815537796115607,4.022861702959088,0.9997796564692921,Iris-versicolor
+95,4.459282639698384,3.1903788848629,1.3442102602704151,0.20047761712653603,Iris-setosa
+96,6.001821483564128,2.2024785578943167,3.9911117870098813,1.0193978273243038,Iris-versicolor
+97,7.693791908693254,2.7969425235712286,6.6824689059421365,1.9843924928472465,Iris-virginica
+98,6.207826880137532,2.194022223494651,4.5065922647934125,1.5152070228087497,Iris-versicolor
+99,6.711420550203644,3.0,4.992109406563295,1.704675818855339,Iris-versicolor
+100,7.710695952642232,2.599010054721415,6.89999890046364,2.288177335814135,Iris-virginica
+101,5.687923590545867,3.0,4.0816292588536225,1.1982207901814292,Iris-versicolor
+102,6.479352288551928,2.8070896747912917,4.580470507035061,1.491770505140896,Iris-versicolor
+103,5.064817070225578,3.5574851987238625,1.3904640490928617,0.1969505878257128,Iris-setosa
+104,6.36537851831787,3.274473142436725,5.99716528976313,2.4999997413681765,Iris-virginica
+105,5.80736109780644,2.8309264076663987,5.136908170950887,2.4175089238368037,Iris-virginica
+106,5.642624752993317,3.818117986587677,1.5995306430983411,0.3059227636586976,Iris-setosa
+107,6.595398480891673,3.0,4.375895919305148,1.3937478146723794,Iris-versicolor
+108,6.229363339574516,2.2204198464121814,4.5031329481534295,1.4872479940865113,Iris-versicolor
+109,6.287065471414624,2.832752694581266,4.664980672641269,1.4458320213226952,Iris-versicolor
+110,7.606070908498796,3.0,6.555478809955275,2.1505149475963963,Iris-virginica
+111,6.68865487645446,3.1540189281881155,4.698777699536469,1.5193377248633704,Iris-versicolor
+112,6.803805912234431,3.19746459903612,5.817945586241003,2.28006894685758,Iris-virginica
+113,6.29802617285585,3.27982365825764,4.7148793492459316,1.6116721610452804,Iris-versicolor
+114,4.402748374329366,2.9036990197119086,1.4064360513210434,0.20074040097657225,Iris-setosa
+115,4.9969208437904,2.0,3.5906949396002457,1.02437523257011,Iris-versicolor
+116,4.984279063249476,2.0,3.5841516595565865,0.9884573331826806,Iris-versicolor
+117,6.521485210288827,2.7817209449137934,4.599564288922722,1.508344538950728,Iris-versicolor
+118,6.512905840840852,2.803521905160523,4.58911587600902,1.5148733278851851,Iris-versicolor
+119,5.437740349455382,3.0,4.514177122652216,1.5084912932889132,Iris-versicolor
diff --git a/iris/tab_ddpm/0/27/test.csv b/iris/tab_ddpm/0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/27/train.csv b/iris/tab_ddpm/0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/27/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/27/val.csv b/iris/tab_ddpm/0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/28/synth.csv b/iris/tab_ddpm/0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..136a46d1116c8d7432dbdf2aa3b2df08ecfe1653
--- /dev/null
+++ b/iris/tab_ddpm/0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4354526745504055,3.9156791432082905,1.3158598187878545,0.4070655540778524,Iris-setosa
+1,6.726661568972887,3.099214636556355,4.676044882303084,1.508912399656991,Iris-versicolor
+2,6.496024546967284,3.2032673332791908,5.083941462179024,1.9893645650910876,Iris-virginica
+3,5.168807182553053,3.4460799821890062,1.4011097884706463,0.19731096799060505,Iris-setosa
+4,5.4375199920146144,3.4064488187181996,1.493356188655043,0.4210969247939226,Iris-setosa
+5,6.023495292868527,2.21555634555099,3.9324649666937765,1.0007617820326016,Iris-versicolor
+6,5.2377384710391945,3.389531456200085,1.406386240294569,0.19771195924746499,Iris-setosa
+7,6.120578220093068,2.5973941376671474,5.566319439059582,1.394365446899938,Iris-virginica
+8,6.1063096244392465,3.3615209508848958,4.593897830401961,1.6061111318376953,Iris-versicolor
+9,6.297501250604383,2.6971528645511325,4.904007736156903,1.8002406129402742,Iris-virginica
+10,5.911003468186861,3.1764526058140623,4.836411541711982,1.7888172628866659,Iris-versicolor
+11,5.699747452901714,3.7888138552654023,1.68396989949811,0.2763255708789444,Iris-setosa
+12,6.372397290468445,3.303965395669913,5.972154753930172,2.499999804374206,Iris-virginica
+13,6.330535205957474,3.3165721422585004,6.00086850455025,2.5,Iris-virginica
+14,5.631636670870068,3.0,4.49792564777552,1.5072036071765191,Iris-versicolor
+15,6.232765003678318,2.7818814832598573,4.847863843391066,1.798813538359291,Iris-virginica
+16,4.9157568106373715,3.1148741804526474,1.494798021649672,0.1,Iris-setosa
+17,5.500459194262832,2.5019899280659432,4.057662800589041,1.3000763204289225,Iris-versicolor
+18,6.004551891170107,2.217850393175839,4.987947602286974,1.4870260936854274,Iris-virginica
+19,7.635530438954765,3.0,6.444767717650027,2.205312093143165,Iris-virginica
+20,6.70639363245349,2.502564112514385,5.755548428093383,1.7674528210479383,Iris-virginica
+21,7.714357254732525,2.7999472484530847,6.697046304596876,1.9832181385416416,Iris-virginica
+22,7.6968076418940505,2.816216683604999,6.682985363706754,2.0291209903142984,Iris-virginica
+23,7.9,3.778541894648337,6.435731427038797,1.9981196611287233,Iris-virginica
+24,6.097781750987536,2.9177191535205935,4.717837514729504,1.4190767289208934,Iris-versicolor
+25,6.396531326318472,3.2053287922608273,5.289216251103152,2.2836092443247966,Iris-virginica
+26,4.596050398098981,3.1732915671653097,1.419830103379852,0.20340171829089115,Iris-setosa
+27,5.489517176234023,2.412291528454702,3.7229824874351634,0.9584006003340245,Iris-versicolor
+28,6.346584887954678,2.5051433447156364,5.009256917499431,1.8928781328998985,Iris-virginica
+29,6.297491140217471,3.400894982315458,5.6235836632901774,2.3965785145577003,Iris-virginica
+30,6.196376101676865,2.2113388250535264,4.486041279246794,1.4776003233882204,Iris-versicolor
+31,4.812874011725432,3.3979409320232032,2.1329217432136245,0.20068707217504805,Iris-setosa
+32,6.591883612377577,3.0,5.914818316283605,2.2123306674264978,Iris-virginica
+33,6.1066359428250285,2.6201202758189637,5.507176572606067,1.3977409245775188,Iris-virginica
+34,6.226733047449314,2.2039531203606644,4.464638364382632,1.4793461441665696,Iris-versicolor
+35,5.081283684453847,3.4728995467826462,1.56589849490384,0.39495371050415695,Iris-setosa
+36,4.814567342394017,3.402352475293564,1.734747608669099,0.20284049895161435,Iris-setosa
+37,5.178871374208482,3.410053772629895,1.40261905407466,0.20166427278916335,Iris-setosa
+38,5.659508800094768,2.9001350508259005,4.316178847157092,1.3176295961684592,Iris-versicolor
+39,6.225185385752065,2.7652610203031096,4.835201584908708,1.8052123601862162,Iris-virginica
+40,4.964396752746217,2.0,3.6600138342700546,1.0687634141009061,Iris-versicolor
+41,5.623209986881285,2.789938842173525,4.105582084852633,1.271174965578445,Iris-versicolor
+42,6.580043087374007,3.0,4.380926364479028,1.424438097996461,Iris-versicolor
+43,5.414664603794905,3.9225599685264187,1.2845559913485087,0.4359275865875504,Iris-setosa
+44,5.814384954826012,2.6952491450856773,4.11520017527303,0.8500913563687102,Iris-versicolor
+45,4.625540056723701,3.61095639758633,1.0000004462929695,0.1955991578198107,Iris-setosa
+46,5.405511770346208,3.8747481354658957,1.3116110559912915,0.4154242496603906,Iris-setosa
+47,5.785618579121822,2.7031707295457523,4.083124364640449,0.9621632023849452,Iris-versicolor
+48,5.854140942136813,3.199903833990611,4.787408060919818,1.7852678183585784,Iris-versicolor
+49,4.985721387537024,2.0000004666417253,3.2100647354872196,1.0418822498725202,Iris-versicolor
+50,4.8050883435698655,3.397793939670538,1.5957583695798017,0.20028760904594145,Iris-setosa
+51,4.3,3.0,1.0982406445229724,0.1,Iris-setosa
+52,4.89212643953739,3.0557165098263055,1.4887656448225621,0.1,Iris-setosa
+53,4.508050496587808,2.9665459899042936,1.398909725498825,0.24400611291854468,Iris-setosa
+54,5.0399355686755385,2.0,3.578563257562521,0.9771045778637685,Iris-versicolor
+55,6.6020193205409665,3.0,4.419999971362834,1.3888448353621503,Iris-versicolor
+56,5.483316245312062,3.0,4.47381874058477,1.5017083103426483,Iris-versicolor
+57,6.8633495180899295,3.199335260941879,5.730927591824749,2.2867949428424,Iris-virginica
+58,7.899998800869099,3.7750963528936854,6.370803553511812,1.9986876816362904,Iris-virginica
+59,6.896829653729656,3.1783350470716396,5.571621086074476,2.275965421243167,Iris-virginica
+60,6.313675172466659,3.4039173427475036,5.618177131841651,2.4050197335269763,Iris-virginica
+61,6.436112458414745,3.17620445042395,5.301114417153423,2.3010510857026185,Iris-virginica
+62,5.40056567334663,3.8954638271529687,1.3009406667681673,0.35565295012772974,Iris-setosa
+63,6.120416406494348,2.601006105439683,5.577305807418737,1.4357333460910289,Iris-virginica
+64,6.278942187945811,3.310253823404757,5.997893229108593,2.499999806282599,Iris-virginica
+65,5.526061695324008,4.199999048703812,1.3566271952722446,0.20284688713286328,Iris-setosa
+66,6.002445647118617,2.2124008146341887,3.951747673325432,1.0077468452350655,Iris-versicolor
+67,6.290947232261609,3.2908663719866382,5.944814135003865,2.5,Iris-virginica
+68,7.699780144151018,2.799491774631422,6.69847180581079,2.0174430326888517,Iris-virginica
+69,5.79084596380664,2.7156896202663705,4.063950115069281,1.0255453837561088,Iris-versicolor
+70,4.3,3.0,1.1007555413973757,0.1,Iris-setosa
+71,5.494625718575028,4.199998909056356,1.4028780930480977,0.19949650917183445,Iris-setosa
+72,6.75899570828041,3.2236295595736393,5.948391938446821,2.3151337125837874,Iris-virginica
+73,5.399334310166793,3.881724748951085,1.3084300874208443,0.5065569644625129,Iris-setosa
+74,5.202663583351525,3.3992795896696806,1.4008725797897654,0.20544194563239362,Iris-setosa
+75,4.462016962707995,2.9981325750046346,1.421240974463752,0.22713816888895816,Iris-setosa
+76,5.121769355824549,3.450242551170624,1.3708131374446153,0.1932284451718329,Iris-setosa
+77,5.668413632628205,2.910445748812731,3.984288801907665,1.2879833152033582,Iris-versicolor
+78,5.849434725718439,3.0,4.307372412379595,1.3671248170077925,Iris-versicolor
+79,5.380508975961818,3.8734699243184867,1.3116896720197013,0.4007888633311234,Iris-setosa
+80,5.1196672441282205,2.5174705136438895,3.311288239417128,1.1498533837741671,Iris-versicolor
+81,4.59144528226149,3.0776249002867235,1.5036796353386443,0.20090405564186428,Iris-setosa
+82,5.804762827857938,2.700264328471597,5.09597670044733,1.8896719642960595,Iris-virginica
+83,5.6941225184038355,3.0,4.206399395315907,1.1839852425302693,Iris-versicolor
+84,5.422160519322711,2.3820363032138436,3.635758055196306,0.966702110764723,Iris-versicolor
+85,5.77794057175582,2.731093272109044,4.108654312440454,0.9360459156579988,Iris-versicolor
+86,5.389196778876612,3.8530933779205983,1.3168791474638435,0.3647449882843528,Iris-setosa
+87,5.193945878432851,3.4069710334352257,1.3731607545797913,0.2004797602705431,Iris-setosa
+88,5.084220985998032,3.4319680198062628,1.5881032338282086,0.3137187560928169,Iris-setosa
+89,4.7958322862180385,3.3943381656267215,1.9155370772191693,0.19478880698041395,Iris-setosa
+90,6.028545967094718,3.389043386865798,4.509811203446976,1.57919663726438,Iris-versicolor
+91,6.276691425102049,3.3023324820334463,5.998011814477618,2.5,Iris-virginica
+92,5.613571741280084,2.503304273892264,3.9051256866311954,1.0941384710238435,Iris-versicolor
+93,4.300000579886196,3.0,1.1097098132546739,0.1,Iris-setosa
+94,6.264093687151641,3.287313874697322,5.935867340395714,2.4999997336783837,Iris-virginica
+95,7.65411406283444,2.5949342402733153,6.899998826717908,2.28283303327419,Iris-virginica
+96,5.485829797486104,3.0,4.453404801036398,1.5012089427867246,Iris-versicolor
+97,4.3,3.0,1.0942318056974791,0.1,Iris-setosa
+98,6.205220365883992,3.3897013086192294,5.40909108509009,2.3057885744208333,Iris-virginica
+99,5.900467030213661,3.1603908621292844,4.783541070084489,1.8066196793980651,Iris-versicolor
+100,4.623620036328777,3.158111274339151,1.4271034168044534,0.2019532048987433,Iris-setosa
+101,6.573105569262273,3.0,4.418659864692702,1.3958210884619333,Iris-versicolor
+102,6.222670331205559,3.400301805571823,5.403427223018277,2.3034982962995842,Iris-virginica
+103,4.822143946831551,3.0,1.4084679952993011,0.3061732706903902,Iris-setosa
+104,6.695770404431805,3.0,4.994073155442869,1.7374934012644376,Iris-versicolor
+105,5.765047966545517,2.7038311322172857,5.08782797877956,1.8978289982748846,Iris-virginica
+106,5.1942162573936725,3.4021199512478937,1.3989583560456693,0.19775387888945578,Iris-setosa
+107,5.015056799758442,3.0,1.6692005968902184,0.1963641891602912,Iris-setosa
+108,4.6227498335851696,3.6409680297649913,1.0000004072178974,0.19492922636291643,Iris-setosa
+109,6.627488114667812,3.0,4.385957047570722,1.4068470901320793,Iris-versicolor
+110,5.045971452072907,3.5492857057157607,1.3833573736069351,0.200026028723554,Iris-setosa
+111,5.286235887023512,2.3955872404542076,3.3079849652011233,1.019728460330746,Iris-versicolor
+112,4.860392841805706,3.0,1.447050960263322,0.1,Iris-setosa
+113,6.206567391169174,3.3981739209352293,5.409992455238908,2.295714496314123,Iris-virginica
+114,5.764450449458021,2.792296911057933,5.166764414071308,2.405857204128091,Iris-virginica
+115,7.9,3.803227420734661,6.394730058402359,2.049098231413633,Iris-virginica
+116,6.816832508346882,3.205130223520058,5.804919254016432,2.295059102656018,Iris-virginica
+117,5.03116979029652,2.0,3.43801340311712,0.9177521729731257,Iris-versicolor
+118,6.267081191793189,3.2850349124173395,6.027125081506346,2.4999998060520836,Iris-virginica
+119,6.213468528814662,3.4011233326321118,5.4296509720674635,2.2996221370609855,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/test.csv b/iris/tab_ddpm/0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/28/train.csv b/iris/tab_ddpm/0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/28/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/28/val.csv b/iris/tab_ddpm/0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/29/synth.csv b/iris/tab_ddpm/0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a95480e3e799aaae7a444821370352b976246abb
--- /dev/null
+++ b/iris/tab_ddpm/0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.521398573118078,3.178288830332264,5.1023478875600325,2.0657321873144983,Iris-virginica
+1,5.513305470599725,2.5022705201863995,4.010553584397492,1.287784855767356,Iris-versicolor
+2,5.007294791081584,3.0,1.5798551438228698,0.19916116608493067,Iris-setosa
+3,5.182612010313913,3.4103719441439506,1.4027999346590638,0.2019791841603287,Iris-setosa
+4,5.539478949464286,4.2,1.4019108351649228,0.20343243598890517,Iris-setosa
+5,5.801241975204046,2.708326705166457,4.168912714433041,1.0005468996718518,Iris-versicolor
+6,4.985373000072,3.0,1.636448761860216,0.19434184116576841,Iris-setosa
+7,4.972342919239098,2.0,3.5739544419480875,1.0306772758609406,Iris-versicolor
+8,4.588605797034405,3.6357269242286323,1.0,0.19539505003455915,Iris-setosa
+9,6.805403346965728,2.8209509015102916,4.796127438703612,1.4142454749430695,Iris-versicolor
+10,5.7087798324267895,3.0,4.187493094823695,1.1702782195168195,Iris-versicolor
+11,5.009937161666635,3.560275683167624,1.412368225462892,0.2002657886138232,Iris-setosa
+12,5.513881976896843,3.0,4.476345253911245,1.4528156883792127,Iris-versicolor
+13,5.559303433743134,4.2,1.4180486047361058,0.19891949697894412,Iris-setosa
+14,6.2195907682554905,2.2081006698195527,4.508544719668935,1.5125630674520507,Iris-versicolor
+15,4.3,3.0,1.0944904259896857,0.10000009067073524,Iris-setosa
+16,4.800758352470447,3.0,1.3566390777118722,0.1,Iris-setosa
+17,7.709696747729303,3.0,6.110296239300153,2.2973498583928347,Iris-virginica
+18,4.801552587099268,3.3998330679232405,1.7067940568443083,0.19941687384257462,Iris-setosa
+19,4.801371118598734,3.3970003001584517,2.054452504280772,0.19725375790428662,Iris-setosa
+20,5.138031831173053,3.4332302557027585,1.3884933987458477,0.1993113232273185,Iris-setosa
+21,5.893656483780803,3.210477466405752,4.803528347364111,1.822275564835518,Iris-versicolor
+22,5.696511525380907,2.9146066141511975,4.227470131037815,1.304565285658243,Iris-versicolor
+23,6.205937207083006,3.3975853033986416,5.39979574124548,2.2945984053243347,Iris-virginica
+24,6.397764672199718,3.2018892289448497,5.323765605769758,2.3109542113391353,Iris-virginica
+25,7.698781758033034,3.0,6.160434424889986,2.304386160780533,Iris-virginica
+26,6.287392583746625,2.6998306081080217,4.863690106387806,1.7815245765971492,Iris-virginica
+27,5.779574222047091,2.8716541595897875,4.422602871833576,1.4033356116973128,Iris-versicolor
+28,6.008187757361953,2.186170511820126,3.998182983804736,1.0130761928837657,Iris-versicolor
+29,6.868657629241359,3.1848866728968006,5.756364042532543,2.284487338694686,Iris-virginica
+30,5.127314927632043,3.4311669448851645,1.3894644981290791,0.2021774118049744,Iris-setosa
+31,5.400623658491441,3.908542271649347,1.3044865036559516,0.399717498500233,Iris-setosa
+32,5.1562799317397365,3.403429086842915,1.3477743642524909,0.1958422888681296,Iris-setosa
+33,7.691070883241283,2.807319844525197,6.70270493747997,1.9985050329041592,Iris-virginica
+34,7.601963052122556,3.0,6.609437840016631,2.111377067990423,Iris-virginica
+35,4.871129671685533,3.058602092013001,1.4848365103001713,0.1,Iris-setosa
+36,5.928989601084465,3.2242185350733497,4.783370155681879,1.785222074879139,Iris-versicolor
+37,6.811037004304732,3.1902616850379415,5.804142087324468,2.302595810605585,Iris-virginica
+38,4.763452316324072,3.0,1.4029305434978683,0.30776844300155937,Iris-setosa
+39,6.124580887990027,2.2023648869763446,4.297889059208763,1.3417693824703567,Iris-versicolor
+40,5.982964533646377,3.3919490102803924,4.4549017047373995,1.5796078800891842,Iris-versicolor
+41,4.793023255309288,3.0,1.3796117121286953,0.10000012721800924,Iris-setosa
+42,7.693205333218451,3.0,6.06935724643167,2.3042007128182953,Iris-virginica
+43,5.401614217744744,3.9039845484448445,1.278642834572722,0.390504725328775,Iris-setosa
+44,6.489024175072612,3.0,5.81390982298321,2.195585517624121,Iris-virginica
+45,6.683632172332579,3.0882380503798617,4.7160726875570225,1.513718672494203,Iris-versicolor
+46,5.572011690587008,3.0,4.481010161864002,1.4971824053971996,Iris-versicolor
+47,7.723367104324708,3.0,6.190228255133683,2.280135334383235,Iris-virginica
+48,5.591511086913794,2.949385519701479,3.713414967698541,1.2719883989364464,Iris-versicolor
+49,5.549288464136169,4.199999241644201,1.374694915613818,0.2011391951103208,Iris-setosa
+50,6.324175536108325,3.2850290298866063,4.696116309787216,1.6038770451540805,Iris-versicolor
+51,5.7794279784010705,2.702426181629203,5.140186020686546,1.8933309003456626,Iris-virginica
+52,4.797603041113003,3.403842331558622,1.7487571884631659,0.1986175187425422,Iris-setosa
+53,6.60214493444827,3.0,4.4148247825767735,1.407358171941142,Iris-versicolor
+54,5.783700449182851,2.693707968518219,5.0920664951517445,1.8932300077771624,Iris-virginica
+55,5.997322609347539,2.183571023384337,3.985412923194625,0.9996650927102853,Iris-versicolor
+56,6.219339141490587,2.2016362818894955,4.494193760691549,1.5025377464955483,Iris-versicolor
+57,6.694895832974363,3.0,4.989083386773419,1.6779651917151899,Iris-versicolor
+58,5.969646595729998,2.1852278432827825,4.071708615002257,1.028185841572475,Iris-versicolor
+59,5.401130607307564,3.4106364925902644,1.5077103457460945,0.38041119268332657,Iris-setosa
+60,5.7979290877174705,2.7171982335202642,4.108618415850942,1.0098168648689423,Iris-versicolor
+61,4.783933401857402,3.3964559188086882,1.5933891652134768,0.20034121551029097,Iris-setosa
+62,4.76551526968601,3.0,1.3778216573280382,0.1,Iris-setosa
+63,5.425917934634907,2.3900773308928995,3.666021682589503,0.9899072973603087,Iris-versicolor
+64,6.613585840249369,2.7880829501265074,4.649797076112806,1.453328054136775,Iris-versicolor
+65,6.320475164525266,3.3042099841838044,5.984284243899051,2.5,Iris-virginica
+66,6.521433072170913,3.199004481842084,5.091814789736662,2.035600065679649,Iris-virginica
+67,5.388056755434951,3.384733993950694,1.5304644042203117,0.5097510341592716,Iris-setosa
+68,4.802656366044302,3.0,1.4072375500370098,0.3231610148370174,Iris-setosa
+69,6.11388984341392,2.861993397549446,4.702564124983631,1.322428230581429,Iris-versicolor
+70,6.6140841375502335,3.0,4.393769775057783,1.4303874769047593,Iris-versicolor
+71,4.605692000806368,3.578353599054492,1.0000005112813282,0.20193840452245754,Iris-setosa
+72,6.896021312858881,3.209123796152491,5.697699901217959,2.308123517336575,Iris-virginica
+73,6.49035564364293,2.797395933226731,4.610272318982665,1.4940813661204373,Iris-versicolor
+74,6.405698458999256,3.194390732601985,5.328753744474443,2.307977532143722,Iris-virginica
+75,6.261871728770042,3.312392101721445,6.078641323333258,2.5,Iris-virginica
+76,5.885367786040853,3.1854605557468045,4.80600357068331,1.787047917173662,Iris-versicolor
+77,5.132166218986451,3.821850908683832,1.590497526576175,0.20119280441809778,Iris-setosa
+78,5.888790347665744,3.1988154174055357,4.7846354742171755,1.78994496106153,Iris-versicolor
+79,5.677555570364588,2.8944986533725237,4.09421719466784,1.2672194264117647,Iris-versicolor
+80,5.635928419530871,3.0,4.4660733054172495,1.462254216761696,Iris-versicolor
+81,6.023864855442411,2.186279367916534,4.034472844955251,1.0535434897004778,Iris-versicolor
+82,6.9240548418901176,3.110356168454659,5.109422936571144,2.292345525008685,Iris-virginica
+83,4.8078097212580415,3.4025303484675176,1.9864104120384964,0.19918884439093001,Iris-setosa
+84,5.15780132193311,2.515086680258605,3.478897763728968,1.1208328094878972,Iris-versicolor
+85,6.603050006341522,3.0,4.389571315814492,1.3959756913701584,Iris-versicolor
+86,6.106299691590982,2.8054032570515717,4.690748399873155,1.2036471321261537,Iris-versicolor
+87,6.210917086878669,2.1998135814313677,4.475417355842649,1.4997537174249402,Iris-versicolor
+88,5.489772169587512,3.0,4.520158021209503,1.5095187848227278,Iris-versicolor
+89,6.312769703123541,2.6907090861287015,4.921468742105914,1.8079200760139242,Iris-virginica
+90,6.205738681924404,2.1988415383600257,4.5231381741367445,1.4976562908469702,Iris-versicolor
+91,6.709788177772422,2.483779270349694,5.845897030952526,1.793812597045619,Iris-virginica
+92,5.224569596018284,2.4951299848365203,3.533686049967354,1.116910770849659,Iris-versicolor
+93,4.802303475974619,3.3980888581786104,1.7593328558670691,0.197960542738223,Iris-setosa
+94,6.882067866742487,3.189462992530296,5.741399927694953,2.291717105246291,Iris-virginica
+95,6.259257429126851,3.398525766442754,5.442618284088888,2.294883800322557,Iris-virginica
+96,5.677382143510135,3.8123506482092404,1.7705702273876347,0.27455534951130944,Iris-setosa
+97,6.273470864502789,2.5140593890626737,5.003669654761266,1.8936508195068604,Iris-virginica
+98,4.975384528312139,2.000000463830812,3.5634231066916113,0.9869377832857814,Iris-versicolor
+99,6.814219970337513,3.1977963178854765,5.893676285056138,2.2872501660079636,Iris-virginica
+100,4.512125492696152,3.2012218709931166,1.351588916755846,0.19998358034289387,Iris-setosa
+101,5.0221020685330515,3.0,1.6355096837005387,0.19825706190392847,Iris-setosa
+102,5.700431127610714,2.8882622819283283,4.251987918573996,1.307575995219238,Iris-versicolor
+103,6.382857447509263,3.180937672320324,5.279921305300964,2.3035203025366706,Iris-virginica
+104,5.7015972983468455,3.0,4.103614374742879,1.2068992596143793,Iris-versicolor
+105,6.515216076123148,3.0,5.817669651472312,2.193206714197668,Iris-virginica
+106,6.21256490069353,2.2182828853344194,4.544078437374147,1.5096658113375858,Iris-versicolor
+107,7.567744166226141,3.0,6.579281195482229,2.1114844251891656,Iris-virginica
+108,5.4875669109024905,2.4919435683699374,3.9703078304684967,1.2528278147741003,Iris-versicolor
+109,5.802702170293111,2.792536278807863,5.157281661672329,2.4019339575599528,Iris-virginica
+110,4.601097818060693,3.1638729462541533,1.4535560471523168,0.1975289740951001,Iris-setosa
+111,6.711561208348262,2.487877178691996,5.797962219157138,1.798525582746743,Iris-virginica
+112,5.514235909087066,3.0,4.498259257613908,1.485596877337371,Iris-versicolor
+113,5.002472352872033,3.547783347917014,1.388270924874911,0.20349018720179193,Iris-setosa
+114,7.220376874868386,3.2026420987270847,5.985014231486446,1.8119342109269176,Iris-virginica
+115,5.980754072081118,2.2017093749499503,3.9332665246632628,0.9772965789592641,Iris-versicolor
+116,7.698142383025807,2.5834295313922535,6.9,2.304366153931489,Iris-virginica
+117,6.212204725828887,2.8072585834238004,4.8056107274609445,1.795382515524935,Iris-virginica
+118,5.973436356428777,2.8859134941892073,4.440682447551857,1.500759451514559,Iris-versicolor
+119,4.813369295143995,3.0,1.4126220246273145,0.10000010634694464,Iris-setosa
diff --git a/iris/tab_ddpm/0/29/test.csv b/iris/tab_ddpm/0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/29/train.csv b/iris/tab_ddpm/0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/29/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/29/val.csv b/iris/tab_ddpm/0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/3/synth.csv b/iris/tab_ddpm/0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8cd14df47d89403ffffceade3d7394ec5dd7ab11
--- /dev/null
+++ b/iris/tab_ddpm/0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.616444942343154,3.1854929223099657,1.4354837004417724,0.1982816862126021,Iris-setosa
+1,4.300000488122503,3.0,1.094420141438897,0.1,Iris-setosa
+2,6.935662303238931,3.1213026495838734,5.135598452582713,2.3036244573610296,Iris-virginica
+3,4.6214773869118915,3.117931434135973,1.46031220784635,0.19910418067223631,Iris-setosa
+4,6.430776661339786,3.1323431967031445,5.492852979832801,2.2403258366528624,Iris-virginica
+5,5.943978268455145,2.23168651277273,3.9278409039529696,1.0014702176523458,Iris-versicolor
+6,4.399371444485671,3.1918513781755973,1.2961426917883583,0.2000457586128628,Iris-setosa
+7,6.014866724047947,2.910299470218361,4.550534590594894,1.4870174262067046,Iris-versicolor
+8,4.993485431237298,2.0,3.615236292744292,0.9324198779668053,Iris-versicolor
+9,7.899998479507154,3.7733450518987386,6.358280455039416,1.9839189525189784,Iris-virginica
+10,5.496876598884198,4.199998941399046,1.3924512787149808,0.20317100527627663,Iris-setosa
+11,6.093335566222475,2.9122013739411527,4.651066614787513,1.4279004634360963,Iris-versicolor
+12,5.789088055062702,2.6636333968249093,4.06512748740425,0.9240376545239289,Iris-versicolor
+13,5.339246056772757,3.0,4.479193924794553,1.491840296911095,Iris-versicolor
+14,6.082077652744269,2.5905131503883254,5.611719963676325,1.4203700972596396,Iris-virginica
+15,5.39186567633,3.9108658853896436,1.2974972461013186,0.4356205323287484,Iris-setosa
+16,4.59688513487567,3.1703197334546553,1.404937087371084,0.20167025231211658,Iris-setosa
+17,5.018160993741968,2.0,3.4488293017348397,1.0206802449765358,Iris-versicolor
+18,6.4025665310900575,3.20832273878017,5.356333447604481,2.307795526325143,Iris-virginica
+19,5.026302057280981,3.67734250770762,1.43317887255386,0.20228340864959612,Iris-setosa
+20,6.106645014562596,2.918207667964243,4.683340152358795,1.3837639845149154,Iris-versicolor
+21,6.497874506864868,2.7889130823049055,4.627620360993739,1.516740021855335,Iris-versicolor
+22,5.360097942005015,3.8479059695188416,1.2942851511531446,0.38685641936747145,Iris-setosa
+23,5.2702309887476995,3.403317755163816,1.4004830038524156,0.2032837388167591,Iris-setosa
+24,5.160216705266765,2.6904196791968484,3.8192984983929543,1.385829789721081,Iris-versicolor
+25,5.682471685467057,3.7754166798786537,1.7942094416535195,0.3420078528318229,Iris-setosa
+26,6.797371325534849,2.8039729641402737,4.807044324818444,1.3929580159704336,Iris-versicolor
+27,5.0159072981704185,2.000000799637773,3.2129086355739247,0.9552752438782419,Iris-versicolor
+28,5.41772870034299,3.0,4.509479543071403,1.514179055781741,Iris-versicolor
+29,6.394887992739769,3.2022627763975766,5.265448101172421,2.2954581379302335,Iris-virginica
+30,6.1267941921253986,2.7810324257448236,4.927047084153303,1.906851955307956,Iris-virginica
+31,4.3,3.0,1.1018745976885258,0.10000010114495436,Iris-setosa
+32,5.065841808948407,3.5400369766268653,1.3962010357048857,0.20158407234224812,Iris-setosa
+33,4.64289390536513,3.1688128026200206,1.4691511975030986,0.20029483334646173,Iris-setosa
+34,5.421479881631994,3.406746769359667,1.490392467585107,0.3670784802410344,Iris-setosa
+35,6.709236789147408,2.5077909809293977,5.828896974710215,1.8064412411931512,Iris-virginica
+36,4.6117102822449425,3.579258764002633,1.0,0.1952229414464604,Iris-setosa
+37,5.877409197619317,2.9127534211606556,4.270534189134026,1.3660113911255962,Iris-versicolor
+38,4.982717228050624,2.0,3.5985036039773646,1.0210292820407174,Iris-versicolor
+39,6.8101652538890995,3.2012879310495124,5.899299934489921,2.2855726152310165,Iris-virginica
+40,5.583967879390412,3.0,4.514256268187074,1.5093287996601337,Iris-versicolor
+41,6.0887151645243325,2.9063449025576342,4.66289437320311,1.4383069176574244,Iris-versicolor
+42,5.557435684987401,3.0,4.453864224897236,1.4682348400047527,Iris-versicolor
+43,5.698791374629428,3.0,4.1965259077196375,1.189578988947019,Iris-versicolor
+44,4.984298519105571,2.0,3.459650797602487,1.033317559641804,Iris-versicolor
+45,5.752383292575625,2.758523581659359,4.44879127617435,1.238987828510467,Iris-versicolor
+46,6.014874086926547,2.761275422292504,4.590145819204992,1.129066728738199,Iris-versicolor
+47,5.836848292445311,3.209165310738963,4.809783919547481,1.7757957265942446,Iris-versicolor
+48,5.358177008134435,3.397918397400202,1.4868654126439607,0.4115114517492531,Iris-setosa
+49,4.3,3.0,1.0920414985530573,0.1,Iris-setosa
+50,6.307740522225745,3.3034153813532794,6.013984463297854,2.5,Iris-virginica
+51,6.090174334822396,2.8884953545625,4.691905709449673,1.3485557970544566,Iris-versicolor
+52,7.1864525889911866,3.201256908040511,5.979979412383199,1.8244376765559502,Iris-virginica
+53,6.702459101179341,3.1135012752844085,4.710758105694468,1.4970812811920045,Iris-versicolor
+54,6.102306321988835,2.7890083263667815,4.702740632315538,1.203797700351669,Iris-versicolor
+55,6.510683982805747,3.0,5.795590647600172,2.1964149389947685,Iris-virginica
+56,6.666901084369689,3.0,4.953245090066459,1.6487371705921265,Iris-versicolor
+57,5.817005181959801,2.7208322926207926,4.2097709749986585,1.009610269740203,Iris-versicolor
+58,5.558161532426924,3.0,4.494216611221787,1.5007238422060765,Iris-versicolor
+59,6.579415360776254,3.0,4.405393673568528,1.3774277903566516,Iris-versicolor
+60,4.852063915647031,3.3988648003493345,1.5951044302555666,0.21411477689496336,Iris-setosa
+61,6.785719380734789,2.799652501933092,4.784996655349226,1.4360071472868736,Iris-versicolor
+62,4.6024170423924815,3.076237215438523,1.5078584704038496,0.19830666524216756,Iris-setosa
+63,5.380855801487071,3.8959839342780422,1.306028789890425,0.4330424952074995,Iris-setosa
+64,5.109317688719268,3.8089182713909424,1.6839479322917177,0.1996272796002383,Iris-setosa
+65,5.73730300303232,2.834400120476744,4.518441668637203,1.3210462157299572,Iris-versicolor
+66,4.870491115409067,3.036241080342096,1.4708132916079961,0.10000009451161421,Iris-setosa
+67,6.203656298169552,3.401076726502008,5.348965230157132,2.3039200203083747,Iris-virginica
+68,6.947877163224772,3.183336846282094,5.723705507998489,2.291791232803959,Iris-virginica
+69,5.144929461430567,3.536552039479866,1.405188151829539,0.20161441442221648,Iris-setosa
+70,4.549358812343055,3.5426271579408404,1.0,0.20333702257137096,Iris-setosa
+71,5.0508984879354,3.3656055885075533,1.6388589558643754,0.42814040103783135,Iris-setosa
+72,6.0021471533628485,2.2246259193105486,3.9440327062108076,1.0241769363220499,Iris-versicolor
+73,7.694383709448277,2.5887541148470223,6.9,2.311093371179116,Iris-virginica
+74,6.684227540121897,2.4694662701789007,5.783121295137756,1.769672768088148,Iris-virginica
+75,5.503218904777849,4.19999923330504,1.3871281522176697,0.20444821731171972,Iris-setosa
+76,5.976479813495641,2.778418943832421,4.634696040394204,1.2011552776319543,Iris-versicolor
+77,6.421813347574187,3.2535312979294364,4.6978390061753625,1.6001806632590767,Iris-versicolor
+78,4.797924800990595,3.398917881399049,1.6026988481783957,0.20015861319393818,Iris-setosa
+79,4.5054231200862,3.226742042807499,1.3758631419338734,0.20171843482748789,Iris-setosa
+80,6.888351328474984,3.1837151621650057,5.736597544944973,2.2894314888416156,Iris-virginica
+81,4.300000515321037,3.0,1.098371377689559,0.1,Iris-setosa
+82,6.019448454004664,3.39642153392878,4.502519538472291,1.5998166312564488,Iris-versicolor
+83,6.518959395917738,3.0,5.8107196256093525,2.2054659519648796,Iris-virginica
+84,7.718853553302959,2.810684294986231,6.688058349736102,2.023268367023826,Iris-virginica
+85,4.904270436052217,3.0930985122735795,1.482963172464281,0.10000012722173032,Iris-setosa
+86,6.669048262991993,3.0,4.987607947082148,1.7030370061759907,Iris-versicolor
+87,4.961845103294498,2.0,3.318243415142769,0.9085055161149554,Iris-versicolor
+88,7.6993079772016895,2.6265976025392828,6.899997927299549,2.314279012806786,Iris-virginica
+89,6.009161770592941,2.1961132743349543,5.033240567489909,1.479763504982912,Iris-virginica
+90,6.217320569211265,2.1907164489491513,4.497631210529703,1.487084551935187,Iris-versicolor
+91,5.7090498129093135,2.7417942271749998,4.374518900260998,1.155154895423949,Iris-versicolor
+92,5.5041227707404605,2.507973086413178,3.955268852137006,1.3219295550819536,Iris-versicolor
+93,4.802668055676757,3.0,1.3919301083463242,0.1,Iris-setosa
+94,6.72056866479384,3.1007713164216337,4.7289498180419915,1.5206467514895194,Iris-versicolor
+95,5.813980371615966,2.7038528803059334,5.103657971683073,1.8948429370736628,Iris-virginica
+96,6.933501093251106,3.1455837677807783,5.254400873965979,2.2909751794613276,Iris-virginica
+97,6.478567823355194,3.064099961275035,4.559987947992967,1.4753431126662284,Iris-versicolor
+98,4.7847189233202005,3.0,1.3966479869093418,0.2748195588713368,Iris-setosa
+99,5.0069178706646555,3.0,1.5901834919259465,0.19924458263304679,Iris-setosa
+100,6.027986122743886,3.3558176094469476,4.624906845789334,1.6177712743222668,Iris-versicolor
+101,5.080424476346442,3.348600802792576,1.5978951290966243,0.5100966559366983,Iris-setosa
+102,6.193809274502287,2.196897218166166,4.490396370720856,1.509450050563123,Iris-versicolor
+103,7.2778463971434215,3.172722197292132,6.075633403806528,1.8134758315841397,Iris-virginica
+104,6.922454974879439,3.1012523731642028,5.091441657917057,2.2929146075432514,Iris-virginica
+105,4.400046950232256,2.8975411823159565,1.4030537670583194,0.2013748114717109,Iris-setosa
+106,5.824595725538709,2.697061716734343,5.148524057092521,1.8931577686339123,Iris-virginica
+107,4.602203745107397,3.137870469963439,1.4423546673659318,0.19891047001128956,Iris-setosa
+108,5.524950432693263,2.4918243501562714,3.930293135072317,1.2942568981317606,Iris-versicolor
+109,4.775039046528122,3.3957610141412173,1.8265316766414594,0.19829594748422702,Iris-setosa
+110,5.751142244948371,2.6576872121267723,4.122910447231897,0.9548853385009933,Iris-versicolor
+111,6.180985678919714,2.1891787120721267,4.498428145741079,1.4923580190757462,Iris-versicolor
+112,6.176368100379455,2.9030774894014115,4.653310612643337,1.3965735841212912,Iris-versicolor
+113,6.255466071232851,3.3115870840440995,5.91560804510555,2.5,Iris-virginica
+114,7.7086234817840875,3.0,6.187688363584266,2.2841454604300666,Iris-virginica
+115,6.601568707656559,3.0,4.342644263411399,1.3902844126388914,Iris-versicolor
+116,4.3,3.0,1.091867649190605,0.1,Iris-setosa
+117,5.089668574061374,2.505405118969959,2.8809919051490613,1.0921634592754195,Iris-versicolor
+118,4.300000495065571,3.0,1.0991438587997444,0.10000013903192762,Iris-setosa
+119,5.998820889284543,2.195108967611152,3.961301038639712,0.9554663890370267,Iris-versicolor
diff --git a/iris/tab_ddpm/0/3/test.csv b/iris/tab_ddpm/0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/3/train.csv b/iris/tab_ddpm/0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/3/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/3/val.csv b/iris/tab_ddpm/0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/4/synth.csv b/iris/tab_ddpm/0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d75e174f5c603380a351059fccec983c6d2cf646
--- /dev/null
+++ b/iris/tab_ddpm/0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.573279382947789,3.0,4.513468447286003,1.4738718560154869,Iris-versicolor
+1,7.210115689779663,3.2019504613458145,6.003783867098965,1.7763444278418146,Iris-virginica
+2,4.628891777782633,3.603816086238647,1.0000005152115579,0.20429685436039458,Iris-setosa
+3,7.682013701077747,3.0,6.103946257730746,2.288738354969224,Iris-virginica
+4,6.28860389655677,3.3058869053127293,6.018401769618805,2.499999768734,Iris-virginica
+5,6.077747064943669,2.90450940397897,4.66485172804773,1.4217506213867495,Iris-versicolor
+6,6.57299453909323,2.785787492931756,4.62320636089973,1.5017589292484843,Iris-versicolor
+7,5.785050233674844,2.6927719917795754,5.078612699351073,1.9246761303997926,Iris-virginica
+8,5.0057037735442,3.6273349474420042,1.3866235751750253,0.20807209127803847,Iris-setosa
+9,5.999889398816983,2.895929688589429,4.502513125704415,1.490146789002069,Iris-versicolor
+10,4.3,3.0,1.1052860903809985,0.1,Iris-setosa
+11,7.723272861133338,2.5845822828266436,6.9,2.2494319687340782,Iris-virginica
+12,6.712376374435027,3.123572453515366,4.7243571484245965,1.5098843100397206,Iris-versicolor
+13,4.406005041120692,2.8996007142784506,1.3982386795897939,0.199345009079394,Iris-setosa
+14,5.686648263995158,3.0,4.338015309095785,1.3337837973491324,Iris-versicolor
+15,5.656908714556146,2.8396912429540335,4.337273109660875,1.3371302992198146,Iris-versicolor
+16,6.050462133124832,2.8941746150178442,4.637963636996701,1.4129101941229785,Iris-versicolor
+17,6.643770749715837,3.1191182410483114,5.753524679980694,2.2683368893762954,Iris-virginica
+18,5.696131103855974,2.882066211537951,4.022466496398998,1.282695591230842,Iris-versicolor
+19,4.812708706082727,3.0,1.406736488343343,0.10000009566528335,Iris-setosa
+20,4.822375924035433,3.0,1.416010056822914,0.1,Iris-setosa
+21,4.984275249770248,2.0,3.537173346879287,0.9759612709451391,Iris-versicolor
+22,6.497198803959943,2.8024377498023356,4.592631942919366,1.4984065415524306,Iris-versicolor
+23,5.095575964072292,3.3028464695740753,1.7218950185890762,0.5085997160463005,Iris-setosa
+24,4.95450099129841,2.0000005808751107,3.5922060064294037,1.0641683520033292,Iris-versicolor
+25,5.877417066066931,3.203599963051871,4.776986386858976,1.7781892313754626,Iris-versicolor
+26,5.890084871819214,2.6816725883411676,4.173242159197218,1.0421910211419567,Iris-versicolor
+27,5.055274235943797,3.59949813189492,1.4030148389940602,0.1987743885510077,Iris-setosa
+28,6.297311027998984,3.287538357505173,6.034611920729199,2.5,Iris-virginica
+29,6.237253748219601,2.1995334053803646,4.512143339089398,1.49998487158794,Iris-versicolor
+30,4.807764463618834,3.0,1.4137035402677187,0.1,Iris-setosa
+31,4.404424773205721,2.9167571542024673,1.4156929169533474,0.19901520946879517,Iris-setosa
+32,6.494776788918831,2.796961498820166,4.573068783683812,1.5015276988656618,Iris-versicolor
+33,6.008888616248403,2.20426788961771,4.036326200334813,1.0073506377723598,Iris-versicolor
+34,4.586351618037958,3.1712595977721207,1.4257672015335514,0.20122752578392283,Iris-setosa
+35,6.006208077027084,2.263511331878076,4.0538089721080235,1.093197695314353,Iris-versicolor
+36,6.8213928904626,3.1009763837662017,5.1336448484512625,2.279564840720925,Iris-virginica
+37,6.353046897233576,3.3176761956275103,6.003802238415581,2.5,Iris-virginica
+38,4.4058186051170685,3.2016346736462475,1.3050067658333155,0.1981553543634733,Iris-setosa
+39,6.290421474886267,3.3080654956181337,6.056047887171304,2.4999997557931413,Iris-virginica
+40,6.312865506630641,3.2932817171722464,6.04080340217869,2.499999764069782,Iris-virginica
+41,6.743080606194858,3.145559245756302,5.808360336035402,2.2719670869757844,Iris-virginica
+42,6.192671850289491,2.209434036125054,4.489696232359777,1.4983765740628128,Iris-versicolor
+43,5.681227424231819,2.9066608260403504,4.102263714509497,1.288201544774798,Iris-versicolor
+44,5.0596946398985745,3.8100797682223324,1.5715231002110286,0.1969089560572614,Iris-setosa
+45,4.795406130169956,3.398169873569753,1.59783433716479,0.19849288870709397,Iris-setosa
+46,4.399575485549877,2.910334009777276,1.4104933574682577,0.20059164519770775,Iris-setosa
+47,6.096533292610246,3.380619558514002,4.542340967117524,1.5614589443191564,Iris-versicolor
+48,5.117023761018674,3.312946911069608,1.59566665743837,0.41629491998986645,Iris-setosa
+49,7.182150508659343,3.179474245785786,6.10915010375507,1.8495147600975776,Iris-virginica
+50,6.340558773171853,2.6969970033258126,4.914056257722061,1.8220332743463157,Iris-virginica
+51,5.704530741592613,3.7816458645370625,1.7258935258977424,0.34167676947832004,Iris-setosa
+52,6.863494612734049,3.1098192754326943,5.080271288649982,2.3011435322694167,Iris-virginica
+53,4.918032987954636,3.0994891247256473,1.505838251743281,0.10000010895408266,Iris-setosa
+54,6.201638402562918,2.2001208885426764,4.503750581404105,1.498990092812356,Iris-versicolor
+55,5.597758149091311,3.0,4.477820424094494,1.4946958449016794,Iris-versicolor
+56,6.234466101868976,3.398819448130732,5.418069949511962,2.310390539430788,Iris-virginica
+57,4.972012337509967,2.0,3.3825924568218984,1.011781219164552,Iris-versicolor
+58,4.300000716326162,3.0,1.1034610673083198,0.10000011851086932,Iris-setosa
+59,6.012117230644253,2.204280836084499,3.915588023620808,1.0211657688473432,Iris-versicolor
+60,6.002798764691848,2.2096773301386246,5.007800180272593,1.5086686087489938,Iris-virginica
+61,5.694701882817021,3.7808739068969968,1.596738659584277,0.2776255416903995,Iris-setosa
+62,4.425774255533485,3.195202964247951,1.295112730978606,0.2011033488772344,Iris-setosa
+63,5.7999804886492665,2.6881147002987107,5.136409511177426,1.9448008054582488,Iris-virginica
+64,5.558074912900345,2.4723942695258536,3.8346983979328324,1.0770344614248164,Iris-versicolor
+65,6.797886630553462,2.7954224225002524,4.833919981430999,1.4149828126745454,Iris-versicolor
+66,6.5494890306589735,3.1992182004757184,5.18291775855561,2.044294018173513,Iris-virginica
+67,6.19089042579138,2.2013532542758276,4.505964469377202,1.5014616951146493,Iris-versicolor
+68,5.702142284291295,3.7857288139827348,1.7329963306593297,0.32138212156863477,Iris-setosa
+69,5.785521682326904,2.80999409668404,5.077047961095515,2.3936131574799413,Iris-virginica
+70,6.665587029890875,3.100708833043008,4.743638281935876,1.518515366703042,Iris-versicolor
+71,5.461036502704329,3.888130361482888,1.301437583227171,0.34032333090318806,Iris-setosa
+72,4.620723221238125,3.1945434052461876,1.4011416102757532,0.2002616704681262,Iris-setosa
+73,4.401982358003157,3.188828875802468,1.2949740980562943,0.19637199726941662,Iris-setosa
+74,5.100231954036918,3.2943617448536857,1.6201065348815598,0.4498243123872509,Iris-setosa
+75,5.382973056368892,3.8702709501928956,1.3498045523084916,0.38795630319448055,Iris-setosa
+76,5.026818454520046,2.0,3.3073738785024003,1.020668279114649,Iris-versicolor
+77,5.211758902670614,2.696684327251677,3.928831961670944,1.4095143931353258,Iris-versicolor
+78,6.870320320742343,3.207526014510813,5.810433570235669,2.278222248492854,Iris-virginica
+79,5.967739468188993,2.212142996884503,4.007029172300465,1.0093659027549782,Iris-versicolor
+80,6.091276118176437,2.793075578157995,4.688497872423969,1.1919132231509537,Iris-versicolor
+81,7.673218260632549,3.0,6.255014190683357,2.2605989627892047,Iris-virginica
+82,6.292760672850607,3.4014381163030682,5.551692277643625,2.393234096803608,Iris-virginica
+83,5.412368073342089,3.400174164571133,1.4897911552494076,0.3465393469035721,Iris-setosa
+84,6.809912859764418,3.205015503164967,5.901568695687507,2.3106693459294854,Iris-virginica
+85,6.308689845990728,2.519434693939091,4.998982748928736,1.887945333914018,Iris-virginica
+86,7.700444859839405,2.5955171352014834,6.899998992307998,2.304480385789768,Iris-virginica
+87,5.080260059014414,3.8011164264693815,1.5948738714920232,0.1921436685539769,Iris-setosa
+88,6.804673327675686,3.20636554514892,5.901422535210506,2.3075578676216515,Iris-virginica
+89,6.300075424541935,2.64105620739921,4.952245758035994,1.8233263426011446,Iris-virginica
+90,5.790596063945003,2.6990727329580357,5.130678435176781,1.907326192747772,Iris-virginica
+91,5.504087463151798,2.42836361857857,3.9260489990714733,1.1671468227093775,Iris-versicolor
+92,6.076999735961448,2.8212440253335975,4.681622033645034,1.161582197171065,Iris-versicolor
+93,5.131056938284792,3.6837001607883377,1.388824171288802,0.21186988861932415,Iris-setosa
+94,5.507323639684959,2.5114976493266563,4.006877395447077,1.2968333505601979,Iris-versicolor
+95,5.096416518917905,3.3082030390889026,1.5737977981930396,0.5912841628141841,Iris-setosa
+96,7.635413997855171,3.0,6.603209051148284,2.0840198708238598,Iris-virginica
+97,5.580229910301789,3.0,4.49044542085692,1.504821144135977,Iris-versicolor
+98,5.493486768953201,2.524697066814717,4.057112891017534,1.311561569825668,Iris-versicolor
+99,5.607892188307685,2.511231108766472,3.8759722685720273,1.0682289750490177,Iris-versicolor
+100,5.217907597951174,2.7062059285425217,3.953042417643032,1.3978893338094671,Iris-versicolor
+101,6.080769063988322,2.5876858107615135,5.567001062606544,1.4227302058132896,Iris-virginica
+102,4.401104157652535,3.203901009437496,1.2930109439770847,0.20053372834631805,Iris-setosa
+103,5.393354443152828,3.8863104215053736,1.3300778049762825,0.3089182552832639,Iris-setosa
+104,5.410295638356173,3.919935191048592,1.2887980631330276,0.4004066899919025,Iris-setosa
+105,4.3,3.0,1.1022030365146476,0.1,Iris-setosa
+106,5.778433660523437,2.8748921610676534,4.285265124823511,1.3828530723786874,Iris-versicolor
+107,4.809576357709093,3.0,1.4246197061054384,0.10000011711786769,Iris-setosa
+108,5.8037641887666895,2.6970320687042015,5.094951754010601,1.9106798047227755,Iris-virginica
+109,6.785644336022984,3.21819735695823,5.765538833111493,2.3110416879915707,Iris-virginica
+110,6.490939631422137,2.787802911715104,4.59260175669222,1.475375620180158,Iris-versicolor
+111,6.68623315508363,3.0,4.986998287758107,1.701296096478318,Iris-versicolor
+112,4.804674342517327,3.3999135601028634,1.6895628305458752,0.19915891656510037,Iris-setosa
+113,6.205625644368583,2.7930232574808667,4.805891162652024,1.7929991215765324,Iris-virginica
+114,4.984721676749613,2.000000557933133,3.4498043362091693,1.0531861728489242,Iris-versicolor
+115,6.12242682667137,2.590487249069412,5.612464848719637,1.4138946826222065,Iris-virginica
+116,6.476584200199947,3.0,5.816430492259291,2.197476968824151,Iris-virginica
+117,6.8623667491534395,3.0807056479834753,5.093408550608798,2.3007533903589747,Iris-virginica
+118,5.799458142392535,2.8163424172405205,5.113141442992648,2.4105628707161477,Iris-virginica
+119,5.55947979042207,2.4647534740308834,3.830550338055143,1.0562858374709558,Iris-versicolor
diff --git a/iris/tab_ddpm/0/4/test.csv b/iris/tab_ddpm/0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/4/train.csv b/iris/tab_ddpm/0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/4/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/4/val.csv b/iris/tab_ddpm/0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/5/synth.csv b/iris/tab_ddpm/0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..679deb209a1bb66389c9efed97947fe2ae6bf1d8
--- /dev/null
+++ b/iris/tab_ddpm/0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.60734131252517,2.9244493840294123,3.6025833189158765,1.3110114080926192,Iris-versicolor
+1,4.869871179122957,3.0357738668883387,1.4805864890430607,0.10000009399047888,Iris-setosa
+2,6.50778063115878,2.805659515567549,4.6046340077096435,1.5002912287193155,Iris-versicolor
+3,5.235822140459877,2.7651089152762443,4.028600015669899,1.4313642892333633,Iris-versicolor
+4,4.5979061928121885,3.0924090435388027,1.4985134067851738,0.2015578611402688,Iris-setosa
+5,6.706844817733096,2.4862536725775755,5.791519892824545,1.805380574404574,Iris-virginica
+6,5.8142878206300015,2.74940771784418,4.258554300536287,1.0891675658515876,Iris-versicolor
+7,6.898484180890306,3.135506698785328,5.328492183466826,2.3031754608206665,Iris-virginica
+8,7.584251933321612,3.0,6.569707987207531,2.1007648869882978,Iris-virginica
+9,5.951403568507198,3.4208198980838027,4.485702922185224,1.604754793257884,Iris-versicolor
+10,5.995541758851864,2.203909769257125,4.044265006096433,1.0243633585637097,Iris-versicolor
+11,5.205193844862652,2.703699255516258,3.8620390311055757,1.3978481118075488,Iris-versicolor
+12,6.673572578110296,2.480306233824297,5.786496681666597,1.797923941602192,Iris-virginica
+13,5.075101641433379,3.8133916022617558,1.5905699835987124,0.19757182001535972,Iris-setosa
+14,5.477589095901144,3.5321410195483827,1.516554888333368,0.3997635538707481,Iris-setosa
+15,5.51261310388478,3.0,4.487199742815414,1.5093000633713787,Iris-versicolor
+16,5.973220146962605,3.4030637043985283,4.476096197660802,1.595771740780366,Iris-versicolor
+17,5.576240779143143,3.0,4.520414448714059,1.501086897841031,Iris-versicolor
+18,7.168328868828911,3.204092892620089,5.987568725476432,1.7941676749629263,Iris-virginica
+19,6.7120816678160535,3.1251644320261955,4.720067448322011,1.4999851707122729,Iris-versicolor
+20,6.696430619272406,3.0,4.995852954006216,1.7127144568824015,Iris-versicolor
+21,5.808171825445901,2.7278402177765955,4.1021411230968035,0.9707218583408409,Iris-versicolor
+22,4.3,3.0,1.1052393419766935,0.1,Iris-setosa
+23,4.964133241441184,2.0000004933237876,3.179949627129158,0.9390406915802006,Iris-versicolor
+24,6.531759885628067,3.208891089872738,5.0983314756888465,1.9949823190098923,Iris-virginica
+25,5.1592253724443085,3.4674744161394857,1.3861204781302328,0.20149713433766286,Iris-setosa
+26,5.423693167437904,3.8962808314914787,1.3120010014703491,0.3278179697871185,Iris-setosa
+27,4.986731858533273,3.641933642394134,1.4021663466492313,0.19600608639458,Iris-setosa
+28,6.258963914745767,3.3074463448788647,4.649201626344666,1.6034748827683356,Iris-versicolor
+29,5.799430159199822,2.796896541046389,5.097316699625356,2.3968585310799497,Iris-virginica
+30,6.19015351015469,2.8066680668501736,4.7819603259267485,1.7861071871534124,Iris-virginica
+31,6.270053321960502,2.730701568423275,4.868173194975221,1.8169321823705347,Iris-virginica
+32,4.987188606443725,3.5725188771035508,1.400172487876408,0.19961464752110136,Iris-setosa
+33,6.0166595273884935,3.389949331694018,4.461231347779561,1.5935145485337476,Iris-versicolor
+34,5.834120714588197,2.7611130428090713,5.083883153357819,2.3227717396061878,Iris-virginica
+35,4.300000638740484,3.0,1.1080730178189862,0.10000011893126891,Iris-setosa
+36,5.155964367547163,2.678550959205528,3.8922397091096212,1.398326573477059,Iris-versicolor
+37,6.7470298278675145,3.2053480286844422,5.859783259160157,2.292993626187532,Iris-virginica
+38,4.622267199055853,3.5965369479142795,1.0000005263921783,0.20038947563027862,Iris-setosa
+39,5.531333107214357,2.3562581466280714,3.7394750140536717,1.0086155650691428,Iris-versicolor
+40,5.79104217002259,2.7114353392588977,4.059407712374182,0.9925557177030753,Iris-versicolor
+41,5.009895349819915,2.000000508549903,3.5857444319172327,1.003198590197231,Iris-versicolor
+42,6.677718567275676,2.503241256703815,5.783133204501571,1.7996192710009247,Iris-virginica
+43,6.250559480960434,3.394807746742908,5.59928191758072,2.3940351027974356,Iris-virginica
+44,6.697211637519989,3.0,5.026750643420402,1.7173309043690115,Iris-versicolor
+45,6.201516536757099,2.8764552078948786,4.598127019941752,1.4995684957192152,Iris-versicolor
+46,5.30386983602558,3.376659174745379,1.5341636596165396,0.4120036673404086,Iris-setosa
+47,5.0196408663252745,3.0,1.591119254890308,0.19451094072723712,Iris-setosa
+48,5.480949833832281,2.5121715893520524,3.987364808696109,1.3101785129318555,Iris-versicolor
+49,4.570630164552519,3.581898537994031,1.0,0.19529704027530975,Iris-setosa
+50,5.996181770580899,2.197284877117341,4.987175446276834,1.4818529924694426,Iris-virginica
+51,5.3541126383121025,3.790458560041863,1.3402152171518569,0.26947301250954075,Iris-setosa
+52,5.442405277697728,3.0,4.440678967378381,1.5154453180675147,Iris-versicolor
+53,5.67717427921909,3.7940705723404253,1.5752684131807548,0.372840014146079,Iris-setosa
+54,5.7148655168184,3.80734240293346,1.6525111898571938,0.2772277424619753,Iris-setosa
+55,6.542650892250795,2.820575112576159,4.657347769791977,1.5242052416186036,Iris-versicolor
+56,4.794099450925378,3.400278243177144,1.8730260266918974,0.19652879796580883,Iris-setosa
+57,6.99628323146369,3.1281565273190206,5.127622529051735,2.3080592609888435,Iris-virginica
+58,6.692031678992371,3.0,4.999532038557821,1.69328367412755,Iris-versicolor
+59,5.500367211651024,2.3945991780102123,3.6165831273171274,0.9543799148945051,Iris-versicolor
+60,5.248416138601687,3.3926721357397462,1.4377826550485864,0.2305006109443763,Iris-setosa
+61,7.588042611873474,3.0,6.5791886357299125,2.101047344841675,Iris-virginica
+62,6.467465403779958,3.1914554457177235,5.311812812816157,2.3008730640081403,Iris-virginica
+63,4.905676454291161,3.119309225479703,1.5119917424657292,0.10000011808209326,Iris-setosa
+64,4.794240218885518,3.0,1.3967142747789323,0.30207799198705865,Iris-setosa
+65,5.861681798441648,2.723709629214634,5.0769745042208605,1.8771993659319786,Iris-virginica
+66,6.174518146233698,2.876848062407387,4.719495450906061,1.3742457077177868,Iris-versicolor
+67,6.239874655195816,3.3951077926089055,5.4567173213909435,2.3100839644711555,Iris-virginica
+68,6.110102851508918,2.6076800018830255,5.5246037226849385,1.412877949788441,Iris-virginica
+69,6.511961007496167,2.804454695366654,4.596756936839185,1.4793675124395056,Iris-versicolor
+70,5.805840833137174,2.8146049445110455,5.108124398916483,2.4014268491787623,Iris-virginica
+71,5.838923256179618,3.2097152613499635,4.798400860975845,1.807257338876069,Iris-versicolor
+72,5.97388309578224,2.1743395683440627,4.012702074116524,1.0239670134439693,Iris-versicolor
+73,5.57074217257642,2.459025185558281,3.787501948410149,1.0439431569166442,Iris-versicolor
+74,6.6104200981858305,3.0,4.3919713113945065,1.4014242475985008,Iris-versicolor
+75,5.432637891674615,3.398984834747895,1.4970662494188158,0.3858395214515285,Iris-setosa
+76,4.984287138362557,2.000000475553044,3.5789020276827195,1.014159023630822,Iris-versicolor
+77,6.709638718934907,3.101580282432801,4.71223167939267,1.5013476897092821,Iris-versicolor
+78,4.808468335913449,3.4051670357735335,1.7738588532825352,0.2009816907175258,Iris-setosa
+79,6.489283740210223,3.0,5.815361662071019,2.1757226030265624,Iris-virginica
+80,5.853097938757511,2.671373529458499,3.9994789640092954,0.9726850544974852,Iris-versicolor
+81,5.737345572922434,2.690564472669612,5.094337272641086,1.9046735618372677,Iris-virginica
+82,6.097687022838146,2.8183676582995814,4.6944518835907765,1.272727167080347,Iris-versicolor
+83,5.413901087676636,3.0,4.449527314178635,1.5019304151339374,Iris-versicolor
+84,5.717646928312677,3.0,4.225754363708955,1.2058496582082936,Iris-versicolor
+85,4.604499112977869,3.097524452355381,1.511127710935361,0.1965779149464386,Iris-setosa
+86,5.104436321544856,3.296567881092716,1.766008502202779,0.46982760860117023,Iris-setosa
+87,5.6673652887253905,2.903985904314159,3.992176891119259,1.266122659018908,Iris-versicolor
+88,7.686213584611661,3.0,6.08388476524895,2.299269642162658,Iris-virginica
+89,5.6857413060074355,2.89579843896873,4.004675655470122,1.2651432282237334,Iris-versicolor
+90,5.7937316381687864,2.7917116243728386,5.140627081248324,2.410409850417462,Iris-virginica
+91,6.673142566972053,3.069279237562503,4.643273462373153,1.4951442812575753,Iris-versicolor
+92,6.610516113105238,2.809464422675331,4.731329342681363,1.419487837291431,Iris-versicolor
+93,6.205654116000784,2.7195267204655424,4.854370141993642,1.7951398493070228,Iris-virginica
+94,4.809217107729985,3.0,1.4032772475779,0.3251026183246458,Iris-setosa
+95,5.491047598856956,2.4791124993465132,3.9913096681760463,1.2783346898189147,Iris-versicolor
+96,5.804521330103976,2.8530653007140576,4.466341019546195,1.3845550099603647,Iris-versicolor
+97,5.799686453382885,2.8062812548067835,5.11829118378175,2.4088833379303596,Iris-virginica
+98,7.235655261320203,3.201154827481747,6.011699617311854,1.7947470101826706,Iris-virginica
+99,6.115956229720548,2.8199374689076477,4.70131111899881,1.2305127735833148,Iris-versicolor
+100,5.621025462955437,2.879987014754635,3.7381871471193047,1.2896522813419746,Iris-versicolor
+101,5.3886310308964935,3.9113071814533638,1.2959009600402533,0.40674689958747157,Iris-setosa
+102,5.767391274759471,2.6765785270670035,4.091341497670943,0.9700379274112726,Iris-versicolor
+103,4.790794251448272,3.391654524212118,1.9430249839206013,0.19695147162102666,Iris-setosa
+104,6.640703029050204,2.749972836608006,4.6670699331988414,1.4396191127022788,Iris-versicolor
+105,6.672515360288816,2.9713987616761544,4.757497025711343,1.5484898377629432,Iris-versicolor
+106,5.300282504373084,3.7921625515758697,1.3410348369802287,0.2459886702163891,Iris-setosa
+107,5.504730420893847,4.199998835897201,1.3593849405166651,0.19493450502310708,Iris-setosa
+108,4.7973241590101345,3.397115637010772,1.7936018529246327,0.20237359227539242,Iris-setosa
+109,5.002486274672008,3.0,1.6174057920076816,0.19800054346458199,Iris-setosa
+110,6.468347881544773,3.193610952282288,5.188174523385321,2.0937617651086646,Iris-virginica
+111,5.088478004816723,3.3235179253587166,1.6538863281043426,0.4838062915493192,Iris-setosa
+112,6.587242902833364,3.0,4.39865115645616,1.3938544898220429,Iris-versicolor
+113,6.008906564063249,2.2159246272969133,4.016678399709079,1.0355579475186647,Iris-versicolor
+114,5.792013725781614,2.700288231034776,5.091828116641045,1.9090729836943574,Iris-virginica
+115,5.546480365272092,2.4307479886088736,3.7879297076579443,1.0675284800420104,Iris-versicolor
+116,6.691143241910136,2.5048139123586575,5.792473606944283,1.8085973028402609,Iris-virginica
+117,5.033093772951089,2.000000688350568,3.3630753330199656,0.8975119408104362,Iris-versicolor
+118,7.686291088692171,2.7889656700151138,6.689237993459757,2.0011596908666123,Iris-virginica
+119,5.931321234004821,2.9227011604558215,4.436162717113719,1.4885438730799627,Iris-versicolor
diff --git a/iris/tab_ddpm/0/5/test.csv b/iris/tab_ddpm/0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/5/train.csv b/iris/tab_ddpm/0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/5/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/5/val.csv b/iris/tab_ddpm/0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/6/synth.csv b/iris/tab_ddpm/0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5d3b8f94f54058fbf3999beadd80e996d3a501b
--- /dev/null
+++ b/iris/tab_ddpm/0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.824664131705601,2.7040140234798353,4.155532107475388,1.0145636511460563,Iris-versicolor
+1,6.8018902117696864,3.1879909194785703,5.607098175686476,2.3044314206514884,Iris-virginica
+2,6.188639681298597,2.7564909059000238,4.873922181551411,1.7743648908846597,Iris-virginica
+3,5.490879072983273,3.0,4.492099284565654,1.495879693043133,Iris-versicolor
+4,5.7154412954728215,2.825360982779758,4.233602047441471,1.1796547386989589,Iris-versicolor
+5,6.820062406331218,2.8097711928704547,4.794358072294038,1.4113106014013321,Iris-versicolor
+6,5.067031388967041,3.5419878223602974,1.397936671491755,0.19919358138358306,Iris-setosa
+7,7.703217696119084,2.601048003975513,6.899998902098874,2.302364704538066,Iris-virginica
+8,6.278638816779056,2.7132726776150182,4.892570186754814,1.807255637515811,Iris-virginica
+9,6.230962996248021,3.3979153456038245,5.442913814546273,2.316849298808592,Iris-virginica
+10,6.598485181857591,3.0,4.39540105299987,1.4109725572276883,Iris-versicolor
+11,4.742155530088557,3.0,1.3805068918902426,0.1,Iris-setosa
+12,6.873527403530996,3.1155693986863207,5.133220202586108,2.289953591645187,Iris-virginica
+13,6.335229688740865,3.2971275825247433,4.743650891229572,1.592571090881096,Iris-versicolor
+14,6.848505815882147,3.2081654525699683,5.788529709746989,2.2968487490145417,Iris-virginica
+15,6.287894282027304,2.7112622425971087,4.905559018149661,1.820687168767953,Iris-virginica
+16,5.122880344691796,3.3092495149947525,1.5967515480982797,0.5534313626853464,Iris-setosa
+17,4.920346968805158,3.113049735342563,1.5001221482247424,0.1000001074923563,Iris-setosa
+18,6.198942750590873,2.1964667401256603,4.49825347283683,1.5059472770145736,Iris-versicolor
+19,5.730485263255241,3.817269950539413,1.7877541923315536,0.2758883449702381,Iris-setosa
+20,6.692586273947243,3.0,4.991378544360949,1.703497123077957,Iris-versicolor
+21,5.78740623335066,2.791190751028669,5.117217125631052,2.398791450486189,Iris-virginica
+22,6.439456355121836,3.1407231044888784,5.4829890702114294,2.288584318543263,Iris-virginica
+23,4.78738568102156,3.0,1.407788215760827,0.2746906766809763,Iris-setosa
+24,4.786571825205764,3.0,1.3909471039880943,0.2777295650810868,Iris-setosa
+25,6.344117289746535,3.3091702495334934,6.002919553809716,2.499998986860912,Iris-virginica
+26,6.499621958789348,2.8013840228406743,4.611095349176324,1.5014088039662767,Iris-versicolor
+27,4.798376607884496,3.0,1.3774543343943542,0.10000011796891427,Iris-setosa
+28,6.508978370590773,3.2018113880180348,5.094493823399264,1.995875606883386,Iris-virginica
+29,5.9254119892851005,2.877155599077131,4.537653967305496,1.4331130340152263,Iris-versicolor
+30,6.0739484879570576,2.611683662645472,5.62921928743253,1.408762946241289,Iris-virginica
+31,5.007064530407647,3.3978457402299607,1.5906800863560262,0.37714180877369935,Iris-setosa
+32,5.017977307789088,2.000000568435257,3.629477544391753,1.086280407227506,Iris-versicolor
+33,6.296500010034301,2.5125267563844482,5.003515967821834,1.8976121250319777,Iris-virginica
+34,5.799650730123598,2.80137561909109,5.124317911434257,2.4104517234021494,Iris-virginica
+35,4.799410280068195,3.0,1.4003292439228423,0.2746162694148006,Iris-setosa
+36,6.256578795202917,3.296781691539141,5.915530401953335,2.5,Iris-virginica
+37,6.7856000143623705,2.7879110636406077,4.7836514632914175,1.3967039238303935,Iris-versicolor
+38,6.606403873900075,3.0,4.389967057253847,1.4106478577522716,Iris-versicolor
+39,4.420050398265354,3.2026123383902605,1.3113541614092203,0.2012618039930976,Iris-setosa
+40,7.20011374432338,3.194077379492692,5.956179379906528,1.7927982753856875,Iris-virginica
+41,6.325473094501586,3.3082137004845045,5.985952103210274,2.5,Iris-virginica
+42,6.026488206488703,2.6266497519331202,5.366156315957597,1.6214738433842457,Iris-virginica
+43,4.300000465289113,3.0,1.097259139481295,0.1000001069486278,Iris-setosa
+44,6.693392217984965,3.0,4.850461833622204,1.6188912077020774,Iris-versicolor
+45,5.57906664996201,3.0,4.478762599922145,1.5075913838523451,Iris-versicolor
+46,5.031055059411895,2.000000575793991,3.5956962681697697,1.067351696393451,Iris-versicolor
+47,6.264091363989404,2.739631925720662,4.83289600150854,1.8220618777718591,Iris-virginica
+48,7.9,3.836254645455975,6.3897052905256455,1.96476532843229,Iris-virginica
+49,6.294846523883048,3.400840988274246,5.591500156351814,2.3984253733085454,Iris-virginica
+50,4.300000456457578,3.0,1.1029821466037373,0.10000010586979646,Iris-setosa
+51,5.957744074534747,2.9286913747171526,4.511739774157117,1.4617561076202097,Iris-versicolor
+52,4.962380161475545,3.4042628959168146,1.7075932055678633,0.25810306043878906,Iris-setosa
+53,5.092283649117839,3.509324895711229,1.4041171813514766,0.19993017222544626,Iris-setosa
+54,5.766352798844648,2.7955967384735327,5.129294030588872,2.387627311180757,Iris-virginica
+55,6.321773253262893,3.2783059490252304,5.996543215866879,2.4999997673235272,Iris-virginica
+56,5.498425693788229,4.2,1.382778318710681,0.20342305747064593,Iris-setosa
+57,4.810843406646855,3.407403039297713,1.6358085975555623,0.19785917912406248,Iris-setosa
+58,6.100169222656517,2.598583117123489,5.548498174794636,1.4175744136889765,Iris-virginica
+59,5.653520236026996,2.8715484144964916,3.838179329564969,1.290313238795524,Iris-versicolor
+60,5.109563705586683,3.290445058256659,1.7585406631538063,0.4349195220531799,Iris-setosa
+61,5.803821459430442,2.7096759686059464,5.081933092833193,1.9100513199650455,Iris-virginica
+62,6.795883646971998,3.1922610412446226,5.7949419702885026,2.295780561300078,Iris-virginica
+63,6.119029166825694,2.796272269593903,4.683517500558175,1.209757820102383,Iris-versicolor
+64,5.883548083946918,3.2045765087234903,4.794047091361289,1.7986401660794766,Iris-versicolor
+65,4.3,3.0,1.109493376181446,0.1,Iris-setosa
+66,7.1432531647562625,3.2170708224245557,5.887471846982435,1.7800715780884273,Iris-virginica
+67,5.655750857713971,3.0,4.141017698526468,1.1859156827762707,Iris-versicolor
+68,5.536700792921379,2.4138171070986587,3.762752502803651,1.029613620227338,Iris-versicolor
+69,5.681529550699033,3.786786867727109,1.7026904337199764,0.3065647532074582,Iris-setosa
+70,4.599860343414801,3.173450761051458,1.426331215163434,0.19563037569534159,Iris-setosa
+71,6.715953582682153,3.0,4.989831645345707,1.7045355326085154,Iris-versicolor
+72,5.430008836669161,3.0,4.502945865117353,1.4975769510140449,Iris-versicolor
+73,5.57028705094814,2.487146973669549,3.838336965532786,1.04703333973763,Iris-versicolor
+74,6.8788344374550086,3.186891595476187,5.86349693101289,2.3020668025206312,Iris-virginica
+75,5.144766753683219,2.5028133480816486,2.903840516874075,1.086460948747851,Iris-versicolor
+76,6.285138505595529,2.746305143091736,4.857996066079128,1.8218662692801764,Iris-virginica
+77,5.92883328528045,3.2274816058355693,4.838565024039545,1.8335551945583015,Iris-versicolor
+78,6.253742204195745,2.7609175555618743,4.848711090589934,1.7915386373922302,Iris-virginica
+79,6.6947999135098595,3.0,4.958630244004707,1.6707960029687619,Iris-versicolor
+80,6.194310997978755,2.1978248589313387,4.564412723935139,1.5017901656985924,Iris-versicolor
+81,7.694104545157984,2.819552207185468,6.6941362817008105,2.02337689469373,Iris-virginica
+82,5.532260120259402,2.9734061677965373,4.323924877841736,1.4328786883106606,Iris-versicolor
+83,6.032536582267954,3.388572493204811,4.482310042308939,1.589427254065684,Iris-versicolor
+84,5.187180100478776,2.6665838294659303,3.8541048771846396,1.358983954129315,Iris-versicolor
+85,5.794877511986204,2.7127057847066114,5.127005260087648,1.8950217844468291,Iris-virginica
+86,7.002257437789716,3.2028046272822444,5.953412686091095,2.2721072249169865,Iris-virginica
+87,5.211124341626377,2.697376237639759,3.8930878185122673,1.3913427253156383,Iris-versicolor
+88,6.533046614497688,3.0,5.808180343605879,2.1999220655689857,Iris-virginica
+89,6.075674133035517,2.9091054824875773,4.62325330036423,1.4096610230125977,Iris-versicolor
+90,6.231091919239033,2.7729717486280285,4.846094467187826,1.8064722534028685,Iris-virginica
+91,5.704683294443577,3.783002886370773,1.750848002187727,0.2770129873622328,Iris-setosa
+92,6.317074106399689,3.30032600615205,6.073656923275902,2.5,Iris-virginica
+93,4.806391947484784,3.0,1.4144585610120928,0.1000001175124358,Iris-setosa
+94,7.217474076653709,3.2048974343014396,6.021085624022422,1.7672482923925121,Iris-virginica
+95,6.923449985223165,3.1858154977440054,5.736698720556321,2.3097121896617994,Iris-virginica
+96,6.666764437048312,3.0453256593100746,4.613556473404808,1.4720146685597646,Iris-versicolor
+97,6.2685048174687,3.313223867991568,5.997114295680437,2.5,Iris-virginica
+98,6.201013389868776,2.191826335668707,4.491756806462852,1.4898737929583339,Iris-versicolor
+99,5.011568981972953,3.0,1.7364301165981546,0.2021443046180328,Iris-setosa
+100,4.652997277329267,3.1025006064809113,1.5179250475125197,0.20178917167400115,Iris-setosa
+101,7.702901777681896,2.790882783950931,6.721804179584019,2.0089078970228043,Iris-virginica
+102,6.17436744659805,2.1790998052342836,4.482476212476913,1.5005619383925926,Iris-versicolor
+103,5.75187345733427,3.0,4.236994858322478,1.2440889596567846,Iris-versicolor
+104,5.940775843207769,2.9243880427334537,4.50101409345942,1.5092959650005022,Iris-versicolor
+105,5.491837076168199,4.2,1.386275276123603,0.1939919542012296,Iris-setosa
+106,5.593440298690531,2.509377995975782,3.930296377011203,1.0754133895243643,Iris-versicolor
+107,5.0070306731819985,3.0,1.685345796861876,0.19507966818145167,Iris-setosa
+108,5.068082044464622,3.5296380547560124,1.39456494365463,0.2009439778022514,Iris-setosa
+109,5.9722229841446435,2.178558871687793,3.9687718305909585,0.9608371784012193,Iris-versicolor
+110,5.5095852743145155,3.0,4.4678630378369855,1.479207184573002,Iris-versicolor
+111,6.752882345942369,2.9860369891347203,4.956956505258714,1.620281632544013,Iris-versicolor
+112,7.704103037188696,2.5991754101873776,6.9,2.3040352886373583,Iris-virginica
+113,6.309734254122094,2.4988157436785596,5.009812142648546,1.89339530024766,Iris-virginica
+114,7.587185151901253,3.0,6.539094939466293,2.112160033081279,Iris-virginica
+115,6.514061259165095,3.2060592310022806,5.127084120457756,2.0049926174391666,Iris-virginica
+116,5.028735778741583,2.0000004617507585,3.5872410494170084,1.0369535363675562,Iris-versicolor
+117,7.089086654275409,3.193632242401499,5.774762510831843,2.1261183982196474,Iris-virginica
+118,7.141599592529686,3.1898447131401135,6.061891636412442,1.8201439846003309,Iris-virginica
+119,6.690656143436079,3.0,5.012031927820092,1.6932128349637077,Iris-versicolor
diff --git a/iris/tab_ddpm/0/6/test.csv b/iris/tab_ddpm/0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/6/train.csv b/iris/tab_ddpm/0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/6/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/6/val.csv b/iris/tab_ddpm/0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/7/synth.csv b/iris/tab_ddpm/0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce1dc60d1d725e5ab0253dc14bb8ddfc0cbc1cee
--- /dev/null
+++ b/iris/tab_ddpm/0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.404183502088943,2.901171146302073,1.3956676684567602,0.1980817925493711,Iris-setosa
+1,4.589460547479905,3.102597882501108,1.5026182270087767,0.20242456709257542,Iris-setosa
+2,6.73588376448144,3.144220415631826,5.148666628797444,2.284828854088904,Iris-virginica
+3,5.598323955648798,2.9076238802281784,3.602850818658099,1.2939783147455985,Iris-versicolor
+4,5.758449230175187,2.796911983159733,5.111713835851066,2.4101906571299265,Iris-virginica
+5,6.8472575766306445,3.1919092396695636,5.788959860761117,2.302768467649394,Iris-virginica
+6,4.999047178989489,3.3971697051576752,1.6039145029201123,0.403009785820156,Iris-setosa
+7,5.693375193614276,2.8885398440468397,4.173832181687157,1.2749223798117166,Iris-versicolor
+8,6.275347753510955,3.405408494071389,5.564392479356853,2.3940436991123555,Iris-virginica
+9,5.795859019823341,2.7091275957927565,5.13066325903575,1.902926886707918,Iris-virginica
+10,4.437355810588019,2.979624700174249,1.4238738643516586,0.20746139441917272,Iris-setosa
+11,4.894566018781443,3.0908465948248858,1.4781596020712091,0.1,Iris-setosa
+12,4.805024151549436,3.4009562540720206,1.6511204398621384,0.20025804760487223,Iris-setosa
+13,4.624884380646057,3.6264912094218515,1.0,0.1969082854747468,Iris-setosa
+14,4.9865879159460915,3.3984005226381235,1.5849162358262032,0.4103737931153949,Iris-setosa
+15,6.11144565608676,2.5940635923310444,5.589737761993856,1.4187782688213093,Iris-virginica
+16,4.407630395361092,2.926442717867104,1.4109009276175435,0.19992257016438125,Iris-setosa
+17,6.287846616336238,3.274144704569252,6.025078685681815,2.499999732626146,Iris-virginica
+18,5.4013967929260085,3.904971640618521,1.2973238483440999,0.35858257047409,Iris-setosa
+19,7.899998530360807,3.789773104291017,6.41789688558032,1.995823331143106,Iris-virginica
+20,6.883257411842786,3.104667051496034,5.13420765140767,2.270347701644931,Iris-virginica
+21,6.950737233395338,3.1083650147277586,5.18958915152545,2.3126080923025714,Iris-virginica
+22,6.117422610510287,2.8431479552595134,4.729689503921569,1.2832721220339833,Iris-versicolor
+23,5.9956304784946655,2.199420983863604,3.956617147072438,1.0135974171422526,Iris-versicolor
+24,6.71469396206907,2.474672751276623,5.791700238359087,1.7979926275814901,Iris-virginica
+25,5.801755678248491,2.7048579263654617,5.122499504238197,1.8921088229593641,Iris-virginica
+26,7.70650805831157,2.7965282067899717,6.7297124486566515,2.0021649148238816,Iris-virginica
+27,7.692542735854424,2.7915278959094367,6.688213217084263,2.006170172888835,Iris-virginica
+28,5.027372272050996,3.4013465810422785,1.589990362848122,0.4580175024371752,Iris-setosa
+29,5.792473269851756,2.7726157923889656,5.08111245712071,2.3383100445223874,Iris-virginica
+30,6.3708851257260335,2.9961989739461306,4.483946437579734,1.3760331100893837,Iris-versicolor
+31,5.308756862395104,3.828059638973707,1.3047333250242712,0.2570619705084888,Iris-setosa
+32,5.509137221082772,2.3850926816506224,3.7364412459277587,1.0127600454759351,Iris-versicolor
+33,6.008108449711632,2.191062478949751,4.990586917202087,1.5025235000149721,Iris-virginica
+34,6.366790428414717,3.266964475320972,4.680008080894227,1.5895988251117772,Iris-versicolor
+35,4.300000602347764,3.0,1.1145544955982514,0.1000001052069049,Iris-setosa
+36,4.771001748552291,3.0,1.4016046965858626,0.27284151071379187,Iris-setosa
+37,4.8000882672563465,3.39931931881944,1.8770034676997693,0.2003428186903219,Iris-setosa
+38,6.191391217801579,2.8108920199785064,4.811729239039378,1.8104308882624431,Iris-virginica
+39,5.934364132630391,2.2050157510045203,3.964612779536884,0.9256407636837295,Iris-versicolor
+40,6.712298555643068,3.0721985000507335,4.731000926899625,1.5263129954684267,Iris-versicolor
+41,7.9,3.816759225689104,6.401991579630415,2.002289239926622,Iris-virginica
+42,6.020336726332162,2.2823436051408645,3.9861243536073894,1.0082127907800345,Iris-versicolor
+43,5.594989253743654,3.0,4.49276089094549,1.4839533329404049,Iris-versicolor
+44,5.340428358143456,3.796460573752916,1.3439253538359222,0.394191574661954,Iris-setosa
+45,4.929894041612222,3.1279057060815,1.500677595352185,0.10000009906621034,Iris-setosa
+46,6.306347262822577,2.507875373976965,4.992333661228948,1.9189668134036624,Iris-virginica
+47,6.786886880251355,2.7887799050512028,4.781883935523949,1.4449360023687539,Iris-versicolor
+48,4.979550039300603,2.0000004852544397,3.593164452808193,0.9605094656069395,Iris-versicolor
+49,6.299348331001958,3.2768571323956133,6.000505286785135,2.5,Iris-virginica
+50,5.450304192316601,4.2,1.4135792274052708,0.20556344643301067,Iris-setosa
+51,6.14577028064807,2.8242648016310445,4.717470766578927,1.2166116786221528,Iris-versicolor
+52,4.509362109658248,3.2048383189801113,1.371831110396029,0.2016073613536408,Iris-setosa
+53,6.722375479973133,2.489432535612016,5.803675906106518,1.801511613453736,Iris-virginica
+54,7.7026772278515985,2.799480536302938,6.6867329020374235,1.953724452366051,Iris-virginica
+55,5.753676083220546,2.8043782783588416,5.089956883121516,2.4037806225387364,Iris-virginica
+56,6.783024316813154,3.165367044126977,5.834333070539764,2.259912012622432,Iris-virginica
+57,6.098780771428511,2.606540502004794,5.604918746253201,1.3811285863746465,Iris-virginica
+58,6.296408450081964,2.4827538527360353,5.030436015474244,1.9281613645828364,Iris-virginica
+59,5.780303700877789,2.7055887773064335,5.132709854089982,1.901366423393287,Iris-virginica
+60,7.6970606816042775,2.637428306842491,6.89999853568185,2.3151829749072332,Iris-virginica
+61,5.604140226505472,2.465216129537704,3.9033564761144626,1.0998055150603758,Iris-versicolor
+62,5.82026760250552,2.717367249410335,5.09359616085886,1.914498083454537,Iris-virginica
+63,5.541046012730632,2.415333953303682,3.8408208391930057,1.031950764316528,Iris-versicolor
+64,5.713895449187983,2.8344388134778877,4.1300245756757095,1.1878674925100703,Iris-versicolor
+65,5.119246013421834,2.5169412419256063,2.942998472659011,1.131330001288155,Iris-versicolor
+66,4.906592793332921,3.09477047245976,1.5007973082180945,0.10000010099604532,Iris-setosa
+67,6.650068045519725,2.8884372650983834,4.786618431987344,1.5495696210512409,Iris-versicolor
+68,5.677118440174476,2.83001357667313,4.499802791272563,1.3368200449286545,Iris-versicolor
+69,5.677106138602254,3.0,4.183891570541788,1.2138809070006114,Iris-versicolor
+70,5.693553842019953,3.0,4.217363017993184,1.2398695738534207,Iris-versicolor
+71,5.634278099855542,3.0,4.520438304803635,1.5223758974506105,Iris-versicolor
+72,5.520777798962,3.7456182385563963,1.9330833521135633,0.2676623235432656,Iris-setosa
+73,5.511634725929517,4.2,1.409611683109288,0.21069696003990795,Iris-setosa
+74,4.588955877843547,3.577134220272505,1.0,0.19999276224184637,Iris-setosa
+75,5.978916207758905,2.202746718267675,5.001360656343621,1.4729397049640436,Iris-virginica
+76,5.5003967756557435,2.4025400946757913,3.715091795821972,0.964592646604464,Iris-versicolor
+77,5.986065676212801,2.194138107765063,4.000510924264831,0.9818088281072143,Iris-versicolor
+78,6.2348628494262,3.311146073485026,4.654947638042744,1.6083330740726085,Iris-versicolor
+79,4.3,3.0,1.104853356979915,0.1,Iris-setosa
+80,6.228662244377632,2.7765009329864765,4.809570932974679,1.7924335715512458,Iris-virginica
+81,6.478892987193425,3.0,5.700325257199723,2.238896039111729,Iris-virginica
+82,5.793528058949476,2.703809063623068,5.116348235823502,1.9109177490466343,Iris-virginica
+83,7.62532266834681,3.0,6.6082994785762486,2.0823198723105216,Iris-virginica
+84,5.766258274663127,3.7864040526241682,1.6957377387855685,0.2860337427541329,Iris-setosa
+85,5.785362289536386,2.7013107060417934,5.1212941528192015,1.8902212401198504,Iris-virginica
+86,5.518924536103888,3.0,4.530607891758694,1.5062376843716885,Iris-versicolor
+87,7.708907758014646,3.0,6.1243170946621115,2.304790642168851,Iris-virginica
+88,4.839788356883334,3.052920000554499,1.4607451252536388,0.1,Iris-setosa
+89,4.988365267710267,3.408447077616672,1.7792912179748352,0.3526660102185327,Iris-setosa
+90,5.9028542371888895,3.1730043957491905,4.810324065544778,1.790813965979166,Iris-versicolor
+91,5.015022666042668,3.48831969927185,1.4013597483311024,0.20046071833348952,Iris-setosa
+92,4.300000601845818,3.0,1.1022697234482874,0.10000010357991783,Iris-setosa
+93,6.112216382355637,2.7952515724137994,4.7268963060120335,1.224827748501711,Iris-versicolor
+94,5.684456173536142,2.8967171340760887,4.148112620328255,1.3043147844732432,Iris-versicolor
+95,5.6307287032026645,3.0,4.496527310280477,1.4880941049887653,Iris-versicolor
+96,5.764791087676868,2.8283559065353447,5.099528534632276,2.4198873023237812,Iris-virginica
+97,6.321786294202075,3.3115826009039377,5.987899212164108,2.5,Iris-virginica
+98,6.4737628441458295,2.7972432012428756,4.587912837822067,1.5084088767890889,Iris-versicolor
+99,5.685128744254467,3.7712277099935902,1.6992186333796322,0.2946007969927855,Iris-setosa
+100,6.262473592697156,2.4194339621161203,4.97694896727705,1.856612337765672,Iris-virginica
+101,4.829839527748987,3.0,1.419908173185843,0.2752508869876578,Iris-setosa
+102,6.25401737640031,3.396252385751055,5.425898786140571,2.3324887958685707,Iris-virginica
+103,7.711192039562146,2.8036525528913607,6.698556409830156,1.987664333538965,Iris-virginica
+104,4.93506185217232,2.0,3.3662603522090464,0.9213994304240057,Iris-versicolor
+105,4.79815446402604,3.402742618577014,1.588681621437661,0.20176878159433143,Iris-setosa
+106,6.4886306369373115,3.0,5.781050603547292,2.185338267164391,Iris-virginica
+107,5.979161621957731,3.404649165604501,4.49862639302135,1.6075849137387883,Iris-versicolor
+108,6.212954991973861,2.1965707249118593,4.530129798543065,1.517843442224846,Iris-versicolor
+109,7.19724754072859,3.204418860178736,6.004374990794234,1.820662892732379,Iris-virginica
+110,5.8871206043788185,3.2019330323972945,4.797515423982401,1.7890666120799177,Iris-versicolor
+111,5.800752585856782,2.698908478938229,4.095360425471784,0.9969472502931175,Iris-versicolor
+112,6.208270299682559,3.4013247338450747,5.397851879373898,2.291530164926003,Iris-virginica
+113,7.9,3.774602913919574,6.405570350563064,1.9630179322936205,Iris-virginica
+114,6.243664219991284,3.3007693195064998,5.95282145892573,2.5,Iris-virginica
+115,6.300731322112064,3.29870610698837,6.02568411806721,2.5,Iris-virginica
+116,5.711533810352112,3.0,4.245414439447457,1.2781603839922928,Iris-versicolor
+117,6.291141194814252,3.3032679241653806,6.017565592961035,2.4999998177684586,Iris-virginica
+118,7.576481784410324,3.0,6.444629467843025,2.144271385526497,Iris-virginica
+119,5.829840411602896,2.737110951517937,4.218182835017886,1.0245794149045386,Iris-versicolor
diff --git a/iris/tab_ddpm/0/7/test.csv b/iris/tab_ddpm/0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/7/train.csv b/iris/tab_ddpm/0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/7/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/7/val.csv b/iris/tab_ddpm/0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/8/synth.csv b/iris/tab_ddpm/0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a28fa280f6cea54f6e8ac602665bfb42d5a990df
--- /dev/null
+++ b/iris/tab_ddpm/0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.732622161092645,3.161884488788295,5.23394563371985,2.2314479976304553,Iris-virginica
+1,5.766077811129584,2.900423136699063,4.556037895214389,1.4147439808502522,Iris-versicolor
+2,5.177515832353894,3.3998134076922177,1.401992936832257,0.20010159274019454,Iris-setosa
+3,5.119869098144237,3.7941315211359186,1.5986320490655972,0.1988736400132029,Iris-setosa
+4,6.098227276026427,2.8035114457141104,4.692082028821351,1.2129060633635473,Iris-versicolor
+5,6.027331593721895,2.782843575069546,4.61626723422104,1.1705528346636636,Iris-versicolor
+6,5.994567831517374,2.1960233473455957,4.04765871979037,1.001749979024603,Iris-versicolor
+7,4.300000648257829,3.0,1.1074158626675095,0.10000014769576387,Iris-setosa
+8,6.061288995351997,2.7937524111522,4.659801234764356,1.2297456730205698,Iris-versicolor
+9,7.155891240705424,3.202919892296432,5.981955263155871,1.8186476182707558,Iris-virginica
+10,5.082716634662659,2.5042827004100134,2.9935321380594004,1.0875843556731355,Iris-versicolor
+11,7.710475411776149,2.8154074790624204,6.715794739261337,2.0136583234839285,Iris-virginica
+12,6.027256863967004,2.200077824248671,4.013463809723632,0.9989153699441656,Iris-versicolor
+13,6.190215246388619,3.4054856227355415,5.380679022664189,2.2765762561770586,Iris-virginica
+14,5.069730394680538,3.571013170985571,1.3909588738266137,0.20040401585147816,Iris-setosa
+15,6.190914754078595,2.189956586745734,4.501193365050216,1.4923921624917897,Iris-versicolor
+16,4.811707389874117,3.401592768126845,1.6565827104129784,0.20100917830440576,Iris-setosa
+17,5.49075455407718,2.428536164906463,3.7491547711252333,1.0123642706876836,Iris-versicolor
+18,5.997405252577607,3.3751185890947024,4.53939103214436,1.6261405958562334,Iris-versicolor
+19,4.578201716336101,3.6820335165475875,1.0,0.19490081795074551,Iris-setosa
+20,6.300695783985628,2.72350024066061,4.862123051624552,1.8128008056588818,Iris-virginica
+21,6.121031798681431,2.5968146845873665,5.595766615472549,1.4111357878479998,Iris-virginica
+22,6.258178990333679,2.473983568711984,5.007927715697515,1.878242150546718,Iris-virginica
+23,7.899997443830971,3.736180834347493,6.46833388213408,1.997778915182302,Iris-virginica
+24,4.613416459567869,3.667100204826447,1.0,0.1994821992218952,Iris-setosa
+25,5.793011330785619,2.7093994545175044,4.233616297999296,1.0014363442283036,Iris-versicolor
+26,5.109168518139638,3.316252005602279,1.7325227797394547,0.5125200473914784,Iris-setosa
+27,4.786093540102326,3.404870227519873,1.7011805019287327,0.19936509191334317,Iris-setosa
+28,6.692696527588077,3.0,4.974435953590996,1.6997263717099926,Iris-versicolor
+29,6.2965883402155,2.6730512671487645,4.910817635907685,1.7991605515390865,Iris-virginica
+30,7.688528444271295,2.6000244651447812,6.9,2.308970999752487,Iris-virginica
+31,4.573656017609725,3.1928769391210916,1.3772296392200634,0.20026287874779142,Iris-setosa
+32,4.300000633111887,3.0,1.1046022734777885,0.10000010336713153,Iris-setosa
+33,5.79243785619536,2.7583087876341827,5.082135429381911,2.3331930883626804,Iris-virginica
+34,6.266630377813428,2.7535867497126056,4.8581651763919975,1.829544034268405,Iris-virginica
+35,6.308685295496525,3.303028228633103,6.088978791470949,2.4999998171800146,Iris-virginica
+36,7.711253599562266,2.7953551196010955,6.73001646127528,1.98451408196133,Iris-virginica
+37,5.167244668217594,3.4096554046700187,1.377284160434615,0.20095777039526272,Iris-setosa
+38,6.7939352043535965,2.7946603478696193,4.81693863122111,1.409564340292588,Iris-versicolor
+39,5.000144000546893,3.0,1.7633676067728281,0.20245047867651594,Iris-setosa
+40,5.788736029919505,2.813209640308626,5.140883132787645,2.3940037330559982,Iris-virginica
+41,5.4224960883148725,3.9023333188761993,1.3206463395755774,0.4237516722300926,Iris-setosa
+42,5.296971869703799,3.0,4.475611072377511,1.5057156946529864,Iris-versicolor
+43,6.666675350417679,3.0,4.995291151881139,1.707927616359633,Iris-versicolor
+44,7.677536275616123,2.601564137483512,6.899998586989111,2.3076562181455764,Iris-virginica
+45,5.697070491283141,3.7484922146873565,1.6166903945462017,0.27385142940434876,Iris-setosa
+46,5.292459561749791,2.501864728474768,3.6747743306233476,1.1332078522470561,Iris-versicolor
+47,6.288819630556469,2.692855405768337,4.912044773582458,1.8036677262893606,Iris-virginica
+48,7.6030053418305865,3.0,6.589163541512576,2.0989344807151613,Iris-virginica
+49,4.495649333801646,3.2063499607520147,1.3984318155358832,0.20127552473531687,Iris-setosa
+50,5.857759092117147,3.2019800748203378,4.796953987558999,1.8131326650901938,Iris-versicolor
+51,4.820087410133607,3.0,1.4161435042406105,0.1000001151241848,Iris-setosa
+52,6.211045089954848,3.401674913336858,5.464229873330673,2.289504397125319,Iris-virginica
+53,4.6155134965015066,3.2081181807898607,1.3926042802131018,0.20159522474457167,Iris-setosa
+54,5.432068079228435,3.44028304018511,1.5389772437235059,0.3389935865928882,Iris-setosa
+55,6.111832766086318,2.793160459112909,4.704677226605878,1.181026284451794,Iris-versicolor
+56,6.084230440541807,2.893985862538532,4.590568402373282,1.4670208563086582,Iris-versicolor
+57,5.518592526883535,2.5593751987120585,4.020685580820233,1.2855662683015188,Iris-versicolor
+58,7.425739062413029,3.0580391569343255,6.360599527611547,2.148017170671735,Iris-virginica
+59,5.91207088734496,3.2193718078787255,4.794760235710634,1.8133317755324088,Iris-versicolor
+60,5.013190716255711,3.0,1.6888496826879382,0.20038812101774228,Iris-setosa
+61,6.4720374869217485,3.0,5.818298244407912,2.222163590693867,Iris-virginica
+62,6.317792640151161,3.3091827770113547,5.892046474975646,2.5,Iris-virginica
+63,6.707290364486888,3.0939536534985272,4.709880288139412,1.5014234123442634,Iris-versicolor
+64,5.127948782631161,3.423541985096777,1.400101806894448,0.2029098538380027,Iris-setosa
+65,5.090422442259333,3.2966236697132523,1.6998211230380433,0.46137181808463434,Iris-setosa
+66,5.492848082749595,3.0,4.434911241412045,1.5050950958265745,Iris-versicolor
+67,6.471280129040777,3.2048062282109955,5.120233878932272,1.9916188777742763,Iris-virginica
+68,7.728286127630057,3.0,6.167285731244883,2.2855458350237394,Iris-virginica
+69,7.685436943803065,2.591959834788229,6.89999898486857,2.2848561858992684,Iris-virginica
+70,6.331267152462515,3.3993699315061447,5.544583547899457,2.38477325653426,Iris-virginica
+71,5.909288263850007,3.2122695790958264,4.794640030258667,1.796139765556806,Iris-versicolor
+72,6.0015388262691935,3.398531810579906,4.521546751455462,1.595392029736562,Iris-versicolor
+73,4.8875958354357865,3.0602225810489285,1.5001439036732565,0.10000010318792879,Iris-setosa
+74,4.601981687856054,3.083778842462359,1.4993083569747807,0.20171985611346124,Iris-setosa
+75,4.981573349259932,2.0,3.5887556238202536,1.035707575563396,Iris-versicolor
+76,6.185851542053421,3.3965862585694873,5.3349623877155885,2.2769592050265364,Iris-virginica
+77,6.377429760913673,3.194420926643041,5.316530470186474,2.3037335825385736,Iris-virginica
+78,5.785734128002095,2.696641322260177,5.122165830520161,1.8951310541763147,Iris-virginica
+79,6.886063848424488,3.1942293358297738,5.730459865739884,2.3077406613513696,Iris-virginica
+80,4.573000485773258,3.1182343729891695,1.4819450530758185,0.19925397891543206,Iris-setosa
+81,6.041395509614024,2.790445591521784,4.668713857132676,1.1262958479363192,Iris-versicolor
+82,5.8430077947252235,3.20736231739872,4.813024507948523,1.799894383337324,Iris-versicolor
+83,5.705183700315976,3.0,4.235783662820089,1.1871477609746401,Iris-versicolor
+84,6.297388523600579,3.3137490117025767,6.061479790257447,2.5,Iris-virginica
+85,5.996167183838919,3.4020832798361025,4.508141239247657,1.5903200440828367,Iris-versicolor
+86,4.452461908344099,3.1850047802151447,1.3562328556419914,0.19760818846313355,Iris-setosa
+87,7.690856592434829,2.8132014918040102,6.6959690499868465,2.0226744883097445,Iris-virginica
+88,5.960442903189011,2.909125397815123,4.490182756923466,1.4940692377129752,Iris-versicolor
+89,5.004220578768632,2.000000539324835,3.6040037902714728,0.9089184520146684,Iris-versicolor
+90,5.116773212134836,3.298187362499514,1.664995327490206,0.48034555106352217,Iris-setosa
+91,4.715350209414632,3.0574826718501216,1.3704597492513946,0.25290082527522945,Iris-setosa
+92,6.429210033883613,3.069578052580032,4.898620366479936,1.7027014820231519,Iris-versicolor
+93,6.613411447165129,3.0,4.446650212747202,1.3976713262337002,Iris-versicolor
+94,4.599573320644617,3.2064671615069416,1.3894524150886647,0.20107796583397308,Iris-setosa
+95,5.954850005599709,2.2309728384830962,3.959790616348884,1.0031921977730525,Iris-versicolor
+96,5.916675150396691,3.205303762146259,4.809493075996224,1.8207975801117358,Iris-versicolor
+97,5.08484750859425,3.3011488261034665,1.629329738058123,0.49462703749350617,Iris-setosa
+98,5.003160701234963,3.63999928914692,1.4354335588962757,0.20206744448207392,Iris-setosa
+99,4.956101364592792,3.3981704687112866,1.5913230840856751,0.2754201882824009,Iris-setosa
+100,4.39856270973988,3.1833866122864034,1.3046774062888948,0.20098967185220273,Iris-setosa
+101,5.656774208449338,3.768134843882612,1.615366536333058,0.3547116347037775,Iris-setosa
+102,6.183383186297905,2.216966963978571,4.480424257755209,1.4975230233994041,Iris-versicolor
+103,5.481354723010249,4.2,1.4043922087262926,0.1957982828651776,Iris-setosa
+104,5.815635563086963,2.7986353008425637,5.079942506597524,2.389799206759914,Iris-virginica
+105,6.6837263208848094,3.0627866968070245,4.730152051085542,1.5320515166555686,Iris-versicolor
+106,6.703052420114355,3.0,4.996335174569125,1.7089582255464648,Iris-versicolor
+107,4.865369740822013,3.086764200797173,1.4827248793832284,0.1,Iris-setosa
+108,4.510762229343787,3.207195156668158,1.3912276451111545,0.1947529620193011,Iris-setosa
+109,4.8004947634310495,3.0,1.401716509008578,0.10000009249940198,Iris-setosa
+110,5.8207018655964555,2.694761051989101,5.119161347788516,1.8993303277599083,Iris-virginica
+111,5.056158822124075,3.564115668422316,1.386644035742116,0.19468033005151905,Iris-setosa
+112,7.606144060659033,3.0,6.604855490269106,2.058300411047171,Iris-virginica
+113,6.604243981462902,3.0,4.414184199482996,1.3964026266118361,Iris-versicolor
+114,5.678764050193284,2.837480962478023,4.3638803424449195,1.3273656137111487,Iris-versicolor
+115,6.209801440708545,2.193891031689531,4.528720089417613,1.4968550165930363,Iris-versicolor
+116,7.584152783285404,3.0,6.5710265825352545,2.1184277602961954,Iris-virginica
+117,6.872166898862644,3.0774312359493807,5.099202331794705,2.3104649749439994,Iris-virginica
+118,6.497159838825383,2.796592697155842,4.600657576071351,1.505755677229241,Iris-versicolor
+119,6.498401253802183,2.7973429150619307,4.6070242306234945,1.5005441717971528,Iris-versicolor
diff --git a/iris/tab_ddpm/0/8/test.csv b/iris/tab_ddpm/0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/8/train.csv b/iris/tab_ddpm/0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/8/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/8/val.csv b/iris/tab_ddpm/0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/9/synth.csv b/iris/tab_ddpm/0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aed22e9b8789fdc2cbf1eb6df1cb3634c214d89a
--- /dev/null
+++ b/iris/tab_ddpm/0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1277776843037,3.2833346042038567,1.582757061164796,0.38559659384874806,Iris-setosa
+1,6.300285901899864,3.2766971590827203,5.971520862455504,2.499999758428873,Iris-virginica
+2,5.525764471282019,2.5152238814163725,4.009493500139364,1.3028625156443443,Iris-versicolor
+3,5.080190665138524,3.362047867174532,1.7156317156008014,0.4702828262439346,Iris-setosa
+4,5.628237350289568,3.763338484740416,1.6230556744207436,0.27314995131221265,Iris-setosa
+5,5.674222656871098,3.0,4.149834106397004,1.2016985015835273,Iris-versicolor
+6,4.900708349194189,3.1105923213667643,1.4986554820325104,0.1000001067143572,Iris-setosa
+7,5.068214992091695,3.6283228921290425,1.395439244270352,0.20326677421548128,Iris-setosa
+8,5.12971552459678,3.8338510234433136,1.637261154180303,0.19881398116441107,Iris-setosa
+9,5.169018695837208,2.722611973428463,3.979203919012818,1.4122370195354577,Iris-versicolor
+10,5.760510112775653,2.669447013139534,4.116706018595392,0.9249377505375602,Iris-versicolor
+11,5.190683621348983,3.400716085201822,1.4035462191049506,0.20106358206364638,Iris-setosa
+12,5.87414100213538,3.2027616325145063,4.803209354238965,1.7972876016141068,Iris-versicolor
+13,5.987681848548419,3.4074807552766377,4.512700956354893,1.607044537215397,Iris-versicolor
+14,7.699809976048314,2.6052695679020017,6.899998739952599,2.2534214139344666,Iris-virginica
+15,5.425432810010581,3.903984900470241,1.3054648062375147,0.4396849149387397,Iris-setosa
+16,4.791997052324009,3.4023147781278364,1.5860319378083334,0.19621737240308193,Iris-setosa
+17,6.661464068642065,3.217705800904387,5.723303798239592,2.312039245693428,Iris-virginica
+18,6.239399024581457,3.4001129881253798,5.456349062711962,2.3541645184687985,Iris-virginica
+19,5.700534873684032,2.7967944300938092,4.475610221767368,1.3057898668495627,Iris-versicolor
+20,6.0089803828183115,2.8973379393529695,4.609416723661238,1.4457062249171608,Iris-versicolor
+21,4.792898506967386,3.3982156079213928,1.8438858418326913,0.20345226968914845,Iris-setosa
+22,6.512212250863186,2.7868445933260784,4.590815839387377,1.502825191673473,Iris-versicolor
+23,6.197957662926165,2.800507864649583,4.793291128991396,1.7982431322155208,Iris-virginica
+24,4.799555090562448,3.0,1.4070866602176133,0.1000001143947073,Iris-setosa
+25,4.3000005713246505,3.0,1.108649875735643,0.10000012476101,Iris-setosa
+26,7.640596262755143,3.0,6.638792536857632,2.062853460466651,Iris-virginica
+27,6.706101805008851,3.0,5.031308398459352,1.702642761110916,Iris-versicolor
+28,5.325161394447655,3.404415513770796,1.485568944695069,0.2764049484721049,Iris-setosa
+29,6.165194051983837,2.8807231002553855,4.618043954648905,1.441298189864548,Iris-versicolor
+30,4.404037482579538,3.1781439420968676,1.3034667534682602,0.19857273214975538,Iris-setosa
+31,6.9066676697571765,3.1076810377839394,5.098726681469435,2.312171215940754,Iris-virginica
+32,4.811991449984492,3.0,1.4139644169985797,0.10000011191282925,Iris-setosa
+33,6.198951818275177,3.3995023145336267,5.465227579863433,2.315543175054659,Iris-virginica
+34,7.899998624915568,3.8232992093833396,6.388100958563872,2.035521067236005,Iris-virginica
+35,6.337889747276721,3.2780738690526388,5.271624339133648,2.1911490746516575,Iris-virginica
+36,5.099474980079285,3.8068858025198677,1.5650353703386406,0.19964557060369698,Iris-setosa
+37,6.540469475605849,3.174022137305939,5.136050674693191,2.0653950469624163,Iris-virginica
+38,5.786785085707313,2.6918482466762272,4.052654984334576,1.019203453981478,Iris-versicolor
+39,5.618266767487628,3.0,4.515610912959823,1.4880270519237486,Iris-versicolor
+40,6.766056206120285,2.7814320919634277,4.833926154413074,1.377951847060813,Iris-versicolor
+41,5.638821155113161,3.0,4.553325110764323,1.5072400573667408,Iris-versicolor
+42,5.835424145766512,2.6967905865555752,5.10264200173027,1.9254093407018034,Iris-virginica
+43,4.812051179632436,3.0,1.4044013527769343,0.3099422681345056,Iris-setosa
+44,5.589368929184716,3.0,4.444627708048312,1.4528684185532157,Iris-versicolor
+45,6.247096508528554,2.775373501666988,4.841074315855747,1.791249083241195,Iris-virginica
+46,5.901645326363071,3.195868264367685,4.821955600015571,1.8114368941229884,Iris-versicolor
+47,6.3450659219275165,2.4986188934469817,5.049605598956242,1.9081040203044888,Iris-virginica
+48,6.41086365679182,3.198290970305752,5.287847047303179,2.2674020115386115,Iris-virginica
+49,7.596976485871523,3.0,6.602069415011467,2.1002701860626516,Iris-virginica
+50,5.006838696906721,3.6752115125538163,1.407624286852532,0.20183326170245539,Iris-setosa
+51,7.622871976263326,3.0,6.043731233452939,2.303737220522999,Iris-virginica
+52,6.240512959865545,2.1943994473808766,4.510087842310639,1.5167454298589982,Iris-versicolor
+53,6.489561918300723,2.8199045420345135,4.567103999155985,1.4893977865850503,Iris-versicolor
+54,6.284128539694717,3.400793590518698,5.516735071352688,2.392131377597771,Iris-virginica
+55,5.118374250290759,3.3184035053941137,1.6921346697836093,0.5259556030091866,Iris-setosa
+56,5.484786990520022,3.9117238284025904,1.2776017527943462,0.3762752934126427,Iris-setosa
+57,4.401993912611811,3.200618229786803,1.3157516047248052,0.20229215331477024,Iris-setosa
+58,4.790371015933915,3.4025367965485582,1.6432557548198905,0.19808561527973467,Iris-setosa
+59,7.899998242038628,3.751687645614512,6.42831953071939,2.0258596409617584,Iris-virginica
+60,5.140302908785948,3.79282821410997,1.5858339318918548,0.19414840811562667,Iris-setosa
+61,5.7927818187391145,2.6956640388299737,5.107697923003673,1.9048965025348874,Iris-virginica
+62,5.795236530028319,2.7876583079441613,5.114617210408806,2.3883777195114355,Iris-virginica
+63,5.520905756427373,2.4110972431393813,3.7135369335369326,0.9937763231557127,Iris-versicolor
+64,5.526238921084553,2.487375808464156,3.959737719381838,1.2162861626325374,Iris-versicolor
+65,7.694486358282198,3.0,6.0833624323137165,2.282228398210751,Iris-virginica
+66,5.436732453953141,3.402474560585151,1.5159494998739056,0.487201995522638,Iris-setosa
+67,5.827723748088659,2.6946850943329026,5.117464124500783,1.917070829034963,Iris-virginica
+68,4.585840276551806,3.097804616657686,1.4996375070089665,0.20013919331179783,Iris-setosa
+69,5.179257728601338,2.6874352382953623,3.8803332956142076,1.4158703854582109,Iris-versicolor
+70,4.3,3.0,1.0984904749534437,0.1,Iris-setosa
+71,5.633818323339535,2.5202017830021077,3.922953604592491,1.056839454221907,Iris-versicolor
+72,6.515912144713973,3.0,5.862535907875283,2.1939826927073165,Iris-virginica
+73,7.229485768879866,3.198667064121443,5.986400780329895,1.753036668416365,Iris-virginica
+74,6.305268246005855,3.288330406541102,5.992092105809893,2.4999995350609563,Iris-virginica
+75,5.159176165477341,3.825089522075226,1.3565803688541274,0.24140363738740378,Iris-setosa
+76,6.198084088998656,2.8041499083922434,4.797098742034722,1.8100485053264082,Iris-virginica
+77,5.794793319663318,2.6940936997725946,5.099312909472516,1.8985073014671863,Iris-virginica
+78,4.989007065385677,2.000000522445013,3.5169936132984168,0.9324044119288326,Iris-versicolor
+79,6.2987972966598145,3.399343288733932,5.620786377371889,2.401260009307829,Iris-virginica
+80,6.848241768180475,3.193593696345207,5.909107876765066,2.282770662620902,Iris-virginica
+81,4.610633745215721,3.1093569362141813,1.5109651486099753,0.2022381618065533,Iris-setosa
+82,6.685713721859697,2.5069927446272082,5.801969988207964,1.8117447771214357,Iris-virginica
+83,4.907615199907128,3.1251897268566964,1.4990776524608713,0.1,Iris-setosa
+84,5.632721677359127,2.896609503057484,3.7758197805086313,1.29399574171503,Iris-versicolor
+85,5.2693887622284565,3.797070211551794,1.328551208373939,0.2611286543942076,Iris-setosa
+86,6.407822604082796,2.925369885554854,4.517990945835773,1.4039708705101719,Iris-versicolor
+87,4.98276803278129,2.0,3.598883208080523,0.8751452179815147,Iris-versicolor
+88,4.791844279617758,3.0,1.4180936283653425,0.1,Iris-setosa
+89,7.6926805471338895,3.0,6.039395127697717,2.3019757370631373,Iris-virginica
+90,4.852413320221496,3.06484504066654,1.466473053162449,0.10000009008097252,Iris-setosa
+91,5.880765092975572,3.2091552905763727,4.783473538190335,1.7752282838073554,Iris-versicolor
+92,4.3,3.0,1.0976474827735796,0.10000010197021769,Iris-setosa
+93,5.813567861201238,2.7024230636232023,5.114770324945158,1.9024848721700907,Iris-virginica
+94,6.503098111101083,2.802588678554208,4.579732735049087,1.5066286377279208,Iris-versicolor
+95,6.9162333923817565,3.116172058225695,5.094357561640353,2.293989307230401,Iris-virginica
+96,5.041610245968715,3.571796495001286,1.3945246825310431,0.19805671193208135,Iris-setosa
+97,5.048948969513209,3.663581899052529,1.4063591675636569,0.2048149864054748,Iris-setosa
+98,5.576902927166243,2.476746271581824,3.9382857951006773,1.1356450870604111,Iris-versicolor
+99,6.282795350314858,3.3071936691655965,4.680963077579833,1.6179769847064716,Iris-versicolor
+100,5.140219751714983,3.3002706279566563,1.7749813935525647,0.4862707092657137,Iris-setosa
+101,5.91235480110536,3.182890057639784,4.775157083855323,1.8139245169234914,Iris-versicolor
+102,6.09948756233195,2.8066010166635467,4.693121051729578,1.1778450697445422,Iris-versicolor
+103,6.822079770783336,3.1904124256962314,5.652997670295016,2.3039335131445116,Iris-virginica
+104,6.463492204895267,2.8099033865236787,4.6374354906996045,1.5004502831774433,Iris-versicolor
+105,4.971053602552001,2.0,3.4679199909611578,0.9251003726598924,Iris-versicolor
+106,6.295653489194995,3.2990579717984434,6.02305691832711,2.5,Iris-virginica
+107,5.782012257165814,2.7067278511572894,4.092371310997687,0.9894868747254513,Iris-versicolor
+108,6.708460824143725,3.0,5.028027757279271,1.720699034623544,Iris-versicolor
+109,4.418445953740252,2.9119174584847345,1.3814444749781127,0.20273945932926676,Iris-setosa
+110,6.129421060622924,2.283376398372859,4.996073895355578,1.6892693524759943,Iris-virginica
+111,5.114843554091575,3.2898673337049917,1.7823422893710592,0.5607078107123915,Iris-setosa
+112,7.6918552125557085,2.6137841609091232,6.9,2.287066693502824,Iris-virginica
+113,5.562577353702702,2.4833377883039494,3.868654431668164,1.1399215648108094,Iris-versicolor
+114,6.71639384041317,3.0,4.9790004723488535,1.6686544984447804,Iris-versicolor
+115,6.1331957195757045,2.880416144140213,4.530760869772704,1.4852631767515234,Iris-versicolor
+116,6.607050685847931,3.0,4.414413109921488,1.4054043361083848,Iris-versicolor
+117,5.014758615543033,3.6432296776524664,1.4042438435094817,0.2019823113286166,Iris-setosa
+118,6.013211352985921,2.205937507750233,5.005571231378392,1.5139058377375987,Iris-virginica
+119,5.102091102444195,3.8152146502589077,1.5998469467644982,0.19959547754004575,Iris-setosa
diff --git a/iris/tab_ddpm/0/9/test.csv b/iris/tab_ddpm/0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/9/train.csv b/iris/tab_ddpm/0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/9/train.csv
@@ -0,0 +1,121 @@
+,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
+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
diff --git a/iris/tab_ddpm/0/9/val.csv b/iris/tab_ddpm/0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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/tab_ddpm/0/diffusion.pt b/iris/tab_ddpm/0/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b8ad9514c528f5c284f58f8d628188310aae6bb2
--- /dev/null
+++ b/iris/tab_ddpm/0/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42a40b4b5d3257f8723fee23aac727c25b381e6c91b9fe38d744d3edd4e2df90
+size 6499269
diff --git a/iris/tab_ddpm/0/diffusion_state.json b/iris/tab_ddpm/0/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4bcf00b8a8607acd37ffb519a43773200201c91
--- /dev/null
+++ b/iris/tab_ddpm/0/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cdcba0b8c5a635e7a2a9f992c4b8d66e1d10278bc928928ed7067ad93d7b3473
+size 6480710
diff --git a/iris/tab_ddpm/0/mlu_log.csv b/iris/tab_ddpm/0/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1daef5af107dfc824332e6651c4a8907d663dd64
--- /dev/null
+++ b/iris/tab_ddpm/0/mlu_log.csv
@@ -0,0 +1,84831 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tab_ddpm,0,1.0662046670913696,,,,,,
+tab_ddpm,1,0.9054123759269714,,,,,,
+tab_ddpm,2,0.9383501410484314,,,,,,
+tab_ddpm,3,0.9735673069953918,,,,,,
+tab_ddpm,4,0.7144870162010193,,,,,,
+tab_ddpm,5,0.8169991374015808,,,,,,
+tab_ddpm,6,0.6411928534507751,,,,,,
+tab_ddpm,7,0.722729504108429,,,,,,
+tab_ddpm,8,0.5558628439903259,,,,,,
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+tab_ddpm,16,0.4667186737060547,,,,,,
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+tab_ddpm,54,0.43616983294487,,,,,,
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+tab_ddpm,56,0.43211185932159424,,,,,,
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diff --git a/iris/tab_ddpm/0/model.pt b/iris/tab_ddpm/0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..48b940370f176dedafce635fef5c3c489ad0750c
--- /dev/null
+++ b/iris/tab_ddpm/0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dee488e2e0d2022b751e12d43b004e68f97a626a02a3203c3ec986c61fe408f7
+size 6456342
diff --git a/iris/tab_ddpm/0/model_state.json b/iris/tab_ddpm/0/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..31c14815e24a0b4b68828295a809b40448dfa56e
--- /dev/null
+++ b/iris/tab_ddpm/0/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f31255b1a56026a0afe67d9f93ac59b24eb6b11277df1e246703f3547b23b5a
+size 6453564
diff --git a/iris/tab_ddpm/0/params.json b/iris/tab_ddpm/0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..02ce7b69987058900cb9bcc64a17075ebfbcd534
--- /dev/null
+++ b/iris/tab_ddpm/0/tab_ddpm_eval.ipynb
@@ -0,0 +1,2451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b81981ea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:32:51.976884Z",
+     "iopub.status.busy": "2024-07-25T10:32:51.976187Z",
+     "iopub.status.idle": "2024-07-25T10:33:02.504649Z",
+     "shell.execute_reply": "2024-07-25T10:33:02.503748Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.540629,
+     "end_time": "2024-07-25T10:33:02.507036",
+     "exception": false,
+     "start_time": "2024-07-25T10:32:51.966407",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\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",
+      "\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       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "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": "d99ad235",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:02.529407Z",
+     "iopub.status.busy": "2024-07-25T10:33:02.529091Z",
+     "iopub.status.idle": "2024-07-25T10:33:02.536781Z",
+     "shell.execute_reply": "2024-07-25T10:33:02.536003Z"
+    },
+    "papermill": {
+     "duration": 0.02092,
+     "end_time": "2024-07-25T10:33:02.538755",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:02.517835",
+     "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": "9413d1f6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009677,
+     "end_time": "2024-07-25T10:33:02.558826",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:02.549149",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a2110e45",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:02.579497Z",
+     "iopub.status.busy": "2024-07-25T10:33:02.579221Z",
+     "iopub.status.idle": "2024-07-25T10:33:02.586264Z",
+     "shell.execute_reply": "2024-07-25T10:33:02.585414Z"
+    },
+    "papermill": {
+     "duration": 0.019784,
+     "end_time": "2024-07-25T10:33:02.588177",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:02.568393",
+     "status": "completed"
+    },
+    "tags": [
+     "parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "import os\n",
+    "\n",
+    "datasets = [\n",
+    "    \"insurance\",\n",
+    "    \"treatment\",\n",
+    "    \"contraceptive\"\n",
+    "]\n",
+    "models = [\"tab_ddpm_concat\"]\n",
+    "single_model = \"tab_ddpm_concat\"\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 = \"tab_ddpm_mlu\"\n",
+    "\n",
+    "mlu_model_dir=os.path.join(path_prefix, \"final\")\n",
+    "mlu_model_name = \"tab_ddpm_concat\"\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": "6b4385cb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:02.609309Z",
+     "iopub.status.busy": "2024-07-25T10:33:02.609029Z",
+     "iopub.status.idle": "2024-07-25T10:33:02.613941Z",
+     "shell.execute_reply": "2024-07-25T10:33:02.613091Z"
+    },
+    "papermill": {
+     "duration": 0.018122,
+     "end_time": "2024-07-25T10:33:02.615894",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:02.597772",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/0\"\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": "587f824c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:02.638491Z",
+     "iopub.status.busy": "2024-07-25T10:33:02.637867Z",
+     "iopub.status.idle": "2024-07-25T10:33:02.643739Z",
+     "shell.execute_reply": "2024-07-25T10:33:02.642901Z"
+    },
+    "papermill": {
+     "duration": 0.019602,
+     "end_time": "2024-07-25T10:33:02.645814",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:02.626212",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_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": "7ff33350",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:02.666883Z",
+     "iopub.status.busy": "2024-07-25T10:33:02.666423Z",
+     "iopub.status.idle": "2024-07-25T10:33:03.656811Z",
+     "shell.execute_reply": "2024-07-25T10:33:03.655885Z"
+    },
+    "papermill": {
+     "duration": 1.003417,
+     "end_time": "2024-07-25T10:33:03.659099",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:02.655682",
+     "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": "26d75edc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:03.681595Z",
+     "iopub.status.busy": "2024-07-25T10:33:03.681281Z",
+     "iopub.status.idle": "2024-07-25T10:33:04.671496Z",
+     "shell.execute_reply": "2024-07-25T10:33:04.670294Z"
+    },
+    "papermill": {
+     "duration": 1.004037,
+     "end_time": "2024-07-25T10:33:04.673608",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:03.669571",
+     "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": "3c5cf8c0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:04.696179Z",
+     "iopub.status.busy": "2024-07-25T10:33:04.695863Z",
+     "iopub.status.idle": "2024-07-25T10:33:04.705002Z",
+     "shell.execute_reply": "2024-07-25T10:33:04.704176Z"
+    },
+    "papermill": {
+     "duration": 0.022599,
+     "end_time": "2024-07-25T10:33:04.706883",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:04.684284",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0\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": "d0a36ca3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:04.730748Z",
+     "iopub.status.busy": "2024-07-25T10:33:04.730455Z",
+     "iopub.status.idle": "2024-07-25T10:33:05.077665Z",
+     "shell.execute_reply": "2024-07-25T10:33:05.076622Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.362217,
+     "end_time": "2024-07-25T10:33:05.080243",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:04.718026",
+     "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": "84fcf531",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:05.103316Z",
+     "iopub.status.busy": "2024-07-25T10:33:05.103021Z",
+     "iopub.status.idle": "2024-07-25T10:33:06.660639Z",
+     "shell.execute_reply": "2024-07-25T10:33:06.659764Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.571679,
+     "end_time": "2024-07-25T10:33:06.662976",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:05.091297",
+     "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": "a433241e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:06.688607Z",
+     "iopub.status.busy": "2024-07-25T10:33:06.687737Z",
+     "iopub.status.idle": "2024-07-25T10:33:06.695572Z",
+     "shell.execute_reply": "2024-07-25T10:33:06.694904Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022671,
+     "end_time": "2024-07-25T10:33:06.697435",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:06.674764",
+     "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",
+    "diffusion_path = os.path.join(model_dir_2, f\"diffusion.pt\")\n",
+    "trainer_path = os.path.join(model_dir_2, f\"trainer.pt\")\n",
+    "model_state_path = os.path.join(model_dir_2, f\"model_state.json\")\n",
+    "diffusion_state_path = os.path.join(model_dir_2, f\"diffusion_state.json\")\n",
+    "params_path = os.path.join(model_dir_2, f\"params.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "fc43819b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:06.719964Z",
+     "iopub.status.busy": "2024-07-25T10:33:06.719655Z",
+     "iopub.status.idle": "2024-07-25T10:33:06.723809Z",
+     "shell.execute_reply": "2024-07-25T10:33:06.722954Z"
+    },
+    "executionInfo": {
+     "elapsed": 11,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "50dcb58c-f0de-4f40-f97f-79a3cd23681b",
+    "papermill": {
+     "duration": 0.018345,
+     "end_time": "2024-07-25T10:33:06.726295",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:06.707950",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "464db057",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:06.749326Z",
+     "iopub.status.busy": "2024-07-25T10:33:06.749064Z",
+     "iopub.status.idle": "2024-07-25T10:33:06.861465Z",
+     "shell.execute_reply": "2024-07-25T10:33:06.860527Z"
+    },
+    "papermill": {
+     "duration": 0.12632,
+     "end_time": "2024-07-25T10:33:06.863584",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:06.737264",
+     "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": "ea3ce96c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:06.888843Z",
+     "iopub.status.busy": "2024-07-25T10:33:06.888478Z",
+     "iopub.status.idle": "2024-07-25T10:33:11.153504Z",
+     "shell.execute_reply": "2024-07-25T10:33:11.152291Z"
+    },
+    "papermill": {
+     "duration": 4.280248,
+     "end_time": "2024-07-25T10:33:11.155548",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:06.875300",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:33:08.595082: 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 10:33:08.595138: 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 10:33:08.596786: 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": "50c4c5aa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:11.180767Z",
+     "iopub.status.busy": "2024-07-25T10:33:11.179673Z",
+     "iopub.status.idle": "2024-07-25T10:33:11.186874Z",
+     "shell.execute_reply": "2024-07-25T10:33:11.186195Z"
+    },
+    "papermill": {
+     "duration": 0.021494,
+     "end_time": "2024-07-25T10:33:11.188711",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:11.167217",
+     "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": "dd9aca43",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:11.214740Z",
+     "iopub.status.busy": "2024-07-25T10:33:11.213929Z",
+     "iopub.status.idle": "2024-07-25T10:33:13.855800Z",
+     "shell.execute_reply": "2024-07-25T10:33:13.855002Z"
+    },
+    "papermill": {
+     "duration": 2.6574,
+     "end_time": "2024-07-25T10:33:13.858105",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:11.200705",
+     "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": "813daaf6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:13.884190Z",
+     "iopub.status.busy": "2024-07-25T10:33:13.883899Z",
+     "iopub.status.idle": "2024-07-25T10:33:13.889554Z",
+     "shell.execute_reply": "2024-07-25T10:33:13.888756Z"
+    },
+    "papermill": {
+     "duration": 0.021308,
+     "end_time": "2024-07-25T10:33:13.891548",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:13.870240",
+     "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": "59fff91a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:13.916756Z",
+     "iopub.status.busy": "2024-07-25T10:33:13.916466Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.423005Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.422229Z"
+    },
+    "papermill": {
+     "duration": 0.522745,
+     "end_time": "2024-07-25T10:33:14.425480",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:13.902735",
+     "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": "ba5f5a87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.451781Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.451456Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.472017Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.471180Z"
+    },
+    "papermill": {
+     "duration": 0.036035,
+     "end_time": "2024-07-25T10:33:14.473975",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.437940",
+     "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",
+      "['tab_ddpm_concat'] 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": "1ab73fa8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.498661Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.498100Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.546268Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.545406Z"
+    },
+    "papermill": {
+     "duration": 0.062816,
+     "end_time": "2024-07-25T10:33:14.548186",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.485370",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 82830, 't_range': None, 'n_steps': 1, 'n_inner_steps': 4, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 4096, 'mlu_run': 4, 'target': None, 'lr': 0.0054671236814086204, 'loss_fn': <function l1_loss at 0x7dd37011cb80>, 'Optim': functools.partial(<class 'torch.optim.adamw.AdamW'>, amsgrad=True)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.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": "9a806dab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.575519Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.574836Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.591016Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.590151Z"
+    },
+    "papermill": {
+     "duration": 0.032496,
+     "end_time": "2024-07-25T10:33:14.593030",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.560534",
+     "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": "afac9d81",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.618021Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.617754Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.621855Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.620957Z"
+    },
+    "papermill": {
+     "duration": 0.019202,
+     "end_time": "2024-07-25T10:33:14.623830",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.604628",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "ea5364c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.648502Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.648215Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.746219Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.745309Z"
+    },
+    "papermill": {
+     "duration": 0.112913,
+     "end_time": "2024-07-25T10:33:14.748315",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.635402",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tab_ddpm_concat/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": "b7414330",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.775828Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.775053Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.785010Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.784161Z"
+    },
+    "papermill": {
+     "duration": 0.025803,
+     "end_time": "2024-07-25T10:33:14.787003",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.761200",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 4096 starting 0 until 82830\n",
+      "mlu step times 1*4*8\n",
+      "mlu samples 32 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\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": "4cab2b78",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.812388Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.812129Z",
+     "iopub.status.idle": "2024-07-25T10:33:14.820147Z",
+     "shell.execute_reply": "2024-07-25T10:33:14.819313Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023088,
+     "end_time": "2024-07-25T10:33:14.822044",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.798956",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "\n",
+    "from ml_utility_loss.tuning import create_objective\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.params.default import RTDL_PARAMS\n",
+    "import ml_utility_loss.synthesizers.tab_ddpm.params as PARAMS\n",
+    "from ml_utility_loss.util import filter_dict_2, filter_dict\n",
+    "from copy import deepcopy\n",
+    "\n",
+    "params = getattr(PARAMS, dataset_name).BEST\n",
+    "\n",
+    "model_params={\n",
+    "    **params,\n",
+    "}\n",
+    "\n",
+    "n_layers = model_params.pop(\"n_layers\")\n",
+    "d_layers_0 = model_params.pop(\"d_layers_0\")\n",
+    "d_layers_i = model_params.pop(\"d_layers_i\")\n",
+    "d_layers_n = model_params.pop(\"d_layers_n\")\n",
+    "d_layers = [\n",
+    "    d_layers_0,\n",
+    "    *[d_layers_i for _ in range(n_layers-2)],\n",
+    "    d_layers_n,\n",
+    "]\n",
+    "model_params[\"d_layers\"] = d_layers\n",
+    "\n",
+    "model_params[\"steps\"] = int(round(epoch_scale * model_params[\"steps\"]))\n",
+    "\n",
+    "rtdl_params = filter_dict(model_params, RTDL_PARAMS)\n",
+    "model_params = {k: v for k, v in model_params.items() if k not in rtdl_params}\n",
+    "model_params[\"rtdl_params\"] = rtdl_params\n",
+    "model_params_ = deepcopy(model_params)\n",
+    "model_params[\"mlu_trainer\"] = mlu_trainer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "009c36f4",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:33:14.847685Z",
+     "iopub.status.busy": "2024-07-25T10:33:14.847430Z",
+     "iopub.status.idle": "2024-07-25T10:42:46.712227Z",
+     "shell.execute_reply": "2024-07-25T10:42:46.711184Z"
+    },
+    "executionInfo": {
+     "elapsed": 343737,
+     "status": "ok",
+     "timestamp": 1697361491663,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "996f2f4a-9065-4001-9854-bff40326818c",
+    "papermill": {
+     "duration": 571.880423,
+     "end_time": "2024-07-25T10:42:46.714671",
+     "exception": false,
+     "start_time": "2024-07-25T10:33:14.834248",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.3512 Sum: 0.3512\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3031 Sum: 0.3031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2896 Sum: 0.2896\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2793 Sum: 0.2793\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08392287977039814\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.3004 Sum: 0.3004\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.2691 Sum: 0.2691\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2606 Sum: 0.2606\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2543 Sum: 0.2543\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011105583980679512\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2569 Sum: 0.2569\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2473 Sum: 0.2473\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.246 Sum: 0.246\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2409 Sum: 0.2409\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0205253716558218\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2413 Sum: 0.2413\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2377 Sum: 0.2377\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2338 Sum: 0.2338\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2295 Sum: 0.2295\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 7.123313844203949e-05\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.232 Sum: 0.232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.227 Sum: 0.227\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2265 Sum: 0.2265\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2215 Sum: 0.2215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08113710954785347\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2263 Sum: 0.2263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2226 Sum: 0.2226\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.222 Sum: 0.222\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2204 Sum: 0.2204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04973541013896465\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2215 Sum: 0.2215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2172 Sum: 0.2172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.2179 Sum: 0.2179\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2169 Sum: 0.2169\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.017190514132380486\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2179 Sum: 0.2179\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2144 Sum: 0.2144\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2141 Sum: 0.2141\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2149 Sum: 0.2149\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01666446216404438\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2121 Sum: 0.2121\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2108 Sum: 0.2108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2114 Sum: 0.2114\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2098 Sum: 0.2098\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2092 Sum: 0.2092\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2097 Sum: 0.2097\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08671826682984829\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2076 Sum: 0.2076\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2081 Sum: 0.2081\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2066 Sum: 0.2066\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2079 Sum: 0.2079\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2044 Sum: 0.2044\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.06023170426487923\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.208 Sum: 0.208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2056 Sum: 0.2056\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2037 Sum: 0.2037\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.015003867447376251\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2085 Sum: 0.2085\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2036 Sum: 0.2036\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2031 Sum: 0.2031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.008777167648077011\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2043 Sum: 0.2043\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2002 Sum: 0.2002\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.1972 Sum: 0.1972\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07988756708800793\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.1976 Sum: 0.1976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1974 Sum: 0.1974\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04865025542676449\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.1987 Sum: 0.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1937 Sum: 0.1937\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1944 Sum: 0.1944\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1938 Sum: 0.1938\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.011029120534658432\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1954 Sum: 0.1954\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1953 Sum: 0.1953\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.012992780655622482\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1945 Sum: 0.1945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1927 Sum: 0.1927\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1929 Sum: 0.1929\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.192 Sum: 0.192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1917 Sum: 0.1917\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1907 Sum: 0.1907\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09169180132448673\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.197 Sum: 0.197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1937 Sum: 0.1937\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.pipeline import train as _train, sample as _sample\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "clear_memory()\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "\n",
+    "model, diffusion, trainer = _train(\n",
+    "    train,\n",
+    "    task_type=task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    **model_params,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ab8d49a9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.020448,
+     "end_time": "2024-07-25T10:42:46.756516",
+     "exception": false,
+     "start_time": "2024-07-25T10:42:46.736068",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "24536b60",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:42:46.800516Z",
+     "iopub.status.busy": "2024-07-25T10:42:46.799664Z",
+     "iopub.status.idle": "2024-07-25T10:42:46.855925Z",
+     "shell.execute_reply": "2024-07-25T10:42:46.855178Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.080381,
+     "end_time": "2024-07-25T10:42:46.857990",
+     "exception": false,
+     "start_time": "2024-07-25T10:42:46.777609",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "from copy import deepcopy\n",
+    "import json\n",
+    "\n",
+    "if save_model:\n",
+    "    if True or not os.path.exists(model_path):\n",
+    "        torch.save(model, model_path)\n",
+    "    if True or not os.path.exists(diffusion_path):\n",
+    "        torch.save(diffusion, diffusion_path)\n",
+    "    trainer.mlu_trainer = None\n",
+    "    #torch.save(trainer, trainer_path)\n",
+    "    if True or not os.path.exists(model_state_path):\n",
+    "        torch.save(deepcopy(model.state_dict()), model_state_path)\n",
+    "    if True or not os.path.exists(diffusion_state_path):\n",
+    "        torch.save(deepcopy(diffusion.state_dict()), diffusion_state_path)\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": "0e932983",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:42:46.901876Z",
+     "iopub.status.busy": "2024-07-25T10:42:46.901476Z",
+     "iopub.status.idle": "2024-07-25T10:43:02.974805Z",
+     "shell.execute_reply": "2024-07-25T10:43:02.973999Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.09758,
+     "end_time": "2024-07-25T10:43:02.977099",
+     "exception": false,
+     "start_time": "2024-07-25T10:42:46.879519",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(30):\n",
+    "    seed(i)\n",
+    "    # Create synthetic data\n",
+    "    synth_df = _sample(\n",
+    "        diffusion,\n",
+    "        batch_size=model_params[\"batch_size\"],\n",
+    "        num_samples=len(train)\n",
+    "    )\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": "d1cb4bde",
+   "metadata": {
+    "papermill": {
+     "duration": 0.020823,
+     "end_time": "2024-07-25T10:43:03.020484",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:02.999661",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "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": 614.152286,
+   "end_time": "2024-07-25T10:43:04.667023",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-25T10:32:50.514737",
+   "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