diff --git a/iris/tab_ddpm/1/0/synth.csv b/iris/tab_ddpm/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..341f78c515e072976a613d6bea3f0b947cc392b3
--- /dev/null
+++ b/iris/tab_ddpm/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.8124481682843587,6.699998966526714,1.9794134856754837,Iris-virginica
+1,6.640269946649771,3.281243216339057,5.681921012985731,2.499999185298932,Iris-virginica
+2,6.322595102520801,2.5016055917470474,4.813783719927619,1.49798370421273,Iris-versicolor
+3,6.522641441100042,2.9830358501911878,5.504005047858822,1.8017624992305612,Iris-virginica
+4,5.3698082195895,2.9829814846497222,4.480881786906142,1.4963074825958398,Iris-versicolor
+5,7.699999053676852,2.7913077831008586,6.69999818429391,1.9848389180757555,Iris-virginica
+6,5.554580014300297,4.252803402073041,1.36640186298062,0.2,Iris-setosa
+7,5.2016623589652,3.4165902512900748,1.4006803362544575,0.2,Iris-setosa
+8,6.545948368906065,2.9274420614206114,4.341270205846566,1.3419798006525094,Iris-versicolor
+9,5.078638237586386,3.5874671746839244,1.458167971856404,0.36030149547702545,Iris-setosa
+10,5.4069588595144475,2.9863464293837585,4.1885106637401694,1.3587915223658102,Iris-versicolor
+11,5.594806791675483,4.259255943225453,1.378047913927055,0.2,Iris-setosa
+12,4.87679750576437,3.3993164884295757,1.6006287425136434,0.2,Iris-setosa
+13,5.078971672964858,2.4810799724601176,3.214267456302288,1.0613478398633114,Iris-versicolor
+14,5.52261478010199,2.3830168325190413,3.438900159414211,0.9274836901853076,Iris-versicolor
+15,6.418137213583708,3.1852093426955146,4.528420081127151,1.491334866727105,Iris-versicolor
+16,5.498362422057754,2.600948388770491,4.353479380963418,1.2599130444085347,Iris-versicolor
+17,5.703645280327673,4.4,1.5057251519096084,0.4400122179039354,Iris-setosa
+18,4.916156602993746,2.3960680122467592,3.301979677336313,0.9501256156068123,Iris-versicolor
+19,6.853799160377449,2.9998179184273868,5.5454041506178395,2.1006239852016124,Iris-virginica
+20,5.017696018704645,3.4884068059506226,1.304052441315554,0.29443463805783787,Iris-setosa
+21,5.205698135093805,2.697920743614069,3.9358755046500775,1.3978858272530272,Iris-versicolor
+22,5.08442495751202,3.7128464332239908,1.4802794365502898,0.37645233711477166,Iris-setosa
+23,5.4483359780550105,2.411333427304924,3.7324672901323153,1.0939389494908025,Iris-versicolor
+24,5.221887653490626,3.4937435772574728,1.5115294269121249,0.2,Iris-setosa
+25,5.901193079458334,3.211935834629727,4.816750447987621,1.8001891163734263,Iris-versicolor
+26,5.873148173187737,3.1909186883114025,4.743436363777961,1.7490296639698166,Iris-versicolor
+27,6.728936360456977,3.30614447698949,5.722420808040976,2.5,Iris-virginica
+28,7.69999850948691,2.766550300022265,6.699997881784599,2.0050680021764777,Iris-virginica
+29,5.1622533141414,3.463481016023149,1.4965243537902106,0.2,Iris-setosa
+30,6.390290621599884,2.779801048491938,5.36885923117234,1.8910092229653368,Iris-virginica
+31,5.55018277886139,2.6134749021597403,4.336876406242892,1.2684743962055924,Iris-versicolor
+32,4.983318227331298,3.1807670138706,1.1966675767724355,0.2,Iris-setosa
+33,4.400000559004267,2.9005301755542687,1.405979264681009,0.2,Iris-setosa
+34,5.639426837544677,2.3892655350618135,4.0524543909636295,0.8910779188228484,Iris-versicolor
+35,7.699999044611786,2.7816114401540433,6.699998327323414,1.9842971086108885,Iris-virginica
+36,6.467255807020678,2.9082803323563255,4.307739136694306,1.3167494055093636,Iris-versicolor
+37,6.667748195291488,3.029191503384948,4.454828142038199,1.408214022700815,Iris-versicolor
+38,6.3888238926306995,3.1026812219672544,5.465901925260945,1.8017458484207536,Iris-virginica
+39,5.097080282697892,3.862739608915372,1.6544312684795284,0.44011936276505154,Iris-setosa
+40,5.111921885040786,3.7781600513621143,1.5138581326898934,0.4271292420069942,Iris-setosa
+41,5.301251955387305,3.401513243547675,1.6410699846659214,0.2,Iris-setosa
+42,6.66039369927941,3.2708235659253964,5.66322055139883,2.5,Iris-virginica
+43,5.032750570864545,3.5780475576799033,1.3467308156481859,0.2,Iris-setosa
+44,6.106579544966539,3.3288400909878995,4.502251615015117,1.556733769445523,Iris-versicolor
+45,6.321858223916415,2.824432072001951,4.268127155476738,1.2755124474021409,Iris-versicolor
+46,6.303209952688618,2.6659420560598406,4.9000001796141675,1.8021751291871457,Iris-virginica
+47,4.986327950870833,3.5018358806405048,1.2853878804081464,0.30374673064737273,Iris-setosa
+48,6.3042463098052615,2.7626644598997077,5.0763269604455825,1.5217564823427328,Iris-virginica
+49,6.4043244536516015,3.099038448073242,5.503225909095281,1.788618148498186,Iris-virginica
+50,7.699999046504541,2.724635078347689,6.7,1.9817063115300313,Iris-virginica
+51,5.083596516385488,3.571218832186448,1.4537084176134436,0.35204563620552776,Iris-setosa
+52,5.094469808334332,3.491222024558666,1.3937328854871986,0.2767452710228452,Iris-setosa
+53,6.296036949418238,3.381065009494186,5.6173596002526285,2.3874459038127536,Iris-virginica
+54,7.238346649448492,2.9547120338293245,6.174674309814954,1.893701769181205,Iris-virginica
+55,4.400000501720014,3.203751169616843,1.3143910779708965,0.2,Iris-setosa
+56,4.847044130697616,2.371560097977219,3.457835811437543,0.9469130676251384,Iris-versicolor
+57,6.902103460145295,3.217403626149417,5.7108970681271005,2.289344268319649,Iris-virginica
+58,5.100687387950011,3.658168316420371,1.481115494399699,0.3917160343624807,Iris-setosa
+59,5.330318683271027,2.700418533505832,4.165349613547225,1.3586026310756874,Iris-versicolor
+60,4.929310636514203,2.4034821648894105,3.272569249097839,1.0717364766235231,Iris-versicolor
+61,5.108560411101609,3.791385222061714,1.5997332840400922,0.2,Iris-setosa
+62,5.103465952607802,3.326577533305879,1.6907193877492472,0.4463511210926665,Iris-setosa
+63,5.805251980656501,2.684744345675369,5.0927114977165395,1.9002788440694505,Iris-virginica
+64,6.357372942085281,2.811943872297847,4.239069417285192,1.2783266237588122,Iris-versicolor
+65,4.7767655882589,3.403115250105939,1.5829287908463348,0.2,Iris-setosa
+66,5.5053527473159845,2.396678962910064,3.8563732186441557,1.0170038734480218,Iris-versicolor
+67,6.330822611045538,2.934066478741059,5.543760060293936,1.805131005020547,Iris-virginica
+68,5.101267834908137,3.3092761890749243,1.8281410515301344,0.55749036232159,Iris-setosa
+69,7.7,2.7209665458792918,6.7,1.9822902293395852,Iris-virginica
+70,6.396275752906447,3.0987408117038315,5.53120311731493,1.8119872734384228,Iris-virginica
+71,6.667209908559031,3.3154055294776743,5.686134505592464,2.1518469908190947,Iris-virginica
+72,5.841878681751721,3.2324827113289345,4.824716193330606,1.8416706571141759,Iris-versicolor
+73,6.323243558461842,2.7579769368982205,5.082933830725732,1.4906106106363248,Iris-virginica
+74,4.581533349639935,3.5843808839165456,1.0000006119914162,0.2,Iris-setosa
+75,4.575741324249529,3.598466118288362,1.0,0.2,Iris-setosa
+76,5.481138820091111,4.1127882363887585,1.406619318596103,0.2,Iris-setosa
+77,4.839574906575457,2.9654809154118036,1.3825703754212855,0.2,Iris-setosa
+78,5.484892462008937,2.385096211098176,3.737461813714976,0.8672905328618314,Iris-versicolor
+79,5.096805698723616,3.3167894391223203,1.7335957841440275,0.5283559674035838,Iris-setosa
+80,4.653675773037707,3.109949535457375,1.4094377165994698,0.2,Iris-setosa
+81,5.953411167484978,3.4140430333687943,4.563224903531778,1.6843740789721549,Iris-versicolor
+82,4.771917956176164,3.3815623200302727,1.5978810126294418,0.2,Iris-setosa
+83,5.174989682979293,3.454300613924672,1.4347815773395687,0.2,Iris-setosa
+84,5.923367646741563,3.196506546698849,4.779332116208989,1.7758158964236763,Iris-versicolor
+85,5.589266320171472,3.0133262158300353,4.130922920547349,1.2955575646288333,Iris-versicolor
+86,5.0800681718075085,2.4755017598151126,3.096053976217172,1.0704700113047871,Iris-versicolor
+87,6.304477845616296,2.5126319120325653,4.919061556649772,1.5143587306461312,Iris-versicolor
+88,6.687599921641941,3.0960734654800715,4.420978012680622,1.4037381659317052,Iris-versicolor
+89,5.406207426072972,3.5217096005239177,1.6420558151388667,0.2,Iris-setosa
+90,5.96735306386127,3.399407109919004,4.482524889691106,1.5936063527258342,Iris-versicolor
+91,7.7,2.7518510726744436,6.7,1.994254414230332,Iris-virginica
+92,6.968474393575096,3.012668570442985,5.727272683754824,2.1157198447466925,Iris-virginica
+93,5.3451316179714325,3.42089356467545,1.668465663668837,0.2,Iris-setosa
+94,6.454917756599523,3.0309413745214653,5.513390047939786,1.7767933982991067,Iris-virginica
+95,4.400000740156665,2.919723064324475,1.401589502748413,0.2,Iris-setosa
+96,4.875039394552041,3.00157452232964,1.403389048115208,0.2,Iris-setosa
+97,4.996609143206224,3.6064349185531115,1.3997704724832742,0.2,Iris-setosa
+98,6.0482078345032315,2.9808705973478054,4.476341463446855,1.3872974072250808,Iris-versicolor
+99,6.00644078623132,2.689429862934295,5.067204394466813,1.5659740023585256,Iris-versicolor
+100,5.095208831676142,3.7747322313597054,1.54954596022676,0.46588350266051815,Iris-setosa
+101,5.763275894110817,2.555479257946379,5.043234726285522,1.9438568179299234,Iris-virginica
+102,5.594828615639196,2.995838380467404,4.1586964738898,1.358865902977407,Iris-versicolor
+103,4.901588433240479,2.407709219760288,3.338559127240119,1.1090403909650886,Iris-versicolor
+104,6.560216439608894,3.1145452602344577,4.443271229437949,1.4367628839820545,Iris-versicolor
+105,6.679534304879104,3.2720786819393086,5.695412617355444,2.5,Iris-virginica
+106,5.901906775232066,3.2265923874717957,4.769807802683709,1.7956115410041167,Iris-versicolor
+107,6.9902749753091715,3.075848624726375,5.680910819382667,2.1950291991862976,Iris-virginica
+108,6.376486150190483,3.006335582894895,5.514982374315413,1.7857049745062858,Iris-virginica
+109,4.400000723702189,3.1725304824195617,1.3384533649434998,0.2,Iris-setosa
+110,7.7,2.748067972143429,6.699998985351453,1.975951389815382,Iris-virginica
+111,5.6263058372777905,2.7178194196332464,4.275763966722199,1.2999766992364532,Iris-versicolor
+112,6.348482403869053,3.2145881281469233,4.535102924033414,1.5090504122803174,Iris-versicolor
+113,5.116800166463592,3.833512356626,1.6076188265108502,0.2,Iris-setosa
+114,6.373024365899265,3.1918741705095846,4.512434446971128,1.4937504364213117,Iris-versicolor
+115,5.171472875210689,3.4321266400213633,1.5165131053061485,0.2,Iris-setosa
+116,5.2209049739304145,2.7491456353655432,4.078153911328068,1.4218209826190007,Iris-versicolor
+117,6.317887191716053,2.505943977923046,4.8861334607827205,1.5180410427889748,Iris-versicolor
+118,7.699998473527363,2.7340002478486363,6.699998636656767,1.954296476370178,Iris-virginica
+119,4.98894769187585,3.5163304613006745,1.253824211777592,0.3073968098413038,Iris-setosa
diff --git a/iris/tab_ddpm/1/0/test.csv b/iris/tab_ddpm/1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/0/train.csv b/iris/tab_ddpm/1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/0/val.csv b/iris/tab_ddpm/1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/1/synth.csv b/iris/tab_ddpm/1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..089b134e17e2347b1f13eaa245fc19ee91f9e1ee
--- /dev/null
+++ b/iris/tab_ddpm/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.981632609187572,3.25101643084465,1.3824903273726408,0.2,Iris-setosa
+1,5.110586397520035,3.5172817894362884,1.405063957271672,0.3025622798797554,Iris-setosa
+2,5.362556194039979,3.922224800784643,1.6624040703542868,0.42622419505554643,Iris-setosa
+3,5.643962870047624,4.39999898283914,1.4897286796742877,0.40530684678879547,Iris-setosa
+4,5.570510670241747,2.6705684539393113,4.268910821823235,1.290925712140938,Iris-versicolor
+5,5.099903961706552,3.3576415722596753,1.3807689881205025,0.2,Iris-setosa
+6,5.514458343226936,2.599626944500891,4.382334993591992,1.270070346096277,Iris-versicolor
+7,5.794851965647811,2.6839991104282963,5.111499623102379,1.899271069193939,Iris-virginica
+8,6.018267858883863,3.4341006196871793,4.476881624899481,1.6092377063923018,Iris-versicolor
+9,4.834467611921196,2.3947523548016,3.2348831275247054,0.8714404573292378,Iris-versicolor
+10,6.590188905074713,3.049001920902212,4.38944428384276,1.3834886478398989,Iris-versicolor
+11,4.836206161696234,3.1164336036633045,1.4856816677863072,0.1,Iris-setosa
+12,6.515940893859311,2.9663269802415946,5.491550369603857,1.8100087878113043,Iris-virginica
+13,6.688720945774956,2.9948348072988997,4.992400379153104,1.719765886250959,Iris-versicolor
+14,4.606674671983228,3.1967814943862902,1.3931969843512024,0.2,Iris-setosa
+15,4.400000588326587,2.8724610760080056,1.4009347981487659,0.2,Iris-setosa
+16,5.083196313863422,2.481451473635234,2.9507944190871718,1.1065442359238893,Iris-versicolor
+17,5.458507553655244,3.403226203743192,1.893917867977484,0.2,Iris-setosa
+18,6.0457839454174405,2.713948613968817,5.092413918201669,1.6052218792386994,Iris-versicolor
+19,5.972412886301297,3.004530763372064,4.912162935765126,1.8046026314224939,Iris-virginica
+20,6.65965118185337,3.3245431445214395,5.679438655872835,2.5,Iris-virginica
+21,6.753866067783132,3.283003108858906,5.6408460364589725,2.5,Iris-virginica
+22,6.312020658402679,3.37850854560767,5.605820589617999,2.403097846216246,Iris-virginica
+23,6.527263348851402,2.9885755789167763,5.512157558583958,1.799214803113661,Iris-virginica
+24,6.684044133635281,3.2980478343254487,5.688024951696946,2.5,Iris-virginica
+25,5.016548175889934,3.3349079693592087,1.4266999027789522,0.2,Iris-setosa
+26,5.173615644488128,3.5042807008891113,1.4102505585353522,0.2,Iris-setosa
+27,7.7,2.767717174063669,6.7,1.9931484404538597,Iris-virginica
+28,7.7,2.8084465944150407,6.7,1.9894399787043624,Iris-virginica
+29,5.8709069882912255,3.217177523295224,4.816265237121849,1.8333843899366506,Iris-versicolor
+30,6.384500480732384,2.897468065602775,4.275362981363556,1.2889469864733387,Iris-versicolor
+31,5.563542618566557,2.6648314260142936,4.216054274499858,1.2815418264025593,Iris-versicolor
+32,6.347245817405278,2.686857521686158,4.8890596431456785,1.8000448989623232,Iris-virginica
+33,7.290767928597768,2.910769229048532,6.290358547969305,1.793530374796233,Iris-virginica
+34,6.721724096627583,3.3133879441786847,5.74644257499632,2.123520048776389,Iris-virginica
+35,5.442792751215492,3.937565904510784,1.3220839387426986,0.38774491286839885,Iris-setosa
+36,6.139218356426383,2.7869027127874313,4.778224832099703,1.7907742914015377,Iris-virginica
+37,5.4346288129643066,3.9545247022393335,1.2633476261291388,0.5217849240067046,Iris-setosa
+38,6.170942302000262,3.2602553302553345,4.462813927556947,1.5037772622654277,Iris-versicolor
+39,4.572560871573443,3.626451372787915,1.0,0.2,Iris-setosa
+40,5.024631650171856,3.5587982597836443,1.3315547038188926,0.2,Iris-setosa
+41,4.817539570844514,3.072600979988543,1.4956160334579736,0.10000012401104852,Iris-setosa
+42,5.676741440274475,4.399999151688771,1.494511826709776,0.4324090666396682,Iris-setosa
+43,6.4783780988837805,2.927213902634427,4.3382293847448565,1.3545553503633128,Iris-versicolor
+44,5.670344645494253,2.729410544820387,4.188076598681715,1.2956131736489778,Iris-versicolor
+45,5.42574470550943,3.8940497525705586,1.7904908512632671,0.3977888946801611,Iris-setosa
+46,7.7,2.761760397589676,6.6999987648195525,1.9982845148573722,Iris-virginica
+47,5.103645959752772,3.278915854130766,1.6909980158876101,0.49846883685092896,Iris-setosa
+48,5.545993231968568,4.260021644457517,1.3890063211314492,0.2,Iris-setosa
+49,5.139768427898891,3.608649109646893,1.5257785357005174,0.2,Iris-setosa
+50,5.865213407084091,3.210336756250311,4.833859484516385,1.819932251172486,Iris-versicolor
+51,5.193856965463498,3.525067032427004,1.4968935144070463,0.2,Iris-setosa
+52,5.5482554256109164,2.643015835561859,4.280113767852389,1.2779275229825675,Iris-versicolor
+53,7.7,2.7683034460424576,6.7,2.0124711497736976,Iris-virginica
+54,6.64120602375509,3.2535870554458124,5.68840665631167,2.5,Iris-virginica
+55,5.102052673488744,3.608990495244754,1.4679140428975144,0.37301498010513656,Iris-setosa
+56,6.3828855429894364,3.0905243895000707,5.503009137236751,1.80863689675958,Iris-virginica
+57,5.53947141148019,2.996985948653051,4.128677594408213,1.2991442460785836,Iris-versicolor
+58,6.32284220314439,2.9158483918544684,5.5671597552046155,1.8135243743771563,Iris-virginica
+59,5.332293627296572,3.786515660888491,1.4877859765659864,0.2,Iris-setosa
+60,6.000648692255853,2.9984850470636197,4.416433578353261,1.374296629933814,Iris-versicolor
+61,6.01396930495379,2.9747984995219134,4.8019257435942615,1.8031888555549513,Iris-virginica
+62,5.103386974075925,3.7571461051248205,1.933451703148263,0.3694722203041628,Iris-setosa
+63,4.775881803214781,3.419429101934983,1.582810913370018,0.20257979437230655,Iris-setosa
+64,5.650560265732877,4.4,1.498324128911133,0.3760242650633786,Iris-setosa
+65,5.433023509653009,2.988511691974771,4.525300359688312,1.5001260742623452,Iris-versicolor
+66,5.115644816303141,2.474739225128194,3.3376523031184053,1.0739988152056874,Iris-versicolor
+67,4.829294808292063,2.3770750922778343,3.4205888456773232,0.9616552331856434,Iris-versicolor
+68,5.112958207523233,2.484658375546814,3.0977657881570555,0.9675344304078882,Iris-versicolor
+69,4.990533952166207,3.202799622734334,1.2323413076197665,0.2,Iris-setosa
+70,5.1980626737326245,3.3959292494210067,1.4092711744523025,0.2,Iris-setosa
+71,5.488702601678779,2.405326783693445,3.9122317879439494,1.1212612779789553,Iris-versicolor
+72,5.118047001109291,3.3041587364101326,1.6903260911530298,0.5267926404005652,Iris-setosa
+73,5.441002879753196,2.9909121564293892,4.510598764851372,1.4997110344068754,Iris-versicolor
+74,5.504640816874313,2.392934229133281,3.601174805865484,0.9192273073985836,Iris-versicolor
+75,5.525998450913091,2.990677789477129,4.424908086791498,1.4856087312740942,Iris-versicolor
+76,4.908501976693864,2.403130434082846,3.2925311404675046,1.0132866046096205,Iris-versicolor
+77,4.4,3.010065694857738,1.3768187126838418,0.2,Iris-setosa
+78,4.868912763895516,2.3962101716259605,3.2822790084188522,0.9499753762030133,Iris-versicolor
+79,6.312473228020232,2.677452962612155,4.911506266409817,1.8136686570979093,Iris-virginica
+80,5.06348977339025,3.5121158409550763,1.401675521691879,0.319405303717446,Iris-setosa
+81,5.01893349424976,3.307448651855017,1.3863196208373219,0.2,Iris-setosa
+82,7.699998666950284,2.787314607933083,6.699998230572642,1.975287352053121,Iris-virginica
+83,5.97926606411746,3.3952741916741913,4.471801251842494,1.5555144135314274,Iris-versicolor
+84,6.636121080180049,3.278681081856824,5.658606587039046,2.5,Iris-virginica
+85,7.69999873314947,2.7951572333671617,6.699997873224632,1.9737743246059347,Iris-virginica
+86,6.329794572890702,3.398687407608196,5.598912609505606,2.381911772122132,Iris-virginica
+87,6.6764678481382616,3.2899588390459304,5.761558515361951,2.499999523442362,Iris-virginica
+88,6.681042257600753,3.3140265049841418,5.715763132753751,2.4999994708010984,Iris-virginica
+89,5.638515223740554,4.4,1.467326886124404,0.38536425048128065,Iris-setosa
+90,6.692680940568779,3.279076002830673,5.698561239472557,2.4999993888507857,Iris-virginica
+91,6.088530485866366,3.355322925489241,4.49333765995109,1.589551312504173,Iris-versicolor
+92,6.300426668129263,2.510393147130162,4.9014107777245846,1.5092814953257485,Iris-versicolor
+93,6.4883153455991405,2.9154111563755345,4.279370610498285,1.331204511807721,Iris-versicolor
+94,6.300189640008705,2.5039155242573976,4.999004746816454,1.898604724020243,Iris-virginica
+95,5.402082449405288,2.9889433784238677,4.465347938167895,1.4956860496486741,Iris-versicolor
+96,5.69413312345673,4.399999206719122,1.472506854663902,0.37954717593259935,Iris-setosa
+97,7.699999098039965,2.792526674907204,6.699998636842137,2.029138289036759,Iris-virginica
+98,6.673664242623931,3.305462454370878,5.745849834434419,2.499999539357212,Iris-virginica
+99,6.647501374281061,3.2795784956666574,5.693579725761833,2.4999995030330417,Iris-virginica
+100,6.819342164275689,3.331765972393196,5.727422774386067,2.5,Iris-virginica
+101,5.9724012065141885,3.419496923345763,4.550833660972814,1.5992663704477692,Iris-versicolor
+102,5.909431625232284,3.237537674571502,4.764031457725822,1.7576266873479278,Iris-versicolor
+103,6.27922862871182,2.71395021036763,4.900003436502543,1.7832824284725444,Iris-virginica
+104,6.531705441458487,2.940489764290343,4.326894351539387,1.3614367909632148,Iris-versicolor
+105,5.990388456290167,3.4109303810668945,4.501868418320745,1.5905855857435534,Iris-versicolor
+106,5.549147501627694,2.696619127614995,4.194300247114866,1.2916173991765159,Iris-versicolor
+107,5.540865330245599,3.0148784893694707,4.079996819625873,1.3225266919328693,Iris-versicolor
+108,6.447374706899381,3.0853343192792266,5.500190551498015,1.820362400592517,Iris-virginica
+109,5.478011865966027,2.4712824990187827,4.153384312601917,1.0548377514494665,Iris-versicolor
+110,5.766784856673785,2.65351353841383,5.090166150417122,1.9134126188190583,Iris-virginica
+111,6.923099883777513,3.2110161390989393,5.7097717724942205,2.3045110228334704,Iris-virginica
+112,5.674482462683978,2.480806840848751,4.9938762874902505,1.98978428724044,Iris-virginica
+113,5.522544614913052,4.4,1.4528145493883695,0.38353316695017564,Iris-setosa
+114,4.6024120186136965,3.386784689614273,1.3904918770771038,0.3059208178496102,Iris-setosa
+115,4.869630927597194,3.0980205999028914,1.5150771030821906,0.1,Iris-setosa
+116,6.315994679093441,2.679070257441875,4.917728644299089,1.8043624040971071,Iris-virginica
+117,5.248017169164926,3.501955846368537,1.403488808181508,0.2,Iris-setosa
+118,5.717767507421288,4.399999262753995,1.474464928598706,0.5202569746173203,Iris-setosa
+119,5.981896011799791,3.3463862019918187,4.548516792538334,1.610382187643331,Iris-versicolor
diff --git a/iris/tab_ddpm/1/1/test.csv b/iris/tab_ddpm/1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/1/train.csv b/iris/tab_ddpm/1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/1/val.csv b/iris/tab_ddpm/1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/10/synth.csv b/iris/tab_ddpm/1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..33cc77d56cdf95d3f147e86564bfb278d3094119
--- /dev/null
+++ b/iris/tab_ddpm/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.527775599419245,2.394530424420546,3.7247518680998972,1.054712215902851,Iris-versicolor
+1,6.036299420713562,2.707082232185142,5.182908621496719,1.6107085179183525,Iris-versicolor
+2,5.992668666398257,2.9644216445064244,4.825917682281481,1.8179694169612506,Iris-virginica
+3,5.987246977235077,3.423961114732588,4.458338709349687,1.6018456436300565,Iris-versicolor
+4,6.685128085868428,3.293028037206404,5.751243802947793,2.4999994115016033,Iris-virginica
+5,5.622700963279543,2.981280662048032,4.1235112493361985,1.3015595661790946,Iris-versicolor
+6,4.844340348444366,2.3993564644227083,3.1417318366185047,0.7915862940761892,Iris-versicolor
+7,6.67328277066161,3.1090769019270055,4.409354533713833,1.4036017031546515,Iris-versicolor
+8,5.649738955473534,4.4,1.46989094075875,0.4618984969944956,Iris-setosa
+9,6.674110923334132,2.9949194838897246,5.492842862338874,2.0664022489310865,Iris-virginica
+10,6.341587858910146,2.2960124686653747,4.48099766043859,1.290096474548571,Iris-versicolor
+11,5.948503521601945,3.2075186858534943,4.709570408647431,1.821115978533352,Iris-versicolor
+12,5.061289261763241,3.3596062955731676,1.4222765211473478,0.2,Iris-setosa
+13,6.409062314179073,2.6760246553856724,5.289286369625995,1.9103819303815741,Iris-virginica
+14,5.086342364025439,3.7002655438616223,1.4800624930643305,0.41854054289401554,Iris-setosa
+15,5.499155178088774,2.392823813662204,3.828374616765828,1.078602043650101,Iris-versicolor
+16,5.093081446165527,3.758458639911293,1.602207273446615,0.2,Iris-setosa
+17,5.961552821841964,2.2,5.025210110487915,1.4850560635160595,Iris-virginica
+18,5.689870948062705,2.9914339436183197,4.15182972746581,1.4202701435237155,Iris-versicolor
+19,5.981934670808325,3.4144230095121126,4.482374115546575,1.5872170126288334,Iris-versicolor
+20,5.112007168299917,3.6733518165106114,1.6042372751009872,0.30353278538777956,Iris-setosa
+21,5.713739334696703,4.4,1.5077042590348022,0.38216067786113816,Iris-setosa
+22,6.024019006935896,2.9840474202646465,4.469390195065638,1.4148225206053877,Iris-versicolor
+23,5.874131328279734,3.2077058461932904,4.827093796666965,1.7988859587155488,Iris-versicolor
+24,5.809005050339804,2.7229520582068876,5.109595632966181,1.8922649883221543,Iris-virginica
+25,7.6999989638013515,2.7470447015428174,6.699998052903756,1.9889132231144975,Iris-virginica
+26,5.4392806345744145,3.9159192823544418,1.2987739152291606,0.4159661738882045,Iris-setosa
+27,7.7,2.7411249849571093,6.699998572886717,1.947797025564171,Iris-virginica
+28,5.617426187529307,4.4,1.4716977335737718,0.5862974975701267,Iris-setosa
+29,5.985269804263848,2.2000003196821756,4.955296940900426,1.4890192054080404,Iris-virginica
+30,4.968178572050379,3.196757367881715,1.2204165326840046,0.2,Iris-setosa
+31,5.410174987154011,3.9156895062005272,1.6832625216908523,0.39910932054523435,Iris-setosa
+32,6.308495672277889,2.6869415785563366,4.900903824011969,1.769173369871718,Iris-virginica
+33,7.208149605510876,2.982965174389639,6.026188694587972,2.0727506937035893,Iris-virginica
+34,5.581446618326012,4.258299090461608,1.4004600770110538,0.2,Iris-setosa
+35,6.30675310576186,3.414550773260404,5.664102452598704,2.4053863643801487,Iris-virginica
+36,5.978265165121636,3.4325947990930445,4.50759100868043,1.6449237631900508,Iris-versicolor
+37,5.102696246866001,3.7776321172238223,1.9287071329607397,0.39979006101441006,Iris-setosa
+38,5.257437771341318,3.5779384930378724,1.4997870403388598,0.2,Iris-setosa
+39,6.00686924866477,2.7033126882465077,5.069856505237853,1.56117868101484,Iris-versicolor
+40,5.875292594123927,2.9600698913016577,4.2813916703520984,1.3127418590326585,Iris-versicolor
+41,6.663302916781107,3.2962648370292293,5.6953426750883,2.108428135813474,Iris-virginica
+42,6.7185887741334875,2.9840106658117156,4.979831949017651,1.693104019640894,Iris-versicolor
+43,5.762175639059182,2.78886746983022,5.085107086086606,2.4123381975813585,Iris-virginica
+44,5.606042696079742,4.261700888664217,1.4023080204288212,0.2,Iris-setosa
+45,6.284798589401421,2.311878628559402,4.349116894403178,1.2921519242596462,Iris-versicolor
+46,5.108664788420603,3.7942042541087755,1.919043072277277,0.46102736081800577,Iris-setosa
+47,5.510181654054354,4.190824736644324,1.4106988815536352,0.2,Iris-setosa
+48,5.4957889751655715,2.5938922053843325,4.391706226942367,1.158292873311873,Iris-versicolor
+49,6.679066249363145,3.3105270540536864,5.588434904844535,2.5,Iris-virginica
+50,6.6521176203506736,3.2779747720731396,5.739787157789647,2.4999994076648946,Iris-virginica
+51,6.436484270677454,2.5606851591216664,4.741820234591083,1.4853814499274485,Iris-versicolor
+52,5.3931607368679115,2.9819869145230755,4.405198415216448,1.4787407219718918,Iris-versicolor
+53,6.3281896608207555,2.479108245521176,4.863066087980039,1.4871485074356594,Iris-versicolor
+54,5.515657271830285,2.621790051536215,4.418686598620685,1.2562834057173946,Iris-versicolor
+55,7.7,2.7815867972456196,6.699998572441181,1.9919541883459648,Iris-virginica
+56,5.869267323009176,3.200797304880274,4.778319071352093,1.791690677360143,Iris-versicolor
+57,5.906387952249038,3.215170777023065,4.798092157563073,1.7990892235002982,Iris-versicolor
+58,5.779820326803579,2.646593092934291,5.090570515923358,1.9166693343999903,Iris-virginica
+59,6.407505394516989,2.7975437854358556,5.36773153503215,1.8756804931003068,Iris-virginica
+60,6.286618039982371,2.501571660697901,4.880214000059411,1.5003538349825272,Iris-versicolor
+61,6.325842468454696,2.5037228638698696,5.0331664795172655,1.8955483389030607,Iris-virginica
+62,5.868587307715345,2.999908021524049,5.137944467178146,1.8058994687062082,Iris-virginica
+63,7.699999065814874,2.785633258420136,6.6999981559855515,1.9737162766479919,Iris-virginica
+64,5.404867970080189,2.993952707368439,4.494735860560705,1.4942706763919897,Iris-versicolor
+65,5.078322927878991,2.4997701125503,2.9777501129643755,1.2097699351325324,Iris-versicolor
+66,5.414081645972601,3.953871138656651,1.6748824552535029,0.37610356638762255,Iris-setosa
+67,5.5412642640420176,2.3962483995644774,4.025175729466787,1.1122360572448882,Iris-versicolor
+68,5.081906806245516,3.406722168802661,1.502852844188959,0.2,Iris-setosa
+69,6.520987006801683,2.9916614472817082,5.510537023277331,1.8077698586599913,Iris-virginica
+70,6.680761978959916,3.303108945204416,5.658708442818205,2.5,Iris-virginica
+71,6.683048125120053,3.118295993253719,4.420690739064493,1.410738697534823,Iris-versicolor
+72,6.8019680187802445,2.9795626468597187,5.604501983598325,2.067210033528953,Iris-virginica
+73,5.5256687805424525,3.003509978906422,4.105205025423953,1.2960731325751982,Iris-versicolor
+74,4.996984080046899,3.6733956736979327,1.4037293591891782,0.2,Iris-setosa
+75,4.786112904814248,3.4092240041656616,1.6056565916760035,0.2,Iris-setosa
+76,5.678333613704437,4.4,1.4888811973411538,0.3971186144114319,Iris-setosa
+77,4.607168939037675,3.2048558222119063,1.413057574586656,0.2,Iris-setosa
+78,5.299888633137138,3.7327831623889707,1.5109667366376873,0.2,Iris-setosa
+79,4.400000493832616,2.8814507097610615,1.367312419144243,0.2,Iris-setosa
+80,5.0567412506005995,3.4286369626990822,1.5074648339642398,0.2,Iris-setosa
+81,5.543572305650097,2.9969931514390855,4.007130666701322,1.301709679210884,Iris-versicolor
+82,5.11680827418074,3.8320111449146923,1.944165786488397,0.4007064409175046,Iris-setosa
+83,4.603591761204575,3.402815469733142,1.4008546398312942,0.3060543796713675,Iris-setosa
+84,5.734279863154895,4.4,1.4847686063333791,0.38416789117766326,Iris-setosa
+85,5.001888503015503,3.6040029640011535,1.364352186117477,0.2,Iris-setosa
+86,6.546256369586468,2.9252863862814578,4.300385084287638,1.3569710701988238,Iris-versicolor
+87,5.906425389207573,3.022250815846206,5.17220778897112,1.8211377017903976,Iris-virginica
+88,6.248017807733089,2.726205063531128,4.866740487922052,1.7807916269323334,Iris-virginica
+89,5.09098254913721,3.761127734710981,1.5053429582558693,0.5329564683494211,Iris-setosa
+90,5.027272994493408,3.5300854729881896,1.3606755841581573,0.31585419205782284,Iris-setosa
+91,6.2818419993530705,2.300634829477554,4.422913425535353,1.2893529036631821,Iris-versicolor
+92,6.012938814285207,2.701010708978248,5.087397239212388,1.6387255797475717,Iris-versicolor
+93,5.204590026284986,2.729986081000937,4.022147839019824,1.4202025847079147,Iris-versicolor
+94,5.793822019302737,2.6814906106355,5.1218807739258585,1.8971202697070881,Iris-virginica
+95,7.1971537711341345,2.98722493882003,6.035678206009371,2.0723969753833655,Iris-virginica
+96,5.110108317228841,3.739089308389933,1.6050783483990259,0.2,Iris-setosa
+97,7.7,2.818443119936732,6.7,2.0084470458634116,Iris-virginica
+98,6.7233262353924435,3.0015267633593266,5.502584592034246,2.092504176083966,Iris-virginica
+99,5.498982500743177,2.403816359856463,3.679837772837743,1.0579459937472118,Iris-versicolor
+100,5.45751530499256,3.920298914016481,1.3001436389146444,0.36618220098017673,Iris-setosa
+101,7.7,2.777630990948027,6.7,1.9915252603629747,Iris-virginica
+102,5.968447369385177,3.440498638482121,4.429919245333031,1.6027600039915937,Iris-versicolor
+103,5.39578111403399,3.878691330758768,1.6583462158649784,0.38916570608165346,Iris-setosa
+104,4.935104976779908,2.422939030867949,3.563576168873472,1.0833452838149231,Iris-versicolor
+105,5.7443202031531255,2.7933235437977206,5.1755708418140625,2.4103634698565854,Iris-virginica
+106,4.400000805696107,2.891545329167656,1.4043274001580097,0.2,Iris-setosa
+107,7.190076264545128,3.002774276215351,5.973644891115452,2.089417267137911,Iris-virginica
+108,5.591030816125961,4.4,1.4860692055062223,0.39850780868934643,Iris-setosa
+109,5.518680906679254,2.397465057233441,3.895112827537119,1.0280511702955581,Iris-versicolor
+110,7.294115795690757,2.9602710087372204,6.215794192775401,1.896026517423079,Iris-virginica
+111,5.010791011349981,3.5073126282694513,1.3428151452837642,0.29359960147272773,Iris-setosa
+112,5.294288514091546,3.6904434108921356,1.4979363307315385,0.2,Iris-setosa
+113,5.082371829864243,3.396528729968773,1.5065145461668634,0.2,Iris-setosa
+114,6.683661944650397,3.0927925684588056,4.401164148948606,1.4046908360209232,Iris-versicolor
+115,5.786019630293012,2.6923540978904037,5.100141242911529,1.90204297204489,Iris-virginica
+116,5.178122308572315,3.436447762308144,1.5311875649973214,0.2,Iris-setosa
+117,6.695563324392516,3.120058819056622,4.419604390235023,1.4147331501929374,Iris-versicolor
+118,5.166791458423211,3.405485413500074,1.4061152575883005,0.2,Iris-setosa
+119,5.08594262064603,3.39563969380208,1.4883977877754222,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/10/test.csv b/iris/tab_ddpm/1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/10/train.csv b/iris/tab_ddpm/1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/10/val.csv b/iris/tab_ddpm/1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/11/synth.csv b/iris/tab_ddpm/1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..454bd848449e508df70cc3e7fd24606e48a3756a
--- /dev/null
+++ b/iris/tab_ddpm/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.099552229823123,3.6903082238652045,1.5187227644910934,0.4674252135939287,Iris-setosa
+1,7.7,2.7471811134411053,6.699998913894419,1.98526675146421,Iris-virginica
+2,6.391512060271083,2.8812849011542654,4.290946440408655,1.2969041272695188,Iris-versicolor
+3,5.565371073511557,2.701203627814604,4.206200501426657,1.317147747106752,Iris-versicolor
+4,5.034349320271266,2.458030551537195,2.994587087474212,1.1446509618277867,Iris-versicolor
+5,4.850214882923986,3.117030450985028,1.5116270440919126,0.10000012508485683,Iris-setosa
+6,4.806181683265967,3.062803120255939,1.50978073765258,0.10000009005686629,Iris-setosa
+7,5.004758595698811,3.1842528272550985,1.1908420893768152,0.2,Iris-setosa
+8,5.785929903405901,2.6979451086659023,5.101417215212756,1.8901650414428075,Iris-virginica
+9,5.359695303927561,2.972431371028918,4.488128216297868,1.4927618753247387,Iris-versicolor
+10,6.9355394574747535,3.198541886478663,5.755578600620705,2.298224272308127,Iris-virginica
+11,5.794070900980092,2.5961814301752963,5.048754895793129,1.9352770774311492,Iris-virginica
+12,6.394198016968698,2.7180771011003313,5.303223648784585,1.8879574424515748,Iris-virginica
+13,5.0308002839401125,2.459421080337317,3.2676906849503062,1.0453534772419868,Iris-versicolor
+14,5.146167358428268,3.851129974074949,1.86157650405302,0.49620753747701984,Iris-setosa
+15,5.333360235979955,3.874398210532263,1.5409736569776538,0.2,Iris-setosa
+16,6.771301821904624,3.0018081350015686,5.513911135103775,2.1046953690113512,Iris-virginica
+17,4.862129303626672,3.09700975387161,1.4927647901083936,0.10000009724505302,Iris-setosa
+18,6.666800558558339,3.292111162077201,5.726899500820429,2.5,Iris-virginica
+19,5.954486823118676,3.3593398319601926,4.49789233504222,1.6035051594944927,Iris-versicolor
+20,6.091602437438075,2.995566867496711,4.4373336008804385,1.3849294018246534,Iris-versicolor
+21,7.699998919671622,2.8039681703135098,6.699998408049314,1.9991392999305575,Iris-virginica
+22,7.7,2.774245893385289,6.7,1.9775014015606105,Iris-virginica
+23,7.7,2.799714110102539,6.7,2.0075172302694475,Iris-virginica
+24,7.7,2.794271028429423,6.7,1.990244205066941,Iris-virginica
+25,7.08261036363846,3.0104121215999324,5.877830738278138,2.136977908182484,Iris-virginica
+26,5.495491026061686,2.416636636670516,3.982657025449133,1.1648982631904872,Iris-versicolor
+27,6.6839591622924095,3.31830922621533,5.694188603941005,2.5,Iris-virginica
+28,5.02154934671814,3.3655912747028522,1.4150893120329924,0.2,Iris-setosa
+29,6.688981245174654,3.0727428015230576,4.416111824496917,1.3800506321804673,Iris-versicolor
+30,6.285903267637317,2.3023247927856136,4.4299370518466805,1.2801097990662191,Iris-versicolor
+31,6.008795565879831,2.699793162538562,5.117850412979395,1.615629752842289,Iris-versicolor
+32,5.581793260062339,4.2656088761643485,1.3454356217420829,0.2,Iris-setosa
+33,5.342205202604812,3.432621172364398,1.6446769654118758,0.2,Iris-setosa
+34,5.246659052960826,3.427076311966793,1.6100183118222409,0.2,Iris-setosa
+35,6.337466212637841,2.8317077672626567,5.173346325508692,1.6733212076920738,Iris-virginica
+36,7.7,2.7822105199226264,6.7,1.9809816613190268,Iris-virginica
+37,5.244479122174082,3.541845214835965,1.518913350289356,0.2,Iris-setosa
+38,4.9867692053810675,3.6015388431617867,1.4003039626553078,0.2,Iris-setosa
+39,5.0857187133609125,3.70830291313611,1.5827052395513124,0.2,Iris-setosa
+40,5.230631973702958,2.812435063369946,4.172275112089932,1.4445345871891684,Iris-versicolor
+41,6.665919568273633,3.3015024933352066,5.623347042871794,2.5,Iris-virginica
+42,5.51602415096271,2.4114778692108167,3.851845523126035,1.036563972093853,Iris-versicolor
+43,5.004993027277878,3.621152468900481,1.4040448066153917,0.2,Iris-setosa
+44,4.88223722527499,3.0863751360824443,1.4984338828014436,0.1,Iris-setosa
+45,5.519024290593316,2.3899236538912416,3.8129837425254447,0.8148105102849552,Iris-versicolor
+46,5.5858982068785545,4.4,1.4703769928908657,0.4622685101128298,Iris-setosa
+47,4.850493151698188,3.093505689007039,1.5125309097126742,0.1,Iris-setosa
+48,4.4,3.201627313565485,1.2978676624402077,0.2,Iris-setosa
+49,5.527697835036485,2.383315814451209,3.6560291694147655,0.9809003054594807,Iris-versicolor
+50,5.996096082699323,3.385730572459962,4.537149445370549,1.6198397417567265,Iris-versicolor
+51,5.652475790182682,4.399999254506648,1.4992407422223517,0.5934354401459632,Iris-setosa
+52,6.766884523126578,2.996410981668715,5.479006253679318,2.0912649838821564,Iris-virginica
+53,6.3533958578523855,2.8291718818222105,4.266408255753126,1.279369061495816,Iris-versicolor
+54,7.7,2.776356028685793,6.7,1.9973907097046593,Iris-virginica
+55,6.303336229666984,2.5105585720565227,5.025858464321703,1.897626697723214,Iris-virginica
+56,5.9976740782288855,3.4454076436305363,4.49626870616935,1.613409500679342,Iris-versicolor
+57,4.4,2.9784936344221276,1.3651004045795496,0.2,Iris-setosa
+58,5.105370641515466,3.8678830366025485,1.6723109783777403,0.20179232595852742,Iris-setosa
+59,6.685771233018578,3.28702321728821,5.665802447469837,2.499999458220891,Iris-virginica
+60,6.004228043913244,3.404951055729821,4.475867428665422,1.6079487707776252,Iris-versicolor
+61,6.280183928354945,2.310276285386729,4.3897223039632145,1.284399026485859,Iris-versicolor
+62,6.819531340367214,2.9829620872736817,5.448206063393378,2.102422536516698,Iris-virginica
+63,4.952316131270097,3.5515306521277017,1.4036779273194708,0.2,Iris-setosa
+64,6.42906342186137,2.740869102004018,5.32291351752524,1.8958565567360457,Iris-virginica
+65,5.570036672129098,2.676302548442072,4.290362090504428,1.2727791111107134,Iris-versicolor
+66,6.697610836176185,3.003963142134363,5.002177833851691,1.6968030963011334,Iris-versicolor
+67,6.694488721191856,3.2809738988092065,5.665394381165919,2.0985357744108315,Iris-virginica
+68,5.096078798956745,3.5161865466825897,1.4048036268925026,0.3091326295171915,Iris-setosa
+69,7.699998993305158,2.7579833171113513,6.7,1.974797914415568,Iris-virginica
+70,6.320429212911815,2.5237172444354226,5.012761754219494,1.8916749164702538,Iris-virginica
+71,6.311880706734111,2.5360430380218824,4.9323889364635045,1.835111266932954,Iris-virginica
+72,4.580251422701983,3.189165509196217,1.383120982898331,0.2,Iris-setosa
+73,6.747314057008923,3.0118448177014554,5.509449741749043,2.076844680211621,Iris-virginica
+74,6.3944335192009,2.8934016611683067,4.32010388174233,1.3020486136356921,Iris-versicolor
+75,5.7966009908458975,2.772301542123118,5.088848490293522,2.407107050848344,Iris-virginica
+76,5.671776567726814,4.4,1.4656709107445745,0.5891437471432077,Iris-setosa
+77,6.406856813828044,2.8816352812146553,4.27869516762733,1.2974225010749114,Iris-versicolor
+78,5.9964872928617945,2.6907878576935005,5.095934513321833,1.615449616089316,Iris-versicolor
+79,6.624762722489523,3.3087898373322036,5.675932590093755,2.5,Iris-virginica
+80,5.154897786917784,3.4276888587034504,1.5057806104038614,0.2,Iris-setosa
+81,6.4553763674357345,3.1577352984781215,4.52539294958644,1.4746036503849174,Iris-versicolor
+82,5.313224070547388,2.888739514850219,4.2605158681539965,1.462171951770176,Iris-versicolor
+83,6.027747182868224,2.6935958115965026,5.083883987819734,1.5783763621663092,Iris-versicolor
+84,5.982492365513502,2.2000003929209178,5.014199269410875,1.512707098961631,Iris-virginica
+85,4.986817161409032,3.2655561195841285,1.3141185762148948,0.2,Iris-setosa
+86,6.29945782851996,2.649048768362709,4.9183885087778805,1.8084902781491323,Iris-virginica
+87,5.101304179381527,3.761293395194722,1.8679619031903638,0.3957656456090459,Iris-setosa
+88,5.461361123081559,2.392116329669936,3.666552234982892,0.9718353586329944,Iris-versicolor
+89,5.895279502502759,3.220225592127422,4.82543915955054,1.785643796707271,Iris-versicolor
+90,5.697624797284836,4.4,1.4860112368095368,0.6210198919365766,Iris-setosa
+91,5.575958842038727,2.987306747036323,4.126002346589756,1.2820153055349734,Iris-versicolor
+92,5.069569918013247,3.7849645903767053,1.6243925008430966,0.2,Iris-setosa
+93,5.63598206952388,4.4,1.4913059060947025,0.39109181296319967,Iris-setosa
+94,5.029057790877177,3.5131182363508353,1.3032498923438034,0.27857759737765975,Iris-setosa
+95,5.848037345004159,2.865320482575965,5.197998856936668,2.4361122359821406,Iris-virginica
+96,5.098671852221433,3.7143013310434183,1.5416777225140952,0.45639525266607806,Iris-setosa
+97,6.705793797208705,3.289146693772358,5.645574176883121,2.4999995394326078,Iris-virginica
+98,5.258094286444564,3.432495813957745,1.5649006909650158,0.2,Iris-setosa
+99,5.791936224638877,2.7963764382979788,5.183635862189324,2.400012498609231,Iris-virginica
+100,6.677113698174632,3.0056179972079087,4.978813194559078,1.6629918805974162,Iris-versicolor
+101,5.558077189867797,2.9718510561537124,4.1260502118395275,1.283882612825551,Iris-versicolor
+102,5.082189462017492,2.5201185908577823,3.261176990196287,1.27692857262959,Iris-versicolor
+103,6.694859995981967,3.3068768293123028,5.746200066155458,2.4999994226357365,Iris-virginica
+104,5.513607787226273,2.4424707306923947,3.7448813172787307,1.11102779667788,Iris-versicolor
+105,5.082321795240974,3.311257049086742,1.8139583142810802,0.4687851623228464,Iris-setosa
+106,5.90846731125024,2.9996059838467724,4.231811376629776,1.4925723563736197,Iris-versicolor
+107,5.439709708994817,2.996212380460682,4.23131948870843,1.400882920486032,Iris-versicolor
+108,6.416249655180013,2.7251330544065797,5.354813060580749,1.8990527846785104,Iris-virginica
+109,6.672504448232277,3.023968887979848,4.411505826739709,1.3990080108292804,Iris-versicolor
+110,6.66801546417625,3.2892877748243428,5.731658939725735,2.4999993951268804,Iris-virginica
+111,6.677080595475972,3.0694063176127826,4.440011799097097,1.404644094958931,Iris-versicolor
+112,5.643961232219321,2.7657811299039414,4.177623077692304,1.3340589621691188,Iris-versicolor
+113,7.7,2.7386428514611794,6.7,2.0020053799685424,Iris-virginica
+114,4.5803589517488215,3.64316061331778,1.0,0.2,Iris-setosa
+115,7.7,2.7898028605833836,6.7,2.0046389904151196,Iris-virginica
+116,5.683842347288746,4.399999227966029,1.4790276673981775,0.5017663430626501,Iris-setosa
+117,6.091881798215471,2.5899685860673025,5.588236138874471,1.384775760430889,Iris-virginica
+118,6.298953827442857,2.567906028093336,5.048845967119584,1.9056612661595846,Iris-virginica
+119,6.894141450877278,3.213114657485355,5.674657504500675,2.3199038016758737,Iris-virginica
diff --git a/iris/tab_ddpm/1/11/test.csv b/iris/tab_ddpm/1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/11/train.csv b/iris/tab_ddpm/1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/11/val.csv b/iris/tab_ddpm/1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/12/synth.csv b/iris/tab_ddpm/1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..33d226cadab33a054db46e8cf8ac111cc62e62c1
--- /dev/null
+++ b/iris/tab_ddpm/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.733967465940326,3.2868082218249377,5.6376607244689545,2.5,Iris-virginica
+1,6.681415459797606,3.064803155612817,4.412740166136289,1.3962160718976215,Iris-versicolor
+2,5.577496535443922,4.4,1.4751645495822312,0.4786947112578192,Iris-setosa
+3,5.118740682740856,3.43562315190321,1.5022424633200142,0.2,Iris-setosa
+4,5.987665204328222,2.200000493672684,5.00139359270208,1.4978540952790573,Iris-virginica
+5,6.291262073829713,2.5106941982504107,4.871272222744871,1.4915556139653419,Iris-versicolor
+6,5.880484490810988,3.0062844437380294,4.2246282307344885,1.5112656428801905,Iris-versicolor
+7,6.329484650223679,2.839592306086828,4.260017841588708,1.2628890983210832,Iris-versicolor
+8,6.279240730082496,3.348479572721132,5.613825647808023,2.3669634873711782,Iris-virginica
+9,4.872585216020306,3.0922279118093607,1.4894780940382133,0.1,Iris-setosa
+10,5.06200043910692,3.3841986863561444,1.4902484677535117,0.2,Iris-setosa
+11,5.417979185628308,3.9327975806184776,1.3081523398320627,0.3896214196630239,Iris-setosa
+12,6.563917427131025,2.9907104248683387,5.561102560641039,1.819078252264642,Iris-virginica
+13,6.314669324505624,2.509379783566487,4.902232296807733,1.5138811886827845,Iris-versicolor
+14,5.365135782474739,2.9836283794254546,4.449017992212571,1.485590486948115,Iris-versicolor
+15,5.518764193203094,2.407014597795332,3.665692142871354,0.9211662235937808,Iris-versicolor
+16,5.899036616372858,3.217564700890284,4.815235407571808,1.8032654253437586,Iris-versicolor
+17,5.107175592226712,3.2990674470249677,1.804327561645512,0.5414274930909425,Iris-setosa
+18,5.6830741621421215,4.4,1.4828246041529702,0.36985113844335604,Iris-setosa
+19,5.577381410199222,4.268669299058509,1.3905621408886544,0.2,Iris-setosa
+20,6.81383742175942,3.167645910444774,5.651879211142005,2.256484316680118,Iris-virginica
+21,6.362978356126489,3.188741431791182,4.516445243137749,1.4927499018256607,Iris-versicolor
+22,6.72877689315961,3.291342898886847,5.701862752533714,2.5,Iris-virginica
+23,5.050464666296378,3.4813500497593863,1.343761924309108,0.2844248298664469,Iris-setosa
+24,5.567638374717939,2.7836549096149406,4.577000848587529,1.438184168264602,Iris-versicolor
+25,5.646371540691301,4.4,1.4729686234971882,0.6024927704780353,Iris-setosa
+26,4.590799762359544,3.4087148399254237,1.396886331654323,0.28349586461884724,Iris-setosa
+27,6.556010078414628,2.9770379041537836,4.369749831831464,1.3815810509135658,Iris-versicolor
+28,5.003057280934617,3.6012925800217017,1.3918648683835788,0.2,Iris-setosa
+29,5.624001768028408,2.6992559197326753,4.2194912514056355,1.3088916413517204,Iris-versicolor
+30,7.7,2.820524632461452,6.699998400702543,2.004692768473539,Iris-virginica
+31,6.290556400825373,2.638420624589867,5.006998903054272,1.8357704923715228,Iris-virginica
+32,4.988680412398001,3.597378103042713,1.3955736067819156,0.2,Iris-setosa
+33,5.116441254197889,3.335583858155665,1.6681784359306324,0.5257846767504384,Iris-setosa
+34,5.190673735374535,3.3896735706828087,1.3796973973343705,0.2,Iris-setosa
+35,5.40217813709502,3.3897702097750613,1.8143880805590715,0.2,Iris-setosa
+36,6.371452264674408,3.100481006994035,5.497186426348027,1.7939357955810626,Iris-virginica
+37,6.446614206747464,2.841983993499655,4.245227596550254,1.284219402330593,Iris-versicolor
+38,7.7,2.771458908800838,6.7,1.9844178546822495,Iris-virginica
+39,5.5703347992656065,4.221992844660102,1.3757588148132518,0.2,Iris-setosa
+40,6.249482668910103,2.5315381110529707,4.91762569947441,1.5198314792606413,Iris-versicolor
+41,4.865076100116589,3.0851146652029358,1.5167805072851794,0.10000010208245089,Iris-setosa
+42,5.591785296922867,2.9848765143814453,4.131843549668185,1.309199138894681,Iris-versicolor
+43,5.24387269916726,2.8622605636554947,4.158121440974855,1.4478258548589549,Iris-versicolor
+44,6.411295856998444,2.8652343466453476,4.218095935842391,1.319444671871981,Iris-versicolor
+45,4.9211423790838085,2.410474753881302,3.0282470180111094,1.0075263700304034,Iris-versicolor
+46,6.5154138072750465,2.9478162257841922,4.365412464784238,1.3699317440052243,Iris-versicolor
+47,5.547325961857999,2.666027146425436,4.351551676046561,1.271893913963874,Iris-versicolor
+48,5.583560450315575,4.4,1.523810047621603,0.40603898240612707,Iris-setosa
+49,5.5132539794725295,4.4,1.4693764118516952,0.3913590628544933,Iris-setosa
+50,5.608453582131687,2.7377698910048425,4.1820366403961025,1.2935137800069907,Iris-versicolor
+51,5.087557084941737,3.3945443286268793,1.4608841274344306,0.2,Iris-setosa
+52,7.6999986736781985,2.7845590388638506,6.69999842596275,1.9888477511205902,Iris-virginica
+53,4.807458205482506,3.402869745844822,1.6001415237550947,0.2,Iris-setosa
+54,7.699998939622974,2.7685394808249852,6.699998983243853,1.9585613983046655,Iris-virginica
+55,5.5974620459075295,4.240173044118124,1.3991277079034508,0.2,Iris-setosa
+56,6.812824772162567,3.003742503826397,5.518096931105122,2.082196592950349,Iris-virginica
+57,6.694899981644644,3.1345330621655174,4.409989754174112,1.4038479011608713,Iris-versicolor
+58,6.296679887175798,3.4283889712388254,5.65960759017184,2.39474175645975,Iris-virginica
+59,7.7,2.748178277187191,6.7,1.974627231228075,Iris-virginica
+60,5.43562902909253,3.944086912919559,1.6564846100974153,0.35832750113141043,Iris-setosa
+61,5.327198314930596,2.6181074387693757,4.124948219543495,1.2732329290416016,Iris-versicolor
+62,6.400920364384837,2.8715580081361542,4.2584004554774175,1.2795948107040027,Iris-versicolor
+63,5.452245756372543,3.0147855419030725,4.530151894046765,1.506206238837653,Iris-versicolor
+64,5.6337020632788395,4.399999017684618,1.4944065194667573,0.3935066040637879,Iris-setosa
+65,5.220548337311818,3.523066879500287,1.4994980603824037,0.2,Iris-setosa
+66,6.276717128483305,2.4924750530283037,4.878067956146286,1.480785867107759,Iris-versicolor
+67,5.239117710220324,3.684876252592668,1.5146634870108782,0.2,Iris-setosa
+68,5.507093455303957,2.5848991471498026,4.453490893676195,1.2180749622725995,Iris-versicolor
+69,5.9078076559558435,3.2285995577583817,4.806018669476778,1.8069763314312042,Iris-versicolor
+70,6.437366651674391,3.2036161175573694,4.563284708782758,1.5035152660946363,Iris-versicolor
+71,5.5947357693399615,4.4,1.4795368086059764,0.6984777374353781,Iris-setosa
+72,5.556640185144894,4.238371103566804,1.3702962822519913,0.2,Iris-setosa
+73,5.227840198840421,2.7069794778253216,4.034384017416999,1.3980838448651047,Iris-versicolor
+74,5.387356391164263,3.8422858344388384,1.3163858480322936,0.3714585482562599,Iris-setosa
+75,6.125427082382801,2.9971424274145084,4.636416732460627,1.3895389956394426,Iris-versicolor
+76,5.542741166959542,2.6700797291430867,4.201465289518091,1.2888642041725664,Iris-versicolor
+77,6.322529463723377,2.789244481177162,5.096065327360405,1.5307264258416367,Iris-virginica
+78,5.765955674349182,2.5857231065838273,5.054413671702729,1.925593389442956,Iris-virginica
+79,5.369055599866561,2.992740455517604,4.446498714498625,1.4978203969448185,Iris-versicolor
+80,5.304266677700239,3.6639524661001994,1.5094890967047776,0.2,Iris-setosa
+81,5.016665058303538,3.2165035580625996,1.196682063839109,0.2,Iris-setosa
+82,4.903938073682831,2.39507448371843,3.3628352898706293,1.0641935633525978,Iris-versicolor
+83,5.070080937480448,2.468898417431646,3.0479488513130235,0.9926769437573644,Iris-versicolor
+84,5.182590740689403,3.4807052874788615,1.5204987784030728,0.2,Iris-setosa
+85,4.871167699715509,3.0833949524646216,1.4854609133622754,0.1,Iris-setosa
+86,6.002700065589426,3.3766630734355623,4.5890326037267775,1.636608522721375,Iris-versicolor
+87,6.270674555433508,2.30826640349502,4.3340548809446995,1.2834254850994486,Iris-versicolor
+88,5.063261740759087,3.492994080478635,1.3465969571556895,0.29682942910548243,Iris-setosa
+89,6.274309341081311,2.856088819574582,5.56402061354335,1.7680888036226674,Iris-virginica
+90,7.7,2.7499456139140497,6.699998603397873,1.9984395967246686,Iris-virginica
+91,5.402874263680255,2.98820342383627,4.46375291687318,1.500739913217867,Iris-versicolor
+92,5.496733862601397,2.622696188474685,4.410067006134194,1.25829668279924,Iris-versicolor
+93,4.957089652621066,2.4300561603002437,3.087327120005744,1.063754500791127,Iris-versicolor
+94,6.947300215372257,3.2196631760863115,5.713724910464911,2.3094627300003467,Iris-virginica
+95,6.748270682769249,3.261914923296636,5.70538530094632,2.209056668753276,Iris-virginica
+96,6.5978871835083135,3.1085973914306866,4.70693258058113,1.5284957155548027,Iris-versicolor
+97,6.333596766101723,3.376585909790406,5.664528090463688,2.3947879128382255,Iris-virginica
+98,4.485028246277221,2.301341662048376,1.308077503683867,0.2807199033720496,Iris-setosa
+99,5.922332983204866,2.2,4.959667235093202,1.440022448227976,Iris-virginica
+100,6.372502251919083,3.108181714919299,5.514288958987378,1.812222911915143,Iris-virginica
+101,5.037251246713369,3.4904517318032653,1.3395694967683682,0.2885159397230781,Iris-setosa
+102,6.3274587505162625,3.368164174098248,5.692148341372749,2.389649412817163,Iris-virginica
+103,5.499977647778699,4.102637108806355,1.4094264868621336,0.2,Iris-setosa
+104,5.486023962742725,2.5959232157498477,4.36762025641663,1.2363259147811207,Iris-versicolor
+105,5.594585008662414,4.229221614689443,1.3855162818535272,0.2,Iris-setosa
+106,6.491570985530822,2.9658224391488583,5.500506993276289,1.7973499762826297,Iris-virginica
+107,5.598289277265474,3.0000921141857706,4.495740788773798,1.5054515646672963,Iris-versicolor
+108,7.3335363591473355,2.905258357171491,6.32731411348875,1.8084383197148932,Iris-virginica
+109,5.729891850967115,4.399999263282226,1.4776101035884472,0.3893264977145594,Iris-setosa
+110,6.602428887613174,3.275400707741569,5.610002265599434,2.5,Iris-virginica
+111,5.224905191540123,3.6373187970068908,1.4267346120000768,0.2,Iris-setosa
+112,6.596400216202411,3.316232395064669,5.8039695253182835,2.5,Iris-virginica
+113,5.120884961435836,3.4107018759356382,1.5083630768890517,0.2,Iris-setosa
+114,5.001356653260131,3.5856310020488698,1.394182273276412,0.2,Iris-setosa
+115,5.5062793548381395,4.213528687996377,1.379254885139181,0.2,Iris-setosa
+116,7.7,2.7425260043064075,6.7,1.977440120595495,Iris-virginica
+117,7.699998891512397,2.784507104760738,6.69999877596728,1.9923498285039436,Iris-virginica
+118,5.21047540418762,3.4180467909597505,1.5496040451502213,0.2,Iris-setosa
+119,5.621186238390276,4.270880557204076,1.3863627488898407,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/12/test.csv b/iris/tab_ddpm/1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/12/train.csv b/iris/tab_ddpm/1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/12/val.csv b/iris/tab_ddpm/1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/13/synth.csv b/iris/tab_ddpm/1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a20180c7e7911667ce9aa9171528e7fd45e5caf1
--- /dev/null
+++ b/iris/tab_ddpm/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.670422556804176,3.270159761038342,5.646590987505975,2.5,Iris-virginica
+1,5.579582463475711,2.9945350363787675,4.103030276926635,1.2870986532787716,Iris-versicolor
+2,4.800428444132685,3.3895649758780455,1.5817344293264084,0.2,Iris-setosa
+3,5.7911503834269045,2.6956236387588577,5.099425894710222,1.8895609911170417,Iris-virginica
+4,5.663185494869017,2.4584362689224433,5.013941514121437,2.0324572553551294,Iris-virginica
+5,6.315371589370745,2.473327460060754,4.84266782130664,1.4733601009656543,Iris-versicolor
+6,5.5012731384346765,4.232717893202829,1.3800771551309883,0.2,Iris-setosa
+7,5.483329809722185,3.9351047436914355,1.3232131495404296,0.3913911488090066,Iris-setosa
+8,4.906417966696994,2.994646145227211,1.3812264734668274,0.2,Iris-setosa
+9,5.980270092626233,2.200000316527844,5.0382664055567075,1.483821073709843,Iris-virginica
+10,7.699998979853888,2.7628970666786743,6.69999875079137,1.9721539303594362,Iris-virginica
+11,5.668857229482216,4.399999269307473,1.4848560387712357,0.3981251134995347,Iris-setosa
+12,6.37969538462124,3.0845567497605972,5.52439226631883,1.7891644758503473,Iris-virginica
+13,5.278406358558129,3.6602526053738367,1.4963514124258364,0.2,Iris-setosa
+14,6.285972866154768,2.2958999738387162,4.378036327829361,1.2827410748540597,Iris-versicolor
+15,5.033480247166913,3.5747152365088946,1.40222674279068,0.2,Iris-setosa
+16,5.951524152493934,2.2,4.98380070694909,1.4870218910533748,Iris-virginica
+17,7.699998909045547,2.793903064383866,6.69999844835433,1.9805069931007768,Iris-virginica
+18,4.400000477129801,3.194331072181815,1.2915681440596891,0.2,Iris-setosa
+19,7.7,2.7832198334093734,6.699998781439035,1.9702747462315113,Iris-virginica
+20,6.765812084619644,3.243990281157762,5.64657171109232,2.311480708022934,Iris-virginica
+21,5.48834537648088,4.070424921285732,1.406159289683491,0.2,Iris-setosa
+22,5.640655014487184,4.4,1.4825049653445155,0.4251399354189428,Iris-setosa
+23,6.671389176119647,3.1321312323127684,4.462512031522689,1.4063352015519848,Iris-versicolor
+24,5.267084652179148,3.6882099035135214,1.3424928132873193,0.3355482862266391,Iris-setosa
+25,5.097762372792992,3.3108524657807776,1.694700791048769,0.5149269217348466,Iris-setosa
+26,5.778877220697378,2.7836865952704155,5.109128205914719,2.39615157313924,Iris-virginica
+27,5.19779021619404,2.6956308672731693,3.6751752075976682,1.414467188107505,Iris-versicolor
+28,5.772399563109463,2.681931955726631,5.079062952323113,1.911634913442308,Iris-virginica
+29,7.7,2.772225287748378,6.7,1.999275078007119,Iris-virginica
+30,6.293330840065218,2.670831784697053,4.912881598329083,1.8133392388063785,Iris-virginica
+31,5.528337733806416,4.219412005192121,1.346388049809765,0.20475051791322116,Iris-setosa
+32,6.685898565994242,3.014345163394335,4.998940523969691,1.7222763481903207,Iris-versicolor
+33,7.7,2.7671122286312038,6.7,1.9785308311063101,Iris-virginica
+34,5.995444806427195,3.035582184166203,5.269941104617229,1.809548772624266,Iris-virginica
+35,5.073791645475214,3.3156809747360096,1.6774462946049917,0.40164537462626726,Iris-setosa
+36,5.441139534573862,4.0262114799540285,1.4468889602656974,0.2,Iris-setosa
+37,7.6999989379950735,2.7758121896677688,6.699998496175128,1.9353225213145393,Iris-virginica
+38,6.003500919289544,3.384428660398745,4.520755875013292,1.629342552106628,Iris-versicolor
+39,5.779940800499464,2.7071044481106017,5.094337843184981,1.8957328305717465,Iris-virginica
+40,5.0037021871527925,3.505100888610718,1.291804088185457,0.2831617566517524,Iris-setosa
+41,5.108969483856296,3.744217637113973,1.5844934916048379,0.4248263419646287,Iris-setosa
+42,5.049055786428525,3.3149831616106487,1.4101182587362138,0.2,Iris-setosa
+43,6.386661209406154,2.786942076778254,5.446293570828105,1.8636846170586605,Iris-virginica
+44,4.942936117142227,3.153132926245181,1.2420868137510699,0.2,Iris-setosa
+45,4.4000006617970975,3.1773606563562957,1.3024209072998316,0.2,Iris-setosa
+46,6.10847012935499,2.586042951876118,5.596772067799635,1.3984890588893069,Iris-virginica
+47,5.197444919964306,3.3951520199034397,1.3935781567793128,0.2,Iris-setosa
+48,7.7,2.7944587590992014,6.7,1.9934029020438615,Iris-virginica
+49,4.989454978343508,3.607104424728532,1.402019233033042,0.2,Iris-setosa
+50,5.662525845568602,4.4,1.4943109338352738,0.5954301940687202,Iris-setosa
+51,6.665433661215858,3.309473756554106,5.681746362995152,2.5,Iris-virginica
+52,4.866367372867741,2.3777213462175166,3.3918163724939565,0.9515383654777493,Iris-versicolor
+53,5.325594636287426,3.7650276367020936,1.5199872648363804,0.2,Iris-setosa
+54,6.396151464308273,2.702074539376485,5.328042112397907,1.905662273893643,Iris-virginica
+55,6.378143355453326,3.402726934211924,5.625584042290472,2.3794279586965934,Iris-virginica
+56,5.617684000661474,2.997964668883615,4.142069797924355,1.3033793704927887,Iris-versicolor
+57,7.699998924390532,2.725560955631645,6.7,1.9855750236428686,Iris-virginica
+58,7.7,2.786738582781346,6.699999007605889,1.993123339406583,Iris-virginica
+59,5.110020280575074,3.3211806434362847,1.9978378988205636,0.5026764570948832,Iris-setosa
+60,5.768614469242882,2.6773284644570277,5.0958412145337215,1.9079490276954152,Iris-virginica
+61,7.7,2.79559389215274,6.7,1.9956456417598634,Iris-virginica
+62,7.699998908094301,2.782850625423885,6.699998530703017,1.9941096005749055,Iris-virginica
+63,5.487278722944103,4.199354185310954,1.402864977340147,0.2,Iris-setosa
+64,7.258784352628785,2.8939048976633326,6.2716734867568205,1.781977892730214,Iris-virginica
+65,5.315754861068242,3.8015830309535943,1.5220945886014987,0.2,Iris-setosa
+66,6.704699511269893,3.3004500933370617,5.69200115881939,2.5,Iris-virginica
+67,4.595892642273366,3.200059663793757,1.4004947116281743,0.2,Iris-setosa
+68,5.688348814461813,4.4,1.4928971421375599,0.635740564181516,Iris-setosa
+69,5.529800380728912,2.654435914232835,4.2555899277235145,1.2814314000101266,Iris-versicolor
+70,4.942383408474052,3.1194687022484753,1.3216767419363762,0.2,Iris-setosa
+71,5.9371924002360394,2.2,5.001433582178941,1.47579558505069,Iris-virginica
+72,5.008647944192316,3.5231873282956117,1.4005203093821,0.2,Iris-setosa
+73,5.6892370443963065,4.4,1.477152832532442,0.38100855272646783,Iris-setosa
+74,4.898901251118145,3.0102106125500825,1.3903381018463608,0.2,Iris-setosa
+75,7.7,2.755828021172893,6.7,1.994543978491175,Iris-virginica
+76,4.581675459970713,3.3956193654289586,1.3877939679689097,0.298040440208128,Iris-setosa
+77,4.777791065152222,3.4052145851901803,1.6010550144361864,0.2,Iris-setosa
+78,6.302101236683422,2.4932899810258675,4.918587876703065,1.4976492317423056,Iris-versicolor
+79,6.316699077238942,3.4453500363837675,5.62315796776628,2.389941549662573,Iris-virginica
+80,6.026402388186479,2.2000002941553953,5.002946104128046,1.5104965677345272,Iris-virginica
+81,5.687299232291069,4.399999239629957,1.4858442526471465,0.38320035592652746,Iris-setosa
+82,4.991194342060017,3.2014578090079895,1.1999281730523383,0.2,Iris-setosa
+83,5.1757220872137415,2.6366870775260347,4.023458415606607,1.3732713968189287,Iris-versicolor
+84,7.7,2.765770525488986,6.699998669252176,1.985384985764368,Iris-virginica
+85,6.82481490221587,2.995647965266456,5.526343012243134,2.101968400049483,Iris-virginica
+86,5.669130935318372,4.4,1.4899438122631985,0.38200235173618946,Iris-setosa
+87,6.2970949036092385,2.796808914836761,5.102963078185244,1.4981520716870949,Iris-virginica
+88,6.745618781992512,2.9937866769018533,5.5032032264739295,2.1229959080092002,Iris-virginica
+89,7.7,2.7735347659454876,6.7,2.035944085156249,Iris-virginica
+90,5.988362255293189,2.9397411082189335,4.635324504437805,1.3929516021284725,Iris-versicolor
+91,6.327698265104114,2.662916633586184,4.9213208738219025,1.7924746900156237,Iris-virginica
+92,7.699998531657912,2.7958336068848144,6.6999982793725525,1.9922007761999192,Iris-virginica
+93,6.743410789140611,3.3450250454825823,5.680529838919933,2.5,Iris-virginica
+94,4.889010392592591,3.1244982210478143,1.485592080865975,0.1,Iris-setosa
+95,7.7,2.7828149251937164,6.7,1.9968477407823069,Iris-virginica
+96,7.7,2.781335405878206,6.7,2.0358118319569853,Iris-virginica
+97,6.481761375010414,3.0236973644225538,5.508534715958786,1.8025129401589584,Iris-virginica
+98,4.903265809733421,2.400958022236162,3.1828352887997617,1.0094632255075773,Iris-versicolor
+99,7.7,2.8296481045269744,6.7,1.9962722056785758,Iris-virginica
+100,5.804932816149655,2.822233751856075,5.1318326322353816,2.3992601244224514,Iris-virginica
+101,5.991925579460143,3.4239619881198537,4.5262636643595915,1.5999200438962533,Iris-versicolor
+102,6.866137316546484,3.215215974802885,5.6829867315910105,2.312818927661084,Iris-virginica
+103,5.97282636714904,3.4451907937860096,4.479381831040701,1.6111504018124294,Iris-versicolor
+104,7.241670007865115,2.9688513474524285,6.11601283674029,1.950955889490246,Iris-virginica
+105,5.031358998379099,3.4725046491941765,1.3354464791438456,0.2853758467082457,Iris-setosa
+106,7.063472165852414,3.015168027973356,5.779527426121911,2.1267954089850316,Iris-virginica
+107,4.626034326244266,3.4001067787926127,1.4043246276777122,0.30427999365033553,Iris-setosa
+108,6.422508654345815,2.761100710987073,5.470728411202783,1.8696974789292755,Iris-virginica
+109,5.892939521440264,2.9918295558829633,4.155483220493012,1.5125201438221934,Iris-versicolor
+110,5.775592275896551,2.792121799428448,5.1714985064460794,2.414643180676157,Iris-virginica
+111,6.3258633743618855,2.5138076986950524,4.997637703827308,1.9021902783853581,Iris-virginica
+112,5.593199342855902,2.999328126694066,4.101851180398812,1.3193897520798503,Iris-versicolor
+113,5.5932756244471555,2.8327233671373477,4.153447683881781,1.2688902170325143,Iris-versicolor
+114,4.90169938437239,3.497702816749028,1.6336862576930524,0.2,Iris-setosa
+115,5.087924052350144,3.51825971241725,1.3969070022476306,0.3096878320985984,Iris-setosa
+116,5.431645813752522,3.4184263966106103,1.9125301341034597,0.2,Iris-setosa
+117,7.7,2.767157904163877,6.7,1.9462902656424999,Iris-virginica
+118,5.078460031746195,3.5948023187793345,1.4522927949584568,0.35750556916936815,Iris-setosa
+119,6.345667981362759,2.764339952874666,5.09381741500071,1.4893926046289232,Iris-virginica
diff --git a/iris/tab_ddpm/1/13/test.csv b/iris/tab_ddpm/1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/13/train.csv b/iris/tab_ddpm/1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/13/val.csv b/iris/tab_ddpm/1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/14/synth.csv b/iris/tab_ddpm/1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6aa062bac5935b5df8fdc930e127d4930512d8f3
--- /dev/null
+++ b/iris/tab_ddpm/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.503697849690379,2.397023657043138,3.634856755574652,0.9554360176208412,Iris-versicolor
+1,6.385055771940893,2.8746570629724713,4.2703137754751825,1.288620834501876,Iris-versicolor
+2,6.251061457752678,2.5077948052393393,4.872410471618859,1.485398963602714,Iris-versicolor
+3,4.87340454393111,2.3861188406759752,3.087982927615001,0.9980603673217786,Iris-versicolor
+4,4.807805248773694,3.437982406866554,1.2880891865653137,0.30438631084554374,Iris-setosa
+5,4.595986272769064,3.6387923409670204,1.0,0.2,Iris-setosa
+6,7.7,2.7841549230014846,6.7,1.9880794338965178,Iris-virginica
+7,6.326216755021617,2.7817410728530154,5.093424639845634,1.5083019806668752,Iris-virginica
+8,4.97711975142403,3.595845354706428,1.4004729221361119,0.2,Iris-setosa
+9,5.061124651231162,3.5169914816744847,1.3696702335216504,0.30991008195555,Iris-setosa
+10,5.9870881894003025,2.6926761281482627,5.046620833571156,1.57297744548529,Iris-versicolor
+11,6.31505219931419,2.693026102540225,4.909272633620075,1.776793398576623,Iris-virginica
+12,5.680201378945231,2.9941533902508914,4.154341618226354,1.299612552946466,Iris-versicolor
+13,5.243267998502987,3.5778623297078855,1.5059702043265522,0.2,Iris-setosa
+14,5.503800318494123,2.4082454414202417,3.839129913990356,0.9369511007718999,Iris-versicolor
+15,4.584613544274817,3.1958172406314906,1.400305293327078,0.2,Iris-setosa
+16,6.330019295226014,2.915172827999627,5.574362905851848,1.798859912584399,Iris-virginica
+17,5.968718445108295,3.4208032794441054,4.428146256967563,1.597914589738446,Iris-versicolor
+18,6.0099625298979005,3.0096337912406876,4.780337816398507,1.793721050757735,Iris-virginica
+19,7.7,2.7874410357003563,6.7,1.9846228629594276,Iris-virginica
+20,6.695716143524014,3.3144826117180513,5.724127664029983,2.1099604998553816,Iris-virginica
+21,4.876856763468026,2.3818529701550375,3.1569020171318734,0.9743181115807995,Iris-versicolor
+22,6.293103422610404,2.5199601877411815,4.905551949736272,1.499049371706391,Iris-versicolor
+23,6.810973600103469,3.117419266199919,4.402807915993244,1.4020527897008515,Iris-versicolor
+24,5.402426059790026,3.940379457740927,1.8473928701648472,0.4364972136601645,Iris-setosa
+25,6.297804892590611,2.3097111344914927,4.433387832261629,1.2962909694028952,Iris-versicolor
+26,6.442354488375243,3.0624035622035404,5.488396560652407,1.8114307324743149,Iris-virginica
+27,6.016228332790064,2.7228191924565106,5.096529106977831,1.6104487866710973,Iris-versicolor
+28,6.675881870023818,3.2929518428813918,5.801864744318072,2.120636497491893,Iris-virginica
+29,5.983173526267421,2.9731918963133475,4.517627624195653,1.3682784569374298,Iris-versicolor
+30,5.86399572140247,2.9966087550617964,4.240612509502028,1.5012141513981885,Iris-versicolor
+31,6.068180524755659,2.2000003064004887,5.054107773405628,1.5055307956186306,Iris-virginica
+32,7.7,2.7779846934329266,6.7,1.9737990054913304,Iris-virginica
+33,6.541055753234096,2.9751913049059326,5.408044030252856,1.8077176426397121,Iris-virginica
+34,4.965372795455873,3.326508540108522,1.3887710054368259,0.2,Iris-setosa
+35,6.3259674452263015,2.293487951954886,4.367300211463611,1.2965438442794297,Iris-versicolor
+36,6.228667047478155,3.2872514488233855,4.5256403923695165,1.5274211624954004,Iris-versicolor
+37,5.217697106762715,3.8189345511905635,1.4899107436413994,0.5080164896131936,Iris-setosa
+38,6.790694554992718,3.2679765313702647,5.7016171970592735,2.2322545501780464,Iris-virginica
+39,6.274164394051535,2.6696251931289354,4.9369296452845735,1.8408280465781683,Iris-virginica
+40,4.641742811738602,3.6047592072491828,1.0000004851931916,0.2,Iris-setosa
+41,6.681821719377988,3.2972841460704085,5.774136735746913,2.4999993805446428,Iris-virginica
+42,5.60753251795038,4.3999987905256965,1.5333746839024165,0.44948544775162347,Iris-setosa
+43,7.699999070460186,2.738224857195843,6.7,1.9764484006068213,Iris-virginica
+44,5.490656369439214,4.155298791014339,1.4208665860282554,0.2,Iris-setosa
+45,5.490013918044093,2.44688265119529,4.089947760597684,0.9816121435761616,Iris-versicolor
+46,5.573882704756905,2.6478367371296705,4.350762984362059,1.266529001295079,Iris-versicolor
+47,6.408339720091407,2.7275848561131295,5.338934042977006,1.8763973697288991,Iris-virginica
+48,6.298815522466614,2.4953505287285465,5.010541218181605,1.886303442509558,Iris-virginica
+49,6.2838977028247385,2.297283073203618,4.3579745353483945,1.302946004527123,Iris-versicolor
+50,5.631011569602398,4.39999927642781,1.475152663030747,0.40478239871350224,Iris-setosa
+51,4.967526136764422,3.5460061954363704,1.3122658256044595,0.30442812023452337,Iris-setosa
+52,4.591529755450104,3.21387362571212,1.4078605638734756,0.2,Iris-setosa
+53,6.496108660661193,2.9301332043096027,4.301522412402042,1.3248057744377215,Iris-versicolor
+54,4.9976049832436935,3.6866978767803573,1.4015488933819158,0.2,Iris-setosa
+55,5.595083066774163,4.4,1.4978373564571275,0.41485298508304674,Iris-setosa
+56,5.4569256185337895,2.5886348926275384,4.379130711249785,1.080264836159982,Iris-versicolor
+57,5.801951941459888,2.7821103117800123,5.135928761184965,2.4027303795296637,Iris-virginica
+58,5.096828830610666,3.3984285601320408,1.4076761224012786,0.2,Iris-setosa
+59,5.3980408486598925,3.913112696238382,1.8530614229351186,0.4045215644081146,Iris-setosa
+60,7.699998655999703,2.751992703563532,6.699998358655288,1.9590778538824054,Iris-virginica
+61,6.3155977715527465,2.7820231139529685,5.082822730633389,1.5122261537375308,Iris-virginica
+62,6.671480949768611,3.0998545043856187,4.410854839620287,1.3928097736518517,Iris-versicolor
+63,5.424832330923604,2.969358514710481,4.41833769121287,1.5035912734451629,Iris-versicolor
+64,5.907943942127316,3.2235459867651253,4.768472311155848,1.8103003418755417,Iris-versicolor
+65,5.515588446383904,2.6050860185588323,4.308208974013144,1.2130900788093424,Iris-versicolor
+66,6.213054172667054,2.7787206455345332,5.3289619349848305,1.8648806666072233,Iris-virginica
+67,6.676984011486451,3.2079192645625354,5.678638724186028,2.033421852648371,Iris-virginica
+68,5.485744396826221,2.395612219868049,3.826895576285275,1.0854847003580481,Iris-versicolor
+69,5.596483343432343,2.657444809748446,4.2878877642745294,1.2890456942046504,Iris-versicolor
+70,6.677593142107166,3.306080386230245,5.68201493328925,2.1027925973942527,Iris-virginica
+71,5.5062954478343,2.3886714888064793,3.720665368322498,1.048042509177544,Iris-versicolor
+72,4.900509923683748,2.404757463363862,3.2504498809242675,1.0892123536571583,Iris-versicolor
+73,5.622765767155271,4.39999907052966,1.5035550628022878,0.45197799149038104,Iris-setosa
+74,7.149494979225276,3.013240460214947,5.852727274229063,2.1574031455549925,Iris-virginica
+75,5.63448650136163,4.4,1.4556680924309742,0.442866133323224,Iris-setosa
+76,4.870124062775561,3.0566725545442073,1.3963471943709287,0.2,Iris-setosa
+77,4.9906121033439135,3.596915597237921,1.3989879207981417,0.2,Iris-setosa
+78,4.578961759748949,3.20395461696057,1.4027411913029986,0.2,Iris-setosa
+79,7.7,2.751856195302683,6.7,1.983394180191462,Iris-virginica
+80,5.114197304301169,3.8817224013639713,1.5951340705164017,0.2,Iris-setosa
+81,4.581385470702119,3.6042314392281494,1.0,0.2,Iris-setosa
+82,5.023462962553004,3.506167829060127,1.3227372613792552,0.28834465717316693,Iris-setosa
+83,5.909332064820217,2.9943256680960477,5.108735719051887,1.795300676428063,Iris-virginica
+84,5.114424840897664,3.7906111306060875,1.6329208364406462,0.2,Iris-setosa
+85,6.003375295789249,3.4070987891611564,4.4819798462930915,1.6133155799240164,Iris-versicolor
+86,6.262389413808893,2.524284873365348,4.9036099118378464,1.5104178526095162,Iris-versicolor
+87,5.077094609704336,3.6852349021993667,1.396612901536677,0.2,Iris-setosa
+88,4.4,2.8812444748728954,1.409189891301107,0.2,Iris-setosa
+89,5.08318103255242,3.5135843717927937,1.3763215444444201,0.3269471106822418,Iris-setosa
+90,6.322910360127534,2.4897183372590463,4.957030027939745,1.8950131309095588,Iris-virginica
+91,6.258841055902806,3.4186906292502894,5.623552479665953,2.392793003528596,Iris-virginica
+92,5.462001311304039,2.4141935999539412,3.43309633096681,1.0551051558029307,Iris-versicolor
+93,4.577822964391142,3.617303622271517,1.0,0.2,Iris-setosa
+94,5.9263656545568875,3.0129754283588936,4.2308122407513435,1.5108736312955429,Iris-versicolor
+95,5.115705769196356,3.8092258988149377,1.6142932799515264,0.34392281638840194,Iris-setosa
+96,6.339361859415529,2.2917276298573235,4.4178454022905695,1.295760760985252,Iris-versicolor
+97,7.7,2.8153097391503423,6.7,2.017802742400669,Iris-virginica
+98,6.045635267306147,2.6621335403802813,5.072405716692354,1.574049796212915,Iris-versicolor
+99,6.692192926196473,3.286673122137017,5.707073302987378,2.499999502644953,Iris-virginica
+100,4.895385745927899,3.113885191661662,1.5216110711870814,0.1,Iris-setosa
+101,5.112518749708371,3.7940350481241345,1.9722051341640832,0.38990362685199376,Iris-setosa
+102,5.178803049722262,3.4546616780340997,1.4806860099016705,0.2,Iris-setosa
+103,6.004383381684629,3.386975153035687,4.516410997236957,1.5862138565080357,Iris-versicolor
+104,6.622791503976483,3.298236372685527,5.563857810932012,2.5,Iris-virginica
+105,6.735521839881232,2.9921260958794087,5.468909349406798,2.075904748138167,Iris-virginica
+106,4.5980260621203195,3.2020060765810197,1.3691119762196555,0.2,Iris-setosa
+107,5.017856070762358,3.6344287572495246,1.4183796453532342,0.2,Iris-setosa
+108,5.208048091077229,2.6841962064032177,4.0121948307291815,1.3939517624853726,Iris-versicolor
+109,5.972945852528295,3.383881444648729,4.514083929121109,1.6261725878968603,Iris-versicolor
+110,5.649524144845738,2.7769176231639783,4.141843169017466,1.3033990830166153,Iris-versicolor
+111,6.661709010142897,3.2910995756156938,5.883709084541831,2.5,Iris-virginica
+112,6.428947784690708,2.692095739514009,5.27865328687311,1.897216174246926,Iris-virginica
+113,4.983713894372493,3.592097206739845,1.4040052120495192,0.2,Iris-setosa
+114,5.032608223403208,3.6065631425532847,1.4111340553941047,0.2,Iris-setosa
+115,5.175700196365962,2.6957052318321604,4.017829737139243,1.4119315874125633,Iris-versicolor
+116,4.634624139806524,3.409947412966264,1.4062437283914386,0.30465345509788566,Iris-setosa
+117,4.967549521942104,3.6021880632920933,1.3753045375735184,0.2,Iris-setosa
+118,7.7,2.757078401318529,6.7,2.021540365685724,Iris-virginica
+119,6.617861212607425,3.264024920521877,5.56791601020138,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/1/14/test.csv b/iris/tab_ddpm/1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/14/train.csv b/iris/tab_ddpm/1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/14/val.csv b/iris/tab_ddpm/1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/15/synth.csv b/iris/tab_ddpm/1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..631cfcaf95a8b2f7601ab7cac0268eb472f4ac9d
--- /dev/null
+++ b/iris/tab_ddpm/1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.617284848278193,2.713895919058615,4.260042195836242,1.3024332748002008,Iris-versicolor
+1,6.324807770450184,2.8343720609872616,4.228084876615471,1.279032792474149,Iris-versicolor
+2,5.09265211188523,3.7585585191339903,1.5892735075409847,0.2,Iris-setosa
+3,4.888327804734286,2.3963295327523744,3.56874410154061,0.9072055496743354,Iris-versicolor
+4,4.851906207730807,3.0848694032316777,1.490191312102013,0.10000009626569452,Iris-setosa
+5,5.547035324870381,2.6614799823954383,4.2804617516109325,1.283413877920903,Iris-versicolor
+6,5.872945496992256,3.000147130794746,4.2494178956587705,1.502936768470098,Iris-versicolor
+7,6.278247071084721,2.461740547265934,4.817909485501666,1.474425956171261,Iris-versicolor
+8,6.87296652535975,3.0062853758670287,5.572412490782229,2.101318435675973,Iris-virginica
+9,7.307307278602873,2.8912269990853,6.322761598250838,1.7969803935781736,Iris-virginica
+10,5.109462678827838,3.7877216038081216,1.6756753476806727,0.45238591044715615,Iris-setosa
+11,7.699998885887807,2.7733447516111633,6.69999851492471,1.9786894110561202,Iris-virginica
+12,5.528487884814659,4.222523038253385,1.3764583828290269,0.2,Iris-setosa
+13,7.699999098556846,2.782898661157595,6.7,1.9683425091643376,Iris-virginica
+14,7.7,2.7573293043866465,6.7,1.9714048213290687,Iris-virginica
+15,4.994715004665645,3.6096047351719114,1.3711863131781499,0.2,Iris-setosa
+16,5.4755468693898175,2.399509679181315,3.5966561493054097,0.9418713476801571,Iris-versicolor
+17,5.6318006988527465,2.7240924529154587,4.153267875534488,1.313649822497388,Iris-versicolor
+18,6.804090382368713,3.284650162617645,5.733424845136328,2.5,Iris-virginica
+19,5.581581130444182,4.225972945504723,1.39171017262384,0.2,Iris-setosa
+20,5.395623019355112,3.91158070182985,1.732923168001421,0.5389751704570406,Iris-setosa
+21,5.993186936972546,2.706494233837569,5.08032190908254,1.5911617800518565,Iris-versicolor
+22,5.5714551217445445,2.4629188057986204,3.8582932723210863,1.1606304824681437,Iris-versicolor
+23,6.692215306856348,2.9932537335948464,4.995466330322053,1.6953587372841499,Iris-versicolor
+24,6.310652478533095,2.628241925796283,4.904891955820077,1.7975319659705384,Iris-virginica
+25,5.521184405659916,2.385409873687432,3.422385737501197,1.1070829248477843,Iris-versicolor
+26,4.770375330442594,3.398706185686487,1.6110940112165777,0.2,Iris-setosa
+27,5.946861561689776,3.3192319611206527,4.653667164817944,1.6890063674211027,Iris-versicolor
+28,6.909185489344118,3.187463229956027,5.691462007569496,2.291051017906284,Iris-virginica
+29,5.838948787445509,3.225510809832144,4.731988656986565,1.839042661244894,Iris-versicolor
+30,5.403268391443181,3.8950385397562957,1.6891730803209921,0.38988452398895224,Iris-setosa
+31,4.77526765732546,3.4113470002721966,1.5757303129642344,0.2,Iris-setosa
+32,5.596924416736914,4.284280613018286,1.360538722960753,0.2,Iris-setosa
+33,5.653527275052537,4.4,1.4787758332149066,0.7426728246122292,Iris-setosa
+34,6.10643547891681,2.583527971686163,5.580685290912947,1.427426839144062,Iris-virginica
+35,4.60012635767948,3.605938630032223,1.0000006027121782,0.2,Iris-setosa
+36,4.9957427366121925,3.591894813401806,1.370148259374681,0.2,Iris-setosa
+37,6.508446189498659,2.999333710872768,5.514198728690432,1.780903901109877,Iris-virginica
+38,4.978474276528043,2.4366295599906596,3.215081612388523,1.2231346924467026,Iris-versicolor
+39,6.500590643139374,2.9917797085358413,5.492921868031607,1.8059142079101682,Iris-virginica
+40,4.990439246890912,3.2920912529179347,1.3663903285137748,0.2,Iris-setosa
+41,4.887721660759171,2.3925722279086026,3.8376679791744266,1.0085616247053966,Iris-versicolor
+42,5.986524565298689,3.3749834934922354,4.561596330462944,1.6097129366660716,Iris-versicolor
+43,5.819956547591675,2.70983728135846,5.0955165248109,1.8982222901302497,Iris-virginica
+44,6.69690877423692,3.3133513119885967,5.822472144394591,2.5,Iris-virginica
+45,7.699998928129439,2.7548991246416485,6.699998419913961,1.9933144884251341,Iris-virginica
+46,6.379683460856502,2.8587594746363414,4.268320188814922,1.2948218293761442,Iris-versicolor
+47,5.791615249778546,2.7979775848090336,5.133983678709413,2.3970092377731564,Iris-virginica
+48,6.3317563707317674,3.2310717347516658,4.495291224775548,1.5127224671600046,Iris-versicolor
+49,5.0185085625496955,2.4517826353095966,3.1659104218741287,0.9837243107449651,Iris-versicolor
+50,6.632001659752162,3.327177715686192,5.691222055992416,2.5,Iris-virginica
+51,4.805973545034753,3.3992913772216093,1.6145383717302348,0.2,Iris-setosa
+52,5.23088038376541,3.4223627045241196,1.4000248252950798,0.2,Iris-setosa
+53,7.699998793909148,2.7952646623106183,6.699998749627477,2.009726099608306,Iris-virginica
+54,5.588879580806311,4.4,1.4590317222542177,0.3978066994438129,Iris-setosa
+55,4.622921311992339,3.640896811700809,1.000000380058996,0.2,Iris-setosa
+56,6.415524678106422,3.2089360654378845,4.483938445211337,1.4923281537965252,Iris-versicolor
+57,5.408041199396657,3.3969023445539053,1.6943998355257102,0.2,Iris-setosa
+58,5.491269568039512,2.412217293690563,3.9235266678014247,1.081451057394494,Iris-versicolor
+59,5.80367674473281,2.79091015865449,5.108150070189603,2.4078222161399934,Iris-virginica
+60,6.290682890426434,2.493507043723749,4.87879008739596,1.4902864529700972,Iris-versicolor
+61,4.595637322704087,3.6130431393369355,1.0000003882528348,0.2,Iris-setosa
+62,5.785727132052769,2.732248065856348,5.124315443986596,1.9008691828412179,Iris-virginica
+63,6.693106522856342,3.289703963285459,5.7061515187341945,2.1228701257981735,Iris-virginica
+64,5.694252673932963,2.4805060487915913,5.013988812989374,2.013034816602839,Iris-virginica
+65,6.289775165117772,2.7549020476776267,5.057272499919279,1.5165172314584028,Iris-virginica
+66,7.7,2.7710891217993683,6.7,1.98420597281482,Iris-virginica
+67,5.866806962713786,2.980844634711411,5.090620261615265,1.794382453696147,Iris-virginica
+68,5.450828184120882,3.3922117759927235,1.834366049274393,0.2,Iris-setosa
+69,6.081036330607186,3.285581510332841,4.563611272071569,1.6031429432211564,Iris-versicolor
+70,6.054580183383155,3.004718271587439,4.424003448871342,1.3851128129337382,Iris-versicolor
+71,6.030735014273221,2.6962952990210862,5.13206835006818,1.6088888185848105,Iris-versicolor
+72,6.7110358765739555,3.3100540389967446,5.752880767020525,2.1210004731761427,Iris-virginica
+73,6.284543637583665,2.4761758199798263,4.830698430378861,1.495273876162475,Iris-versicolor
+74,6.305130869265597,3.399023926250222,5.602765064197078,2.4045864424411945,Iris-virginica
+75,6.741938258187958,3.313973958651686,5.687207259634239,2.5,Iris-virginica
+76,4.602008626137653,3.4293925485348744,1.4002150244034717,0.3182560019955588,Iris-setosa
+77,5.981194199519133,3.422120474232736,4.5068412752672335,1.621706022073779,Iris-versicolor
+78,7.266014156564863,2.900269392981111,6.258361054195124,1.8166266501679162,Iris-virginica
+79,5.632235723862353,4.4,1.4700405646918089,0.5891687993863605,Iris-setosa
+80,5.568513045601118,4.258727529427301,1.3889998128259455,0.2,Iris-setosa
+81,6.339501096874613,2.8399002245424914,5.563957375642149,1.8283700572296553,Iris-virginica
+82,6.467218418379357,2.9859177174556137,5.451397659579265,1.7922062095500935,Iris-virginica
+83,6.309316677347688,2.4775285439937065,4.822052064852857,1.4848689372380663,Iris-versicolor
+84,5.440244617963706,3.002250018009974,4.506926052688948,1.5022579904605275,Iris-versicolor
+85,6.364423515352873,3.39366439268193,5.6905502746925505,2.3763342505630343,Iris-virginica
+86,6.422752366035788,3.0869459858400052,5.48820193199328,1.807901898946617,Iris-virginica
+87,5.612700001537479,4.399999154289645,1.460818447780191,0.3947953834540051,Iris-setosa
+88,6.330569692357039,2.488833783992875,5.00248111087867,1.8955608191145867,Iris-virginica
+89,6.015942667996015,2.7000119638151094,5.09901775549266,1.6192099414893952,Iris-versicolor
+90,5.34585333733264,3.859059040857339,1.671200686204366,0.3895363471481277,Iris-setosa
+91,6.489534443647153,3.0016059474335823,5.484481218849776,1.7834739283373988,Iris-virginica
+92,5.591696275767389,4.222963831638656,1.392090858021346,0.2,Iris-setosa
+93,6.638878870503265,3.3350291199044237,5.596293213221264,2.5,Iris-virginica
+94,4.598269852485285,3.6899082060699078,1.0000006192365556,0.2,Iris-setosa
+95,5.656294967301815,4.39999928939732,1.4917236417619102,0.3926473277873133,Iris-setosa
+96,5.007153250885496,3.5624815471245856,1.3765846742229142,0.2,Iris-setosa
+97,5.498222228170554,2.4094757419531487,3.7915032252050693,1.10700346567875,Iris-versicolor
+98,5.6731690529092536,4.4,1.4844429331035853,0.5088503589393354,Iris-setosa
+99,4.589299143459953,3.160807025196288,1.4091379422600196,0.2,Iris-setosa
+100,6.325800285543426,2.515316795511089,5.004323855589241,1.879471611340776,Iris-virginica
+101,5.6384125346985465,2.7069935474176017,4.192813752035634,1.30472929421604,Iris-versicolor
+102,5.748421445768643,4.3999990688587465,1.4997189125178554,0.38928092163068817,Iris-setosa
+103,5.97643478427038,2.703166552117857,5.062830634800694,1.5815754067721426,Iris-versicolor
+104,5.543727207726597,4.223347692341845,1.40070530650713,0.2,Iris-setosa
+105,6.723399492561605,2.994620599365773,4.997127836655408,1.700635926464156,Iris-versicolor
+106,6.6407330714757125,3.299077594154598,5.685834023280576,2.25799945942806,Iris-virginica
+107,4.577528663945421,3.6809713530373522,1.0,0.2,Iris-setosa
+108,5.2217603750487624,3.54491259907313,1.5127262902434893,0.2,Iris-setosa
+109,6.791081419217811,3.2203237986786157,5.792951562548335,2.309362021763239,Iris-virginica
+110,6.363473919157623,2.8230860880622473,4.225364789583443,1.2670859274035957,Iris-versicolor
+111,5.790538444752047,2.815312893132194,5.101528384615246,2.400792283616533,Iris-virginica
+112,6.278625700186077,2.494167488151964,4.9004327000312164,1.5142052386361053,Iris-versicolor
+113,6.008504450094771,3.4425096975468814,4.516043264452446,1.6308212257671546,Iris-versicolor
+114,5.524616022434722,2.4166468643049193,4.084502340541058,0.9035402768760211,Iris-versicolor
+115,5.503916956337391,2.384534597816047,3.720107124300613,0.928836525435179,Iris-versicolor
+116,7.7,2.722111311294379,6.7,2.0215873627663754,Iris-virginica
+117,6.09490057469967,2.5874323072933327,5.633796573566205,1.3927601503750657,Iris-virginica
+118,5.12028752635833,3.8417200146089745,1.9029530375689485,0.4961637740841504,Iris-setosa
+119,4.9127378735138665,3.1274682376538916,1.4029459250452214,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/15/test.csv b/iris/tab_ddpm/1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/15/train.csv b/iris/tab_ddpm/1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/15/val.csv b/iris/tab_ddpm/1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/16/synth.csv b/iris/tab_ddpm/1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..98ea2213af82107b7cd3d22f9ecae49ee19889b7
--- /dev/null
+++ b/iris/tab_ddpm/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8995368135125785,3.013362551494007,1.3862930304485102,0.2,Iris-setosa
+1,5.436092284693928,2.9996855927632704,4.459134026838637,1.512373221668145,Iris-versicolor
+2,6.814318922494127,3.0053603067185435,5.505992249531693,2.116308266001613,Iris-virginica
+3,6.418124702235446,3.2133081283699174,4.450063037559382,1.49045105648737,Iris-versicolor
+4,7.7,2.7206378461029286,6.7,1.9782193562026666,Iris-virginica
+5,6.292251766009548,2.7782708161368332,5.099926486285082,1.4955855707004069,Iris-virginica
+6,6.666428163629448,3.111011546152027,4.415722455338654,1.402642368822379,Iris-versicolor
+7,4.810315864224538,3.3782334763634223,1.5699312591911205,0.2,Iris-setosa
+8,5.01998315272461,3.5152197086960353,1.326925424409521,0.3278586094281447,Iris-setosa
+9,5.2308537442411405,3.5473445640198302,1.491326854285092,0.2,Iris-setosa
+10,4.986708574310373,2.438828116509541,3.0734433527215312,0.9667123230363239,Iris-versicolor
+11,6.303098409036879,2.6756058332808252,4.902967100205173,1.7837125865057222,Iris-virginica
+12,5.981390653911237,2.2000003154693477,4.974089057372666,1.4935984935292141,Iris-virginica
+13,5.430617036635524,2.9958858949526666,4.455468331258586,1.493391114880036,Iris-versicolor
+14,4.915644955912384,2.396975922595877,3.282804206171833,0.9432039713884031,Iris-versicolor
+15,5.085900663703911,3.368224430807037,1.4082536075982939,0.2,Iris-setosa
+16,5.559382633399915,2.993188788055972,4.093062014295346,1.286784408252122,Iris-versicolor
+17,6.627294058475422,3.283506937864977,5.677060750844251,2.499999261848253,Iris-virginica
+18,5.577885123864828,2.6880655110041687,4.240959206572964,1.2996555235584366,Iris-versicolor
+19,4.4,3.176823613949826,1.2997156166143746,0.2,Iris-setosa
+20,5.501573462690691,2.3980428086219465,3.389380500091529,1.0680019616065177,Iris-versicolor
+21,4.920553139074666,2.4102382944526397,3.503799406242166,0.9500348679679965,Iris-versicolor
+22,5.1537396967202485,3.807868859041912,1.675133161197201,0.4484038632603122,Iris-setosa
+23,6.308171633009757,2.548198750062237,5.037471489771637,1.8867995916332791,Iris-virginica
+24,5.341178541237398,3.8115641269742566,1.4891809852310847,0.2,Iris-setosa
+25,5.848110679307859,2.9923919460808426,4.1499871939764,1.4828882560820043,Iris-versicolor
+26,4.4,3.208745101556245,1.2891799231262282,0.2,Iris-setosa
+27,6.64579218391216,3.030428309561134,4.368753428223142,1.3963827051190563,Iris-versicolor
+28,5.760471351934442,4.3999992046130805,1.4868704170062108,0.3664632946914129,Iris-setosa
+29,5.874059403654553,2.972038329984877,5.107218568191942,1.8134320290507127,Iris-virginica
+30,5.811525690107816,2.7078982636737092,5.097285750313444,1.9077765483003568,Iris-virginica
+31,5.081590355487278,3.802998675577282,1.612759970034726,0.2,Iris-setosa
+32,4.4,2.9170087566572014,1.3902310963214248,0.2,Iris-setosa
+33,6.634802786433379,3.3020172514402604,5.682429898752726,2.5,Iris-virginica
+34,6.410500717815893,2.995383236495723,5.497853738201084,1.7846614050686411,Iris-virginica
+35,5.468447143999944,2.603569381780692,4.36028431725756,1.206088553276469,Iris-versicolor
+36,7.7,2.7301523936613528,6.7,1.954384005551039,Iris-virginica
+37,4.583162194600915,3.6407498415220028,1.0000003664164485,0.2,Iris-setosa
+38,4.807120885602689,3.1283454866974605,1.483141063015105,0.10000010176824145,Iris-setosa
+39,5.123492972436968,2.4751789831654474,3.633209972875978,1.1945148802811565,Iris-versicolor
+40,5.094561308347886,2.478210796923775,3.1932885529477595,1.0733735198289414,Iris-versicolor
+41,5.8941652348922045,2.982804913828149,4.187052974593102,1.495874759165084,Iris-versicolor
+42,6.742523429806404,3.313653712640771,5.6082311062101295,2.5,Iris-virginica
+43,5.813646515395829,2.7780723356751436,5.128275238832067,2.344485735720079,Iris-virginica
+44,7.7,2.698611769982808,6.7,2.0483221263951856,Iris-virginica
+45,5.962447309777617,3.3855008953567918,4.577943322644412,1.6602209192156205,Iris-versicolor
+46,7.7,2.778113962889103,6.7,1.9580400889700806,Iris-virginica
+47,5.09742901736922,3.769234989597778,1.6945019141074698,0.3938826147705445,Iris-setosa
+48,5.497245916024756,2.397613659992713,3.925599576864256,1.049930720356849,Iris-versicolor
+49,5.183543883483873,3.72560537229359,1.659707147181944,0.4306704012368473,Iris-setosa
+50,6.2780425893878204,2.8820038581748766,5.588384494719242,1.7905517171822682,Iris-virginica
+51,5.989856354262609,2.200000333673338,4.996326260647425,1.479988068833062,Iris-virginica
+52,4.806044061181849,3.3931106757694076,1.5847246066236547,0.2,Iris-setosa
+53,5.781799549833655,2.6197729165107893,5.053443824371911,1.9327896280437484,Iris-virginica
+54,4.996746184692962,3.612769485726599,1.4016613985325457,0.2,Iris-setosa
+55,6.7207086992809835,2.992410066487461,5.014587200020152,1.7167514705011515,Iris-versicolor
+56,5.16565861454323,3.4432120932433965,1.4749074438778667,0.2,Iris-setosa
+57,5.966989364795702,3.4423758832654276,4.544794100329949,1.5914626707576547,Iris-versicolor
+58,6.000008587223393,2.2,5.001270095097607,1.4919784402265972,Iris-virginica
+59,5.86042242667366,2.98086439550336,5.098445374985547,1.8041047039487534,Iris-virginica
+60,6.707826008510632,3.280372190346841,5.7582346843682455,2.5,Iris-virginica
+61,5.459989111271294,2.4058950558177847,3.68000272129144,0.9891487633725202,Iris-versicolor
+62,7.7,2.7728827136150653,6.699998725038923,1.9894756140870866,Iris-virginica
+63,5.755108923207271,2.6189826434903547,5.067702600583819,1.9191134778241778,Iris-virginica
+64,6.371604420488399,2.6631283352868707,5.254867044269508,1.9063088299465245,Iris-virginica
+65,4.585513181217921,3.599331873443005,1.0000004620692475,0.2,Iris-setosa
+66,5.000859068352857,3.5995892815593904,1.401201803370984,0.2,Iris-setosa
+67,6.271531546094253,3.2494830436876536,4.50841502565065,1.4982498944885974,Iris-versicolor
+68,6.324409380407146,2.6916767119274896,4.831979270938607,1.7716955166381343,Iris-virginica
+69,6.660167712934739,3.311215202810764,5.719676280497556,2.4999993498825566,Iris-virginica
+70,5.060636608456099,3.40112529238394,1.4985755181676894,0.2,Iris-setosa
+71,6.207267531198262,3.4317237150883613,5.67628574905971,2.4041623693988874,Iris-virginica
+72,5.091997452970075,3.792851724389644,1.6204765078417551,0.2,Iris-setosa
+73,5.478526307404351,2.401521092034062,3.5822342256815833,1.0961634553983841,Iris-versicolor
+74,5.485041474574851,2.3982666357414484,3.8038680120069888,1.0546241093150361,Iris-versicolor
+75,5.16766992866402,3.509232998776755,1.5258461084489143,0.2,Iris-setosa
+76,5.897591232514205,2.8107103753839118,5.139103125165479,2.401038564170931,Iris-virginica
+77,5.601231292627117,4.160653453033983,1.4013302862883386,0.2,Iris-setosa
+78,7.7,2.790691444339587,6.7,1.9868404476016128,Iris-virginica
+79,5.78626119041212,2.6865525035117614,5.074551573078647,1.8742011589441032,Iris-virginica
+80,4.887294271662667,2.4021244353182993,3.174758921585397,0.9832927648587733,Iris-versicolor
+81,6.619686791127899,3.094568680515514,4.413092966680438,1.4242341908797875,Iris-versicolor
+82,7.7,2.79326022236444,6.699998965459965,1.999835699776969,Iris-virginica
+83,5.03474601470962,3.3414119970015475,1.4053782382849915,0.2,Iris-setosa
+84,5.7119031654454995,4.4,1.4769310567176803,0.535500297173279,Iris-setosa
+85,6.019572157935545,2.97929330553214,4.518673729575358,1.3715039315198407,Iris-versicolor
+86,5.092952390936241,3.80565291378629,1.600266877368418,0.2,Iris-setosa
+87,5.412933909016521,3.9054331966358586,1.668725226746573,0.3875733567344184,Iris-setosa
+88,5.886394170128593,2.996531719697357,5.116419431047848,1.8155252485341933,Iris-virginica
+89,4.621240945686919,3.584439093811276,1.0000005010476014,0.2,Iris-setosa
+90,6.424005458792256,3.199044617568946,4.46974269753387,1.4757990860267118,Iris-versicolor
+91,4.579404873510945,3.2010283714185452,1.383594639560488,0.2,Iris-setosa
+92,5.600807679858316,4.4,1.490771425159855,0.3756493189063036,Iris-setosa
+93,5.563859011845519,2.993003575449603,4.1487444390987855,1.2970885883369991,Iris-versicolor
+94,6.940149500900967,3.185983744700635,5.736730417386634,2.3012123086781164,Iris-virginica
+95,5.972148985605055,3.447628142408313,4.558446273433677,1.6492004847275479,Iris-versicolor
+96,6.332470479492091,2.8849666013452837,5.578124515337838,1.800856593390487,Iris-virginica
+97,5.613104045932156,2.7123277663782037,4.1950532827653415,1.3107442351023433,Iris-versicolor
+98,5.022458296855818,3.297370622358609,1.4017772086961098,0.2,Iris-setosa
+99,5.0656163293558265,3.3879784461755897,1.4568474979810182,0.2,Iris-setosa
+100,5.797396904097864,2.6651531849881804,5.086193562143913,1.90715651316423,Iris-virginica
+101,5.102821844493959,3.392235295503373,1.4815427395485925,0.2,Iris-setosa
+102,4.916583731239732,3.0706683172529425,1.3885498742695581,0.2,Iris-setosa
+103,5.358181402161208,3.4067672586250715,1.6849189062742318,0.2,Iris-setosa
+104,5.397876109481791,3.4854762470628495,1.6057003028648331,0.2,Iris-setosa
+105,6.691437482470152,3.0046488632620934,4.970560982194366,1.6877925771214368,Iris-versicolor
+106,5.510994479960399,2.6367360365013024,4.3721077672416495,1.172563000008642,Iris-versicolor
+107,5.6207504015515966,2.999152452053847,4.434290568209768,1.478012905004077,Iris-versicolor
+108,6.598878894146197,2.9975026086753593,4.37156764947969,1.390076763446108,Iris-versicolor
+109,4.400000538863809,3.1750174521295316,1.3129308743176356,0.2,Iris-setosa
+110,6.286751813507162,2.8718174076177503,5.594421102037056,1.8127520083004525,Iris-virginica
+111,5.334321856509431,2.9637518736400956,4.428936070947627,1.4840244771586482,Iris-versicolor
+112,5.773525871779715,2.690644724234529,5.0981513408506185,1.8998602959546487,Iris-virginica
+113,7.69999888245236,2.8035368017595603,6.7,2.01257280994056,Iris-virginica
+114,4.7803681033893035,3.397681460437795,1.6088461266987597,0.2,Iris-setosa
+115,5.3363613394721305,3.8460117482990297,1.6861063409290564,0.4073731093984641,Iris-setosa
+116,4.795089683968664,3.407196049180342,1.6119480499620344,0.2,Iris-setosa
+117,6.948084125102256,3.1906072332180178,5.742615452160941,2.2825491825532023,Iris-virginica
+118,5.281365773074433,2.9556964569964066,4.338633913063494,1.4838068116485512,Iris-versicolor
+119,6.464143343271156,3.1916816396625616,4.48084411671809,1.4923703384148124,Iris-versicolor
diff --git a/iris/tab_ddpm/1/16/test.csv b/iris/tab_ddpm/1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/16/train.csv b/iris/tab_ddpm/1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/16/val.csv b/iris/tab_ddpm/1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/17/synth.csv b/iris/tab_ddpm/1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..19d372de5b7cbc3724399691d3bc7e2c4e4addf0
--- /dev/null
+++ b/iris/tab_ddpm/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.078658797040978,2.496591170241883,3.230088364289219,1.1074810199937537,Iris-versicolor
+1,6.35127766705806,3.1960311198601006,4.554000441002215,1.4886117442674507,Iris-versicolor
+2,5.394059604012646,3.8998567908613455,1.6842721360327781,0.3881284953369865,Iris-setosa
+3,5.257304457843611,3.5683452402214457,1.4958399499963526,0.2,Iris-setosa
+4,6.425543981925254,3.0871003520862383,5.510535731802995,1.817985485243297,Iris-virginica
+5,4.590133750835964,3.6014874207810097,1.000000795779963,0.2,Iris-setosa
+6,5.156130945778543,2.49031347713434,3.1775553262750362,1.0657986444858176,Iris-versicolor
+7,6.286900448598689,2.77759314794798,5.408198710531191,1.8824410141694194,Iris-virginica
+8,5.094905756644719,3.7694151110592005,1.671859904476914,0.4068153373611667,Iris-setosa
+9,7.7,2.759897637529124,6.7,1.9734991215370017,Iris-virginica
+10,6.103563671421279,2.5955709024590696,5.58347254697045,1.4044830033846583,Iris-virginica
+11,6.2980266757742145,2.8772115594996843,5.621178577649234,1.8077493878173114,Iris-virginica
+12,6.388345225267841,3.213373115067595,4.528353470249945,1.4893872295861086,Iris-versicolor
+13,6.425858609119065,3.0717766298725517,5.4837000368895445,1.7749232379759596,Iris-virginica
+14,6.47320053455147,3.015898660538987,5.495831193609129,1.8023255355125263,Iris-virginica
+15,5.001425432214369,3.3670796417498856,1.425386840251885,0.2,Iris-setosa
+16,6.2847209094845145,2.6642270207109426,4.92630464026864,1.8163673233226385,Iris-virginica
+17,5.747309089172143,2.785044912611176,5.098059835140993,2.411319137440106,Iris-virginica
+18,5.6670682723429655,4.4,1.4952695614425855,0.491612716617121,Iris-setosa
+19,5.228724733264364,2.7300821774879824,4.026904848141547,1.412454830113616,Iris-versicolor
+20,6.011753035216024,3.001269250695968,4.772323825588494,1.8019361350652023,Iris-virginica
+21,6.70262147111771,3.312945850621814,5.703619841728733,2.5,Iris-virginica
+22,5.096932088592686,3.758373500236404,1.6245251207077016,0.45379920574218974,Iris-setosa
+23,4.5838270493672555,3.6560602398985806,1.000000409704126,0.2,Iris-setosa
+24,5.64894280927675,4.399998838971543,1.4871267432876372,0.4132672583208185,Iris-setosa
+25,5.792060861228563,2.8134214024197814,5.115686168119615,2.3859307569990746,Iris-virginica
+26,5.607127573515173,4.399999098040664,1.494842646122639,0.49568844104458165,Iris-setosa
+27,5.299676078367904,3.6247554845608754,1.515931589767192,0.2,Iris-setosa
+28,5.973671882879687,3.4166516139052727,4.45556653163034,1.5511309375701712,Iris-versicolor
+29,6.409997879392892,2.8620517795008205,4.330641326938336,1.3057289846888855,Iris-versicolor
+30,5.413554416414765,3.9275466761818687,1.6945604405428822,0.3902236881604718,Iris-setosa
+31,5.851007289529725,3.2040657209351258,4.832694108257216,1.7990834578432184,Iris-versicolor
+32,5.2522898847034805,3.5599655269327424,1.5092401949168446,0.2,Iris-setosa
+33,5.896885002792307,2.9987042174467335,4.207617181534789,1.5012764462104338,Iris-versicolor
+34,5.016306674117613,3.595543725453231,1.4047294261888092,0.2,Iris-setosa
+35,5.447620432872105,2.9940388904871265,4.516620162332546,1.4973597244071475,Iris-versicolor
+36,5.563803217851589,4.23444091756551,1.3609440057414472,0.2,Iris-setosa
+37,6.694022496942849,3.1147668276898948,4.366107237014857,1.4076571505171491,Iris-versicolor
+38,5.690783156629575,4.39999892882406,1.4661487606171903,0.36240119943147403,Iris-setosa
+39,5.927598873474735,2.992435004769693,4.6168981344807705,1.4694948541490525,Iris-versicolor
+40,7.7,2.7702770132437275,6.7,1.998986762610374,Iris-virginica
+41,5.110690159682072,3.3056744460836383,1.7626196503610663,0.37444167413991664,Iris-setosa
+42,7.7,2.7490584911490723,6.7,2.04254207584665,Iris-virginica
+43,5.274452452431159,3.730152578264245,1.4965165384499501,0.2,Iris-setosa
+44,5.648642896293341,4.4,1.480583775752842,0.5143546684597606,Iris-setosa
+45,7.7,2.7581197479718256,6.7,1.9679444531839934,Iris-virginica
+46,4.941056941764794,3.562485436365778,1.5471153915180826,0.2,Iris-setosa
+47,5.167109037817318,3.556838220720496,1.5125584711013091,0.2,Iris-setosa
+48,5.25113447134043,3.6479652001196143,1.5103987950650013,0.2,Iris-setosa
+49,5.666118247580604,4.4,1.488745680579019,0.43439409969708653,Iris-setosa
+50,6.402898701578379,3.1869736048014143,4.451573524908128,1.494614774097882,Iris-versicolor
+51,5.958745910653638,2.2,4.988167481449379,1.5000327287468107,Iris-virginica
+52,4.944965834530814,2.426561742016158,3.2259478604132994,1.0499195650624897,Iris-versicolor
+53,5.5262317869421524,2.4017619639014063,3.420853756642516,0.8118661806505518,Iris-versicolor
+54,5.669956871625308,4.4,1.5045668018306744,0.39678978642243,Iris-setosa
+55,5.782255225071708,2.9832871341489566,4.272622881726217,1.4660962344257285,Iris-versicolor
+56,5.021541710793737,3.592326346610891,1.396362970406288,0.2,Iris-setosa
+57,4.59908176249812,3.595378021905024,1.0000004293756677,0.2,Iris-setosa
+58,5.4456742124456055,2.9820470280473375,4.439600570425136,1.4646905244100952,Iris-versicolor
+59,5.113556369576925,3.327277665557019,1.6792782676182019,0.4971475841878714,Iris-setosa
+60,6.440206664431625,3.205133389410801,4.4818391459255835,1.5117600852550424,Iris-versicolor
+61,6.391670700709309,2.888679997898626,4.26065731973824,1.2940838235825824,Iris-versicolor
+62,4.5849631878573724,3.6869567324203127,1.0,0.2,Iris-setosa
+63,6.542486154651856,2.9850811881171553,4.412099725076789,1.3937460160225037,Iris-versicolor
+64,5.091901736756469,3.323150087705589,1.6982479200651022,0.6489474545291802,Iris-setosa
+65,5.392812121440376,3.4102369301134603,1.6685344499167214,0.2,Iris-setosa
+66,6.242710665809308,2.3018654184339082,4.300745264443832,1.2963500465003175,Iris-versicolor
+67,4.6046340990379155,3.666646184248697,1.0000005148421844,0.2,Iris-setosa
+68,6.801383808901757,3.2431956257594012,5.624904198148477,2.271838839051423,Iris-virginica
+69,5.002379642038505,3.525658523343075,1.3189393710728048,0.32629813992484213,Iris-setosa
+70,6.278886065574831,2.7218467923718173,4.913693982670829,1.7940271713983797,Iris-virginica
+71,5.585113501313378,4.2313864125724105,1.3756831357519523,0.2,Iris-setosa
+72,6.65349698268284,3.2719348039781386,5.773931194646006,2.1160135507754094,Iris-virginica
+73,5.8263554311117325,3.1682649142294053,4.726338942663599,1.7172023198591444,Iris-versicolor
+74,6.313599323725543,2.2934701593071516,4.406821504065823,1.2935801455161118,Iris-versicolor
+75,5.50977768727724,2.4099706096402773,3.7496387709850367,0.8733172949594861,Iris-versicolor
+76,5.100470793280602,3.3307268870295594,1.405538538248878,0.2,Iris-setosa
+77,5.016350461616274,3.1864261504760094,1.2157361993392628,0.2,Iris-setosa
+78,6.0829126819991295,2.593774676445768,5.575118846735019,1.375228444786123,Iris-virginica
+79,5.4735695644984474,2.974590772516872,4.394797337394642,1.486198558054448,Iris-versicolor
+80,7.7,2.783957783169609,6.699998663409783,1.9777655213927416,Iris-virginica
+81,5.365130492820212,2.986035134633309,4.467459763691181,1.4981370868108665,Iris-versicolor
+82,5.711369215448325,2.4814258918703187,4.983655722654148,1.9916068363443762,Iris-virginica
+83,5.404182905717729,3.931186206294825,1.315576654932559,0.3798977005138782,Iris-setosa
+84,5.100103282516396,3.3948537560113627,1.49100003716799,0.2,Iris-setosa
+85,6.053360897349856,2.576523314486242,5.600027659125319,1.4268985544322816,Iris-virginica
+86,5.371397016847974,2.968120563485458,4.4152139499048175,1.499882204389184,Iris-versicolor
+87,5.988922972589695,2.717173035038779,5.092163645795098,1.6194661917610278,Iris-versicolor
+88,6.691557097095052,3.2690318763431874,5.793451198895813,2.499999503903833,Iris-virginica
+89,7.7,2.763002265047055,6.7,2.0084053097387886,Iris-virginica
+90,4.597141087202202,3.211630640099078,1.4073362345011955,0.2,Iris-setosa
+91,5.645614348644076,4.3999992317998,1.4893397111041815,0.3969970419161436,Iris-setosa
+92,5.5783777114430775,2.9878371486165456,4.111616391116242,1.2999895240705985,Iris-versicolor
+93,7.699999096827816,2.7448981191143855,6.699998545667902,1.985689874998624,Iris-virginica
+94,5.36303299405069,3.4259773442271975,1.6690863818527097,0.2,Iris-setosa
+95,5.102119397747239,3.836070355684836,1.5754305817658247,0.2,Iris-setosa
+96,6.35565416010295,2.759261952975207,5.07636527876154,1.5141259814718853,Iris-virginica
+97,6.352566784305965,2.8473636618185307,4.281053585234092,1.2742184839628024,Iris-versicolor
+98,4.4,2.851110802263351,1.4076196183354828,0.2,Iris-setosa
+99,5.7419665265723445,2.498837804357948,5.013683003640802,2.0056745728563317,Iris-virginica
+100,6.63872913610244,3.3542646592081473,5.803635863484787,2.5,Iris-virginica
+101,7.7,2.764045563716258,6.7,1.9756243429489677,Iris-virginica
+102,5.681549720710948,4.399998321894199,1.4756711931823132,0.46502357199369954,Iris-setosa
+103,7.354798518886594,2.8905515200314373,6.331689497556982,1.8093507000802886,Iris-virginica
+104,6.871865343023661,3.0553920959537844,5.582697311707061,2.182354459850597,Iris-virginica
+105,6.634783528970177,3.3025878741612438,5.570603054217196,2.499999378190983,Iris-virginica
+106,5.414018786451859,2.980983915757063,4.504281749395295,1.5133057220280501,Iris-versicolor
+107,7.7,2.7891308438501468,6.6999985474977235,2.0249924142700957,Iris-virginica
+108,5.440376238363915,2.989275667360759,4.514623971791648,1.4933232395664835,Iris-versicolor
+109,4.910814442088828,2.382239595726969,3.36644566262422,1.076931095782602,Iris-versicolor
+110,5.683558452748773,2.476197088604761,5.003539767794012,2.007608862945408,Iris-virginica
+111,4.587257624460887,3.406457409795933,1.4006946092093224,0.277256076016826,Iris-setosa
+112,6.678949903179888,3.3047838777028344,5.7296710328415665,2.138826059858734,Iris-virginica
+113,5.383982575789427,2.9936208736452583,4.465856876224268,1.5036234578101213,Iris-versicolor
+114,5.659996889069577,4.4,1.4974688163903935,0.4567102903751424,Iris-setosa
+115,5.1377348194503,3.693877392447063,1.516637792173552,0.39036082612952805,Iris-setosa
+116,5.787448818292008,2.69827715365368,5.089040115006896,1.8881818514017272,Iris-virginica
+117,5.043542547450349,3.661133645658746,1.423062319526352,0.2,Iris-setosa
+118,7.7,2.760670344952916,6.7,2.0220704411873203,Iris-virginica
+119,5.988613420414746,3.3507294468825735,4.55631680425843,1.6067107116332773,Iris-versicolor
diff --git a/iris/tab_ddpm/1/17/test.csv b/iris/tab_ddpm/1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/17/train.csv b/iris/tab_ddpm/1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/17/val.csv b/iris/tab_ddpm/1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/18/synth.csv b/iris/tab_ddpm/1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f5ff7045cbb2fa6ffdb57a2223d45ab6afb13ea
--- /dev/null
+++ b/iris/tab_ddpm/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7374429679414467,6.699998819288085,1.9969486675445765,Iris-virginica
+1,4.836239056323684,3.3981128349399614,1.5922195027154578,0.2,Iris-setosa
+2,5.2104487687688765,2.7169610968232,4.05127770651386,1.4001295844201256,Iris-versicolor
+3,6.770323075163881,3.0981825088958135,4.382203611085431,1.3752082298959827,Iris-versicolor
+4,4.5937646934531875,3.2114586409521935,1.3949599865241344,0.2,Iris-setosa
+5,5.184110508422302,3.3792287306647184,1.3729849999456372,0.2,Iris-setosa
+6,5.563177772510431,4.254745756809715,1.3749468306263724,0.2,Iris-setosa
+7,5.5395268698266875,4.1950897949069725,1.4068004300225647,0.2,Iris-setosa
+8,5.00892729226427,3.597454380289605,1.4020858321390712,0.2,Iris-setosa
+9,7.7,2.7712270232953173,6.7,1.990905792934965,Iris-virginica
+10,7.00128582103909,3.2152204786049197,5.702104223707624,2.3172786601270876,Iris-virginica
+11,5.548081668411573,4.19889367768347,1.4000831697501963,0.2,Iris-setosa
+12,7.699998543281817,2.7618199800562593,6.699998110114992,1.9895641726201814,Iris-virginica
+13,5.528670443952966,2.9992583257397114,4.116415044453627,1.30311235678624,Iris-versicolor
+14,5.49439853554529,2.3848576418937593,3.5832727960957076,1.0601109621269187,Iris-versicolor
+15,6.309579191183254,2.9001591255555903,5.587951772868784,1.8224211490052633,Iris-virginica
+16,7.308561700655528,2.9119460138233793,6.312809339702021,1.7884626215662913,Iris-virginica
+17,6.368449227249051,2.8851681262407363,4.224370068127851,1.3045787674602596,Iris-versicolor
+18,6.687377622662074,3.318729967908872,5.66598679486183,2.5,Iris-virginica
+19,6.9095406254997975,2.993043517414024,5.499180919575312,2.1491627333608254,Iris-virginica
+20,5.725822600652773,2.4840727547769625,4.993886358381434,1.9933231001002538,Iris-virginica
+21,6.358008324581629,3.406416820443129,5.6358420054764435,2.3766659883809584,Iris-virginica
+22,6.6749433333441806,3.286107804213954,5.651828960126913,2.4999993235009415,Iris-virginica
+23,5.457615046311146,3.960240186728312,1.2911638094918036,0.3872786374602275,Iris-setosa
+24,4.994439535936191,3.229346342248396,1.2263675718292655,0.2,Iris-setosa
+25,6.437304775772914,2.90208140081303,4.254886327001535,1.3093724680321548,Iris-versicolor
+26,5.635299195209193,4.399999015309378,1.471562936021992,0.3960151179731002,Iris-setosa
+27,5.162931160261052,3.788340985292405,1.5708831279655144,0.2,Iris-setosa
+28,6.765103107184191,3.1616487391823567,5.634556331844484,2.243377404421684,Iris-virginica
+29,6.014410353276662,2.200000506012039,5.0329900938753855,1.5114103772318868,Iris-virginica
+30,6.027131061790248,2.20000035707269,4.981427138010931,1.4910362555536332,Iris-virginica
+31,7.7,2.794285935976548,6.7,2.0220936201801316,Iris-virginica
+32,5.116712398256594,3.8001269191228304,1.869657073693156,0.39840135070124205,Iris-setosa
+33,6.3242611740258186,2.505198064945787,4.910848752376132,1.5083790648592668,Iris-versicolor
+34,5.8171869780135745,3.001960572235744,4.212372112599474,1.4658810826682847,Iris-versicolor
+35,5.14980145690993,2.5158919924172505,3.944372215263299,1.0937356888175742,Iris-versicolor
+36,6.697211828444279,3.3144467076931465,5.600077312148939,2.5,Iris-virginica
+37,6.609065404407481,3.1462676123358335,4.471468751029704,1.4417900735790017,Iris-versicolor
+38,4.777564199590374,3.4041808647015257,1.6058272527595747,0.2,Iris-setosa
+39,5.355804003489332,2.9786259863127063,4.434379390896592,1.490594149028534,Iris-versicolor
+40,4.806917827863997,3.398150312182894,1.6227449934557265,0.2,Iris-setosa
+41,7.7,2.763925970117299,6.7,2.0052927824418756,Iris-virginica
+42,7.7,2.750425117343524,6.7,1.9774556558256966,Iris-virginica
+43,5.090295628527212,3.3867622177841175,1.410233541386403,0.2,Iris-setosa
+44,6.472068819617181,3.0266820607234575,5.487472401324876,1.8008107644742972,Iris-virginica
+45,5.104101172623125,3.7902984885654174,1.8368078907240448,0.3899605482629993,Iris-setosa
+46,5.569898161485098,2.9734725336911065,4.111669317570419,1.2791110024394174,Iris-versicolor
+47,4.985859436155608,3.1876494510373523,1.2055168080985847,0.2,Iris-setosa
+48,4.900643548757416,3.2801867882362625,1.4169121774163018,0.2,Iris-setosa
+49,6.618676966837077,3.036051477484015,4.390235863815186,1.4072857497883908,Iris-versicolor
+50,5.533693357486253,2.4049404669606362,3.8638043115865486,0.964259536588307,Iris-versicolor
+51,5.043861880403252,3.3644161615888457,1.4980888455199262,0.2,Iris-setosa
+52,5.121156143676074,3.8163488351541615,2.2882401334520712,0.41630835429412444,Iris-setosa
+53,4.603660347847365,3.602058881436585,1.0,0.2,Iris-setosa
+54,5.473016462789624,2.4099707893804854,3.755983301614827,1.0727710899832898,Iris-versicolor
+55,5.1807318874048445,2.7183911397068856,3.9356331278796386,1.4134154218978767,Iris-versicolor
+56,6.524360946813079,2.9442801869618513,4.343378433231314,1.3586645293915074,Iris-versicolor
+57,6.376662157178138,2.854573683798291,4.253794269790106,1.291650747188139,Iris-versicolor
+58,4.598546640551672,3.6601930673105127,1.0,0.2,Iris-setosa
+59,5.087913472353584,3.8638660410174186,1.6151284615040429,0.2,Iris-setosa
+60,6.703557487106604,3.1025128236575794,4.410023105895763,1.3982947396166154,Iris-versicolor
+61,5.962828677478975,2.9866958449123575,4.420952376090938,1.388865214694168,Iris-versicolor
+62,5.779460993936427,4.4,1.4939022635068087,0.38713748485135,Iris-setosa
+63,7.699908534877013,2.7838817719786855,6.699860155370327,1.948097002806793,Iris-virginica
+64,5.108028383928455,3.4002601910774954,1.5021478455253463,0.2,Iris-setosa
+65,4.497345870571201,2.291854285794334,1.325685362217616,0.30872182878025267,Iris-setosa
+66,4.4,2.8957857077391305,1.3921661147706414,0.2,Iris-setosa
+67,6.507465110168109,2.9319056755889017,4.3676888575702115,1.3710873499303986,Iris-versicolor
+68,6.694323437653339,3.2677983490825326,5.711244107868094,2.5,Iris-virginica
+69,5.416953085918285,3.943646566457804,1.2992046873445746,0.4041357114855573,Iris-setosa
+70,6.42944771390582,2.72544137641257,5.346512659851613,1.8955345096265876,Iris-virginica
+71,6.688385880911376,2.9883129907756794,4.996661683187986,1.7030994797774812,Iris-versicolor
+72,6.072551009543684,2.5898781337439543,5.603946047495165,1.3714958517713405,Iris-virginica
+73,6.439082039148044,2.902294561403427,4.307195791637573,1.3173797064139432,Iris-versicolor
+74,6.660492330941895,3.3435829473476755,5.665267216109859,2.5,Iris-virginica
+75,7.7,2.7918078592095257,6.7,1.9767485011387993,Iris-virginica
+76,7.7,2.7717858001157487,6.699998974318986,1.9906503599084273,Iris-virginica
+77,7.311816594743642,2.9001988221586927,6.286819907601719,1.810532840141434,Iris-virginica
+78,5.018361424634011,3.479216991402831,1.309211809825856,0.2902095112404009,Iris-setosa
+79,7.699998449828131,2.746250932531634,6.699997859298239,1.9638606827027327,Iris-virginica
+80,6.290995800380618,2.2942279628678888,4.413764328401802,1.2754667870732683,Iris-versicolor
+81,4.609006876751691,3.6023475435733556,1.0,0.2,Iris-setosa
+82,5.97726387105028,3.0003593815829084,4.830573911456913,1.8038519299503457,Iris-virginica
+83,5.714971270130584,2.55856666219183,5.085039816838121,1.9833236344739034,Iris-virginica
+84,4.915751910334296,2.4075087639177415,3.385068276084103,1.0172218633485983,Iris-versicolor
+85,4.717522469930951,3.3968994681356928,1.5961510389328792,0.2,Iris-setosa
+86,4.619682382341182,3.7027062157312525,1.0,0.2,Iris-setosa
+87,5.870904519580432,2.9931051765055816,5.086002734501292,1.8201722188559633,Iris-virginica
+88,6.482220334442653,3.0342127721739027,5.528288899440267,1.8032213193651827,Iris-virginica
+89,4.838319254726359,3.0916914588510047,1.507222535571669,0.10000009219897872,Iris-setosa
+90,5.49096942072611,2.6044768328771424,4.351409139175434,1.2608622795328852,Iris-versicolor
+91,5.1888255169716055,3.4024659513696136,1.402857036988789,0.2,Iris-setosa
+92,5.314582976120335,3.651595558518527,1.497503206013722,0.2,Iris-setosa
+93,4.795320052800397,3.402830232879749,1.5916447848698299,0.2,Iris-setosa
+94,5.649762540156273,4.3999992094892395,1.4864402692866783,0.4365381682743378,Iris-setosa
+95,4.997505954524892,2.4395553974993875,3.30945162445728,1.0017780158757035,Iris-versicolor
+96,6.344260961039256,2.846421438456927,4.2460688433136795,1.2693886589287933,Iris-versicolor
+97,4.5054645336805255,2.3024801295643242,1.3084788904122218,0.28035233599789405,Iris-setosa
+98,5.336856857300428,2.7964005825677334,4.089218594906722,1.3448916848077033,Iris-versicolor
+99,4.477984791527318,2.288285846930635,1.2976335435073063,0.26276001532942284,Iris-setosa
+100,4.801851882022863,3.4154915587065373,1.582879575014,0.2,Iris-setosa
+101,4.99190014068547,2.453944222439479,3.048442856022344,1.0476708346061732,Iris-versicolor
+102,5.743694206308229,2.7711653125576654,5.090466568893232,2.389331622903642,Iris-virginica
+103,7.7,2.784018960429039,6.7,2.0180629366128,Iris-virginica
+104,6.64117784237289,3.3068137065944363,5.676405536035997,2.5,Iris-virginica
+105,5.488159253507253,2.6050996658652306,4.392495045608678,1.1977975654910638,Iris-versicolor
+106,5.538425116761673,4.246733534858502,1.3728125397695636,0.2,Iris-setosa
+107,6.326669580974155,2.6548651449601968,5.0543853682174085,1.8847082643574813,Iris-virginica
+108,5.421399695134022,3.950331166913551,1.343855865095156,0.4259509978420502,Iris-setosa
+109,6.946851866520215,3.196468821058903,5.746614120005969,2.319247957115947,Iris-virginica
+110,5.664398618917123,4.4,1.4845169394270263,0.39364588527383126,Iris-setosa
+111,5.7997887761111695,2.681636477210613,5.097257433910068,1.898849828438746,Iris-virginica
+112,5.207475957455551,3.4111535786205214,1.5161071945450075,0.2,Iris-setosa
+113,7.6999987914078245,2.822392237614482,6.6999980898366145,1.9921319058808105,Iris-virginica
+114,7.236734241003796,2.8805336130302526,6.208632792645688,1.791536998466682,Iris-virginica
+115,6.6924343322473065,3.3246262511374858,5.687054638327609,2.5,Iris-virginica
+116,5.5596521782971315,2.619208810233909,4.422220891556099,1.2612573807334948,Iris-versicolor
+117,4.592618068103511,3.3821790280238555,1.4068511379773794,0.3049697313047791,Iris-setosa
+118,5.774898860320762,2.671361477120654,5.113514370571573,1.9102450507668438,Iris-virginica
+119,4.999959147553644,3.5782716454386314,1.3953019599278211,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/18/test.csv b/iris/tab_ddpm/1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/18/train.csv b/iris/tab_ddpm/1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/18/val.csv b/iris/tab_ddpm/1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/19/synth.csv b/iris/tab_ddpm/1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..845438eb17defa8c90a2f887ca98053132f23ba3
--- /dev/null
+++ b/iris/tab_ddpm/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7850056472475178,6.699998979619531,1.9789592016978967,Iris-virginica
+1,5.428447535782283,3.9553219131686412,1.2681613970939107,0.4067396728191369,Iris-setosa
+2,7.7,2.730341812216608,6.7,1.971229743348942,Iris-virginica
+3,6.672103921034302,3.300755398980524,5.724716018689797,2.5,Iris-virginica
+4,6.596950744520955,3.3282429050085622,5.682743579548189,2.5,Iris-virginica
+5,6.285451953154242,2.7840486221270533,5.092751159220861,1.5150461163211821,Iris-virginica
+6,5.074273785518459,3.3767889819337658,1.462463993178773,0.2,Iris-setosa
+7,6.291569654942963,2.8907459481818805,5.578158475276247,1.808703350036628,Iris-virginica
+8,6.546150025401615,2.976058700474492,4.409986276490429,1.3891262761654395,Iris-versicolor
+9,6.411872678347315,2.6677004590865487,5.306204788486239,1.905233404688141,Iris-virginica
+10,4.889949878009008,3.0915717078993032,1.5266320280503534,0.1,Iris-setosa
+11,6.003105738262245,3.413893780327326,4.469799412169737,1.6281903144653778,Iris-versicolor
+12,4.8248230363279045,3.3969586517689327,1.5808943574459036,0.2,Iris-setosa
+13,6.058776556454109,2.690865945673516,5.092016748538782,1.5786378039091733,Iris-versicolor
+14,7.7,2.7745789062109734,6.7,2.018739346001975,Iris-virginica
+15,5.374171089513749,3.8933890682644874,1.3125200652789393,0.3797963814120454,Iris-setosa
+16,6.122665457381699,3.00152893101337,4.590074429505224,1.4006865931665737,Iris-versicolor
+17,5.63156914901543,2.495023330690649,4.992453210037591,2.004106615879906,Iris-virginica
+18,6.481736754685884,2.9251369549380324,4.335733711076493,1.3441487126980902,Iris-versicolor
+19,7.699999099601143,2.7523490570481575,6.699998538339798,1.977866196029054,Iris-virginica
+20,5.761623341707844,2.693771121853958,5.098684358081179,1.9012849846733573,Iris-virginica
+21,6.083740908685994,2.580112807652899,5.596304648866639,1.3999212588458871,Iris-virginica
+22,5.699009572222615,4.399998916834989,1.50549741476312,0.39884941043313005,Iris-setosa
+23,4.830318867276771,3.4066891056507886,1.5912157835796676,0.2,Iris-setosa
+24,7.7,2.7832777797293335,6.7,1.9652394261006625,Iris-virginica
+25,6.687613307492378,3.3233000662424077,5.577858676048895,2.5,Iris-virginica
+26,5.780318917692005,2.789863169469388,5.092093734625019,2.387468576166042,Iris-virginica
+27,4.606671427149847,3.60937970805145,1.0000005480472849,0.2,Iris-setosa
+28,5.568965104346864,2.6298112811791987,4.363692161749302,1.262211386468255,Iris-versicolor
+29,6.6841739836276,3.333946403460899,5.723596101203339,2.5,Iris-virginica
+30,6.41707352992544,3.1573589720787614,5.504425212104215,1.8872409457341925,Iris-virginica
+31,7.699998421673938,2.782924903901105,6.69999844409902,1.968920301137138,Iris-virginica
+32,5.991854772246986,2.2000003183139265,4.982033034203185,1.4896861631278422,Iris-virginica
+33,5.0071245124109485,3.5985428875837577,1.3796491506267805,0.2,Iris-setosa
+34,7.7,2.79156550373271,6.7,1.993837084421589,Iris-virginica
+35,4.999057464917991,2.4505518342509713,3.104718124193066,1.0555913629593592,Iris-versicolor
+36,6.8769361592249405,3.1775623592714024,5.666123917345751,2.29397263328851,Iris-virginica
+37,5.331913097409301,3.8136947956620824,1.3010125420929006,0.36977283073783773,Iris-setosa
+38,5.832469564266318,2.7200412134825687,5.1481577019127,1.9009602285727123,Iris-virginica
+39,5.531472580038363,4.163312913855598,1.4011387673191018,0.2,Iris-setosa
+40,5.359471883786346,2.92164173856496,4.395382567661297,1.4761079733063014,Iris-versicolor
+41,7.7,2.772197498272007,6.7,1.988963103376105,Iris-virginica
+42,5.051345997144874,3.4982154288728475,1.35138435453622,0.2909149671662426,Iris-setosa
+43,5.451006183631245,3.9731044579355346,1.307148155198167,0.39448855706634245,Iris-setosa
+44,5.805220581040668,3.0018127676524,4.3637853706313,1.503379459370542,Iris-versicolor
+45,5.181578701558606,3.509179435231333,1.5061222421835714,0.2,Iris-setosa
+46,5.106953148930859,3.3093805802801235,1.949099284776466,0.45495114593798613,Iris-setosa
+47,5.225262446201006,3.4232862370246773,1.4052316184124862,0.2,Iris-setosa
+48,4.612186349026588,3.4030916240568967,1.4062493544373666,0.3051729732702212,Iris-setosa
+49,5.21652453952975,3.403415080728976,1.3822398331365071,0.2,Iris-setosa
+50,7.7,2.784088456074639,6.699998848960184,2.1181192377022793,Iris-virginica
+51,7.7,2.7077790736839944,6.7,1.978199802274519,Iris-virginica
+52,5.707134217288622,4.399998951184062,1.496140193905534,0.4979788441898847,Iris-setosa
+53,5.44997934406234,2.9926587641667006,4.450150767081294,1.4892073743653078,Iris-versicolor
+54,6.710565710587756,2.9822141909622233,5.004835968889942,1.6909234574415444,Iris-versicolor
+55,6.324215420593887,2.509418801186231,5.00037691589631,1.884689182502693,Iris-virginica
+56,4.593076534475796,3.405061917970929,1.38204136601942,0.3004061440906815,Iris-setosa
+57,5.727169839862251,2.9740524937725525,4.427613205303235,1.475224173010191,Iris-versicolor
+58,5.535147557711906,2.6172009404207386,4.3804592841601115,1.2687188228767985,Iris-versicolor
+59,4.760794227098395,3.3788899438564037,1.6158783153311913,0.2,Iris-setosa
+60,6.368108041516957,2.8509719407269523,4.273965950583807,1.2848615616020835,Iris-versicolor
+61,7.7,2.759148291882494,6.7,2.0527683023438255,Iris-virginica
+62,5.999830468679013,3.4226610089375935,4.525516194458642,1.6152416950635484,Iris-versicolor
+63,5.07389364902136,3.499729726634784,1.3872758363391817,0.29515632920577906,Iris-setosa
+64,6.405137980874943,2.6914788183823077,5.284497829631011,1.9064101062913206,Iris-virginica
+65,7.7,2.6892019311637645,6.7,2.0152851429981533,Iris-virginica
+66,4.4,3.153011297716426,1.3073270678108835,0.2,Iris-setosa
+67,5.04929829820771,3.48638618449943,1.360250886496213,0.30067130764426714,Iris-setosa
+68,5.946538351652329,3.173868509901765,4.7495233455448185,1.7534685804694015,Iris-versicolor
+69,6.067116215143612,2.989284867511042,4.605347106646309,1.4008619116954784,Iris-versicolor
+70,6.326385929797183,2.648004290288168,4.88853715349569,1.814888440203445,Iris-virginica
+71,6.275269460178022,2.4634098126610127,5.000113387115632,1.911835508205669,Iris-virginica
+72,5.619598810505819,4.4,1.4893767481933629,0.4049649077817501,Iris-setosa
+73,7.7,2.794720655006683,6.7,1.9907041166471553,Iris-virginica
+74,6.4103615196040735,2.665477524078296,5.215015563460795,1.8992732859779329,Iris-virginica
+75,4.867563356853598,2.3900039221665534,3.1760280840621182,0.944268736505224,Iris-versicolor
+76,6.364880637374661,3.2156929062237465,4.520492136473234,1.506509881491804,Iris-versicolor
+77,6.290376289022003,2.821606310921058,5.563395162257409,1.7136581206416244,Iris-virginica
+78,5.547281860822537,2.998808411859495,4.099337650586761,1.315345324210995,Iris-versicolor
+79,5.583378047272445,2.984986164530381,4.095336153028445,1.290625745859708,Iris-versicolor
+80,5.79594275015816,2.7866301382089183,5.092926042016631,2.3985112170709204,Iris-virginica
+81,6.116394580306206,3.0172567717839778,4.601241111067252,1.418613042936593,Iris-versicolor
+82,5.071298225117633,3.390487609962717,1.5185389145329957,0.2,Iris-setosa
+83,5.153833281865734,2.6543904089383017,3.637618391174134,1.3642071371287199,Iris-versicolor
+84,5.647135052144147,2.9816486130146647,4.323519072183286,1.3954125343738577,Iris-versicolor
+85,4.6090977035054115,3.6073098357023787,1.0000004575699526,0.2,Iris-setosa
+86,5.406753497521799,3.9098526840118155,1.6864648404316327,0.39217584280179674,Iris-setosa
+87,5.419134706915961,3.0025701245719785,4.49413580259961,1.4972377613320773,Iris-versicolor
+88,5.084418981527211,3.787498377288502,1.6075386593076075,0.5994977994722113,Iris-setosa
+89,5.527423906846357,2.395242202962729,3.8495887939408293,1.0486303739980842,Iris-versicolor
+90,6.670736136465206,3.313979519229294,5.673049982402192,2.5,Iris-virginica
+91,5.125297277129718,3.6895291010222864,1.5519542566855729,0.2,Iris-setosa
+92,5.4669961223723895,2.996504934193501,4.511557541264327,1.4898811600928177,Iris-versicolor
+93,5.555869785684524,2.615855153679646,4.3114411030342445,1.2577419483086831,Iris-versicolor
+94,6.715849161040406,3.3267191542556116,5.635862178909261,2.5,Iris-virginica
+95,6.389665694698409,3.2136507106658256,4.463180923682748,1.4889847078412035,Iris-versicolor
+96,5.737974887385179,2.6985131820799726,5.100538667361533,1.8976230279841242,Iris-virginica
+97,4.981586605082505,3.1988992460011265,1.2066386672761356,0.2,Iris-setosa
+98,5.498845269253244,2.398091773576151,3.6293016551054413,1.0631749128791856,Iris-versicolor
+99,4.865081160098167,3.0940546404133147,1.5083281118584155,0.1,Iris-setosa
+100,5.002316524972066,3.5962827251554716,1.3668753515682055,0.2,Iris-setosa
+101,5.399148253753712,2.977606723639416,4.47318454928478,1.502900599618759,Iris-versicolor
+102,5.49188587670014,4.206153411981558,1.43731898503746,0.2,Iris-setosa
+103,6.667121382913492,3.3044436147478353,5.674943556422867,2.499999255348674,Iris-virginica
+104,5.762281417507911,4.4,1.490959979398539,0.5356501428696493,Iris-setosa
+105,5.96477880311999,3.4254649712048475,4.414580648074971,1.6037265569737804,Iris-versicolor
+106,5.154141383286165,3.806295471431349,1.5639542108084803,0.45522563980946174,Iris-setosa
+107,6.674447945775722,3.343662272313257,5.767820758877216,2.5,Iris-virginica
+108,6.706848773331402,3.298303096060664,5.759572818760807,2.5,Iris-virginica
+109,5.471950552689852,2.400477006134634,3.5857571199712526,0.9348211838396696,Iris-versicolor
+110,4.632014253309542,3.411848601965308,1.3814944287662208,0.3102346142792996,Iris-setosa
+111,4.584588537612432,3.5923915619964193,1.0000004323680969,0.2,Iris-setosa
+112,6.812543756341705,3.0062163812783953,5.530415103900844,2.103670882998418,Iris-virginica
+113,5.054685147152261,3.330039927395101,1.415063324423606,0.2,Iris-setosa
+114,5.319271081147009,3.816270629271399,1.4964368687816032,0.2,Iris-setosa
+115,6.397198847428053,2.8614848241728583,5.5332435854389,1.8315383257769307,Iris-virginica
+116,5.5394037635000295,2.9857568288484333,4.471853320505052,1.4998435060777375,Iris-versicolor
+117,6.310716246855526,2.8829389763415225,5.586223951870305,1.8051375567877084,Iris-virginica
+118,4.654043531694423,3.4067911246080276,1.4259289731687024,0.26258722434020637,Iris-setosa
+119,4.980240891209187,3.2895775432660144,1.3945361376518486,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/19/test.csv b/iris/tab_ddpm/1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/19/train.csv b/iris/tab_ddpm/1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/19/val.csv b/iris/tab_ddpm/1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/2/synth.csv b/iris/tab_ddpm/1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e59b1a0ecb7a505e5bc60bb4d095f9b5a190256d
--- /dev/null
+++ b/iris/tab_ddpm/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.986533820174846,2.2000003478644774,4.983057605619777,1.5057896685892467,Iris-virginica
+1,5.66064018315928,4.4,1.4849122074212073,0.5102007197648868,Iris-setosa
+2,6.350199556179905,2.7817790336918833,5.099257208056031,1.4936627696087783,Iris-virginica
+3,6.758780103852199,2.9827365025008032,4.980210245328917,1.6682714971808448,Iris-versicolor
+4,6.65834673106366,3.306335861409781,5.78550001856737,2.5,Iris-virginica
+5,6.417719118061767,3.221259193970016,4.511481474041309,1.5005704592072677,Iris-versicolor
+6,5.017997989588799,3.3272711849954875,1.4181176626405276,0.2,Iris-setosa
+7,5.1048493877974925,3.590260439674678,1.5331347194915552,0.2,Iris-setosa
+8,6.68177150453916,3.28695268063158,5.623321782003555,2.4999995194634246,Iris-virginica
+9,5.518400017715404,3.002570923127697,4.439987566795253,1.494492496603313,Iris-versicolor
+10,5.765248301980226,4.399998771061357,1.4993681813707138,0.5384075909137749,Iris-setosa
+11,6.7754415668262595,3.314351035988901,5.731879965485544,2.4999994012002893,Iris-virginica
+12,5.61920004626267,3.0084819209639626,4.0913877147830995,1.315077329408211,Iris-versicolor
+13,6.309675342337644,2.7799191482132697,5.08542171524878,1.5040359789250188,Iris-virginica
+14,5.684238355716098,2.5083511260084372,5.0023160865719,1.9995328414428264,Iris-virginica
+15,5.662115038144817,4.4,1.487202754156387,0.4836314340127573,Iris-setosa
+16,6.165665970821704,2.6435672033075295,5.440091563038959,1.443322596468794,Iris-virginica
+17,5.587317883300818,4.214900096702752,1.3841895158647348,0.2,Iris-setosa
+18,6.76222062448961,3.3277090954460515,5.7105579331212954,2.5,Iris-virginica
+19,5.0957614665679305,3.7294440928263333,1.5152639003345922,0.4201634231838807,Iris-setosa
+20,7.7,2.7771459330131556,6.7,1.9968196191338237,Iris-virginica
+21,6.292890031696606,2.7876306473623096,5.075861074164966,1.5104834937529794,Iris-virginica
+22,5.993349704410355,2.2,4.993944838920035,1.5180066947014728,Iris-virginica
+23,5.7874026951548325,2.7804895512062657,5.096879733287834,2.403614979255744,Iris-virginica
+24,5.553368102114048,2.675320391992753,4.245646098993295,1.2881506807007703,Iris-versicolor
+25,5.103726926817541,3.871124469888925,2.108933350548032,0.38423465815452323,Iris-setosa
+26,6.697639929079594,3.2989615947933046,5.676395864624493,2.5,Iris-virginica
+27,5.195988861325509,3.5456103850980134,1.5360710349779396,0.2,Iris-setosa
+28,5.099073074289187,3.774388091170735,1.6899441291753399,0.37208971477122504,Iris-setosa
+29,5.423786338533858,2.9949824655567014,4.473778935861986,1.4960248413170534,Iris-versicolor
+30,4.400000471290604,3.189045595398732,1.3072563640640822,0.2,Iris-setosa
+31,5.575494958467042,4.399999218372484,1.466613889957111,0.4599218203839559,Iris-setosa
+32,5.526951873833848,2.391936428044967,3.96461360057872,0.95748109312326,Iris-versicolor
+33,4.57792887858055,3.6396088936804154,1.000000471763093,0.2,Iris-setosa
+34,7.7,2.7355515987423322,6.7,1.9816356309852912,Iris-virginica
+35,4.400000918460314,3.2556006628727507,1.3045365944961862,0.2,Iris-setosa
+36,4.599373045626036,3.196048094660167,1.4010612412718089,0.2,Iris-setosa
+37,6.002423631863245,2.998652445786274,4.811511570204004,1.805336215061418,Iris-virginica
+38,6.458905274981262,3.2077139841382327,4.508252973398441,1.4790318714373867,Iris-versicolor
+39,5.404565251512957,3.899283653104512,1.6698648920609964,0.3825186428225543,Iris-setosa
+40,5.4626974312852115,2.991947096243416,4.358852813640361,1.4424285764154174,Iris-versicolor
+41,5.420816834279403,3.9926923716684555,1.3237199674885471,0.3745780041744513,Iris-setosa
+42,7.047205732986731,2.992467742751559,5.823456420550294,2.070951228729049,Iris-virginica
+43,6.381701850464217,3.2035721531634906,4.501610004924288,1.490649241945321,Iris-versicolor
+44,5.574182639509798,2.9899741376373177,4.085714820247195,1.3055090471481543,Iris-versicolor
+45,4.9429515616949855,2.4190673613796574,3.4320059571985553,1.108618372755981,Iris-versicolor
+46,6.018598267670076,2.661380799115939,5.086555614421499,1.587448581274971,Iris-versicolor
+47,6.001376105456493,3.4133085804433674,4.532429431481152,1.6799466297830377,Iris-versicolor
+48,6.844909608695265,3.1836849042257547,5.731831445931391,2.2654092751851738,Iris-virginica
+49,4.594697512008699,3.5971357037366447,1.00000058554881,0.2,Iris-setosa
+50,5.870547785098843,2.9827704579981096,4.128988589964204,1.4858527203669274,Iris-versicolor
+51,5.6771878370668345,4.399999154736223,1.4696298087857218,0.3683219746421872,Iris-setosa
+52,4.8172486524938245,3.4515003197768404,1.6001475724317509,0.2,Iris-setosa
+53,5.62447023439014,2.712839808179783,4.2331478957041195,1.3069760004125592,Iris-versicolor
+54,5.1193215760639,3.32513581912418,1.6883466906348377,0.39868052788122177,Iris-setosa
+55,5.8334587661028,2.7935299878192317,5.147950856443005,2.3925415363662204,Iris-virginica
+56,5.446395190863488,3.393919473907469,1.6932329579544543,0.2,Iris-setosa
+57,5.492730827507415,2.597721049574411,4.410382228501447,1.2574841661605871,Iris-versicolor
+58,5.182943190308628,2.688094600269933,3.864452998921088,1.3998245526098747,Iris-versicolor
+59,6.449048765503895,3.376600009406758,5.6666964607566115,2.386346329234782,Iris-virginica
+60,6.658017908233928,3.2973417500577225,5.75001001133785,2.5,Iris-virginica
+61,5.821463792783176,3.0012322208333306,4.356130236032673,1.5027942263920706,Iris-versicolor
+62,6.04050053029438,3.2366046623229936,4.681561995427326,1.6821066022833437,Iris-versicolor
+63,6.022904188792781,2.718831965796068,5.100766382286865,1.6045508773566695,Iris-versicolor
+64,5.285226926773531,3.677364490972222,1.529832293270748,0.2,Iris-setosa
+65,4.4,2.9064940590159694,1.4043826996512812,0.2,Iris-setosa
+66,5.072923558578712,3.7322249148743154,1.6390902501752798,0.3756303578883875,Iris-setosa
+67,5.361006847034616,2.9868380808569928,4.480109259561078,1.5096206959318454,Iris-versicolor
+68,5.905476429615939,3.213246599708037,4.834328463951682,1.795653650131496,Iris-versicolor
+69,6.86936927829281,3.2163578659244685,5.6618664949438555,2.3176984437766537,Iris-virginica
+70,5.696569029284691,4.399998807063767,1.4852743697288384,0.375893624108945,Iris-setosa
+71,5.981913223564649,3.4156124760930426,4.454819311922395,1.636490077784435,Iris-versicolor
+72,5.735490864735619,2.485537689836205,4.99730596053977,1.9954612489647892,Iris-virginica
+73,5.002243411922818,3.258796945105689,1.2560630995780484,0.2,Iris-setosa
+74,7.7,2.782640049087772,6.699998823398108,2.0093657579833253,Iris-virginica
+75,5.77740395531725,2.6694507129104275,5.1033984727289825,1.9068514053679713,Iris-virginica
+76,5.107238344142214,2.522857211642826,3.2531771484657215,1.2481878477107289,Iris-versicolor
+77,5.604507748839551,2.9912144803549405,4.062648872794083,1.3072266132336787,Iris-versicolor
+78,5.102395009724417,3.7905357727763103,1.5794178099538112,0.2,Iris-setosa
+79,5.784367443949867,2.597004605556491,5.0495993502525796,1.9428483563413153,Iris-virginica
+80,4.59031383384212,3.4110437495886483,1.3879760857281827,0.286518583829524,Iris-setosa
+81,5.373833644850684,3.878450312955804,1.6954710236458,0.39401830173599,Iris-setosa
+82,4.7879767078693,3.406099955372743,1.5892096118697905,0.2,Iris-setosa
+83,5.5039536513124085,2.3954407872580212,3.662924647080624,1.1266727582865221,Iris-versicolor
+84,5.010435466216451,3.492924761611718,1.2806427900072253,0.2951600270502238,Iris-setosa
+85,5.882371841414232,2.9800544167567304,5.096139565074466,1.811903128643409,Iris-virginica
+86,5.492481041255516,2.9917745421118283,4.127357455915542,1.3142619215953233,Iris-versicolor
+87,5.220174792892389,2.7266851462492014,4.069391217236622,1.4166356223739958,Iris-versicolor
+88,6.32922893080674,2.299367636581249,4.3945912915980925,1.2964636572580839,Iris-versicolor
+89,6.64836946450968,3.2862980265308184,5.588744067802598,2.4999995305703075,Iris-virginica
+90,5.567636421537961,2.725953758631989,4.1809312951010895,1.3007986443536073,Iris-versicolor
+91,4.906461894082744,2.3920708303258995,3.545954460812041,1.0116592049031972,Iris-versicolor
+92,5.698329949198797,4.399998976500498,1.473931147435297,0.44446489165364444,Iris-setosa
+93,5.474222446636699,2.598123851624855,4.39086225299159,1.1309065783685393,Iris-versicolor
+94,6.436127109466833,2.886249778164529,4.249499756116672,1.2975019071037681,Iris-versicolor
+95,6.029666927202021,2.6929327963927294,5.076107592330764,1.594529980001039,Iris-versicolor
+96,6.625555780039898,3.071973469803094,4.395719886441444,1.414836782050865,Iris-versicolor
+97,6.070060791896453,2.591680528739105,5.5940043906308015,1.3803670989954513,Iris-virginica
+98,4.593101720165801,3.607478323548717,1.000000406438545,0.2,Iris-setosa
+99,5.130043891329095,2.486528343624469,3.32250964267764,1.1227857760589663,Iris-versicolor
+100,5.11393091064525,3.5490572699582663,1.4275976993070443,0.3199722769352168,Iris-setosa
+101,4.603715407616786,3.647217283562016,1.0000006044849152,0.2,Iris-setosa
+102,5.395834616739685,2.9931154740668338,4.471361965107698,1.4979204660099072,Iris-versicolor
+103,6.725478417191961,3.1082952670494577,4.406930317259524,1.396458659387601,Iris-versicolor
+104,6.299533290646102,2.8620045354687003,4.260567368344112,1.293688401767365,Iris-versicolor
+105,7.699998413438057,2.8350497000256536,6.6999983875637845,1.9837622228761842,Iris-virginica
+106,4.400000459445166,2.9108454200279605,1.4046196763165975,0.2,Iris-setosa
+107,5.581158276916071,4.4,1.4789114566266177,0.4209090808527742,Iris-setosa
+108,6.311744097635608,2.802483427006662,4.177995177662901,1.2949333661507882,Iris-versicolor
+109,5.2562913727293905,3.5871485991972185,1.4991100462345957,0.2,Iris-setosa
+110,5.41355895612189,3.9235401907682843,1.6061039295343682,0.38335244194578694,Iris-setosa
+111,7.7,2.7884630653654194,6.7,1.9927697475954622,Iris-virginica
+112,5.743905413364864,2.998286636895324,4.388290238588299,1.4970016335446237,Iris-versicolor
+113,4.786050166275997,3.393239718355662,1.5994441659413752,0.2,Iris-setosa
+114,5.002534862741074,3.311946609946398,1.3877826625907863,0.2,Iris-setosa
+115,4.4,2.828634595299828,1.406213059956861,0.2,Iris-setosa
+116,5.01425637670467,3.213870635127618,1.2006250000075984,0.2,Iris-setosa
+117,6.326104952624339,2.5216976673137967,4.967227885553595,1.8700636181378238,Iris-virginica
+118,6.286873061959317,2.786851451458827,5.082359325993813,1.4993174799257156,Iris-virginica
+119,5.326254195545708,3.679453640435509,1.4976448471793735,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/2/test.csv b/iris/tab_ddpm/1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/2/train.csv b/iris/tab_ddpm/1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/2/val.csv b/iris/tab_ddpm/1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/20/synth.csv b/iris/tab_ddpm/1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b702d571e7431d61583d38edd0723f84c7c0b1a1
--- /dev/null
+++ b/iris/tab_ddpm/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.904856519081821,3.2164670004181923,4.7891195799224215,1.8277361325958326,Iris-versicolor
+1,5.403811484581892,2.9692151567129605,4.442495057296667,1.4932166269933653,Iris-versicolor
+2,5.949463802620209,2.200000423555261,5.034541263626675,1.4870588891054748,Iris-virginica
+3,6.3510682679112085,2.9001213229538285,5.5436314857996,1.819687154206511,Iris-virginica
+4,5.2219205542029075,2.714199092919784,4.036253491282245,1.402631520759183,Iris-versicolor
+5,7.7,2.789438670963857,6.7,2.02883739078034,Iris-virginica
+6,5.588637489727509,2.9973138681548996,4.123228156867708,1.31795862276329,Iris-versicolor
+7,6.6559277585220675,3.3175878853694867,5.708645073542427,2.5,Iris-virginica
+8,5.588235994576634,3.005218455283381,4.097508893150398,1.3043894647280738,Iris-versicolor
+9,5.116210788823862,3.8151444522098608,1.8195354722989916,0.46749786880070404,Iris-setosa
+10,7.7,2.764174866488733,6.699998721154337,2.014893822202844,Iris-virginica
+11,7.7,2.805844947313476,6.7,1.960015056991775,Iris-virginica
+12,6.282438343062973,2.3090418657807787,4.372861823756087,1.3129808874583477,Iris-versicolor
+13,5.508009773453279,2.9972510109866173,4.43405926818822,1.5110727161106958,Iris-versicolor
+14,6.661741814154296,3.332749183768791,5.749951108070518,2.5,Iris-virginica
+15,4.7992103009523275,3.40019747406015,1.5820880880742914,0.2,Iris-setosa
+16,7.7,2.756140406733098,6.7,1.994563108478676,Iris-virginica
+17,5.38199153532628,3.002198514812605,4.487181651414019,1.5053012450981995,Iris-versicolor
+18,7.7,2.7909788735356678,6.7,1.9714636436235098,Iris-virginica
+19,6.272782518632298,3.389829051875123,5.6404617632598,2.4014186839867353,Iris-virginica
+20,5.6276650162928314,2.717711577499015,4.209265591907694,1.3058016844820017,Iris-versicolor
+21,5.419898957952553,3.9589189696319362,1.304505942476839,0.4494673430317867,Iris-setosa
+22,5.80984500819316,4.399999080931765,1.4848871051876644,0.3631633542301295,Iris-setosa
+23,4.891736549834119,3.0920660076670337,1.4845093668429836,0.1,Iris-setosa
+24,4.908993481980747,2.423581013025741,3.46584541354619,0.9990848898189119,Iris-versicolor
+25,6.299722888377852,2.5139880226777374,4.864702047059417,1.493902130732779,Iris-versicolor
+26,6.295823786044198,2.602283688582434,4.974134962783814,1.8828842484535895,Iris-virginica
+27,5.185175589818154,3.5182511184446548,1.4976128927149328,0.2,Iris-setosa
+28,5.202292881722395,3.3998803328156595,1.4012291532318941,0.2,Iris-setosa
+29,5.873899543379483,2.9827213760895583,5.097348010328883,1.80193290769492,Iris-virginica
+30,5.941745923933868,3.2254925219672095,4.682569167567235,1.7213223675603115,Iris-versicolor
+31,6.001201791001623,3.007130949044209,4.778851784502245,1.7862629041299676,Iris-virginica
+32,6.2995244681551075,2.294452188798121,4.391871445593296,1.3016953883330824,Iris-versicolor
+33,7.6999981122121275,2.8049539747909904,6.699997670087029,1.972348111820493,Iris-virginica
+34,7.7,2.7210040672530114,6.7,2.0088452672033643,Iris-virginica
+35,5.608063162627156,4.4,1.4853351649188713,0.5330983729439729,Iris-setosa
+36,5.634327009745446,4.399999213555128,1.46807774844031,0.3906608236923026,Iris-setosa
+37,7.699999081252807,2.746227623281761,6.699998549167099,1.9951292101067062,Iris-virginica
+38,7.7,2.751806112824462,6.699998336582386,1.954063378347543,Iris-virginica
+39,6.324927655785705,3.3846076434674837,5.585568679844792,2.401890883831543,Iris-virginica
+40,6.657508791033663,3.3072046689244106,5.7782900906355925,2.5,Iris-virginica
+41,5.520147347634908,2.4030090814697362,3.715378568259341,1.0238412751278814,Iris-versicolor
+42,6.086143718523883,2.981774667605735,4.528637599759813,1.3762601166310795,Iris-versicolor
+43,6.238418385489731,3.2110685296882524,4.415125156548598,1.478746617463382,Iris-versicolor
+44,5.389258685966907,3.4000087779137123,1.6554389139231367,0.2,Iris-setosa
+45,5.993665029700103,3.452709098110679,4.529238099293337,1.6228107766833473,Iris-versicolor
+46,4.971169164011429,3.655600286679606,1.4036615302781472,0.2,Iris-setosa
+47,5.821351858633004,2.6976819193646424,5.0871998105484355,1.895029583812888,Iris-virginica
+48,4.58379152909001,3.4285597135993866,1.4023314421587156,0.27728679886015184,Iris-setosa
+49,5.201527489027916,3.439518311149443,1.4093370176307036,0.2,Iris-setosa
+50,6.297426690721975,2.805099950829867,5.126938835914174,1.5013508559527349,Iris-virginica
+51,7.7,2.7946734279067362,6.7,1.9937072975544794,Iris-virginica
+52,5.814157858590977,2.787016174956853,5.118956502920663,2.408320225074528,Iris-virginica
+53,6.007559926026227,2.708130263006971,5.079569231984968,1.6023413374198707,Iris-versicolor
+54,5.773529296842133,2.698648886939793,5.110238563263122,1.9022126776174586,Iris-virginica
+55,4.588678574856968,3.232645599308265,1.4038940824955417,0.2,Iris-setosa
+56,6.692920649445162,3.314738919939016,5.697302622875568,2.5,Iris-virginica
+57,5.330364340217964,3.59114913474921,1.5014536460000425,0.2,Iris-setosa
+58,7.342197576576407,2.892214858025593,6.269534410844764,1.7678865095823217,Iris-virginica
+59,6.705809801345004,3.307060051890704,5.736578208088605,2.1423303570410197,Iris-virginica
+60,6.434502375917145,2.8932193443501464,4.305706970195532,1.3155942277549693,Iris-versicolor
+61,7.699998949283872,2.774940974351787,6.699998769501801,1.9866815933723552,Iris-virginica
+62,4.626171137013296,3.583989376839997,1.0000004378603524,0.2,Iris-setosa
+63,5.906322363501986,3.236302772262397,4.82477413529536,1.807505128356792,Iris-versicolor
+64,6.110533428652009,2.607593031528128,5.5566921205200615,1.4112644036907092,Iris-virginica
+65,7.699999097016461,2.7890303695584335,6.7,1.976225673467115,Iris-virginica
+66,7.7,2.735301832916767,6.699998868818935,1.98731376387358,Iris-virginica
+67,6.354034369802522,2.62845184023782,5.164104396891964,1.91361902704701,Iris-virginica
+68,4.9921103391433626,3.256698463159078,1.392732561494734,0.2,Iris-setosa
+69,4.8589565015706455,2.9942115181801663,1.4006059534117046,0.2,Iris-setosa
+70,7.7,2.7050848099910465,6.7,1.9869846298418155,Iris-virginica
+71,5.591071233444821,2.7488026587455567,4.173464375091243,1.2994260131588762,Iris-versicolor
+72,4.88465579706014,3.1103646703578107,1.4862271691689326,0.1,Iris-setosa
+73,4.620067321766494,3.600693136184238,1.0000005315856701,0.2,Iris-setosa
+74,5.10847611160635,3.269745461977279,1.6782783635168688,0.4030790569997917,Iris-setosa
+75,6.2584543859850745,2.8974695324143713,5.593146644543124,1.8182727235794511,Iris-virginica
+76,7.1230326534930555,2.988674732358383,5.938338424804789,2.089545369783448,Iris-virginica
+77,4.845129077347609,3.102101079145197,1.478200968232707,0.1,Iris-setosa
+78,5.474249326191262,3.0068705251659136,4.463343501247162,1.5058683167177755,Iris-versicolor
+79,7.7,2.785720878135038,6.699998958158496,2.039375982385784,Iris-virginica
+80,6.38422091417881,3.206360749502206,4.498011240689493,1.4860255113378897,Iris-versicolor
+81,5.992452387220354,3.3968704565605794,4.459585197935001,1.6042102258167172,Iris-versicolor
+82,6.307307904563401,2.5027977285489094,4.99566116761769,1.901706046579985,Iris-virginica
+83,5.3029592525264375,3.6527484782465747,1.4939157391853641,0.2,Iris-setosa
+84,5.506725764577607,2.6031099682433307,4.44774735193846,1.20393251985341,Iris-versicolor
+85,7.699998952591944,2.7217405821300176,6.69999865932679,1.972302847104571,Iris-virginica
+86,5.189489354309864,3.400193299620631,1.4001894183443948,0.2,Iris-setosa
+87,5.983788719238945,2.991684146708112,4.786753407545648,1.805032151711649,Iris-virginica
+88,4.880766807044835,2.4019968651900805,3.5548810408571576,0.9574938242987127,Iris-versicolor
+89,5.498968806099817,2.64605827103497,4.1659510977054905,1.2730288977606832,Iris-versicolor
+90,4.597131300279172,3.6086707151322446,1.0000003639449713,0.2,Iris-setosa
+91,5.35346760199957,3.626772943663812,1.5359065826255045,0.2,Iris-setosa
+92,6.595804059459745,3.2511160479604615,5.701323688382718,2.499999476088185,Iris-virginica
+93,6.458733553835856,2.983578988898202,5.487811335045569,1.7880585602153145,Iris-virginica
+94,6.957054181163887,3.214093098414686,5.693307631923432,2.286211145095723,Iris-virginica
+95,6.784950872988709,3.2845693648971332,5.70984675717711,2.1955494230450205,Iris-virginica
+96,4.9910283980359464,3.3810105338032033,1.3178521375655066,0.2,Iris-setosa
+97,5.981791190369895,3.395833695415949,4.534905291862206,1.6461633665229418,Iris-versicolor
+98,6.371651499951603,2.8723657183270612,4.2699375755766305,1.3034498927032518,Iris-versicolor
+99,5.92658288427804,3.173771722253839,4.709269764842644,1.778337107182393,Iris-versicolor
+100,5.624114436760615,3.0121169229980747,4.113670425167069,1.3209009381846362,Iris-versicolor
+101,5.100022762754974,3.8081699262885147,1.9778072479067244,0.4516854165684665,Iris-setosa
+102,6.380287354318686,2.7078809886316537,5.290234918477084,1.8979048859933785,Iris-virginica
+103,6.721420612737421,3.2686604742620085,5.637959765588524,2.5,Iris-virginica
+104,5.102932630005919,3.316320423482845,1.7856801887559466,0.47621587017953476,Iris-setosa
+105,6.723252525241694,3.2663616225661425,5.692670189716188,2.4999994653191635,Iris-virginica
+106,5.339704422790718,2.420662899969423,3.586493438465279,1.0808335937658622,Iris-versicolor
+107,7.699998140541136,2.760374715588994,6.699997842621145,1.9876341353400293,Iris-virginica
+108,5.878030544541691,3.0143321082875203,5.064224894365572,1.8039082464177902,Iris-virginica
+109,5.0558220768468285,2.4432591441810554,2.9954512298516303,0.9348472654037596,Iris-versicolor
+110,5.613058030639669,3.016313023311086,4.548815469453161,1.5210505026064995,Iris-versicolor
+111,5.13956174155096,2.546133149420849,3.4166982337102705,1.2896259652577127,Iris-versicolor
+112,5.205762017444944,2.7315669703453724,4.044282072674352,1.4135532603584955,Iris-versicolor
+113,5.191459363863854,2.705855205697414,4.027921694759943,1.3931115116093027,Iris-versicolor
+114,5.166643201960576,2.632464110509167,3.600611839589627,1.3617858776919451,Iris-versicolor
+115,7.7,2.8178100836164703,6.7,1.9469200089429604,Iris-virginica
+116,4.8772213331684116,2.9964041518427686,1.3840062177054826,0.2,Iris-setosa
+117,5.564878291718714,4.216635719606011,1.4043834835137285,0.2,Iris-setosa
+118,5.115195958144939,3.2884590904904916,1.8553076031895361,0.3878169091960355,Iris-setosa
+119,5.599547848795343,3.0165936542705962,4.142091540627493,1.3083754526193179,Iris-versicolor
diff --git a/iris/tab_ddpm/1/20/test.csv b/iris/tab_ddpm/1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/20/train.csv b/iris/tab_ddpm/1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/20/val.csv b/iris/tab_ddpm/1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/21/synth.csv b/iris/tab_ddpm/1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..906666ed6385578a94e22bf379cc85293a7fd233
--- /dev/null
+++ b/iris/tab_ddpm/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.401831983400494,2.7442256914795973,5.0386025811866855,1.858629709426212,Iris-virginica
+1,5.659236164995002,4.231982985792139,1.3660213869590598,0.2,Iris-setosa
+2,6.020528742651627,2.6959600139279956,5.0786889769489845,1.5939847649802303,Iris-versicolor
+3,4.4,2.8904724231703347,1.4008153911851196,0.2,Iris-setosa
+4,7.336020160369173,2.8806666942326555,6.346551673154537,1.8271428266607053,Iris-virginica
+5,7.252033410243431,2.913418518418077,6.2332535046424375,1.8061565643182296,Iris-virginica
+6,4.797215273705886,3.3833072516839775,1.5893902711924566,0.2,Iris-setosa
+7,5.958802005698575,2.2,5.004964834059817,1.5173568000124193,Iris-virginica
+8,5.2146525074374335,3.4300856913075477,1.382777081122761,0.2,Iris-setosa
+9,5.110766222910887,3.314839574576846,2.0820868623264284,0.5664264940115451,Iris-setosa
+10,6.33110016371364,2.8962674966646538,4.318300471437104,1.3001899578838672,Iris-versicolor
+11,5.613119025640474,2.700345768750497,4.224538069728629,1.2885268737790225,Iris-versicolor
+12,6.673402091275765,3.313817133482414,5.704918788962631,2.170967192841233,Iris-virginica
+13,5.98247683834224,3.0030302677620067,4.885265903679441,1.7800161722595087,Iris-virginica
+14,6.412480035343139,2.865736375265665,4.279131980529826,1.3000271792998528,Iris-versicolor
+15,6.311685783512796,2.775912990381451,5.1195324946455765,1.498470290302981,Iris-virginica
+16,5.353247963206493,3.752673669868826,1.492989632786907,0.2,Iris-setosa
+17,4.99203239457517,2.4485310708897265,3.3513289090111886,0.9758143923621622,Iris-versicolor
+18,4.9826627333905265,3.21200289483678,1.2061282596974083,0.2,Iris-setosa
+19,6.696066570504096,3.2981615566937013,5.7407050107090365,2.123602600729885,Iris-virginica
+20,4.861904130067621,3.0997126870541036,1.507552275357757,0.10000011009237046,Iris-setosa
+21,6.6788820437866585,3.2482115910838925,5.673851119181779,2.1689483583471674,Iris-virginica
+22,5.0406951867036955,3.5116982854404806,1.3829231813301939,0.31524750909852367,Iris-setosa
+23,5.089322905565469,3.4415306621337787,1.4351005553019396,0.2,Iris-setosa
+24,5.703742970987629,4.4,1.486665921280878,0.41443243041929934,Iris-setosa
+25,5.1087909311858395,3.7021712355143563,1.518182518755955,0.4701469160715738,Iris-setosa
+26,5.007668135907844,3.6509636818361195,1.4030317012421123,0.2,Iris-setosa
+27,7.699999094111733,2.7838234603082976,6.69999864547927,1.966838846773127,Iris-virginica
+28,6.725072147305876,3.317260948393216,5.803745050224561,2.5,Iris-virginica
+29,5.866315680923772,3.2287191321627424,4.757703478281752,1.824110698582012,Iris-versicolor
+30,4.609973405827012,3.622618237267741,1.0,0.2,Iris-setosa
+31,4.4,3.107366790091024,1.327805033176215,0.2,Iris-setosa
+32,6.5897893073281555,3.3429700036690484,5.595220766191153,2.5,Iris-virginica
+33,4.577050545207318,3.587595084937995,1.0000007499748818,0.2,Iris-setosa
+34,5.13476779739347,3.6675110887041016,1.4920445476995525,0.381172989588652,Iris-setosa
+35,4.98835422228888,3.2629088944077718,1.2622792546752704,0.2,Iris-setosa
+36,5.70685483614089,4.399998904860619,1.4826807003858526,0.37014989441452595,Iris-setosa
+37,7.699998859370738,2.7707978137738967,6.699998168453857,2.00387453539168,Iris-virginica
+38,5.577971990348299,4.241567116077694,1.4000584226374437,0.2,Iris-setosa
+39,6.861387676359146,3.0104280930692284,5.538594975059779,2.1078077238493917,Iris-virginica
+40,5.344488567336659,3.410477869160867,1.6698349642697292,0.2,Iris-setosa
+41,6.368074188090613,2.8690467045458283,4.292367474811822,1.2828541351485925,Iris-versicolor
+42,5.669226706644637,4.4,1.4832677727421584,0.3788252284335188,Iris-setosa
+43,5.102850884519868,2.484600247425803,2.9015471767439687,1.0641139006534006,Iris-versicolor
+44,7.7,2.783126863067337,6.7,1.9835646713611224,Iris-virginica
+45,6.36840939071063,2.855239245408354,4.254357678025295,1.2998625311364334,Iris-versicolor
+46,5.495122818283189,2.3922653746595235,3.5643179896948913,0.9530498407065096,Iris-versicolor
+47,5.10818414074884,3.794502549399139,1.6039669449685838,0.2,Iris-setosa
+48,7.298742392139565,2.907668941331895,6.297101833013593,1.8250205299384012,Iris-virginica
+49,5.967819180677507,2.2000003160175248,5.0212031199227996,1.5212394735149946,Iris-virginica
+50,4.984130461880118,3.3096589191167736,1.401215390024448,0.2,Iris-setosa
+51,5.501891985931293,2.9829686325119784,4.45943271339788,1.4920559079520843,Iris-versicolor
+52,5.3859439708682215,2.9611371822994847,4.237828210277935,1.4024443071028474,Iris-versicolor
+53,6.418283536099712,3.2016535360021936,4.477469729824813,1.4751663846951657,Iris-versicolor
+54,4.595313955634074,3.580192454125289,1.0000005052141678,0.2,Iris-setosa
+55,6.011809005789478,2.2000003278656557,5.026865173836044,1.4755929909211107,Iris-virginica
+56,4.9028685933924585,2.385050748160794,3.365393599087528,0.9933554808268551,Iris-versicolor
+57,4.507951800011606,2.3139090870906442,1.3408300171852938,0.3289689325454732,Iris-setosa
+58,4.586108874353648,3.202489553263103,1.3932687103270878,0.2,Iris-setosa
+59,5.606890714205886,4.4,1.4702471420565246,0.4882864014288017,Iris-setosa
+60,5.706390109063001,2.555953124449738,5.0345180135949965,2.1472069546776686,Iris-virginica
+61,4.986666265832952,3.2355351797990903,1.309452463751282,0.2,Iris-setosa
+62,4.706981650877225,3.4362877107315555,1.4969966654329612,0.2,Iris-setosa
+63,6.305104527464827,2.6653297630645114,4.825983572743711,1.8065118021715079,Iris-virginica
+64,5.147666478116302,3.8170494069590104,1.749896781386242,0.4930840852687239,Iris-setosa
+65,5.506296791155071,2.390465473537872,3.572041478883748,1.0342455426032091,Iris-versicolor
+66,7.7,2.763256892079839,6.7,1.9924955960297923,Iris-virginica
+67,5.888239611801645,3.212004896615125,4.775411458502654,1.7958882966960525,Iris-versicolor
+68,5.903785169397631,3.220073597181793,4.8156186763332585,1.8253290946628369,Iris-versicolor
+69,5.354248578931773,3.8045934872585105,1.6101305050525823,0.29282238706908437,Iris-setosa
+70,4.612672722620027,3.6081813179354216,1.000000437111007,0.2,Iris-setosa
+71,4.829147197949436,3.4242200872474595,1.6302561387647463,0.2,Iris-setosa
+72,6.279756031837344,2.2976016181292307,4.403345988506969,1.304586157982057,Iris-versicolor
+73,5.8594873578765965,2.9835569756828635,5.094052528414593,1.7845186209926596,Iris-virginica
+74,5.394779500642261,3.865524265225176,1.5788508308079228,0.2565990701500383,Iris-setosa
+75,5.550842795024916,3.0030293935270813,4.158843199815705,1.3138230750922204,Iris-versicolor
+76,7.7,2.7682714354145608,6.7,1.9788117711393778,Iris-virginica
+77,7.001237461345754,3.1589185397880915,5.7041017671869705,2.244330221866703,Iris-virginica
+78,6.3327842613618985,2.812206700018837,5.081740793326965,1.4979274111586847,Iris-virginica
+79,6.1547100966862915,3.0465121177374725,5.04946064850352,1.8189468176352557,Iris-virginica
+80,7.7,2.76430250808952,6.7,1.9680056056709772,Iris-virginica
+81,7.7,2.7624909019258967,6.699998746671439,2.0530228317081587,Iris-virginica
+82,6.286122784434504,2.705947536978542,4.9014257515765465,1.7606380212192105,Iris-virginica
+83,7.7,2.7852159515901995,6.7,1.9947657320323349,Iris-virginica
+84,7.69999853452829,2.779024114894914,6.699997905836127,1.993277144629944,Iris-virginica
+85,5.818811183548272,2.78352944253959,5.0979775567239995,2.392563494690978,Iris-virginica
+86,5.596572129067637,3.00133361075573,4.118905646872393,1.3038387811862704,Iris-versicolor
+87,6.294710460808796,2.3005632130692475,4.372229494252753,1.2811120179503481,Iris-versicolor
+88,5.668463353537854,2.780945996698434,4.171453040136885,1.3181307331081942,Iris-versicolor
+89,6.662808669506345,3.310490613257387,5.71933760057191,2.5,Iris-virginica
+90,6.409407865110625,2.8656268251559003,4.297137069038011,1.294275333039523,Iris-versicolor
+91,5.111912893849066,3.3077913065321254,1.6955750697640024,0.5138560857000732,Iris-setosa
+92,5.677412592637337,4.399999206941077,1.4929248913029047,0.39845233828914506,Iris-setosa
+93,5.58447624979698,4.270058257891684,1.3715070017346285,0.2,Iris-setosa
+94,5.483108524770638,2.412673018184431,3.8036497564539795,1.044079045855499,Iris-versicolor
+95,5.022039938851986,3.5163546577307563,1.593302561370282,0.2,Iris-setosa
+96,5.105481923674471,3.698766246382785,1.4826537109353861,0.3869506552534335,Iris-setosa
+97,7.7,2.754722526445821,6.7,2.0012776712242113,Iris-virginica
+98,5.4793497609434345,2.3813340015728626,3.7722589591092826,1.0603608989286264,Iris-versicolor
+99,6.074982261849345,2.9870554589936598,4.566524389400904,1.3971469357939421,Iris-versicolor
+100,4.996663506751433,3.3793369510218914,1.270863123872424,0.21870005286591895,Iris-setosa
+101,6.097602353438276,2.5900004367984053,5.609710725892231,1.3970061873155155,Iris-virginica
+102,6.624538636358345,3.2674911200924157,5.604738004147102,2.5,Iris-virginica
+103,6.314884910695801,3.425899771174699,5.575458881512365,2.3883650426198155,Iris-virginica
+104,6.697332661351025,3.27983055457633,5.642936468886911,2.5,Iris-virginica
+105,6.023722215705146,2.2000003950494023,4.98581507374698,1.4684140446642175,Iris-virginica
+106,6.418353777211124,2.755275516101586,5.412397282519471,1.8874663112384016,Iris-virginica
+107,5.62454288460156,4.4,1.4847339599921505,0.390153672828049,Iris-setosa
+108,6.508946859328601,3.0030019055331745,5.505515635011839,1.7935867911389596,Iris-virginica
+109,5.534496175196701,2.405598451355672,3.8484609038432804,1.0769130690053874,Iris-versicolor
+110,6.720856970187556,3.000099241807978,4.984485596647391,1.6820888886642325,Iris-versicolor
+111,6.33402496279473,2.4717293320001414,4.917042806198453,1.4874150052483568,Iris-versicolor
+112,5.628767309462397,4.4,1.491909512799162,0.444000249300334,Iris-setosa
+113,5.807115027675251,2.6997475953806034,5.0950522441050285,1.887561907662946,Iris-virginica
+114,6.373007963143171,2.9012058906240425,4.312321293225983,1.2996977179053837,Iris-versicolor
+115,5.2371486295687575,3.542099929304314,1.495951578996269,0.2,Iris-setosa
+116,5.060008028060654,3.511039088633541,1.3433254580072727,0.29254402903966426,Iris-setosa
+117,5.267385764520552,3.610886416980857,1.5041854458950494,0.2,Iris-setosa
+118,4.717948732322817,3.385852684568453,1.4871805293755835,0.2,Iris-setosa
+119,5.1417437101820935,3.3850784122650124,1.3703358771595806,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/21/test.csv b/iris/tab_ddpm/1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/21/train.csv b/iris/tab_ddpm/1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/21/val.csv b/iris/tab_ddpm/1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/22/synth.csv b/iris/tab_ddpm/1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4fdb7a454b089c42e5d7ba35fbc9e9b4c262a217
--- /dev/null
+++ b/iris/tab_ddpm/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.672144707154983,3.306299702871347,5.619989945053449,2.5,Iris-virginica
+1,5.500277634026796,2.9855044901725565,4.466325034489353,1.489945765712235,Iris-versicolor
+2,5.664420191900465,4.399998964780258,1.4872901889787746,0.7133490944368526,Iris-setosa
+3,5.842979531630554,3.209523392893362,4.8755747658192865,1.7909757323433415,Iris-versicolor
+4,6.278007286043608,2.3060802780789618,4.348570504409206,1.2895740998794243,Iris-versicolor
+5,6.295429115293943,2.8819891080617617,5.574329417026961,1.8024394603030724,Iris-virginica
+6,5.227845085300593,3.9011206372548495,1.6743069278266045,0.45630676992389957,Iris-setosa
+7,5.645419897446909,4.4,1.4966222259012953,0.46985334314781246,Iris-setosa
+8,6.29191420216744,2.636744052443789,4.226285005414385,1.2591847389538482,Iris-versicolor
+9,7.6999990951219965,2.7835649534536993,6.7,1.9852569135847988,Iris-virginica
+10,5.677965816133256,2.9445918934566473,4.292616362376129,1.4126883296520338,Iris-versicolor
+11,5.329101807204376,3.9183328351958546,1.3568688195394367,0.45532648485241456,Iris-setosa
+12,5.3974143132265,2.976276149356889,4.457854679056824,1.4974688449966291,Iris-versicolor
+13,6.100594514141304,2.5827770765068494,5.595321759372664,1.3794609937882227,Iris-virginica
+14,5.065755852520321,3.508696805682214,1.347243333637366,0.29475839549431837,Iris-setosa
+15,6.0136609546822,2.689716512704169,5.167108097805084,1.5764665866967114,Iris-versicolor
+16,4.586037653840301,3.5909642234683186,1.0,0.2,Iris-setosa
+17,6.676670997648897,3.1118758678961917,4.3936938498157385,1.4199177750287404,Iris-versicolor
+18,6.545146411874844,2.953437702579893,4.363099716448644,1.3727534213112906,Iris-versicolor
+19,6.280406196797589,2.3069884897489272,4.375657447730967,1.3030024233582487,Iris-versicolor
+20,6.347074473275966,2.835114709934768,5.207651217503972,1.5460489472722625,Iris-virginica
+21,5.182539311775512,2.689940959112766,3.9743932541801055,1.4041804632048696,Iris-versicolor
+22,7.7,2.762455973518784,6.7,2.018345601055697,Iris-virginica
+23,5.9024297140735875,2.9913777590425377,5.086652924447496,1.7834701801543185,Iris-virginica
+24,5.546126781019828,2.394071100818987,3.67401919400117,1.0636352314318755,Iris-versicolor
+25,5.941217355295429,2.6761879027074915,4.990568225493462,1.4788191393718588,Iris-versicolor
+26,6.420336610256249,2.69657080796073,5.318774088767325,1.9020634741686655,Iris-virginica
+27,5.021101651369265,3.339794555293222,1.3671881618890689,0.2,Iris-setosa
+28,6.727578729476132,3.3106938787944022,5.847616627112246,2.5,Iris-virginica
+29,4.586128247928846,3.4025898630369764,1.3702658377580816,0.2946620261631585,Iris-setosa
+30,5.56088112350298,4.261891740919598,1.368592254074282,0.2,Iris-setosa
+31,5.483946219213364,2.9912058518821474,4.529400465371995,1.5237403427413143,Iris-versicolor
+32,6.2344444499803675,2.53379603251883,4.93728003456497,1.5233999719914828,Iris-versicolor
+33,5.195418434883827,3.4788676347506793,1.5087130874878911,0.2,Iris-setosa
+34,6.724726605729736,3.3065486955212737,5.752108105915902,2.1028252664499516,Iris-virginica
+35,5.537668608338179,2.990185506226806,4.09767673005296,1.284196635753089,Iris-versicolor
+36,5.968518509264933,2.990574978955435,4.2318353706622425,1.4711935000346243,Iris-versicolor
+37,6.60844493670536,3.330589115025315,5.553480010522131,2.5,Iris-virginica
+38,6.889193197350679,3.192025313871409,5.673567868853314,2.282996899957214,Iris-virginica
+39,5.100111282758044,3.7708919062678565,1.5887032616756573,0.2,Iris-setosa
+40,5.491780805975912,2.4066874566456136,3.8967952982885325,1.0391199321581044,Iris-versicolor
+41,5.452035578097892,2.995215233975477,4.496985287024025,1.4954895584673202,Iris-versicolor
+42,5.689463412329442,4.4,1.4926914245662022,0.5562481680327305,Iris-setosa
+43,5.055978979607015,3.6382570421593012,1.4311622102000663,0.2,Iris-setosa
+44,5.502927229067398,2.6156987501843516,4.409514885467022,1.1898731098189317,Iris-versicolor
+45,5.4476313333165605,2.9864446995389833,4.444138023876772,1.5009735539654245,Iris-versicolor
+46,5.263396598645268,3.5951959982262256,1.5030677581100007,0.2,Iris-setosa
+47,5.501106302937793,2.4008647146546487,3.8119726521823623,0.9559332955049892,Iris-versicolor
+48,5.399408213577218,3.4142325037708243,1.6970556658206288,0.2,Iris-setosa
+49,6.294085376036681,2.8795109579419433,5.56042288076132,1.7722113463712208,Iris-virginica
+50,5.975322729572809,3.390317648104027,4.565870390238876,1.6312048292366235,Iris-versicolor
+51,6.27432435212894,3.4020524754448007,5.703926272594348,2.391988263686853,Iris-virginica
+52,5.667953911616596,2.4711755801492963,5.005612705524362,1.9860925990388119,Iris-virginica
+53,5.035413325901345,3.380960617791679,2.1935487827307694,0.3985069356020164,Iris-setosa
+54,5.683579942494576,4.4,1.4513008035583965,0.3982888928561543,Iris-setosa
+55,5.724634505330256,2.526064572244857,5.011921800637963,1.9814545810426252,Iris-virginica
+56,7.699999057408105,2.7724460336310357,6.699998821238395,1.991276124292608,Iris-virginica
+57,4.598534387493498,3.200551114743487,1.4006346335803694,0.2,Iris-setosa
+58,5.946103155679278,2.9715162752616626,4.226561937502066,1.4450629405984128,Iris-versicolor
+59,6.618640438069438,3.3320358207904643,5.631576956913474,2.5,Iris-virginica
+60,5.814364239123595,2.717545946791688,5.093987893085644,1.8952096633999567,Iris-virginica
+61,5.868780997390478,3.000272334712926,4.212156003007026,1.5014660628826486,Iris-versicolor
+62,5.097805125606284,3.7974321630570165,1.576812001955016,0.2,Iris-setosa
+63,7.6999986722411915,2.7668302764197494,6.699998494842434,1.9833782547643513,Iris-virginica
+64,7.7,2.7593639792198275,6.7,1.9666301693799568,Iris-virginica
+65,5.676831971164944,2.4704172008198673,4.984012832664736,2.016445680840581,Iris-virginica
+66,6.28753970915512,2.493917426304754,5.0005945926337825,1.8734598594903331,Iris-virginica
+67,5.566927601179269,2.670773012233388,4.281570431798433,1.2851571070179832,Iris-versicolor
+68,5.081312177033689,3.5174526280292153,1.4021771049491243,0.32094235477466404,Iris-setosa
+69,5.3279007297402075,3.7508847693729304,1.503622680654096,0.2,Iris-setosa
+70,6.265415048148934,2.5232050166435696,4.930327676703515,1.5041480448194766,Iris-versicolor
+71,4.538792888173695,2.403654404323083,1.3167916156985644,0.2765207925135797,Iris-setosa
+72,5.763655152795382,2.7968039327924097,5.190419311811098,2.3947246296674494,Iris-virginica
+73,4.400000516631415,2.9709038021216063,1.3506374811448305,0.2,Iris-setosa
+74,4.997726100285726,3.310439357579994,1.3879657851511018,0.2,Iris-setosa
+75,4.888527262680043,3.074766876645959,1.4896765244484336,0.10000010282810873,Iris-setosa
+76,6.527154536726851,2.959210045801832,4.38042997472205,1.3770823133380394,Iris-versicolor
+77,6.8851074749167775,3.2169041369154563,5.7132990603190255,2.3047174112262034,Iris-virginica
+78,5.333718219245561,3.418096398325434,1.6948177587802735,0.2,Iris-setosa
+79,4.4,3.1630599154748786,1.2766886595098037,0.2,Iris-setosa
+80,4.996154353609989,3.6052485945030646,1.4005770897801153,0.2,Iris-setosa
+81,5.245724747604555,2.7789290152585355,4.137489855616302,1.417335647734273,Iris-versicolor
+82,7.7,2.7677166783848426,6.7,2.0510769565950575,Iris-virginica
+83,4.578902070559872,3.60407649523198,1.0000004370202347,0.2,Iris-setosa
+84,6.35679929530547,2.513644899703099,4.889170521089697,1.4884242596877209,Iris-versicolor
+85,7.699998657946029,2.7464108607459057,6.699998473121862,1.9766598935599333,Iris-virginica
+86,5.627761041836025,2.6947464870120763,4.240630383565984,1.2988342822511598,Iris-versicolor
+87,6.906393136262842,3.228753762374871,5.734648309689026,2.296522401645339,Iris-virginica
+88,6.0505299000344275,2.2,5.023931360207492,1.4707035569617481,Iris-virginica
+89,4.4,3.1818905056869795,1.3204057744376567,0.2,Iris-setosa
+90,4.984152540237439,3.2531938391554927,1.3066333404976669,0.2,Iris-setosa
+91,6.394160360630259,3.231042476112564,4.49773428052006,1.497109426858656,Iris-versicolor
+92,5.8702975387577885,2.9884389881319535,4.194970484572593,1.4939352955518552,Iris-versicolor
+93,4.400000469012461,2.904459870448901,1.394514074683563,0.2,Iris-setosa
+94,6.295926972782488,2.8322109987882604,5.113887583541041,1.5261571750825211,Iris-virginica
+95,5.57414791002939,2.658542318262472,4.225373435886704,1.276614235023746,Iris-versicolor
+96,4.587303827648754,3.5941572779577635,1.0000004431431937,0.2,Iris-setosa
+97,5.001520202213276,3.5670227772145373,1.3680044689820612,0.2,Iris-setosa
+98,7.7,2.7637992804397213,6.699998874666029,1.9823584692689409,Iris-virginica
+99,6.418869039830332,2.9008292884766864,4.299179660575096,1.3136424157799511,Iris-versicolor
+100,7.7,2.7763145755635783,6.7,1.9891380990228247,Iris-virginica
+101,4.884642630437072,3.0860274878665663,1.4961542950965927,0.1,Iris-setosa
+102,4.595866783783966,3.5684741280492083,1.0000004143581198,0.2,Iris-setosa
+103,5.585511823614022,3.005233537735207,4.139999578070172,1.322003708362937,Iris-versicolor
+104,5.651846637972368,4.4,1.490747379037406,0.38191372936994394,Iris-setosa
+105,5.088683142953438,3.804465618214329,1.609268486094726,0.2,Iris-setosa
+106,6.3354605007487494,2.489376255431759,4.899773960405138,1.4948957557048175,Iris-versicolor
+107,6.27942554207393,2.472889181680643,5.012347484056554,1.9111300142070493,Iris-virginica
+108,5.544127234357294,3.004260406021622,4.110193480926538,1.3010492617066682,Iris-versicolor
+109,4.88381959998992,2.387853120716194,3.3245377164160277,1.0675879767585474,Iris-versicolor
+110,6.751604727362244,2.994742765563558,5.509526402435395,2.106015540193516,Iris-virginica
+111,4.5949654932247155,3.6089226406891948,1.0,0.2,Iris-setosa
+112,5.975295014846512,2.200000321245779,5.028411070257205,1.4994863360827428,Iris-virginica
+113,6.783451680486681,2.993855657836212,5.528833656211013,2.0673591644908997,Iris-virginica
+114,7.6999987060123285,2.802904606475305,6.699998113552226,2.037097523157274,Iris-virginica
+115,6.694609778050296,3.2791194353958613,5.652987441259578,2.5,Iris-virginica
+116,6.477633407923809,3.401904373787032,5.672251683015298,2.24156100204347,Iris-virginica
+117,5.541901674279396,2.6512657862941387,4.386136801408529,1.2723182971454816,Iris-versicolor
+118,7.7,2.771661215443615,6.7,1.9909524742571583,Iris-virginica
+119,4.869595269319521,3.0881322379031158,1.4934647969074075,0.10000009146952275,Iris-setosa
diff --git a/iris/tab_ddpm/1/22/test.csv b/iris/tab_ddpm/1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/22/train.csv b/iris/tab_ddpm/1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/22/val.csv b/iris/tab_ddpm/1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/23/synth.csv b/iris/tab_ddpm/1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1cbdbcb11a79bb79f86f27cbde148efe28b04e39
--- /dev/null
+++ b/iris/tab_ddpm/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.029242672849742,2.7013110071477326,5.084124546765375,1.5982730413210233,Iris-versicolor
+1,6.634482812741561,3.027397528034113,4.382608278312756,1.3960082938202838,Iris-versicolor
+2,6.019634210947125,3.4302520497420463,4.4855647927998845,1.6226973321734204,Iris-versicolor
+3,4.61157403866487,3.395205586109724,1.4003668541870138,0.30534983425863804,Iris-setosa
+4,7.3350189829796975,2.8997750682145162,6.322968187558845,1.7898873112359834,Iris-virginica
+5,5.897616924941111,3.232492640165817,4.786625773385603,1.8189888594399801,Iris-versicolor
+6,5.5768617301674155,4.238014367539337,1.3861251791469495,0.2,Iris-setosa
+7,5.903989508993791,2.991800385390343,5.096449145913456,1.782422098969984,Iris-virginica
+8,5.671251475909404,2.474366174103889,5.034569822184313,1.9982836840350342,Iris-virginica
+9,4.993060343610126,2.4437664196155913,3.2425313697041522,0.970383833334719,Iris-versicolor
+10,5.107987253803077,3.6885759887789726,1.535198830143131,0.4238310622826434,Iris-setosa
+11,5.380941626671965,2.9996751177671075,4.541205656222235,1.4908234661970048,Iris-versicolor
+12,5.194701303135783,3.3839978479357042,1.3815451036503896,0.2,Iris-setosa
+13,5.12431112097878,3.741215581662072,1.609153888670795,0.2,Iris-setosa
+14,6.680997968436449,2.9820312706187893,4.9820358072068816,1.6805787430383048,Iris-versicolor
+15,6.0585067878441885,2.2,5.008229808804211,1.49768095386408,Iris-virginica
+16,6.672021480040597,3.296820272500388,5.688578349534558,2.0904441925022588,Iris-virginica
+17,4.981733052115441,3.6120496915119698,1.3797006893393475,0.2,Iris-setosa
+18,6.690701877868806,3.001285735944151,4.98466131243081,1.7119087486300175,Iris-versicolor
+19,6.323845254647752,2.535546738129353,4.949082698677629,1.8754752581042375,Iris-virginica
+20,6.395974920242519,2.872130162194467,4.2621306563332295,1.3014530349089155,Iris-versicolor
+21,5.882184598771506,2.988845736219495,4.208931096745325,1.4988245911282971,Iris-versicolor
+22,4.991141548680279,3.2748820279590816,1.3848242136818012,0.2,Iris-setosa
+23,5.048212089942408,3.5891972265286087,1.362300258833021,0.2,Iris-setosa
+24,5.5154230219951295,2.6298642699493207,4.352916029501441,1.2755218774632264,Iris-versicolor
+25,6.6622522554910955,3.3009139351172196,5.708071367323639,2.10497847225073,Iris-virginica
+26,6.3663971748491965,3.2285315249950997,4.469356187016921,1.494690267732731,Iris-versicolor
+27,6.49182511310933,2.9453110091924395,4.303084585355701,1.3389177178118434,Iris-versicolor
+28,5.102752431752482,3.5157178918198695,1.4024288068678263,0.3067783893618611,Iris-setosa
+29,6.635381134868046,3.298074481042549,5.67620640829277,2.4999992815939693,Iris-virginica
+30,4.4,3.1833137325998355,1.2964293709099732,0.2,Iris-setosa
+31,5.067838926645127,3.4944715420227785,1.3357710419219448,0.30170910798741146,Iris-setosa
+32,5.021701285281625,3.5659253567731963,1.4199954129348622,0.3463673491470901,Iris-setosa
+33,6.746187846092105,3.1039393798521395,4.33797572935474,1.388775055256929,Iris-versicolor
+34,6.697095424118816,3.304616282476057,5.719662057098928,2.5,Iris-virginica
+35,6.296964601442448,2.6878047506723397,4.8782475259556595,1.8106534200110607,Iris-virginica
+36,5.025121270876565,3.5270530407871235,1.334348018594835,0.3044626403300431,Iris-setosa
+37,4.589226122613384,3.601835992145545,1.0000004713530437,0.2,Iris-setosa
+38,6.973095326691197,3.1501154407422143,5.683070236618668,2.2585271263125133,Iris-virginica
+39,5.166437602662297,3.4847309332147685,1.4955267558339593,0.2,Iris-setosa
+40,5.649590765891984,4.4,1.468874597807563,0.38463491857574544,Iris-setosa
+41,4.400000583545793,3.1704948133387236,1.3230915776814642,0.2,Iris-setosa
+42,5.243854693259363,3.635821402946496,1.4625386412001702,0.2,Iris-setosa
+43,5.6438885821098586,4.4,1.4805289295923316,0.38637690384277146,Iris-setosa
+44,4.99831895378647,3.55402220658542,1.3819193650126527,0.2,Iris-setosa
+45,5.7647777983300745,2.6044355743326593,5.086426701315434,1.919964111885989,Iris-virginica
+46,5.865960297347148,3.2148069766017078,4.808637715749188,1.8184522770185045,Iris-versicolor
+47,5.5461106502232465,2.9818642685391152,4.105088658760586,1.2935315951261972,Iris-versicolor
+48,4.993262913976777,3.2030319668620866,1.2238097288929914,0.2,Iris-setosa
+49,5.59842780033911,4.258917948635226,1.3706511021420336,0.2,Iris-setosa
+50,5.88601811739663,2.976301795539595,4.197270842350959,1.486629319534551,Iris-versicolor
+51,7.7,2.7651123493072087,6.6999989523769425,1.998648118282551,Iris-virginica
+52,6.371702864116287,2.6732228846314627,5.220854128063328,1.899448440326881,Iris-virginica
+53,4.490964533564273,2.305350715627375,1.2923592928935854,0.2745705872211981,Iris-setosa
+54,7.7,2.7099701156864233,6.7,1.9871579207224745,Iris-virginica
+55,5.835953160675373,2.9925937539836993,5.055555626736885,1.7989705525928121,Iris-virginica
+56,6.284829813953431,2.520929537146312,5.0163066418657944,1.8876415577673769,Iris-virginica
+57,4.59948732269325,3.4050596907502917,1.391483468291801,0.30871031659105946,Iris-setosa
+58,4.903059907860896,3.0120045659545363,1.3920422465837303,0.2,Iris-setosa
+59,5.968589474951687,2.696070690856267,5.058508311222728,1.6108171863900076,Iris-versicolor
+60,7.699998716190643,2.759103718317421,6.699997853887551,1.9824793805467316,Iris-virginica
+61,4.906318118916141,3.1155962179778314,1.5092578825457477,0.1000001106794654,Iris-setosa
+62,6.317355639928487,2.8100277206901274,5.0661869810410245,1.482123308330072,Iris-virginica
+63,7.7,2.744066260632549,6.69999846505284,1.9934246313165491,Iris-virginica
+64,6.326448983493465,2.524632810460602,4.907833088999606,1.5298684694571085,Iris-versicolor
+65,5.999896389136548,2.9976618012217773,4.768261574449877,1.794827769781882,Iris-virginica
+66,5.1099517725101204,2.482565385497269,2.859222242923729,1.0541100024732772,Iris-versicolor
+67,5.093069929056754,3.8250352139072645,1.5984297860053231,0.2,Iris-setosa
+68,7.7,2.7991899624250625,6.699998943570352,1.9825415675448375,Iris-virginica
+69,4.996074249566411,3.6087603027752904,1.387840207622857,0.2,Iris-setosa
+70,7.7,2.7266824941259467,6.7,2.003927031615328,Iris-virginica
+71,6.608120783715417,3.318788927361394,5.696282455442319,2.5,Iris-virginica
+72,6.433647210616312,2.8919557658681394,4.340612696090727,1.324691964838757,Iris-versicolor
+73,6.4575850301593105,3.1831635075463525,4.48907394129468,1.4877540775999278,Iris-versicolor
+74,4.878843856026801,2.381345384280472,3.339146658823811,1.1347730203992863,Iris-versicolor
+75,6.371963620063223,2.87588827899707,4.284797031249814,1.3235086626403663,Iris-versicolor
+76,6.8395271158753665,3.0081789642807504,5.576722904354681,2.153969123379715,Iris-virginica
+77,5.0445737112650955,3.486601814356868,1.3194074646811884,0.31055148270475663,Iris-setosa
+78,6.546900682992889,2.9510017953913263,4.365349035528337,1.3621321299423215,Iris-versicolor
+79,5.43252179895723,2.9829637223531886,4.522569881433853,1.4822147686748521,Iris-versicolor
+80,5.923794673552906,3.221889599000238,4.834603388629064,1.8023544043571238,Iris-versicolor
+81,7.7,2.7811510141740987,6.7,1.9922884635452116,Iris-virginica
+82,6.732080586883688,3.008434549998441,5.519362820220527,2.0884503500332294,Iris-virginica
+83,5.498836642786982,2.4065699798359255,3.842585694443412,1.1762012880957293,Iris-versicolor
+84,5.539864234207182,2.994781376582293,4.128467332820588,1.3060063323921185,Iris-versicolor
+85,7.7,2.758564652100535,6.699998374371244,1.9943289022899848,Iris-virginica
+86,4.591506575892102,3.19010418287288,1.404007332122129,0.2,Iris-setosa
+87,4.774953780641946,3.3932265018118355,1.5831671301268992,0.2,Iris-setosa
+88,5.888586427509291,3.211112600487684,4.842360870097,1.8190278020684232,Iris-versicolor
+89,6.954630416368636,3.1657747727445713,5.727822968214143,2.252772983137867,Iris-virginica
+90,6.324085223213456,2.5022559082312026,5.011394310261698,1.8948115227168074,Iris-virginica
+91,6.777917889372424,2.998962955176511,5.51324870214008,2.0338547610343496,Iris-virginica
+92,5.82236065345198,2.996678675464922,4.24272155658912,1.4929472827418961,Iris-versicolor
+93,5.970324899423156,2.2,5.052395521276606,1.4698965071062293,Iris-virginica
+94,5.112573363025822,3.8355179826189483,1.75856194417809,0.5660960127647185,Iris-setosa
+95,4.589794243447593,3.386950332168381,1.387397586168117,0.29287256343344004,Iris-setosa
+96,6.370530559256262,2.876158539681305,4.2917610267419946,1.2838715479441907,Iris-versicolor
+97,5.61864696354863,2.7027222501542987,4.265068699896997,1.304622446549145,Iris-versicolor
+98,7.699998712755496,2.7755507282012184,6.699998344293711,1.9981916792673804,Iris-virginica
+99,6.3368086450833845,2.666461200452999,4.909749737766765,1.7881469739856592,Iris-virginica
+100,6.418417724481197,3.121018551163484,5.50585876361724,1.7995859997323855,Iris-virginica
+101,6.428655654004721,2.6500625152334676,5.270619832411517,1.9073294962523497,Iris-virginica
+102,6.362648540659471,2.6317506806589197,5.1363245506813575,1.8991786671079751,Iris-virginica
+103,6.112830718784616,3.007764268834047,4.602437762626322,1.4096096491990626,Iris-versicolor
+104,5.4509745660189415,4.0082257351742,1.319788105281579,0.34456759983451113,Iris-setosa
+105,6.5597696381951724,3.180575227094079,5.584503389705189,1.9219518314130628,Iris-virginica
+106,6.7679387354208265,3.3622317370322135,5.760544166496026,2.5,Iris-virginica
+107,5.623080675618104,4.274608231906078,1.3946214425090275,0.2,Iris-setosa
+108,7.354906886361095,2.8902666135942057,6.331663668443831,1.800420565065934,Iris-virginica
+109,6.320494047146042,2.730043885711022,5.033083611546474,1.5812921099081605,Iris-virginica
+110,5.6737332517350865,4.4,1.4795241008705218,0.5263720069128665,Iris-setosa
+111,5.7487386849475826,4.4,1.511346706502603,0.41136943810868093,Iris-setosa
+112,5.236528580591661,3.458010619104192,1.4066374942652793,0.2,Iris-setosa
+113,6.025634117720103,2.7016923262728296,5.103464926204329,1.6036509799048206,Iris-versicolor
+114,6.32133376574928,2.7106967203854215,4.935454239964707,1.8068849262810756,Iris-virginica
+115,5.077833061026147,3.420570145879694,1.5043070941452075,0.2,Iris-setosa
+116,5.645052313112053,2.4990932029215838,4.958755193154547,1.998472961910793,Iris-virginica
+117,5.684948913073794,4.399998386612278,1.4985841676362321,0.3473256158186806,Iris-setosa
+118,5.206856975778278,2.7142775961968506,4.022106255825996,1.413537389918777,Iris-versicolor
+119,5.4691957862785765,2.9912031381409014,4.458185729259038,1.4960969007819092,Iris-versicolor
diff --git a/iris/tab_ddpm/1/23/test.csv b/iris/tab_ddpm/1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/23/train.csv b/iris/tab_ddpm/1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/23/val.csv b/iris/tab_ddpm/1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/24/synth.csv b/iris/tab_ddpm/1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cbad19622550c1fb5c556b24549df6f24b6ad7fc
--- /dev/null
+++ b/iris/tab_ddpm/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.013393784172713,3.515443892710518,1.3504329643390707,0.2932017792272754,Iris-setosa
+1,5.220905310543642,2.7018377652884324,4.053291683575514,1.3886131604844678,Iris-versicolor
+2,6.7948955224664065,3.1639956658311474,5.67507539318965,2.2773557487051073,Iris-virginica
+3,7.699998586983075,2.7312395918356622,6.699997547133315,1.974036788576241,Iris-virginica
+4,5.340935218639856,2.9790092211524453,4.42839973607199,1.4966128344165486,Iris-versicolor
+5,4.9899795150614255,3.583565818166663,1.3911425831499202,0.2,Iris-setosa
+6,6.691608761247359,3.28880032069465,5.675156225401353,2.4999994276571096,Iris-virginica
+7,7.108450016212046,3.007039777385616,5.938431092821828,2.1112869917912747,Iris-virginica
+8,6.643338472580802,3.0397862863616423,4.357085699428224,1.4041160238465504,Iris-versicolor
+9,5.640073915316841,2.7532975248743163,4.189489855136182,1.321024672047636,Iris-versicolor
+10,5.4687802884186905,2.396019560782371,3.6824480666082082,1.0135343261768464,Iris-versicolor
+11,5.340552293318087,2.8582485057245623,4.0837335328224365,1.328873551179658,Iris-versicolor
+12,5.382841294832687,3.402312252119322,1.6982605424478412,0.2,Iris-setosa
+13,5.657827465665411,3.005019425196904,4.109272219112894,1.3190724980800963,Iris-versicolor
+14,6.303849081089214,3.4055111091721466,5.635215249208071,2.376625129589799,Iris-virginica
+15,5.603846582588558,2.9817877011395733,4.153583870203363,1.3169346545608598,Iris-versicolor
+16,6.6552293076590106,3.2922761594120713,5.659344637288651,2.0724431471060107,Iris-virginica
+17,5.468706969770321,2.403035632906869,3.819224703995883,1.032216584972302,Iris-versicolor
+18,5.153413031040536,3.445876976541593,1.430797300677968,0.2,Iris-setosa
+19,5.986983257949527,2.9847043644727043,4.871524652139939,1.7849216723391603,Iris-virginica
+20,4.590006201923451,3.612753610251547,1.0,0.2,Iris-setosa
+21,6.6651527376677775,3.2862789879877816,5.598620144810173,2.5,Iris-virginica
+22,6.399448058706916,3.219587986442356,4.526514652144789,1.500600158340711,Iris-versicolor
+23,4.592481510680638,3.370263449738688,1.4059528815331257,0.3165627443448402,Iris-setosa
+24,5.432380718802642,2.3991510002249794,3.6454469812764994,1.062874339058141,Iris-versicolor
+25,5.528137655818575,4.190179407038702,1.3935325237984322,0.2,Iris-setosa
+26,5.0038802598614325,3.2031135271789597,1.2054720082756674,0.2,Iris-setosa
+27,5.210854500829135,3.508777836304255,1.5041570242929596,0.2,Iris-setosa
+28,7.7,2.781788220641106,6.7,1.9689761830474555,Iris-virginica
+29,4.4,3.2069132531546165,1.275735601281934,0.2,Iris-setosa
+30,5.124787047388216,2.5724495441174478,3.0899871543460913,1.3121421708604641,Iris-versicolor
+31,4.8954043773125795,3.0928553556518397,1.4892949662450046,0.1,Iris-setosa
+32,6.3508453028672545,2.9120758501040815,5.551772421146376,1.797599151580878,Iris-virginica
+33,5.081541285277179,3.808494119043487,1.5874984778686958,0.2,Iris-setosa
+34,7.7,2.777821335334084,6.7,2.0056933863402233,Iris-virginica
+35,4.578255851195499,3.6636480036518253,1.0000003774769655,0.2,Iris-setosa
+36,5.496472249034637,2.3918446940238165,3.622211811890184,1.0401485292130035,Iris-versicolor
+37,5.583500550680078,4.399999032052723,1.4857331175353694,0.4608520399778354,Iris-setosa
+38,5.939447257532299,3.0123912653056504,4.204018287439261,1.528291022979688,Iris-versicolor
+39,6.010841515048754,2.682921287600061,5.087231166052456,1.6168505392717687,Iris-versicolor
+40,6.681143151092392,3.3123851215653763,5.704762019027753,2.5,Iris-virginica
+41,6.353976725316585,2.802441161976794,5.092996594631246,1.5061212125650258,Iris-virginica
+42,6.320183356670657,2.792862936739777,5.078775622017225,1.510323330238757,Iris-virginica
+43,5.48010868297299,2.4050343768578557,3.6389749023918445,0.9233074893921732,Iris-versicolor
+44,6.33594312315136,2.4951610620948084,4.862144821528562,1.5198359260179213,Iris-versicolor
+45,6.341826339835742,2.905370161089946,4.2994660144387336,1.3389159398078896,Iris-versicolor
+46,5.106715783557597,3.334499454522406,1.7294978178370184,0.3865689678677744,Iris-setosa
+47,4.615489626882356,3.598901212976054,1.0000004567977505,0.2,Iris-setosa
+48,6.317002094449927,2.899882426682524,5.578315030695269,1.7956001812996212,Iris-virginica
+49,7.699999046739126,2.7773490118846613,6.699998868219212,1.9785202524281031,Iris-virginica
+50,5.093192200748915,3.5080095245909604,1.4110597601431598,0.29711012941012843,Iris-setosa
+51,5.4342479668569315,3.899167059240002,1.3106768326616594,0.3923851588978071,Iris-setosa
+52,5.084059624194437,3.6654347793596886,1.4849768328477269,0.39917070392564824,Iris-setosa
+53,5.819898121047659,2.7124999413876827,5.093372052609805,1.905545281358793,Iris-virginica
+54,5.893838938562438,3.196686349665745,4.797697824589115,1.8093780298608502,Iris-versicolor
+55,5.8205744820081975,2.7190006130301057,5.127616140384196,1.8889075390317578,Iris-virginica
+56,5.495355989341733,2.398208493000897,3.86278232395619,1.0025215537208614,Iris-versicolor
+57,5.534512476685417,2.6696440772439742,4.183790537974083,1.26721988418168,Iris-versicolor
+58,5.992455210123773,2.2000004734991694,4.985650881759392,1.4958837593479724,Iris-virginica
+59,5.110854689884746,3.8166163310203673,2.0252067016851054,0.39710336246614714,Iris-setosa
+60,5.015189301643819,3.4947394761804866,1.3037973746326377,0.2576690004305393,Iris-setosa
+61,6.673861882078117,3.12265241927991,4.395194853260552,1.4175452214976876,Iris-versicolor
+62,5.124588433399895,2.4749109551669517,3.0017324854709475,1.09616084648826,Iris-versicolor
+63,6.386535632658214,3.2222027708779946,4.537672087506835,1.5115406975336059,Iris-versicolor
+64,4.4,3.2030576282893195,1.2874480551296124,0.2,Iris-setosa
+65,5.433748293550942,3.911551236482924,1.3093617489922056,0.37868869628789037,Iris-setosa
+66,5.107096405326484,3.3176438332295475,1.7461221905045368,0.5939808196896037,Iris-setosa
+67,5.571634224588773,2.6152204369062315,4.2637278029891075,1.2858781133372292,Iris-versicolor
+68,6.477827913643055,3.1775176592687755,4.534608192226543,1.4889343280066263,Iris-versicolor
+69,4.994631536358154,3.218775557087913,1.2276098440645402,0.2,Iris-setosa
+70,5.50059104335842,2.3893951711184265,3.7968556785266703,0.891163411199968,Iris-versicolor
+71,5.095719930415603,3.315026515972686,1.8023510886569536,0.5499364709816756,Iris-setosa
+72,5.410745492552478,3.916535024132378,1.3076526466071132,0.45446090301276787,Iris-setosa
+73,6.671761695244733,3.3074722355297506,5.615521771560501,2.5,Iris-virginica
+74,7.7,2.758717749841159,6.7,1.9925072251889353,Iris-virginica
+75,5.739137590174973,2.6785198434545956,5.09508422773117,1.9044459645473255,Iris-virginica
+76,6.384697727719828,3.106001104610669,5.4953213346182785,1.8035393606626882,Iris-virginica
+77,5.9853128383552985,3.4205702719691113,4.497000187046339,1.612521754647643,Iris-versicolor
+78,5.304312789729876,3.7829128126555385,1.3533616352388256,0.38658481877390405,Iris-setosa
+79,6.649155514184746,3.299043475344782,5.694246741363723,2.5,Iris-virginica
+80,4.910841464763862,3.014181774035288,1.4023862652764554,0.2,Iris-setosa
+81,6.873777785764768,3.2227787307459446,5.766352355106931,2.31141487510314,Iris-virginica
+82,5.091943324355943,3.7568991314175224,1.6147449499874165,0.397377541040113,Iris-setosa
+83,5.52592813464121,2.402793890660738,3.485090244087389,1.1147537353006127,Iris-versicolor
+84,5.728777685668817,2.5964984424147737,5.054840558138961,1.9435653133817685,Iris-virginica
+85,5.616581994045885,2.987403148764656,4.112428869051633,1.3228665060534275,Iris-versicolor
+86,4.777413967378875,3.3977690096818023,1.559949682118257,0.2,Iris-setosa
+87,5.185487631908658,2.6995883689873086,4.049958403242266,1.4043088400577397,Iris-versicolor
+88,5.568842521504627,3.015081396309487,4.111262056317128,1.3265967669572372,Iris-versicolor
+89,4.905630805977325,3.0141052437528297,1.372095596885112,0.2,Iris-setosa
+90,6.055443911465277,2.701469362894899,5.104338546115778,1.5872702836043993,Iris-versicolor
+91,5.416084603742778,3.8738750038869316,1.3243486244673153,0.38293450559031383,Iris-setosa
+92,6.347236449348658,2.6704712934968513,4.912996407688338,1.795048525397317,Iris-virginica
+93,5.10920663615625,3.3984676297157117,1.4981249476331366,0.2,Iris-setosa
+94,5.843385790606661,2.889332531181522,5.1058197051820455,1.824197913487199,Iris-virginica
+95,5.267265868413034,2.756947520474399,3.805143396400351,1.4231440580331907,Iris-versicolor
+96,6.640799052385531,3.277337399564313,5.662894125002086,2.5,Iris-virginica
+97,5.1307378954907605,3.7433878755764107,1.6643425228917845,0.3829276068854973,Iris-setosa
+98,5.470377154148434,2.9883610240104566,4.422285833667311,1.4768180664069694,Iris-versicolor
+99,6.626798226602151,3.2743491988381783,5.59997040021304,2.5,Iris-virginica
+100,5.222689156446221,3.49879357243935,1.5369441614967396,0.2,Iris-setosa
+101,5.921722693223177,2.200000450245165,5.06338781757611,1.483761433232816,Iris-virginica
+102,5.00885620870319,3.378935139182587,1.4949305204502084,0.2,Iris-setosa
+103,5.718951704855932,2.443619956445491,4.993209048731829,2.0167108901794557,Iris-virginica
+104,6.696357762764396,3.3085154793611493,5.711360369804662,2.4999995355873366,Iris-virginica
+105,6.6516061453796045,3.080170248100649,4.366807866450419,1.3827270361684874,Iris-versicolor
+106,7.7,2.7649720106562112,6.7,1.989008545884423,Iris-virginica
+107,5.493385009722048,2.3959098605240996,3.7049258681545947,0.9436406759784856,Iris-versicolor
+108,7.7,2.7517362465808106,6.7,2.0823081789974447,Iris-virginica
+109,5.084651292748507,3.7216604474419768,1.5733948364685237,0.38756088382117404,Iris-setosa
+110,5.0870321150241296,2.4858686243782344,3.071637952398405,0.916952043967041,Iris-versicolor
+111,5.029898393450837,3.4841223559440913,1.3210253155248912,0.29444136315946545,Iris-setosa
+112,6.657010737580898,3.3094661368255243,5.6409025996448605,2.5,Iris-virginica
+113,4.881461338981552,2.378642326308367,3.2809309444177903,1.0395178303498311,Iris-versicolor
+114,4.588981827589435,3.5986933738845823,1.0000005725069991,0.2,Iris-setosa
+115,5.506298154518757,2.6164248160847756,4.405083574286392,1.213921456657546,Iris-versicolor
+116,5.715685290864446,4.4,1.491714910379246,0.39772832559265625,Iris-setosa
+117,4.4,3.1844525293439374,1.313669901484369,0.2,Iris-setosa
+118,5.47207820967995,2.437039574188493,3.9025487247866186,1.167879750257154,Iris-versicolor
+119,5.5605774601004585,2.653754772228012,4.359503662146307,1.2706784731410217,Iris-versicolor
diff --git a/iris/tab_ddpm/1/24/test.csv b/iris/tab_ddpm/1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/24/train.csv b/iris/tab_ddpm/1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/24/val.csv b/iris/tab_ddpm/1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/25/synth.csv b/iris/tab_ddpm/1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c3aec4f987d8131bbba6c18a76a7de923b0f8cc
--- /dev/null
+++ b/iris/tab_ddpm/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.312290743508382,3.668931779444326,1.4947711443920442,0.2,Iris-setosa
+1,6.322412962959111,2.276615931500247,4.438676339999652,1.2945466352608312,Iris-versicolor
+2,4.579859346540253,3.6086698326874007,1.0,0.2,Iris-setosa
+3,7.7,2.759792754852072,6.7,1.9951421974516919,Iris-virginica
+4,5.991581105807406,2.952934495201153,4.987413856716489,1.782724370027262,Iris-virginica
+5,6.426323953125015,2.875965417828972,4.280151932415585,1.2982323180533586,Iris-versicolor
+6,7.699998732107234,2.7965917300367478,6.6999980946382935,1.983079954445731,Iris-virginica
+7,5.112842001199276,3.405834085464197,1.4628146375439166,0.2,Iris-setosa
+8,5.0988977154687545,3.850018553307232,2.0690923746660106,0.4387354046340576,Iris-setosa
+9,5.990638599762564,2.2,4.988589514132887,1.5168656339285154,Iris-virginica
+10,5.276459654903999,3.6035619945472526,1.4986393653851249,0.2,Iris-setosa
+11,6.29751304236262,2.2977893892301626,4.390475246126874,1.271118618378041,Iris-versicolor
+12,6.697075191114233,3.079623494447178,4.424841852235755,1.3943804338815493,Iris-versicolor
+13,5.688428874348233,2.474491451635388,4.999021268999868,2.0182265060374323,Iris-virginica
+14,6.319569342183113,3.377824667657696,5.649604227259433,2.393363772718831,Iris-virginica
+15,6.678524943418452,2.9987603549047233,4.9661397902645135,1.6954393515538644,Iris-versicolor
+16,6.861411610534074,3.214790954754302,5.6785524010940485,2.3123485455629966,Iris-virginica
+17,6.940834993762739,3.1943582864671627,5.7918917553998135,2.3170570026924246,Iris-virginica
+18,6.3411205635037415,2.4971475115415283,4.841314933570327,1.4610787126545017,Iris-versicolor
+19,6.742646527751894,3.2665017014538447,5.71258403245894,2.1575958779243756,Iris-virginica
+20,6.395384979567546,3.0951950930221117,5.514919232259674,1.8242098469886805,Iris-virginica
+21,6.818439782222966,3.2530247557743164,5.704216252871741,2.2306896977692694,Iris-virginica
+22,5.521120291658913,2.9594394142131497,4.088424444909326,1.2999958646720335,Iris-versicolor
+23,5.777075416777417,2.6407141845414404,5.118120140784979,1.9230069202931876,Iris-virginica
+24,4.559212618938335,3.3744769885040324,1.4019799948305782,0.3024476663660807,Iris-setosa
+25,7.7,2.793102919974019,6.7,1.9949805105626137,Iris-virginica
+26,5.341041843659225,2.9734116697631645,4.454551714571799,1.4907585100198464,Iris-versicolor
+27,5.482532999128479,2.3963693763720437,3.8454650478248844,0.9795074417550809,Iris-versicolor
+28,4.568623449045798,3.59492153903511,1.0,0.2,Iris-setosa
+29,7.7,2.7933070694625433,6.699998664461238,1.9908881522744748,Iris-virginica
+30,7.289983878833681,2.882315728477684,6.253172049760779,1.7900160967692684,Iris-virginica
+31,6.306874578025656,2.909702471149483,5.534264599079225,1.8124886107459168,Iris-virginica
+32,5.073152870550551,3.5226762110098133,1.3891402161141309,0.30693142173025223,Iris-setosa
+33,5.626586313081274,4.399998628294006,1.4901161323696879,0.5319176030072237,Iris-setosa
+34,6.297806418619092,2.2977202099433676,4.440032692267536,1.309115478695377,Iris-versicolor
+35,6.7974535724257406,3.0104444693409507,5.505186043029974,2.1149363945769184,Iris-virginica
+36,5.415312434868716,4.004771931111842,1.3256010735930537,0.3600489615824147,Iris-setosa
+37,5.121160935573375,3.3088902594912115,1.8573497009674313,0.4715487946684928,Iris-setosa
+38,6.331527950485283,2.3026395029241713,4.388154363298528,1.2913963003668087,Iris-versicolor
+39,5.782388496010552,2.698046139793072,5.0785409175510505,1.886429143378107,Iris-virginica
+40,7.7,2.74324861406582,6.7,2.006963051092951,Iris-virginica
+41,6.206512473644256,3.0672837481405706,4.453126568468258,1.4529739090395377,Iris-versicolor
+42,5.107985708679656,3.619153660952152,1.534934968245775,0.2,Iris-setosa
+43,6.333268145492962,2.510882533667231,4.914439733049435,1.5168751476875155,Iris-versicolor
+44,5.335950421134644,3.771313130695005,1.5096037198788699,0.2,Iris-setosa
+45,6.082086326248406,2.594094648930273,5.559351511755402,1.4057282695862128,Iris-virginica
+46,5.062545861880685,3.787829369109424,1.6390135277133544,0.2,Iris-setosa
+47,4.798294828511079,3.390547848289374,1.5891614781024237,0.2,Iris-setosa
+48,5.202801147661396,2.7405790126360583,4.039352382582875,1.4108704735357138,Iris-versicolor
+49,5.696896030909535,4.399999140688084,1.4910042167302624,0.4974894577835635,Iris-setosa
+50,5.084517859342492,3.819162143085616,1.6946428448328483,0.3812114841346475,Iris-setosa
+51,7.699998660975371,2.7425913997269515,6.6999981194042295,2.0047513156991945,Iris-virginica
+52,5.087507027438517,3.744505428920151,1.6370145062662713,0.36373913773843164,Iris-setosa
+53,7.699998293589296,2.7567294387428674,6.699997871001014,1.979483532150069,Iris-virginica
+54,5.035108116956135,3.378908628258161,1.4081226077260867,0.2,Iris-setosa
+55,6.681503194101826,3.2989469356222156,5.674562976870856,2.5,Iris-virginica
+56,7.7,2.7379517678796987,6.7,1.987277560969429,Iris-virginica
+57,5.59020195638972,4.2763521012269745,1.3602191816465776,0.2,Iris-setosa
+58,6.62867810109857,3.1258391447007217,4.433448124106855,1.436412269400218,Iris-versicolor
+59,5.579811707303499,4.238371895386841,1.3768800051802457,0.2,Iris-setosa
+60,5.102469062167879,3.581706518698816,1.4415750429013063,0.3567387600256169,Iris-setosa
+61,6.64556813073601,3.2865025778993475,5.598805118099056,2.499999209719375,Iris-virginica
+62,5.416281957975272,3.933959556748497,1.2771595993476121,0.39416709421026364,Iris-setosa
+63,6.351048818795775,3.1782308558191863,4.481775559177332,1.5087824769029106,Iris-versicolor
+64,6.614788143957977,3.2815212190203673,5.574630707511231,2.499999388197169,Iris-virginica
+65,6.677460553082658,3.3133758295230824,5.775879151382731,2.4999993434859586,Iris-virginica
+66,6.385484903344138,3.0962970295958145,5.501255852872118,1.803540416924621,Iris-virginica
+67,4.629579212670893,3.600188857019918,1.0000004567783305,0.2,Iris-setosa
+68,6.783835654173701,3.2920807079348666,5.678809084102545,2.499999526303942,Iris-virginica
+69,6.303398691413284,2.5073600185110343,4.995533042097754,1.879205343235024,Iris-virginica
+70,5.667074256076036,4.399998635661905,1.4870918522476975,0.39585537157149053,Iris-setosa
+71,6.709125742823468,3.0896289816533837,4.379578446276903,1.406339999068492,Iris-versicolor
+72,5.13616155026118,3.3181632155174805,1.9401075806084744,0.5719480260487835,Iris-setosa
+73,5.416846443616365,3.902044212969292,1.6879123575949642,0.38951276767838405,Iris-setosa
+74,4.8679875091711775,3.078044513650042,1.4976921938584542,0.10000012537827965,Iris-setosa
+75,6.290340428154715,2.480492482968266,4.893598421056671,1.4984989611332273,Iris-versicolor
+76,5.2311307641358225,3.474625577814637,1.4008249123823469,0.2,Iris-setosa
+77,6.689773317173257,3.309421771001894,5.757107352299504,2.0586169142932422,Iris-virginica
+78,6.371845849690491,2.8140858551966845,5.421608422498707,1.8452604079248316,Iris-virginica
+79,6.409684510125375,3.2003011628116838,4.530090134413671,1.4980596935181627,Iris-versicolor
+80,6.280282434367033,2.4989824102422586,4.891316024669568,1.49968756896256,Iris-versicolor
+81,6.656845802543583,3.2943629794650815,5.703175368003588,2.5,Iris-virginica
+82,6.333746404215107,2.5029414135862385,4.989957002158788,1.8990160295785816,Iris-virginica
+83,4.90132124884951,2.377630069109461,3.2506886444735033,0.9517519333427082,Iris-versicolor
+84,6.655003357957938,3.2969900173087785,5.732464901424144,2.4999993517179644,Iris-virginica
+85,6.411269007483357,2.907643026572367,4.266298718977868,1.3196058707128342,Iris-versicolor
+86,5.980064095900439,3.40290880149087,4.5263176544035995,1.6303009602478522,Iris-versicolor
+87,5.099039703867615,3.38389900827782,1.4990953170956351,0.2,Iris-setosa
+88,6.408843375438573,3.0517668890020664,5.485565905691588,1.826682787125961,Iris-virginica
+89,6.947235169505047,3.175541346382536,5.645124812823653,2.2579145076336227,Iris-virginica
+90,5.979655738073926,3.3665213391392865,4.604911770666973,1.6293137301083616,Iris-versicolor
+91,5.106712453504148,3.7675543132410723,1.6753440531295736,0.5104842274049407,Iris-setosa
+92,7.7,2.776352148868637,6.7,1.99179331036345,Iris-virginica
+93,5.439216331564373,3.912179955541389,1.3356503543857148,0.35337267279283324,Iris-setosa
+94,7.7,2.7768561097769515,6.699998948008647,1.9919334512512354,Iris-virginica
+95,5.68313395604691,4.4,1.4606441213984689,0.3600623706457765,Iris-setosa
+96,5.418704005812013,3.845784201210434,1.7773098123649487,0.37926317661472797,Iris-setosa
+97,4.606368619693708,3.247805686248518,1.402451656204945,0.2,Iris-setosa
+98,5.8531406899200435,2.9858672707755733,5.092975477746141,1.817263772806468,Iris-virginica
+99,5.239834064024378,3.603512938732997,1.5226755806319554,0.2,Iris-setosa
+100,6.691498072314287,3.3231524379352266,5.60785324506458,2.5,Iris-virginica
+101,5.444102461178732,2.9997112511623722,4.470808734470715,1.5104622785871944,Iris-versicolor
+102,5.506529912403469,2.4039668879279312,3.7638694094670093,1.041106401365547,Iris-versicolor
+103,5.998617288568067,2.730378630995409,5.090158171719929,1.5979564607893468,Iris-versicolor
+104,5.485134347817714,4.193085523066305,1.3828599852650343,0.2,Iris-setosa
+105,5.927477049043051,2.200000380811636,4.983184236937571,1.4799737900199215,Iris-virginica
+106,5.1012511348133,3.7971202436261837,1.73088775819779,0.3745352307008214,Iris-setosa
+107,5.001708125984804,3.30867019068523,1.4095999526802492,0.2,Iris-setosa
+108,5.177617514709027,3.455383903288337,1.4963485820661173,0.2,Iris-setosa
+109,5.685875450102452,4.4,1.4669796504106216,0.5134787843908204,Iris-setosa
+110,5.187051965185587,3.4450224780304963,1.4274512797382095,0.2,Iris-setosa
+111,5.341309202377192,3.6634310862599966,1.4967842956121393,0.2,Iris-setosa
+112,5.577764740371465,3.0014170189038585,4.511907262896142,1.5023953093681217,Iris-versicolor
+113,5.749756345788278,2.5368033688517415,5.029906624739065,1.9828770048504194,Iris-virginica
+114,6.284687720404855,2.867481894791627,5.589592051777192,1.805186663893007,Iris-virginica
+115,6.709617055774315,2.9825572667887936,4.99609029878811,1.7168126161798665,Iris-versicolor
+116,5.0505301770032425,2.4587338671064978,3.0863213475571807,1.0594898516021303,Iris-versicolor
+117,5.235615069048864,2.7378954862144087,4.070243186752452,1.4060970502129613,Iris-versicolor
+118,5.523752683216703,2.99284047575897,4.343622926847032,1.4249241413606801,Iris-versicolor
+119,5.8889820888870705,2.9997815536879653,5.063395265155532,1.7994124215594471,Iris-virginica
diff --git a/iris/tab_ddpm/1/25/test.csv b/iris/tab_ddpm/1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/25/train.csv b/iris/tab_ddpm/1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/25/val.csv b/iris/tab_ddpm/1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/26/synth.csv b/iris/tab_ddpm/1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f046ac51c9274356d21f4d838a125952f5ba8af
--- /dev/null
+++ b/iris/tab_ddpm/1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5106565705485115,2.402778689537553,3.5704227102066453,1.0329889813391708,Iris-versicolor
+1,6.676480035947516,3.3220525955013773,5.71971544838964,2.1217514814925003,Iris-virginica
+2,5.396895294525456,2.9822964941563694,4.475630326102109,1.495686341033104,Iris-versicolor
+3,4.591047107309851,3.192348137933691,1.4021308422022276,0.2,Iris-setosa
+4,6.415336233289896,3.370660613799581,5.6497499774350155,2.3916536009823757,Iris-virginica
+5,6.636017615003632,3.3038853857246804,5.6911631416685,2.4999993934286175,Iris-virginica
+6,6.917865216028444,3.20748440543454,5.6946719832229284,2.3052484720626656,Iris-virginica
+7,4.400000591843019,3.1663004026246626,1.3323994499377854,0.2,Iris-setosa
+8,6.309893996840605,3.4164082009549848,5.74132010786003,2.3858569621775976,Iris-virginica
+9,5.1069911365239395,3.7040931725409743,1.5380730292324147,0.39567785445516657,Iris-setosa
+10,5.09850231832222,3.311739727402225,1.6797276405474268,0.4789250002357013,Iris-setosa
+11,6.274673697817699,2.3016448051060383,4.359350808272552,1.3097394260416806,Iris-versicolor
+12,5.090049223008492,3.700247877334285,1.5080351261734464,0.38419297974992195,Iris-setosa
+13,4.954255642715077,2.420191920899716,3.4273561051300185,1.070203816681556,Iris-versicolor
+14,5.244075807089552,3.5689340751991727,1.5010730148071334,0.2,Iris-setosa
+15,5.60850093059787,4.242481896820474,1.3691766851502891,0.2,Iris-setosa
+16,5.108334293783519,3.5986240797840794,1.4571565691694965,0.3602116182060708,Iris-setosa
+17,4.831562158936269,3.3882048374207008,1.5960773392799095,0.2,Iris-setosa
+18,5.239859495421615,2.8207849920396533,4.067458412311881,1.4456939743038302,Iris-versicolor
+19,4.801308051171639,3.3957456298299316,1.621943188854176,0.2,Iris-setosa
+20,6.003887628553537,2.9945686972205294,4.706687635171506,1.784422234764865,Iris-virginica
+21,5.618766837651197,4.399999180623634,1.493950525860657,0.4613659190807181,Iris-setosa
+22,5.057797096615324,3.493498745610848,1.3116000987289633,0.28206921091385795,Iris-setosa
+23,6.421902432660173,3.1099113634398905,5.492690540149551,1.8150099849820636,Iris-virginica
+24,6.498920626220891,2.9529507415353264,4.351806593018689,1.3494723384250562,Iris-versicolor
+25,6.851612250909305,3.229997266938589,5.714710478887281,2.32313424360219,Iris-virginica
+26,6.265655132003153,2.300863427833161,4.332861737624422,1.3006323197935112,Iris-versicolor
+27,4.574940351155144,3.1974269829232562,1.4049471231551391,0.2,Iris-setosa
+28,5.451117142071513,3.906256352785628,1.2890707113381974,0.3668585549389326,Iris-setosa
+29,4.59486740859683,3.6068274651674805,1.0,0.2,Iris-setosa
+30,6.308100820121317,2.541770908237307,4.917888876735787,1.498806923658192,Iris-versicolor
+31,6.215012641118626,2.6253920458393836,5.410975591536556,1.471388409799369,Iris-virginica
+32,5.684440154998343,4.4,1.488169038105005,0.7090189960220876,Iris-setosa
+33,5.080777397228736,3.3258713771811186,1.3660682186020718,0.2,Iris-setosa
+34,6.3705331846678055,2.86946174254363,4.310400729598649,1.2894007533489817,Iris-versicolor
+35,6.080275457317462,2.5830909336258143,5.5706077395377624,1.3970605914638767,Iris-virginica
+36,4.59776447958658,3.6484525814259787,1.0,0.2,Iris-setosa
+37,5.82105270331668,2.8178025827366207,5.12432921898404,2.406140657594048,Iris-virginica
+38,5.432144825050875,3.9091530601463615,1.2789274491142237,0.38119534111982745,Iris-setosa
+39,7.7,2.823299239642293,6.699998918101155,2.0385851006550872,Iris-virginica
+40,6.840392029188512,3.235098181387651,5.700400562734464,2.273851390985023,Iris-virginica
+41,5.94160350239751,2.2,4.995378423743895,1.4753328298318737,Iris-virginica
+42,5.006444199887973,3.506654172171095,1.3278086077946667,0.30825890484000124,Iris-setosa
+43,6.2841826235004525,2.7412834902222705,5.051612367642353,1.462052228154972,Iris-virginica
+44,6.294950114531838,2.7722665919973797,5.086467065720965,1.4916094365426162,Iris-virginica
+45,5.535089036923663,4.239439597900985,1.3623886261479772,0.2,Iris-setosa
+46,5.692740168952316,2.50599967752332,5.001540539224392,1.9707665836186672,Iris-virginica
+47,5.133156463926649,3.3588289976814996,1.3890423759045203,0.2,Iris-setosa
+48,5.993478930425381,3.420140172199589,4.527104679953877,1.643784402141286,Iris-versicolor
+49,6.624525159751668,3.324513616798873,5.759132201237671,2.5,Iris-virginica
+50,6.767340360922863,3.306790307022267,5.736183845653533,2.5,Iris-virginica
+51,4.913153020099443,2.4077372566320054,3.3895293652414633,1.0426533405472558,Iris-versicolor
+52,6.267411172753564,2.446624408873715,4.781365873599953,1.4632057796647664,Iris-versicolor
+53,6.4416441417248835,2.9012895645699186,4.285673231988247,1.295319655273688,Iris-versicolor
+54,4.851792445704071,2.3818158497438997,3.3671202388306476,1.0561060274409086,Iris-versicolor
+55,4.4,3.2045305772298636,1.2831256603737513,0.2,Iris-setosa
+56,5.5024496818769695,4.399998810008425,1.5051441942575834,0.5072412892278912,Iris-setosa
+57,5.531110842331279,2.6479325844813384,4.286879246972063,1.2639331449503213,Iris-versicolor
+58,7.7,2.710966229382884,6.7,2.0305115320272926,Iris-virginica
+59,5.49472443958456,2.383419936785907,3.5326313628146035,0.9523874243660969,Iris-versicolor
+60,5.585669084022753,4.4,1.466724599574131,0.42044611193928905,Iris-setosa
+61,6.7280267258573945,3.2816132033565446,5.632660507881535,2.5,Iris-virginica
+62,6.394067776753584,3.193038248605736,4.537647727758634,1.504838524965652,Iris-versicolor
+63,7.269206976693323,2.9179470669416463,6.2011070659890475,1.8384458500908183,Iris-virginica
+64,4.875944930610172,2.3927827330615674,3.266971247730706,0.8083280403135935,Iris-versicolor
+65,6.3740751469694805,2.6624242702087817,5.215229149949041,1.9047414869816666,Iris-virginica
+66,6.384196630343999,3.1059205148413476,5.493195875484245,1.8127192397230505,Iris-virginica
+67,4.610796229669047,3.210909085176795,1.4010627061638008,0.2,Iris-setosa
+68,4.789325819258924,2.381108455445919,3.410932434759208,0.9567339220578712,Iris-versicolor
+69,6.292508701269331,2.922387009151392,5.5640941899242105,1.8012743088882095,Iris-virginica
+70,6.773400068504645,2.998626786617516,5.489270337072592,2.0721734596727406,Iris-virginica
+71,5.610720915339943,4.399999133058401,1.4718708428231546,0.7571590922517079,Iris-setosa
+72,6.675919720650245,3.002992216025101,4.988681847995284,1.7350073095284086,Iris-versicolor
+73,6.001932374135451,3.427830887425044,4.521746804992499,1.6142690669144928,Iris-versicolor
+74,5.679413571560184,4.4,1.4965141750875743,0.3970583677379136,Iris-setosa
+75,4.999852690975903,3.190679261810541,1.2127101727658327,0.2,Iris-setosa
+76,5.11978399995397,3.4590318275793845,1.5051425153983289,0.2,Iris-setosa
+77,5.583731518958009,2.9819738784908125,4.09493628375187,1.3124436604280274,Iris-versicolor
+78,4.579437400378382,3.3850809879662997,1.4043091653617419,0.27688499541574796,Iris-setosa
+79,4.861660682335427,3.108964511578066,1.5022816701540815,0.10000010253111548,Iris-setosa
+80,7.7,2.7779659143136914,6.7,2.024923789747202,Iris-virginica
+81,5.005497842283369,3.6003553000654867,1.4067373324452963,0.2,Iris-setosa
+82,4.893829865549318,3.0960424826856294,1.4912148868296775,0.10000013394146227,Iris-setosa
+83,5.1103676157581575,3.7484727386206846,1.510661904052838,0.46929518216256416,Iris-setosa
+84,5.610277752036885,4.226472790886181,1.3770499695136649,0.2,Iris-setosa
+85,7.7,2.7567164378339233,6.7,1.9971837232695586,Iris-virginica
+86,6.325563835873131,2.776587803167298,5.0866451034946145,1.496947821258882,Iris-virginica
+87,6.297005748994431,2.3001468129214877,4.433147723721281,1.2950567561432542,Iris-versicolor
+88,5.653535975769811,4.399998967039691,1.5131296267934455,0.47762297753010136,Iris-setosa
+89,5.674142461099432,2.5444245924833,5.012256468316249,1.9745570121826646,Iris-virginica
+90,6.638124119853178,3.2943386322681185,5.734421020702508,2.5,Iris-virginica
+91,4.889329172247229,3.07617202247522,1.4921694431542614,0.1,Iris-setosa
+92,7.7,2.7066026211692646,6.699998946363035,2.0017166381752425,Iris-virginica
+93,4.99956920559778,2.4493865579109704,3.1091523468914213,1.0674107609070664,Iris-versicolor
+94,7.7,2.7342036831239227,6.7,1.980490955634142,Iris-virginica
+95,5.745395346707516,2.763112009831705,5.117228798012424,2.4001346145936764,Iris-virginica
+96,6.307353250497756,2.7756355735990863,5.093070320645156,1.514041594355119,Iris-virginica
+97,5.617226541655084,2.9984801825766008,4.149248476060887,1.3093415664945438,Iris-versicolor
+98,5.179724271023392,2.634165104517403,3.958277613491034,1.3455766307952683,Iris-versicolor
+99,7.7,2.7379139265484076,6.7,1.9946225611516872,Iris-virginica
+100,6.28622049758142,2.787279449277554,5.083046731821399,1.4959999344795252,Iris-virginica
+101,4.40000058589964,2.8796383164957615,1.4038118019422712,0.2,Iris-setosa
+102,6.257010197738917,2.853051552031503,5.6303528739022415,1.803478559475689,Iris-virginica
+103,7.7,2.7529001015071435,6.699998841256917,2.016940221512821,Iris-virginica
+104,6.2977267182483745,2.5099821617882725,4.911119704507923,1.4939200296741224,Iris-versicolor
+105,6.629047922667301,3.3328981712237686,5.669302777724348,2.4999995339529786,Iris-virginica
+106,6.04383487994535,2.683464552138441,5.083909504178141,1.5668413504323426,Iris-versicolor
+107,4.8733000198746455,3.0836366927369925,1.4957669516589973,0.1,Iris-setosa
+108,5.88619392348741,2.9983582723713487,5.086899725211497,1.7743456695011501,Iris-virginica
+109,5.292076012355416,3.606706187578034,1.523896041965687,0.2,Iris-setosa
+110,5.109412217754474,3.7300524922953096,1.613155076163211,0.3933256646943579,Iris-setosa
+111,6.371896605418613,3.1922245817608284,4.493487918823365,1.4849213692967196,Iris-versicolor
+112,6.281345396603235,2.309060367795748,4.4165727425683095,1.2793262608778866,Iris-versicolor
+113,5.9850716116348925,3.415103481642713,4.4486763062849874,1.622078957822387,Iris-versicolor
+114,6.324896226430902,2.903711128646858,5.605829376756768,1.8104677710546662,Iris-virginica
+115,5.063123453677451,3.3287063977733715,1.390695762137263,0.2,Iris-setosa
+116,6.613279893020608,3.3181067702194684,5.67623140367752,2.5,Iris-virginica
+117,5.053348510311385,2.4654220216161136,3.2380038613388917,1.0910499208216686,Iris-versicolor
+118,4.991024047247599,2.4520146674162566,2.9410162234811614,1.0086761023367057,Iris-versicolor
+119,5.074911907997911,3.7414094001823184,1.5913459568248103,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/26/test.csv b/iris/tab_ddpm/1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/26/train.csv b/iris/tab_ddpm/1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/26/val.csv b/iris/tab_ddpm/1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/27/synth.csv b/iris/tab_ddpm/1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..818d749443f45cc0f36d7a37c6d009c05a576d07
--- /dev/null
+++ b/iris/tab_ddpm/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.699998032339721,2.7743247898074586,6.6999987326126655,1.9649271763048848,Iris-virginica
+1,4.869425428064149,3.027876531120666,1.4047153790136413,0.2,Iris-setosa
+2,5.247662952695136,3.58877107339049,1.5037961525870112,0.2,Iris-setosa
+3,5.620742042309222,2.9934175655682584,4.104862485595445,1.3179875406333297,Iris-versicolor
+4,4.910251964878905,3.089546238698099,1.4971415228803255,0.1,Iris-setosa
+5,7.129976924629887,2.991183299728934,5.932924631605675,2.078179033173733,Iris-virginica
+6,4.598992688598362,3.2367178434747736,1.3947748336580141,0.2,Iris-setosa
+7,6.282865729380172,2.2987315630684506,4.443539640710357,1.3015833209858723,Iris-versicolor
+8,5.071716461010508,3.52749947264592,1.415328366726372,0.3004307187894634,Iris-setosa
+9,4.865482303385558,3.090460872537899,1.49670174664812,0.1000000901518948,Iris-setosa
+10,5.647761628868721,4.4,1.486346612360939,0.5754557576865257,Iris-setosa
+11,4.59876325463153,3.6536504453218397,1.0000004459828813,0.2,Iris-setosa
+12,5.461429580776397,2.9923842852223186,4.518533999375645,1.4875095778157803,Iris-versicolor
+13,5.672664001083126,4.4,1.489814469018527,0.40486895941915063,Iris-setosa
+14,6.339329310327038,2.3387902872154953,4.441349846434895,1.3186925622221526,Iris-versicolor
+15,6.276517263385618,3.3894663100057176,5.708603504964401,2.3977474225114412,Iris-virginica
+16,6.31990216321536,2.4993263011961133,4.9614174288378505,1.9002129563218664,Iris-virginica
+17,5.996606191780234,3.420559426579053,4.498525883387097,1.6460177946232561,Iris-versicolor
+18,4.4,3.171193626024198,1.334914010766845,0.2,Iris-setosa
+19,5.09275950700286,3.7371067432339498,1.5901820924151207,0.3808148740705195,Iris-setosa
+20,5.0872550126292015,3.833216433995009,1.6225200252033254,0.2,Iris-setosa
+21,6.390343927351148,2.6282536763166204,5.175284442743394,1.9122808065170953,Iris-virginica
+22,5.295212145699515,3.660963486416231,1.532471385971264,0.2,Iris-setosa
+23,5.928046114701161,3.2847079549845537,4.654115297033416,1.7226145833463808,Iris-versicolor
+24,5.891116831163141,3.2343386015779267,4.723869393598275,1.8194824520051056,Iris-versicolor
+25,6.001859728589276,2.2000003294571258,5.009444471913599,1.48205395410087,Iris-virginica
+26,5.642545775962324,2.9968549942318488,4.122804100187088,1.3059784511992854,Iris-versicolor
+27,4.8555906033963785,2.399730567732921,3.3841779387270554,1.0318653678215346,Iris-versicolor
+28,5.625287194345338,3.002153680287034,4.132326352305469,1.2832055094457373,Iris-versicolor
+29,6.698184431965427,3.300327402620238,5.739357330808628,2.5,Iris-virginica
+30,7.6999989596761305,2.803851828240353,6.699998484625879,1.9835596146886456,Iris-virginica
+31,7.7,2.7898400516759163,6.7,2.0504536916793157,Iris-virginica
+32,5.552227004735213,2.9616358744427815,4.073514248187287,1.31416064908772,Iris-versicolor
+33,4.610826444015007,3.4181907734477397,1.402152682527565,0.3087511211539662,Iris-setosa
+34,5.091495354851433,3.829394618716234,1.605887686834166,0.2,Iris-setosa
+35,5.588163650076546,4.247442797863021,1.3763479229829805,0.2,Iris-setosa
+36,5.499152946143682,2.9857796609676837,4.14444387071633,1.3154935368811453,Iris-versicolor
+37,5.507728534951221,2.600681043347213,4.407424589119078,1.1041276215002864,Iris-versicolor
+38,6.363997310675106,3.4126707422378026,5.632663546530399,2.3878638645301478,Iris-virginica
+39,6.650820701636518,2.9943225778647213,4.888456097632192,1.6085052178015755,Iris-versicolor
+40,5.098456942156832,3.424234200289141,1.5137157066548836,0.2,Iris-setosa
+41,5.903384558639166,3.226338528681892,4.822294507906335,1.8056761608844474,Iris-versicolor
+42,5.581400400290127,4.4,1.4819119927018558,0.45191442119452685,Iris-setosa
+43,6.29524435167338,2.622007605137654,4.9388621517173865,1.8379567629329017,Iris-virginica
+44,4.558573829238846,3.343683784868113,1.357751001664183,0.24774110424341234,Iris-setosa
+45,5.981287088298779,3.441451510608944,4.440995064791119,1.5875311756129284,Iris-versicolor
+46,7.699999016268129,2.7752680509225156,6.699998594864443,1.9973893222449484,Iris-virginica
+47,6.011558761525952,2.69612140237419,5.086824513844517,1.5941535588087992,Iris-versicolor
+48,5.100098088523727,3.692290449482467,1.4820902805531424,0.41988290931372046,Iris-setosa
+49,7.7,2.7582071945659763,6.7,1.9984031190873934,Iris-virginica
+50,5.640147291424989,4.262382009257595,1.3667874905668538,0.2,Iris-setosa
+51,6.953131584803245,3.0088185920561132,5.592084019733995,2.1219280579553494,Iris-virginica
+52,5.053130010402475,2.473631821733536,2.942342474217308,1.0868761089815409,Iris-versicolor
+53,7.7,2.7602570265307556,6.7,2.0229392495491,Iris-virginica
+54,4.777168851544207,3.3981255532458263,1.598019787520417,0.2,Iris-setosa
+55,6.6109170059453914,3.3284597102786107,5.667999491254086,2.5,Iris-virginica
+56,5.018506702069787,3.299873185368406,1.4040756126714071,0.2,Iris-setosa
+57,5.144124816702344,3.487239946762131,1.4001264214376348,0.29181164402933946,Iris-setosa
+58,4.588603830429809,3.6306723788075237,1.0,0.2,Iris-setosa
+59,6.465405785149126,3.0423270279756305,5.484507080560967,1.810476724068181,Iris-virginica
+60,6.43287450363311,3.06180504240883,5.504246291704801,1.8079320312201852,Iris-virginica
+61,7.7,2.7218215296032304,6.7,1.976940979456829,Iris-virginica
+62,6.676088587574459,3.106842028434375,4.344770282028954,1.3977554338228075,Iris-versicolor
+63,5.552867358864722,4.4,1.4741620976114902,0.3740180680153663,Iris-setosa
+64,5.446360170326492,3.3805848022493183,1.7922329669503527,0.2,Iris-setosa
+65,6.665808182890037,3.2983421860253137,5.649819882894959,2.5,Iris-virginica
+66,6.399161119709514,2.6831223689811043,5.234396845513515,1.9055025194092439,Iris-virginica
+67,7.301625776159341,2.900929574727873,6.280211295686415,1.79370098289488,Iris-virginica
+68,4.994106332000032,3.2090644713699734,1.20032574360754,0.2,Iris-setosa
+69,5.133487714804795,3.697308561744716,1.4652808250703833,0.36667646830248635,Iris-setosa
+70,6.383820099095922,3.210795373097809,4.532853124500599,1.4972498595933914,Iris-versicolor
+71,5.451024372424133,4.1012832977527545,1.4002787629782456,0.2,Iris-setosa
+72,5.178751806427922,2.683842039065623,3.894359058427016,1.3935710011906528,Iris-versicolor
+73,5.776628553530194,2.801546541630159,5.101697943565584,2.395654065942603,Iris-virginica
+74,5.797157786371365,2.6844228201941385,5.122565551399927,1.9041283594876028,Iris-virginica
+75,6.29007951511653,3.4170792384023594,5.6543028768468675,2.367876836029848,Iris-virginica
+76,7.7,2.7844899139219295,6.7,1.9766418590018797,Iris-virginica
+77,5.410700680233433,3.926208049910328,1.8367455257518883,0.4539903703723785,Iris-setosa
+78,6.417728112956709,2.7601512749154797,5.34069717132469,1.8797601551957597,Iris-virginica
+79,4.7701972285062535,3.450168050102935,1.4903506531873143,0.3007555373849141,Iris-setosa
+80,5.8349397474915,4.399999284025808,1.4935418820645596,0.3755531700228294,Iris-setosa
+81,5.930579098760184,2.9826596520936364,4.416364453931575,1.3323333020259718,Iris-versicolor
+82,5.531459704552619,2.612465288619172,4.349731986554734,1.2620374103054008,Iris-versicolor
+83,5.577293347906902,4.39999899600956,1.4750583652679707,0.3804151085141839,Iris-setosa
+84,5.598794065773289,4.266681219056686,1.3737539839326909,0.2,Iris-setosa
+85,5.6859341909683385,2.8102228517419725,4.202694982935813,1.3079805818158834,Iris-versicolor
+86,6.617066759430525,3.2927711730592812,5.867241520398929,2.499999397550683,Iris-virginica
+87,4.979810341897239,3.260509648843013,1.3223908108803657,0.2,Iris-setosa
+88,4.771883788765393,3.419027318511899,1.5877695246627037,0.2,Iris-setosa
+89,6.291504331294282,2.7599998440403217,4.217680665421291,1.2759371954209544,Iris-versicolor
+90,6.764651185721111,3.290970031608292,5.710748798306858,2.5,Iris-virginica
+91,6.66950733047547,3.290422669570386,5.666585663764718,2.4999985601708543,Iris-virginica
+92,6.321953026663828,2.6152879006017065,4.858449854995946,1.480872607903156,Iris-versicolor
+93,5.863914831726105,3.003243831340263,5.08883041600154,1.7914692916360944,Iris-virginica
+94,4.582515025595959,3.5559636573022324,1.0000009841478543,0.2,Iris-setosa
+95,4.619123059160229,3.3965298894549,1.4035433936182247,0.30314765939897464,Iris-setosa
+96,6.291454895285624,2.3004604060362523,4.377457953390456,1.3021769411661266,Iris-versicolor
+97,7.6999987615871,2.747455816020924,6.699998140909007,1.9560714637456225,Iris-virginica
+98,5.057444012291918,3.3751041411272578,1.4924620826399513,0.2,Iris-setosa
+99,5.3373411638474675,3.7533271354000437,1.5133423144606217,0.2,Iris-setosa
+100,7.7,2.7554057609449507,6.7,1.9806057237938752,Iris-virginica
+101,5.62364387390565,2.9939874187619626,4.063852607767635,1.3046756451675374,Iris-versicolor
+102,6.367006807643119,2.881459310764879,4.2621288306355485,1.2946180489963126,Iris-versicolor
+103,5.013905590248138,3.5995447693766582,1.4034964370312322,0.2,Iris-setosa
+104,6.350732871325777,2.5054783639049827,5.00926417327646,1.8865418420001439,Iris-virginica
+105,6.688194346865706,3.3480586567707538,5.73409171832299,2.5,Iris-virginica
+106,5.653661268585259,4.4,1.494102471427413,0.48785327524622446,Iris-setosa
+107,5.1347611102922075,3.520817473792073,1.4103974911736035,0.2,Iris-setosa
+108,6.327000839379725,2.5142846251414968,4.8891238481480865,1.4932578750780987,Iris-versicolor
+109,5.095463890990402,3.3152773559788766,1.8943750089097326,0.5264789427836158,Iris-setosa
+110,6.390776787710798,2.69888081806718,5.341244227535232,1.8987841652956363,Iris-virginica
+111,5.644845745292284,4.2976895230912655,1.3858639101746477,0.2,Iris-setosa
+112,6.462034654353843,3.0192413909574256,5.504957041822135,1.7870337244550725,Iris-virginica
+113,5.671471398202488,4.4,1.495285898329373,0.39120803177225705,Iris-setosa
+114,4.59867363368254,3.1906544567876627,1.4078454071449726,0.2,Iris-setosa
+115,4.9808483856457055,2.4328581936517715,3.3487199788328406,1.0442010797017518,Iris-versicolor
+116,6.29115432540354,2.3036014396919144,4.402643963270588,1.2890340314916688,Iris-versicolor
+117,5.4220447811827,3.4013843142706564,1.6979065946454166,0.2,Iris-setosa
+118,6.32997246214487,2.506923296930283,4.853685002012453,1.5123546684417861,Iris-versicolor
+119,5.032622472433318,3.494648107168397,1.367562056717929,0.31523950883771534,Iris-setosa
diff --git a/iris/tab_ddpm/1/27/test.csv b/iris/tab_ddpm/1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/27/train.csv b/iris/tab_ddpm/1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/27/val.csv b/iris/tab_ddpm/1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/28/synth.csv b/iris/tab_ddpm/1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b833a4daed9c8d056a6c661bb7623e1aac0ca1e8
--- /dev/null
+++ b/iris/tab_ddpm/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.610424510089528,4.242598772290597,1.3947718862283915,0.2,Iris-setosa
+1,6.147996303788855,2.9972149335025353,4.567791231581272,1.4117657334224598,Iris-versicolor
+2,5.891855629399496,3.0025875744998385,5.058552155196191,1.7917750026023171,Iris-virginica
+3,5.084209860111937,3.4023620754934876,1.457521443395646,0.2,Iris-setosa
+4,5.664657957493058,4.399999234041833,1.4723114612779196,0.39639742051136984,Iris-setosa
+5,6.339371044949813,2.310643539601274,4.328737807126672,1.301007740986463,Iris-versicolor
+6,5.152048288279323,3.3832487527530537,1.4397807056058645,0.2,Iris-setosa
+7,6.499208038039185,3.0193728939734226,5.484850108950505,1.7854025871974954,Iris-virginica
+8,5.999690453895686,3.3912440055312914,4.541624310927605,1.6193627005390063,Iris-versicolor
+9,5.4948313398597,2.5519625507671235,4.3183996710684,1.1410255937553089,Iris-versicolor
+10,5.897752676838662,3.199052607435691,4.862258491113223,1.807313400705097,Iris-versicolor
+11,5.571445720576208,4.241197182514417,1.3901013916715745,0.2,Iris-setosa
+12,6.812447107448978,3.323467990357455,5.662102787986558,2.5,Iris-virginica
+13,6.696752543269328,3.3393515187034772,5.6859150598108545,2.5,Iris-virginica
+14,6.0160803135193754,3.4085080566532326,4.528931071381416,1.6341620747366448,Iris-versicolor
+15,6.014760314781767,2.995634176275997,4.845863422530428,1.7954300472981195,Iris-virginica
+16,4.82876612607477,3.4199706816982673,1.5964849088209563,0.2,Iris-setosa
+17,4.990547051761026,2.4378104887720777,3.5476381932599135,1.0665420179815195,Iris-versicolor
+18,6.26160340214224,2.7297472043975217,5.227859490926759,1.4531433516590067,Iris-virginica
+19,7.7,2.810459569373787,6.6999989936529785,1.9921519439669368,Iris-virginica
+20,6.0207211768187,2.2,4.969528537181983,1.450747898865735,Iris-virginica
+21,7.7,2.7760137760749717,6.7,1.9604537830754245,Iris-virginica
+22,7.230750210393662,2.9484722323698955,6.140311437381145,1.9326420523459504,Iris-virginica
+23,7.7,2.7305220415197087,6.7,1.9935457620512718,Iris-virginica
+24,5.465822972010525,2.996177571732203,4.55630159166627,1.4947970164311108,Iris-versicolor
+25,6.64406334734267,3.317066153797979,5.650218457500037,2.5,Iris-virginica
+26,5.144709551131102,3.4718207849709,1.444024752064781,0.2,Iris-setosa
+27,5.489717097580799,2.396971962173128,3.772539909302358,0.9144475625880987,Iris-versicolor
+28,5.829086822280217,2.4961994324872454,5.003970047167739,1.9899183560649756,Iris-virginica
+29,6.296867650767049,3.4091983406154247,5.6507124795982095,2.39411340277593,Iris-virginica
+30,6.345554027816521,2.511068845863036,4.916337892669488,1.5046440042194265,Iris-versicolor
+31,4.613101502683442,3.5789904762941203,1.0000010550492942,0.2,Iris-setosa
+32,7.217551948449076,2.9063530578476158,6.184455507307185,1.837340409431683,Iris-virginica
+33,6.485846620435784,3.019483138467138,5.465179852344165,1.7668446230130743,Iris-virginica
+34,5.676631351326231,2.3843373338981304,3.7162063884758947,0.9938118260943122,Iris-versicolor
+35,5.0927625466602775,3.811348662674476,1.6667908873856834,0.41259867975920017,Iris-setosa
+36,5.690953417855654,4.4,1.4863223952609994,0.6550761347203026,Iris-setosa
+37,5.309899438844644,3.6116427769844646,1.5019194272856256,0.2,Iris-setosa
+38,5.516443414587165,2.992575130405577,4.139316618910485,1.310460401649342,Iris-versicolor
+39,6.298623608291939,2.695863532022275,4.905063142289787,1.8023560749526133,Iris-virginica
+40,6.005900596364783,2.704874551289918,5.134581759258239,1.6270527985405703,Iris-versicolor
+41,5.786861963957147,2.9870458237003445,4.214791397229741,1.4963739486023115,Iris-versicolor
+42,6.435595615716757,2.9000310114771355,4.270571644791425,1.3364902872056037,Iris-versicolor
+43,5.582292526531618,4.234433399151182,1.3662343254852816,0.2,Iris-setosa
+44,5.211693267256361,3.396327188893994,1.3938580019732352,0.2,Iris-setosa
+45,4.62691791566028,3.604007554012151,1.0000004351859528,0.2,Iris-setosa
+46,4.400000455558827,3.1773828571529656,1.304159089682218,0.2,Iris-setosa
+47,5.440480827928274,2.4220175818400196,3.619623707593239,1.0442524182738024,Iris-versicolor
+48,5.9591869687836025,2.6921021948197246,5.081084439637548,1.5863183658163482,Iris-versicolor
+49,5.96653210097031,3.404780626577786,4.4145541512752144,1.6489967738980218,Iris-versicolor
+50,5.229911278732339,3.467382791878345,1.514828997132405,0.2,Iris-setosa
+51,4.4,2.891758815650935,1.4044733622512167,0.2,Iris-setosa
+52,5.286834952771183,3.5891710876437815,1.5003378264077953,0.2,Iris-setosa
+53,4.59058544728062,3.202974143774825,1.398974156158042,0.2,Iris-setosa
+54,6.336441900274629,2.2906819701829635,4.396114269752048,1.2929178232853777,Iris-versicolor
+55,6.570119268655673,2.979535916514239,4.372451958496451,1.366113992483914,Iris-versicolor
+56,5.206715738122215,2.7227664422002027,3.874907425932725,1.4110872792504479,Iris-versicolor
+57,6.89897804549065,3.2084508062647736,5.703321980169268,2.3045473338748024,Iris-virginica
+58,5.682619084703895,2.4893124784342957,4.995003946880868,1.9965922864792707,Iris-virginica
+59,7.7,2.7806151863460284,6.699998973416033,1.9789816422208186,Iris-virginica
+60,6.318509857358186,3.419042374718482,5.639273886032556,2.3960717448369895,Iris-virginica
+61,7.318748073933034,2.9007326385039485,6.269359909324626,1.8162980470656596,Iris-virginica
+62,5.087866300464128,3.5048965493721242,1.3954348270923105,0.2914929032532639,Iris-setosa
+63,5.925633757269607,2.993213302418103,5.123549357656611,1.8099026595466923,Iris-virginica
+64,6.653507327027902,3.326344577296615,5.699545272801678,2.5,Iris-virginica
+65,5.74046141768323,4.399999121932548,1.4670479293039544,0.4856933948477944,Iris-setosa
+66,4.890786687170434,3.022408617744063,1.397331647743284,0.2,Iris-setosa
+67,6.669360637316246,3.2832727097913432,5.6144241081311765,2.5,Iris-virginica
+68,6.663061073450437,3.2939371677366687,5.695006334801329,2.5,Iris-virginica
+69,4.89809648277716,3.096720940638763,1.4809878444415923,0.1,Iris-setosa
+70,5.541567115589315,4.4,1.4756713029978852,0.3927607422332148,Iris-setosa
+71,5.638626271712163,4.399998421477761,1.502189468464924,0.37989466989714216,Iris-setosa
+72,7.7,2.8029306495762247,6.7,1.9919903203613485,Iris-virginica
+73,5.538405573006711,4.184621625292162,1.3803614812656833,0.2,Iris-setosa
+74,5.5469372120358615,4.204461282628796,1.3651625897488566,0.2,Iris-setosa
+75,4.583766082191386,3.638804701366219,1.0000004717948663,0.2,Iris-setosa
+76,5.2608394913619385,3.5468882733528524,1.5019409598339173,0.2,Iris-setosa
+77,5.607872462050786,2.994842889442257,4.1585246144014185,1.3077682564966964,Iris-versicolor
+78,5.7920755953813785,3.022398646732852,4.1534854099173915,1.3837733608659273,Iris-versicolor
+79,5.416014876887826,3.930202121207167,1.330611296629981,0.3763176794083685,Iris-setosa
+80,4.602795656165939,3.2513539069243866,1.4081656770188369,0.2,Iris-setosa
+81,5.635477298611647,4.399998767230451,1.4912955486960473,0.3985406557388328,Iris-setosa
+82,5.791838716192048,2.6736254765204848,5.089324344438028,1.9009520454067057,Iris-virginica
+83,5.624282081815716,4.4,1.4774130161284418,0.3638397472352761,Iris-setosa
+84,4.83407586771305,2.3738764211068797,3.2952008690854333,0.9302053816609323,Iris-versicolor
+85,5.596486816124774,2.755749956053179,4.21942445344773,1.2873799268100823,Iris-versicolor
+86,5.563741715929247,4.205673584243834,1.3854083932012304,0.2,Iris-setosa
+87,5.269503755496895,3.5980160382422826,1.481538378181402,0.2,Iris-setosa
+88,5.144466329837103,3.8006097185615904,1.5865768560451976,0.2,Iris-setosa
+89,5.0959464069579425,3.4036195553248043,1.5203028582709386,0.2,Iris-setosa
+90,6.010042650361127,3.3943652501721173,4.528633451620608,1.563935518595356,Iris-versicolor
+91,6.685575337042394,3.218769543873253,5.658046451994403,2.1526004697809507,Iris-virginica
+92,5.5382511577818265,2.6261665164687367,4.378371050420972,1.2557514878600937,Iris-versicolor
+93,4.400000600423815,2.877962267685571,1.4075742901718369,0.2,Iris-setosa
+94,6.640186136163681,3.280778964697037,5.574383709911166,2.4999994427324843,Iris-virginica
+95,7.699998552315641,2.7491207356093703,6.699998538608743,1.9678300538254196,Iris-virginica
+96,5.185425970826488,2.6857661146033793,3.6887394249911654,1.3957252838762941,Iris-versicolor
+97,4.4,3.202675142623443,1.2871308158782582,0.2,Iris-setosa
+98,5.56684388141967,2.993691687563074,4.136517747700636,1.3138016794696945,Iris-versicolor
+99,6.021333326984372,2.6582225293354345,5.0584343982366455,1.6178609281708545,Iris-versicolor
+100,4.809216647246577,3.394166333168669,1.5729300694565724,0.2,Iris-setosa
+101,6.361949553416189,2.895380684822213,4.320262157022251,1.2983384541960774,Iris-versicolor
+102,6.358294334122707,3.4032833399244575,5.62081992850894,2.377058815265422,Iris-virginica
+103,4.400000879106381,2.9124657577464017,1.4080249946984649,0.2,Iris-setosa
+104,6.100263277758634,2.6015184305188286,5.011796758327805,1.5962491341017504,Iris-versicolor
+105,5.620482597323245,2.487062622791889,4.983182697732129,2.009945767270971,Iris-virginica
+106,5.064959419428087,3.357660599158478,1.4098426945105242,0.2,Iris-setosa
+107,5.205705102794652,3.4884283533996747,1.5019986535979106,0.2,Iris-setosa
+108,4.60951111797022,3.6210807775049343,1.0000004735010954,0.2,Iris-setosa
+109,6.652718729315294,3.0091890827223646,4.379067569217593,1.4023773906954673,Iris-versicolor
+110,5.007617405142904,3.5733014496152826,1.379740290796911,0.2,Iris-setosa
+111,4.9876724373665375,3.1772571595342445,1.1938525472306956,0.2,Iris-setosa
+112,4.6062857124539,3.607460448354786,1.0000003878804096,0.2,Iris-setosa
+113,5.905610045023919,2.9866083622997834,5.0782759525568775,1.796645597519826,Iris-virginica
+114,5.758867874230346,2.773384500424078,5.183581053478637,2.4078927386578615,Iris-virginica
+115,6.735027425958214,3.3011895562573916,5.700227331496711,2.5,Iris-virginica
+116,6.698109012042601,3.2987237891500967,5.7416066225668185,2.131420740412122,Iris-virginica
+117,5.139526007167422,2.4964461482376983,3.222950275303165,1.0719728433788234,Iris-versicolor
+118,6.6485398500173085,3.264831674765263,5.729879624388777,2.499999307695147,Iris-virginica
+119,5.898599503232258,3.0006071668134973,5.140674675917254,1.788901800906097,Iris-virginica
diff --git a/iris/tab_ddpm/1/28/test.csv b/iris/tab_ddpm/1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/28/train.csv b/iris/tab_ddpm/1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/28/val.csv b/iris/tab_ddpm/1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/29/synth.csv b/iris/tab_ddpm/1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c557a7dc082f17c06dc8db434a2598e341550461
--- /dev/null
+++ b/iris/tab_ddpm/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7381473155235714,6.699998177561953,2.017736339849963,Iris-virginica
+1,5.52795187854751,2.616405396680416,4.440415978323967,1.2571202034940803,Iris-versicolor
+2,5.36421225624931,3.53184224408832,1.5770073564011553,0.2,Iris-setosa
+3,5.052835145476361,3.295035741157285,1.3297349089096435,0.2,Iris-setosa
+4,5.7174020714386,4.4,1.481128287750335,0.5373027042650884,Iris-setosa
+5,5.653860153324697,2.900389937836702,4.177232177369741,1.3002631660901793,Iris-versicolor
+6,5.094128065194429,3.3180601478050282,1.6949365001020353,0.4129196852706263,Iris-setosa
+7,6.682971749824947,2.9820229066533583,4.993577095879745,1.705471613183416,Iris-versicolor
+8,4.575840321799186,3.6403215337122554,1.0,0.2,Iris-setosa
+9,6.340481091624357,2.7713137702926747,4.246661406720299,1.2687293049169863,Iris-versicolor
+10,5.602641571252973,3.0069576257032065,4.0928533307681585,1.2855980525371167,Iris-versicolor
+11,5.5028914367079445,4.181854941293908,1.4096021429359848,0.2,Iris-setosa
+12,5.314468138452191,2.849528124376177,4.228375430089779,1.4218920146409078,Iris-versicolor
+13,5.805543891739739,4.4,1.5270788254387946,0.39603835074612725,Iris-setosa
+14,6.320221991470195,2.501778648098844,4.897806435119469,1.5075758884201218,Iris-versicolor
+15,5.09261920940244,3.773640734109691,1.6563338786375317,0.4645597813369645,Iris-setosa
+16,4.900595252299834,3.0823330897306898,1.4792690427819424,0.1,Iris-setosa
+17,6.9101198649258055,3.206695717439251,5.703368645683328,2.307663442201075,Iris-virginica
+18,5.691616379318362,4.399999175551616,1.4930825054524899,0.3762160897764495,Iris-setosa
+19,5.1027088397929345,3.7552354512562216,1.7408071590535987,0.39290619346256894,Iris-setosa
+20,4.603917786253621,3.6024356465481473,1.0,0.2,Iris-setosa
+21,5.879724527568456,3.2228781945916087,4.800869361834318,1.8267676728907547,Iris-versicolor
+22,5.728452113832689,2.9948987817461012,4.455233506196367,1.5028994154634698,Iris-versicolor
+23,6.658698726909323,3.299885989388542,5.683898720417466,2.5,Iris-virginica
+24,5.798730009464603,2.796524600515287,5.129425449747539,2.403045036455915,Iris-virginica
+25,7.7,2.8126687816638625,6.699998972149954,2.045986559136868,Iris-virginica
+26,6.287771048058842,2.7165665904530982,4.974311313185698,1.5719517174342041,Iris-virginica
+27,5.403904872922662,2.966826168956988,4.413489882224873,1.4862947707353227,Iris-versicolor
+28,6.3129425338311185,2.292986846892922,4.405260654612599,1.2988871260362025,Iris-versicolor
+29,6.779900782489204,3.004513250175407,5.497578151427661,2.0818024199689904,Iris-virginica
+30,4.981924217484915,3.4874247040593205,1.371614369588955,0.2,Iris-setosa
+31,5.692371295281364,4.4,1.4876135808254314,0.409946333171938,Iris-setosa
+32,5.561318437972574,4.210195176281779,1.3171302782007404,0.2,Iris-setosa
+33,7.274344353003974,2.909236252559693,6.277332520302057,1.8048428453820675,Iris-virginica
+34,6.892252654234211,3.2229510000901036,5.7250460317348795,2.308204503105369,Iris-virginica
+35,4.847628376235454,3.092410230493198,1.505414755430986,0.1,Iris-setosa
+36,5.99282359556839,3.3488429870953027,4.581953690106527,1.666630213652643,Iris-versicolor
+37,6.292338086564633,2.870650887551147,5.579123997604021,1.8077464545277362,Iris-virginica
+38,4.855129182363631,3.0093526883980464,1.4021261884272627,0.2,Iris-setosa
+39,6.312554784812512,2.2943967418812052,4.370373621608255,1.299885166767964,Iris-versicolor
+40,5.579409204126886,4.3999988664144105,1.4559747092520001,0.3466344534817548,Iris-setosa
+41,5.098672151719559,3.6809442627181634,1.4838495325322263,0.3992778707246494,Iris-setosa
+42,6.690485190589955,3.3112347720278077,5.657294391945812,2.5,Iris-virginica
+43,5.378820498503394,3.8782345440753145,1.2866272160884464,0.3872053919625865,Iris-setosa
+44,6.655804489906311,3.2986265524555805,5.72861107756448,2.5,Iris-virginica
+45,6.664652025765216,3.0816286847311836,4.430275276397209,1.4091421248984506,Iris-versicolor
+46,5.501756153835944,2.9826488221629743,4.456173655836133,1.5042678901705067,Iris-versicolor
+47,7.335203878832477,2.9231587546646143,6.321718601625302,1.8034623551575948,Iris-virginica
+48,5.531571687217423,3.010112307789072,4.108522946669945,1.287128644819067,Iris-versicolor
+49,5.7624438171138355,4.4,1.4808182034020598,0.4659995428281892,Iris-setosa
+50,6.365070337242244,3.2196922991565193,4.502850788719017,1.5108397464829235,Iris-versicolor
+51,5.783605178252205,2.6967133615709873,5.127758166175221,1.888121779823563,Iris-virginica
+52,5.009964510747202,3.66887879294453,1.4161459387170288,0.2,Iris-setosa
+53,6.673927624364927,3.0750033631015836,4.417758441278834,1.4009883489042507,Iris-versicolor
+54,5.756293845972849,2.6771152776680305,5.088131835457576,1.9029589277090821,Iris-virginica
+55,5.536718738177258,2.38540614458052,3.9352331190046135,1.0624174985558068,Iris-versicolor
+56,6.306820702907052,2.3082489301423927,4.401477605800307,1.3039451793615342,Iris-versicolor
+57,6.693508770802504,3.001317707340515,4.995095872252577,1.6833204647803885,Iris-versicolor
+58,5.445952305642827,2.3922150865452156,4.02951159900719,1.1657162137985622,Iris-versicolor
+59,4.587923568406002,3.6776206608098514,1.0,0.2,Iris-setosa
+60,5.619040997714659,2.7263826267131384,4.189383566179143,1.3111876613646845,Iris-versicolor
+61,5.191310211442484,3.5239847483019235,1.4902160476848223,0.2,Iris-setosa
+62,4.801926038569528,3.1171438958776,1.4764596389418494,0.1,Iris-setosa
+63,5.441074038555043,2.394960461744127,3.7520627734479843,0.974374936218643,Iris-versicolor
+64,6.651420374559724,2.9878628032520917,4.742417985913229,1.5133906130737795,Iris-versicolor
+65,6.688218532856618,3.3202477799967496,5.655933792584765,2.5,Iris-virginica
+66,7.7,2.761401377566291,6.7,2.005755191052925,Iris-virginica
+67,5.140445836192873,3.308459642673084,1.937688647351774,0.6028849084783232,Iris-setosa
+68,5.09857917004627,3.3104636776024647,1.987613933474982,0.5372753450381623,Iris-setosa
+69,6.013182244012487,2.7009433099414584,5.095841674439893,1.5852552367127635,Iris-versicolor
+70,6.709418906104462,3.102802629965756,4.379979901475372,1.4273377807912973,Iris-versicolor
+71,4.602516436299627,3.59763905914786,1.0000005484843437,0.2,Iris-setosa
+72,6.839679590280827,3.0359561783803932,5.5386729110374455,2.1542151274051893,Iris-virginica
+73,5.105373717892115,3.318199589921002,1.7339380840679912,0.46721700567975627,Iris-setosa
+74,5.831239899111,2.6934052015696928,5.126722388558133,1.9122383424525233,Iris-virginica
+75,6.281424081428751,2.8299047373234836,5.183795629456372,1.5304756571339957,Iris-virginica
+76,5.088340902706178,3.7970350465558766,1.9980006490161246,0.3957998037715521,Iris-setosa
+77,5.434729247951596,3.9235200492609006,1.6947590708130773,0.4163538439542136,Iris-setosa
+78,5.572913051866658,4.4,1.4804729135532262,0.38863006587761617,Iris-setosa
+79,6.360475206578727,2.8464130361935367,4.251258812744277,1.2653643296807462,Iris-versicolor
+80,6.046742540961439,3.377384573244097,4.478089985560309,1.5413083272630894,Iris-versicolor
+81,6.3425611360418515,2.2872776756425517,4.4033141737062245,1.3114989527243488,Iris-versicolor
+82,6.894036190717303,3.1902585286541596,5.665742298464627,2.266597795380531,Iris-virginica
+83,4.806101157070539,3.4105558680990096,1.6274641358585948,0.2,Iris-setosa
+84,4.597878670662658,3.219166443586863,1.406262118883615,0.2,Iris-setosa
+85,5.55455793504328,4.19785477215388,1.3920132077545384,0.2,Iris-setosa
+86,5.196201757997458,3.416678670034831,1.400275046009428,0.2,Iris-setosa
+87,6.302531064364306,2.2972077529863393,4.355042256192215,1.2916179396611578,Iris-versicolor
+88,5.4005935519666455,2.995777316725476,4.512967258714278,1.5052089065801724,Iris-versicolor
+89,6.702730221219386,3.302398987018234,5.703415092057989,2.5,Iris-virginica
+90,6.323389557113795,2.300848075942239,4.426712802001364,1.2850119031459444,Iris-versicolor
+91,6.1137180131955695,2.5856832130589864,5.634361017451834,1.395017736073561,Iris-virginica
+92,4.879926230610357,2.3985525175883087,3.4017805518416413,1.0664901297795917,Iris-versicolor
+93,5.107867460906429,3.4283558125096696,1.4961599759117399,0.2,Iris-setosa
+94,5.618237293282732,2.7105223718271145,4.239649533057917,1.3051786418179407,Iris-versicolor
+95,6.733210291240182,3.320039940242934,5.725251248930633,2.1013724654024997,Iris-virginica
+96,5.3936953137860915,3.9198173958488876,1.7807052929091858,0.37900378464484646,Iris-setosa
+97,6.299022498194268,2.5577292997923133,4.990346871621848,1.868389704840468,Iris-virginica
+98,5.174842404687553,2.6923237301191008,3.977558807791093,1.3959480258796044,Iris-versicolor
+99,6.684020001102931,3.306452480305698,5.698752256864764,2.1299262018472374,Iris-virginica
+100,4.980310488561455,3.229799899354355,1.2331738826267462,0.2,Iris-setosa
+101,5.195835087587669,3.4704640120850025,1.4844338862317892,0.2,Iris-setosa
+102,5.618878195962859,2.732401912959454,4.209391347202948,1.314221359892272,Iris-versicolor
+103,5.900783465747135,2.976576007074096,5.060792173971914,1.809313848455499,Iris-virginica
+104,4.590742809260941,3.6085514110000596,1.0,0.2,Iris-setosa
+105,7.7,2.7764765950719728,6.7,1.9714795760264257,Iris-virginica
+106,6.31623203019729,2.3149011061618747,4.4967975993305425,1.3086211355536006,Iris-versicolor
+107,6.743953575676089,2.9900483395451314,5.523943657008689,2.1015313843577865,Iris-virginica
+108,4.781407547775974,3.394090680769286,1.5959200250397756,0.2,Iris-setosa
+109,7.7,2.755821226712005,6.7,1.995895505044282,Iris-virginica
+110,5.194954660312882,3.427346927929658,1.4159943956542682,0.2,Iris-setosa
+111,6.309589125321919,2.297239131945647,4.37664806307351,1.2885586939038711,Iris-versicolor
+112,5.366928368643478,2.971666224005686,4.429750856402311,1.486159923161653,Iris-versicolor
+113,5.5148039834367095,4.2122523147834805,1.3709189712183052,0.2,Iris-setosa
+114,6.501835072330616,2.9906381224951124,5.486339831980792,1.812843353524455,Iris-virginica
+115,5.493925448658659,2.393534482649556,3.6062298166506346,0.9392558661200844,Iris-versicolor
+116,7.7,2.743283427780301,6.7,1.9889827253377004,Iris-virginica
+117,6.303955573112224,2.703192894257026,4.900272313732413,1.7767901330216764,Iris-virginica
+118,5.839041625460083,2.9819805324324467,4.203248800537643,1.4964183012400905,Iris-versicolor
+119,5.372560977387032,3.674115184682074,1.3608937218787622,0.3034089255904547,Iris-setosa
diff --git a/iris/tab_ddpm/1/29/test.csv b/iris/tab_ddpm/1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/29/train.csv b/iris/tab_ddpm/1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/29/val.csv b/iris/tab_ddpm/1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/3/synth.csv b/iris/tab_ddpm/1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c4b90f80d40386ba0f3dcd7b64aa8c697b74dbb
--- /dev/null
+++ b/iris/tab_ddpm/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.82076669496469,3.4115839974417423,1.6131720239158496,0.2,Iris-setosa
+1,4.510510538152462,2.3438321958458155,1.3126124615269306,0.2705982565121675,Iris-setosa
+2,7.7,2.7628090711852624,6.699998875981791,1.9955860529279286,Iris-virginica
+3,4.400000639854289,2.9013592136351285,1.3745914924474996,0.2,Iris-setosa
+4,6.292353563357771,2.8877382490708365,5.632633195982299,1.8057511017468004,Iris-virginica
+5,5.4693959397242,2.410015407958957,3.571680416582649,1.0146601115012037,Iris-versicolor
+6,5.599646168774516,4.4,1.4737068576499062,0.5809257053060527,Iris-setosa
+7,6.090928569524193,2.996027142827292,4.630633385173097,1.4138086957031164,Iris-versicolor
+8,5.515261202825866,2.39740858151918,3.924819134620088,1.0058555262915279,Iris-versicolor
+9,7.6999987236822856,2.7742815983573963,6.6999980844326705,1.9734213612275133,Iris-virginica
+10,5.660536630394622,4.399999007059671,1.482778291940629,0.49257346165518057,Iris-setosa
+11,6.024132037792885,2.7144770485173435,5.077725620252903,1.6183445487102566,Iris-versicolor
+12,5.521601144092698,2.4383652822082817,4.020694258983421,0.9928787714351647,Iris-versicolor
+13,4.955320510524056,3.5170403540962436,1.3292539498034843,0.2846173235058981,Iris-setosa
+14,6.080785286885939,2.585395231981518,5.595942538307151,1.4129868346762027,Iris-virginica
+15,5.423043632671009,3.968666820462045,1.2917873758693026,0.4238231709608392,Iris-setosa
+16,5.130153620151251,3.397946250079935,1.4040574291207863,0.2,Iris-setosa
+17,5.62646323568554,2.7439182316089683,4.176476063467699,1.323002959974377,Iris-versicolor
+18,6.637578157553534,3.311975535726621,5.758648462006832,2.243028660816577,Iris-virginica
+19,5.631417525277372,4.299638848029704,1.4070567354992687,0.2,Iris-setosa
+20,6.176849364687833,3.0041412113932635,4.465761312725274,1.3755259170655065,Iris-versicolor
+21,6.298529594174154,2.3140762182674304,4.509135909107404,1.3515310632669812,Iris-versicolor
+22,5.552423792255567,4.226986896085813,1.3615377060508118,0.2,Iris-setosa
+23,5.796315341789674,4.4,1.4909623216325445,0.4024608101571497,Iris-setosa
+24,5.183827698143549,2.6820711159950776,3.738047836167512,1.3938603850623175,Iris-versicolor
+25,5.407229237447786,3.890638710829016,1.938400523139545,0.4398911180542413,Iris-setosa
+26,6.4435600306693885,2.904829870059638,4.3190017372554905,1.3103284508892918,Iris-versicolor
+27,5.438291363811323,3.0063705006602923,4.40999653395656,1.492662244751254,Iris-versicolor
+28,5.387877277897207,2.977181781173848,4.467202366199752,1.5093108130726482,Iris-versicolor
+29,6.685538274817256,3.3202044819387195,5.650948258527471,2.5,Iris-virginica
+30,7.7,2.791430455797359,6.7,2.043192514240158,Iris-virginica
+31,5.086605573646946,3.762949698517971,1.6229272158863282,0.3996083110760936,Iris-setosa
+32,5.39927205870262,3.9658971392290625,1.3236329933983042,0.383262285253881,Iris-setosa
+33,5.127733857646548,3.4109073943725816,1.4897608152481907,0.2,Iris-setosa
+34,5.6546788845739435,4.4,1.470104699979603,0.4330972170710341,Iris-setosa
+35,6.115555114333515,2.616448919438042,5.58608377844741,1.4227145150185576,Iris-virginica
+36,4.613098506353276,3.603783696974388,1.0000004002893657,0.2,Iris-setosa
+37,5.712163082324991,2.992805071481883,4.114443513818255,1.3296796132892814,Iris-versicolor
+38,5.5028722032292885,2.3951000693697697,3.8891407976447354,1.0848038770501145,Iris-versicolor
+39,7.7,2.7945923488778956,6.7,2.006852662581726,Iris-virginica
+40,5.580798483219691,2.9937083083109077,4.498119530768743,1.5063507477581692,Iris-versicolor
+41,6.063939769601336,2.9910738133168726,4.568781198966649,1.4028867878412843,Iris-versicolor
+42,5.443241329204985,2.9831381141552265,4.437415353059645,1.485706369752053,Iris-versicolor
+43,5.597644904855215,3.0009087513954467,4.116353476401767,1.3044710542139855,Iris-versicolor
+44,5.5550262247722495,4.249173297579279,1.3721125821393758,0.2,Iris-setosa
+45,5.691123719494019,4.399998307500649,1.494347956609267,0.49278203258602066,Iris-setosa
+46,6.341542319979121,2.8165064226888163,4.245723078575754,1.2735598212873316,Iris-versicolor
+47,5.811668341877393,3.222877892951435,4.779850859141137,1.7815775410993833,Iris-versicolor
+48,5.27754288725269,3.638288827056059,1.4991765129138799,0.2,Iris-setosa
+49,5.624936088041347,4.399999228086004,1.4644071400544472,0.46913781689601797,Iris-setosa
+50,5.999843015190632,3.418756448095447,4.495327445329691,1.610192282569272,Iris-versicolor
+51,6.032668736170392,2.706750403640278,5.083806524328505,1.5598070970326077,Iris-versicolor
+52,5.983159861517733,2.2000002804319845,5.014714250096579,1.495090784611011,Iris-virginica
+53,6.701078406374198,3.1185087199088093,4.437862737756149,1.3955821698791042,Iris-versicolor
+54,5.577554661117071,2.647220389163346,4.339770423158935,1.2801891291592717,Iris-versicolor
+55,6.379614700857673,2.636662263245177,5.195802258736192,1.9100303446338989,Iris-virginica
+56,5.381992171596787,3.94555020053014,1.2857007041017723,0.3552321571052524,Iris-setosa
+57,5.085333073742796,3.403905862376767,1.5076551139956496,0.2,Iris-setosa
+58,5.04334148032725,3.5430268782679124,1.3913451037724784,0.3101564831853102,Iris-setosa
+59,6.6585668748260245,3.0974082872022484,4.393245117857709,1.386977008009901,Iris-versicolor
+60,5.368560779409221,3.4120194245140487,1.6508277985956905,0.2,Iris-setosa
+61,5.382411147924245,3.3984273793713378,1.6691721975772007,0.2,Iris-setosa
+62,5.138040997387999,3.585354904994724,1.5421286268985974,0.2,Iris-setosa
+63,5.404039982943542,3.9304397495321908,1.318038243717612,0.4159652803514052,Iris-setosa
+64,5.122927742863586,3.847025848258863,1.6154385069421993,0.2,Iris-setosa
+65,5.598566739391591,2.982510679085405,4.157847341902796,1.3067296906205812,Iris-versicolor
+66,5.274031982133659,3.6065604700283425,1.4948895667847166,0.2,Iris-setosa
+67,7.7,2.801576956747783,6.699998602041456,1.9917236956186597,Iris-virginica
+68,6.501140291269083,2.9677315758404985,5.51510670462175,1.8001882325915572,Iris-virginica
+69,5.309488427909749,3.7957265804934375,1.5161029922133344,0.2,Iris-setosa
+70,4.552810462571158,3.5772291864035224,1.00000039010572,0.2,Iris-setosa
+71,5.0979007692764045,3.7954752017414513,1.6239708817096026,0.44146142845578434,Iris-setosa
+72,6.3032566384236235,2.3079989535168646,4.32929232065348,1.3064957153454297,Iris-versicolor
+73,5.915525363590874,2.973308758280073,5.037546466507454,1.8232891833268,Iris-virginica
+74,6.251446167485108,2.79476595184261,5.607730372662163,1.678061081913741,Iris-virginica
+75,5.611936692144996,4.399999146002679,1.479439909480929,0.5528083031847861,Iris-setosa
+76,5.598860165591369,2.945286575781605,4.165421657310036,1.3084403466947163,Iris-versicolor
+77,6.024585287914673,3.395935812826565,4.471827640117076,1.6299867628817317,Iris-versicolor
+78,4.601470934193636,3.405607508227566,1.3873213258662507,0.30916639105740784,Iris-setosa
+79,4.996255503002107,3.532194265530197,1.3236713768077806,0.295886570913398,Iris-setosa
+80,6.481453436837971,3.010431052467,5.488766019125772,1.7883800430571992,Iris-virginica
+81,4.502506332146316,2.2946734152808874,1.3046022758588576,0.28013217046573524,Iris-setosa
+82,5.9979019917570575,3.4129882983842514,4.5047150404119485,1.6027199450089946,Iris-versicolor
+83,6.387331253717758,2.8082185918664804,5.411224301940796,1.8663910134995256,Iris-virginica
+84,7.7,2.7918469639766412,6.699998796833315,2.0337540738553024,Iris-virginica
+85,4.8924767780147755,3.104596590352409,1.4883996243057669,0.10000013017649033,Iris-setosa
+86,5.418023092728494,3.9213747569163724,1.3075157619965008,0.4149790830449662,Iris-setosa
+87,4.861657401608778,2.374380638517319,3.290862117244364,0.9641245795456231,Iris-versicolor
+88,6.409840947340569,2.709816365683488,5.222258277348744,1.9098467722597976,Iris-virginica
+89,6.312850326398845,2.2990527170623163,4.454573851332229,1.2710850521176753,Iris-versicolor
+90,6.295075629254761,2.3001539399653113,4.411915619074795,1.2832446479563726,Iris-versicolor
+91,5.477619789346189,2.609210771986538,4.358240636237059,1.239071018397318,Iris-versicolor
+92,5.485090511212653,2.5948919540451967,4.325580740644515,1.2691671291640856,Iris-versicolor
+93,4.600288982554354,3.1883375650875836,1.401792904223451,0.2,Iris-setosa
+94,5.483830984458654,4.084758390063112,1.4451379743414041,0.2,Iris-setosa
+95,5.815609603773461,2.692415323620241,5.094967679558404,1.891413932284957,Iris-virginica
+96,6.341437629300994,3.4215328412101313,5.666556337847956,2.3919953501432945,Iris-virginica
+97,6.363379239063901,3.2063797152318037,4.499976457821193,1.4994427146734304,Iris-versicolor
+98,4.987039782644668,3.268023427469619,1.3821957106331624,0.2,Iris-setosa
+99,5.221250501883333,3.513426481151355,1.4990497099732971,0.2,Iris-setosa
+100,5.562239446863197,4.239129546609247,1.4007137990873637,0.2,Iris-setosa
+101,5.390256950088876,3.414686273360717,1.6768185765907284,0.2,Iris-setosa
+102,6.288515202798595,2.4876375745729624,4.897527502555743,1.5029318341805273,Iris-versicolor
+103,7.241465680567087,2.9359563261380797,6.164344273880389,1.8317209556036254,Iris-virginica
+104,6.907112053565128,3.1865959904540513,5.658185908490068,2.2835860288092613,Iris-virginica
+105,4.599039128105147,3.211898056074071,1.4031682288235583,0.2,Iris-setosa
+106,6.445145412735367,3.068179168343133,5.526482210411168,1.794132641143365,Iris-virginica
+107,4.618845457814593,3.201507175994336,1.3869567724307441,0.2,Iris-setosa
+108,5.87298961196935,2.9760172086853025,4.139604474177615,1.4847511630268615,Iris-versicolor
+109,4.765274674017196,3.396013079022154,1.5967484680860713,0.2,Iris-setosa
+110,5.480204824920762,2.5997971076165873,4.445834788674583,1.1120827948616778,Iris-versicolor
+111,6.28043602911294,2.479294731197264,4.8756855646616835,1.490521325975835,Iris-versicolor
+112,6.172590700809307,3.0021873466715174,4.5714349777450405,1.3856285765046825,Iris-versicolor
+113,6.584640499276995,3.3171148005323294,5.581303554833027,2.5,Iris-virginica
+114,7.043885749963868,3.0143357885486246,5.806086156324615,2.1248213303927974,Iris-virginica
+115,6.409328625994544,2.8893728103255913,4.202724944752681,1.2839828625709468,Iris-versicolor
+116,5.672462635075389,4.399999279261015,1.4781328996777328,0.3855821174280998,Iris-setosa
+117,5.435795829373066,2.9198611358745423,4.070301950135262,1.2939314281821268,Iris-versicolor
+118,4.4,3.2181903045025315,1.2949043283213912,0.2,Iris-setosa
+119,6.277406949375068,2.303604468396184,4.340901118089011,1.269297762768491,Iris-versicolor
diff --git a/iris/tab_ddpm/1/3/test.csv b/iris/tab_ddpm/1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/3/train.csv b/iris/tab_ddpm/1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/3/val.csv b/iris/tab_ddpm/1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/4/synth.csv b/iris/tab_ddpm/1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..031877a25686f890cef09728e92cd48181534963
--- /dev/null
+++ b/iris/tab_ddpm/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.89873628768848,3.217113015644613,4.826573273622889,1.764480477816256,Iris-versicolor
+1,6.101143145977489,2.594715912824827,5.586621194938131,1.3767609270524461,Iris-virginica
+2,4.6223595798833035,3.6045247519696817,1.0000005743500486,0.2,Iris-setosa
+3,6.625717073359381,3.3113712393029315,5.649003397311054,2.5,Iris-virginica
+4,6.158837616711803,2.6681362699791205,5.526077012949325,1.454338457026227,Iris-virginica
+5,6.289262490258594,2.515081342652416,4.909808545479104,1.5059360109259567,Iris-versicolor
+6,6.3984886322768375,2.493904153304326,4.900758577087933,1.5016594634206868,Iris-versicolor
+7,6.575531569598641,3.2993201539447434,5.56147896542096,2.5,Iris-virginica
+8,4.973609781561035,3.5161911947548963,1.2529904159519096,0.3272403613864119,Iris-setosa
+9,5.663038612217067,2.982594514511475,4.362845561750012,1.4813789184278117,Iris-versicolor
+10,5.353098431378802,4.010006884547054,1.4044222099653128,0.2,Iris-setosa
+11,7.345589147065891,2.8817592800700744,6.332085971153103,1.751146697117368,Iris-virginica
+12,6.662138757226927,3.147453169795827,4.4642317394817095,1.427957668066363,Iris-versicolor
+13,4.996244036889907,3.184751209253074,1.2237575011672694,0.2,Iris-setosa
+14,5.601187063250079,2.996111840136231,4.107705768915458,1.286678009483002,Iris-versicolor
+15,5.5489992377155595,4.399999267460591,1.4650423284664857,0.5754339488955323,Iris-setosa
+16,5.981358114446938,2.692689658424009,5.073094505459049,1.5933802461164994,Iris-versicolor
+17,7.7,2.769359088877315,6.7,1.9878938113738565,Iris-virginica
+18,5.605123513400778,2.6692233843795297,4.224499652793284,1.2903193339534413,Iris-versicolor
+19,5.032676260758938,3.3825586468925426,1.4036383540913213,0.2,Iris-setosa
+20,4.607073402612031,3.2419747467757394,1.4007407051166227,0.2,Iris-setosa
+21,6.37767488762359,2.86155242217407,4.27078148958843,1.2960325852908963,Iris-versicolor
+22,5.674129841061285,4.399999279561804,1.4890704094345673,0.4874325734040188,Iris-setosa
+23,5.3616767667630985,3.4153184202116353,1.6718986853351647,0.2,Iris-setosa
+24,5.343989425645634,2.9405812465581787,4.352705592290942,1.4822492479007978,Iris-versicolor
+25,5.884248318950873,3.218810176890833,4.752295087335892,1.7853137470536038,Iris-versicolor
+26,5.1939114426914115,3.444967325279521,1.5141817261174968,0.2,Iris-setosa
+27,4.584803365500388,3.6705712609207364,1.000000366712375,0.2,Iris-setosa
+28,6.405673806915129,2.6876849350223218,5.304953545802618,1.9096264651774386,Iris-virginica
+29,6.367400556923297,2.4133208925204013,4.78564488620882,1.4335568163583414,Iris-versicolor
+30,4.866130929679645,3.114362522264833,1.4927769252515808,0.1,Iris-setosa
+31,4.88829528814746,3.026815881241572,1.4108399372556248,0.2,Iris-setosa
+32,6.39388715928066,2.873032902608768,4.25599601470688,1.302866061096352,Iris-versicolor
+33,6.376076801327816,2.858610389785193,4.26277949605158,1.2768995139677615,Iris-versicolor
+34,4.9963563923059136,3.301164472971197,1.4072547461291698,0.2,Iris-setosa
+35,6.306226594846713,2.5216887605333556,4.841982631434371,1.5054891740080318,Iris-versicolor
+36,6.92464130436077,3.195479059657148,5.708047954534988,2.291132192404253,Iris-virginica
+37,6.753493123194107,3.3273212191224792,5.693550811847222,2.5,Iris-virginica
+38,4.748836977529993,3.3787854637702166,1.5538084309549134,0.2,Iris-setosa
+39,6.288598006378465,2.797988990758443,5.115589636160905,1.4924341893554718,Iris-virginica
+40,6.9370733346016396,3.197671014682511,5.746316989441425,2.2967266382140172,Iris-virginica
+41,6.667644657312593,3.3074674193594538,5.655725201369351,2.4999995224980336,Iris-virginica
+42,5.5132016608218235,2.3998907965335605,3.706922840430126,1.0268229425449285,Iris-versicolor
+43,5.562740514948433,2.9938877734387686,4.1362795681473745,1.3009562658417986,Iris-versicolor
+44,5.499044429928409,4.2295442276747135,1.3882395275436512,0.2,Iris-setosa
+45,5.089027213659745,3.7943644376612333,1.5873566029982435,0.2,Iris-setosa
+46,4.57676743961634,3.2157737983152126,1.4047239134299743,0.2,Iris-setosa
+47,6.127566589966361,3.354223500630656,4.4973438510380985,1.5130521228751876,Iris-versicolor
+48,5.15117515355888,3.3714680693682233,1.661256612047182,0.32850230025309135,Iris-setosa
+49,7.236838613258197,2.9130405079701553,6.2574576104549,1.8164289594125733,Iris-virginica
+50,6.350230585396125,2.586964894042503,4.957655131509046,1.8609554136525117,Iris-virginica
+51,5.546327969552266,4.193097876737053,1.4008097821986334,0.2,Iris-setosa
+52,5.992070776011448,2.9929283768064705,4.7820715043329045,1.8028615879974792,Iris-virginica
+53,5.714440734733187,4.4,1.498229486820973,0.5334633004057422,Iris-setosa
+54,6.299612449070909,2.2990473669077818,4.434305133360131,1.2931933179398185,Iris-versicolor
+55,5.991949479113257,3.3438354671888275,4.510561466516881,1.625432917871262,Iris-versicolor
+56,6.409253660028227,3.0919561823599513,5.5083396207597595,1.7909425914798422,Iris-virginica
+57,5.088180721868562,3.701264794213832,1.5800993773080418,0.2,Iris-setosa
+58,4.9046176406339095,3.0935124189853997,1.4984390435948853,0.100000100213657,Iris-setosa
+59,5.550333658312617,2.395453272183999,3.46529543486593,1.0987478419211727,Iris-versicolor
+60,5.974579151294194,2.2000003499464618,5.031226148552507,1.5044450530861522,Iris-virginica
+61,5.418289588550915,3.8782286759744333,1.6825946603040731,0.3799168208957998,Iris-setosa
+62,5.753995305805561,4.4,1.4778165559219416,0.420608986962907,Iris-setosa
+63,7.7,2.7343011121148715,6.7,2.031922662684486,Iris-virginica
+64,5.492372293621715,2.401289104690448,3.6707961598580097,1.0582549332733613,Iris-versicolor
+65,5.3217019753198835,3.8101011097997524,1.4834993480911007,0.3915988036909849,Iris-setosa
+66,7.699997923071399,2.7604538717847333,6.699997421742646,1.9670489533841669,Iris-virginica
+67,6.290111129284781,2.3007128172820566,4.413090238020001,1.2928730754717754,Iris-versicolor
+68,5.407263713876002,3.8983190100331617,1.7661278019107693,0.3968400840540611,Iris-setosa
+69,5.77992715050087,2.804640779799685,5.086684842818074,2.390864926453172,Iris-virginica
+70,5.428968400183013,4.0803923714670525,1.4116568783362506,0.23773476732215132,Iris-setosa
+71,5.6416886100095605,4.224940846397127,1.3867589817362802,0.2,Iris-setosa
+72,5.0213835973025995,3.5785528792628405,1.396915142206495,0.2,Iris-setosa
+73,4.602872089243009,3.6001185893022773,1.0,0.2,Iris-setosa
+74,5.2611886680800914,3.581790963060442,1.492601698599039,0.2,Iris-setosa
+75,5.103934741842411,3.7131257394955455,1.5600649239518574,0.41943678817668695,Iris-setosa
+76,6.541742715563414,2.951177231501775,4.329883938605729,1.380068357458499,Iris-versicolor
+77,5.201455585542027,2.707812511992827,4.0244726643949935,1.4127804831752613,Iris-versicolor
+78,6.4523798146819695,3.1325961058953995,5.521234755757369,1.8105228506016386,Iris-virginica
+79,5.1346748290844575,3.4104104704095155,1.4004350301031692,0.2,Iris-setosa
+80,5.625094570707353,2.7137508893010787,4.238341156690829,1.3045704972696206,Iris-versicolor
+81,7.134566821967783,3.0004826497279398,5.9654598391993305,2.0783771104240523,Iris-virginica
+82,7.7,2.7741909216443696,6.699998747928358,1.9895362831368462,Iris-virginica
+83,5.268439638527398,3.581701468336653,1.487818025341457,0.2,Iris-setosa
+84,6.883321303124292,3.2126952032324416,5.735035427767398,2.30125588153758,Iris-virginica
+85,6.3295234845441515,2.526805762830514,4.998017138026977,1.881494521837276,Iris-virginica
+86,7.7,2.7528738828589026,6.7,1.9949598341145356,Iris-virginica
+87,5.621191696595699,4.4,1.4707396665136208,0.3538459557507778,Iris-setosa
+88,6.402930519749327,2.9461324418114034,5.563957985348907,1.814869519164332,Iris-virginica
+89,6.369558226280281,2.6336669748527073,5.2181438409718135,1.9013379564636406,Iris-virginica
+90,5.778360712925982,2.6873595181560135,5.117918898943113,1.9050650310860981,Iris-virginica
+91,5.478161853488091,2.385552714159207,3.9167338649501513,1.071032839727752,Iris-versicolor
+92,6.3613423056949765,2.8914621414060413,4.25817558530669,1.2715374223072864,Iris-versicolor
+93,5.595368657513895,4.274196408191187,1.3963302901923444,0.2,Iris-setosa
+94,5.605901370780928,2.7016127167657027,4.226100049582597,1.2992045411441107,Iris-versicolor
+95,5.030412373535318,3.505695288974198,1.3059927305593864,0.31772876912969034,Iris-setosa
+96,7.185242092378771,2.9976017749388433,5.94086181666973,2.068688456237662,Iris-virginica
+97,5.561265152802449,2.9911993073240546,4.464339477574134,1.5058571358119952,Iris-versicolor
+98,5.0068004789936875,2.4639941893033552,3.320695460753054,1.0903430052346037,Iris-versicolor
+99,5.500982279759855,2.62139668871664,4.355569407959451,1.225593545227702,Iris-versicolor
+100,4.626054374912071,3.4006620913327263,1.409661953732296,0.2871429707954798,Iris-setosa
+101,6.061661875509242,2.5752644386339276,5.574165433948187,1.409989980579762,Iris-virginica
+102,4.599223453780101,3.414077943150536,1.3892435249042832,0.3050245361217342,Iris-setosa
+103,5.423492194920547,3.920041176454259,1.3268701630189432,0.3630473462127717,Iris-setosa
+104,5.600581514885868,4.267198963649101,1.3662396837380597,0.2,Iris-setosa
+105,4.4,2.990227712835615,1.377071180246639,0.2,Iris-setosa
+106,5.1037489576499055,3.492354467339722,1.388745736843242,0.3205214479731744,Iris-setosa
+107,5.360115190921,3.9146305908404555,1.3241480058240365,0.41919478879200056,Iris-setosa
+108,5.676778236910358,2.483599771658985,4.99356129709283,2.0146346520212473,Iris-virginica
+109,6.682694440977599,3.320831880071046,5.718673738493296,2.1505165078308464,Iris-virginica
+110,6.384733561937779,2.8465990803857912,4.29252559131071,1.2724509288951278,Iris-versicolor
+111,6.680151216913227,2.9990782256855795,4.983158780016063,1.6999814104223494,Iris-versicolor
+112,4.586559272675719,3.201315681335673,1.40779868838159,0.2,Iris-setosa
+113,6.666917352410997,3.3068258368367065,5.651402090662703,2.499999510564476,Iris-virginica
+114,6.670494596968854,3.018634261528084,4.95437255852832,1.7083833186902488,Iris-versicolor
+115,6.121387835741734,2.578827187431615,5.614565931328704,1.4103196829329223,Iris-virginica
+116,6.272996268720962,2.535481774665445,5.033860670588648,1.8769097906342802,Iris-virginica
+117,7.7,2.735603229338869,6.699998813481528,1.9907464043149712,Iris-virginica
+118,7.7,2.805145518489565,6.7,2.0151914375830082,Iris-virginica
+119,5.501635625820422,2.3975450299346415,3.7571940801588655,1.0378829175123967,Iris-versicolor
diff --git a/iris/tab_ddpm/1/4/test.csv b/iris/tab_ddpm/1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/4/train.csv b/iris/tab_ddpm/1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/4/val.csv b/iris/tab_ddpm/1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/5/synth.csv b/iris/tab_ddpm/1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67f766d5047a69cf36964818ffca1dae7d783e70
--- /dev/null
+++ b/iris/tab_ddpm/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.521450092293831,3.0013030280157262,4.3005245488928425,1.4955301722559238,Iris-versicolor
+1,4.608272575559509,3.592888320415806,1.000000558505841,0.2,Iris-setosa
+2,5.167982785088393,3.478516287181481,1.5109647517215137,0.2,Iris-setosa
+3,4.777116302343637,3.401972777356129,1.589622606257524,0.2,Iris-setosa
+4,4.77797361754754,3.396828173973191,1.5964534312549927,0.2,Iris-setosa
+5,6.404400301650247,2.661123949983245,5.246998444840349,1.9075857907913496,Iris-virginica
+6,5.604890062346605,2.676107414438855,4.322150210063194,1.283930646354746,Iris-versicolor
+7,6.887640069736121,3.2087907028472107,5.715486846591852,2.320869383009969,Iris-virginica
+8,6.849513890874521,2.9946821993003008,5.556032011415854,2.098750883670363,Iris-virginica
+9,5.9309697879922,3.471001952305548,4.46872026769361,1.638919909115282,Iris-versicolor
+10,5.674041416342051,4.39999876238562,1.489149970858676,0.5343187683243871,Iris-setosa
+11,4.607312217278479,3.4056169186833674,1.3936164922106242,0.3002974273002549,Iris-setosa
+12,6.68278393258053,3.2719519268890993,5.727732561245732,2.4999993229801514,Iris-virginica
+13,5.105256440310531,3.831259630104334,1.597877501583489,0.2,Iris-setosa
+14,5.299495368388992,3.78812712480691,1.5095226933851826,0.2,Iris-setosa
+15,5.09607029624841,3.7155393351691037,1.5270299220834456,0.4607800260400414,Iris-setosa
+16,5.674105630450374,4.4,1.4664484173417243,0.39572480714787506,Iris-setosa
+17,5.09513642163047,3.7655445620298975,1.6152234385939865,0.2,Iris-setosa
+18,7.08976619823114,2.9166305244159183,6.122565901453313,1.80522526817297,Iris-virginica
+19,6.491378972669045,3.1983371611878764,4.521008837647057,1.4704690968703473,Iris-versicolor
+20,6.687305500253671,2.9916720962883683,4.982136446047038,1.6939315176693268,Iris-versicolor
+21,5.944672427638592,2.972902540275886,4.273074330342812,1.3456122613972579,Iris-versicolor
+22,4.4,3.179730362395336,1.3172022360223772,0.2,Iris-setosa
+23,5.161753212743914,3.5048335264537,1.4939789658977054,0.2,Iris-setosa
+24,6.085776061527964,2.964991368327077,4.818807817355572,1.7806624119486119,Iris-virginica
+25,5.036566393749961,3.5099355781934176,1.2959655093017792,0.3020504745106251,Iris-setosa
+26,5.467714380907548,3.995294874310114,1.3359519882211712,0.31849833783848186,Iris-setosa
+27,5.537273625851637,4.4,1.477172672341636,0.36074851659271334,Iris-setosa
+28,6.340407000493372,3.2127181366658037,4.443149530045375,1.5046468360961032,Iris-versicolor
+29,5.816008090660108,2.7958850034480762,5.11639227824434,2.3864083745093603,Iris-virginica
+30,6.295547069200498,2.8045566001753817,5.080384615490483,1.486543145043808,Iris-virginica
+31,6.314889263659478,2.556999916914597,4.954327269143176,1.8773307084588535,Iris-virginica
+32,4.955963622698374,3.503318876363187,1.2985699594199294,0.29218150465947,Iris-setosa
+33,5.988339096630391,3.41723626663129,4.424327921806253,1.5884436617354691,Iris-versicolor
+34,7.7,2.733995120729521,6.7,1.9759275064435056,Iris-virginica
+35,4.400000546922499,3.132158346796868,1.354450304435816,0.2,Iris-setosa
+36,4.607975851593885,3.3940116474775275,1.4007251926647104,0.3060576533891193,Iris-setosa
+37,6.6853475336793515,3.240889844274016,5.720315181252524,2.247155742024443,Iris-virginica
+38,4.622437287302524,3.39745195614444,1.4082909631463436,0.2945820320197548,Iris-setosa
+39,5.50008434982513,2.379842901374329,3.8324727655075677,1.067609317167014,Iris-versicolor
+40,5.505354031272398,2.43497257685945,3.684068720965851,0.9937197552613929,Iris-versicolor
+41,6.3103030223456,2.3027339536269893,4.40701209592024,1.2948658571429874,Iris-versicolor
+42,6.3190528962565935,2.88131195702642,5.553227804586539,1.8158508198719212,Iris-virginica
+43,6.368609885635713,3.0901278057682937,5.528782020803606,1.8158833574976416,Iris-virginica
+44,6.688162173836783,3.0013980665581013,5.002782202679646,1.7035388037118362,Iris-versicolor
+45,6.188639458737521,2.9753517047427986,4.531808720972765,1.3960287525472654,Iris-versicolor
+46,5.408075820723559,3.4040608524599625,1.9035461971512735,0.2,Iris-setosa
+47,5.252013770871043,3.5329232679084557,1.4911209886966186,0.2,Iris-setosa
+48,5.079490446183099,2.4942619320110846,3.0793700053770854,1.14066075945279,Iris-versicolor
+49,4.572536271194423,3.5852965016162535,1.0,0.2,Iris-setosa
+50,5.835679149764119,2.661514447556413,5.129821826792642,1.8275634474462712,Iris-virginica
+51,5.730822974447576,4.4,1.4856808341681567,0.5092245280470579,Iris-setosa
+52,5.378160617850065,2.9748383346910767,4.389044182302875,1.5158832634260369,Iris-versicolor
+53,5.657726849609091,4.4,1.469431660483877,0.7169188112352576,Iris-setosa
+54,5.559271181825257,4.217309796481868,1.3954678219142818,0.2,Iris-setosa
+55,6.734772025369504,3.0030062131506945,5.014035819746987,1.7359845073235471,Iris-versicolor
+56,5.093360040009265,3.7751738791384573,1.6739138553253785,0.3745152242787714,Iris-setosa
+57,6.936535696097448,3.2173802439540657,5.6428135083808035,2.3245136886860776,Iris-virginica
+58,6.280061928645416,2.529966769908413,4.924728163541504,1.516092555694782,Iris-versicolor
+59,4.967702962695983,3.202982258489102,1.2617418756036403,0.2,Iris-setosa
+60,5.2012511245047115,3.4036651501729462,1.4043180779419215,0.2,Iris-setosa
+61,7.699999044429434,2.784423258412895,6.7,1.978490950440839,Iris-virginica
+62,6.6906509796920375,2.9705360727537693,5.455582769599311,2.042665733770272,Iris-virginica
+63,4.810261665472744,3.416360566916894,1.601919386202123,0.2,Iris-setosa
+64,4.960996644377829,3.11755067181068,1.241238211716733,0.2,Iris-setosa
+65,5.8278714748909035,2.706154799388636,5.096019147853773,1.8735590965585076,Iris-virginica
+66,6.077665481609198,2.682829092393923,5.094026089840303,1.5873450448469937,Iris-versicolor
+67,7.7,2.768710323484305,6.7,1.9790169218090339,Iris-virginica
+68,6.306919596975101,2.7798849502054432,5.068931947296019,1.507020369914304,Iris-virginica
+69,6.376742401403466,2.8659921846227854,4.241242197001241,1.2728817637699077,Iris-versicolor
+70,5.797151731806373,2.8216289058713557,5.109268262923071,2.402451557052216,Iris-virginica
+71,5.834834237740478,3.223847995841887,4.784362247283854,1.812854498429836,Iris-versicolor
+72,6.284519879884638,2.291209043134129,4.422759008203875,1.3058215737314778,Iris-versicolor
+73,5.0928384959684525,3.401488931340366,1.3145223976514955,0.2,Iris-setosa
+74,5.455134897142047,3.9350596453317874,1.3079672637840973,0.38695135014279314,Iris-setosa
+75,4.613717217652971,3.391655444170398,1.3923085105822608,0.2909572368006469,Iris-setosa
+76,5.864253159464122,2.973404289230362,4.339393349596327,1.3880904736083441,Iris-versicolor
+77,6.722299094971725,3.104532272991425,4.401329848798565,1.3995600159161665,Iris-versicolor
+78,5.072066966826294,3.7957159255547728,1.6081794074069058,0.2,Iris-setosa
+79,6.314327433453114,2.560739818008778,5.060901596391189,1.8432130692805542,Iris-virginica
+80,5.20943003331011,3.3526623835209204,1.312709152468784,0.2,Iris-setosa
+81,7.699997890338809,2.7411037684632964,6.699998321312639,1.9760375873419027,Iris-virginica
+82,5.494134913849092,2.615052554173964,4.413201277852718,1.266717132365611,Iris-versicolor
+83,5.398764993598158,3.0027371638435905,4.3981074346226885,1.5023077768410165,Iris-versicolor
+84,5.608100622568352,2.9969594268482536,4.1286759414140075,1.2967273543816005,Iris-versicolor
+85,5.07595448773054,3.4046085074025134,1.5191665968828676,0.2,Iris-setosa
+86,5.109296775592616,3.315234499761297,1.93471902256054,0.5101621827460641,Iris-setosa
+87,5.0537081651254665,3.4971097060616665,1.347931579329211,0.2906226173530898,Iris-setosa
+88,6.890370266037628,3.1623747175130656,5.673829409390695,2.2547377858531394,Iris-virginica
+89,4.80672547810638,3.401245190339005,1.5892331250015603,0.2,Iris-setosa
+90,5.2247874083248265,2.717289286500181,4.0621606128434955,1.4180847619548609,Iris-versicolor
+91,6.6539052491332376,3.090950358750631,4.385005772170888,1.41030081225258,Iris-versicolor
+92,6.325932712808239,2.8884152060930717,4.289963199527629,1.2922425292209634,Iris-versicolor
+93,6.274410968028731,2.673931719363674,4.895997091434899,1.7858198764189734,Iris-virginica
+94,5.025397085813758,3.5068516659143194,1.3359904216229412,0.32063489494527514,Iris-setosa
+95,5.491739443014748,2.396630901456585,3.775713526931246,1.0148432228239983,Iris-versicolor
+96,5.630264327896037,2.9859726068769077,4.14529993755826,1.3131251160375375,Iris-versicolor
+97,5.807035938279776,2.6784737863774413,5.08985507736696,1.9327228854339207,Iris-virginica
+98,6.464963731951653,2.9386250679682373,5.39892568423122,1.6925085288014834,Iris-virginica
+99,6.076426598721752,2.9728900982722686,4.522095450309097,1.3603254418062702,Iris-versicolor
+100,5.572211160396095,2.9749395592351764,4.120555437300741,1.2955016090156959,Iris-versicolor
+101,5.556098555273819,4.247170315153176,1.3708817100810708,0.2,Iris-setosa
+102,5.470062755450783,2.594162305054981,4.371943659180964,1.1975074010265732,Iris-versicolor
+103,5.072637020230064,3.5258764034977923,1.5747347634379993,0.2,Iris-setosa
+104,6.340051720931615,2.4647394827273366,4.823143449816046,1.4840695996735833,Iris-versicolor
+105,6.546215873313542,2.950798058431414,4.350246541343412,1.3561334360594128,Iris-versicolor
+106,5.650197015939444,4.281387933809114,1.3816357167696676,0.2,Iris-setosa
+107,5.694173215601118,4.399999057238675,1.4661600287197323,0.3924310794076624,Iris-setosa
+108,4.400000573942457,3.1730619048165107,1.3205144013917611,0.2,Iris-setosa
+109,5.082921746635,3.392617558944126,1.4968895255518537,0.2,Iris-setosa
+110,7.699998900852927,2.7602701927905646,6.699998453377123,1.9947021867590653,Iris-virginica
+111,5.097173979906774,3.730977182971097,1.534045318220736,0.3987365444675271,Iris-setosa
+112,5.551271226263458,4.242353529274225,1.3812730793978703,0.2,Iris-setosa
+113,5.503757853485053,2.404183623604622,3.787372860723898,1.1694030351493179,Iris-versicolor
+114,5.790238422506047,2.695839668319946,5.093730317518676,1.9030703411822945,Iris-virginica
+115,5.5063642350391495,2.393504112387311,3.7923386550686917,1.1302135742728916,Iris-versicolor
+116,6.0919799323969706,2.597279011807426,5.564293036335602,1.4095456675431393,Iris-virginica
+117,6.049292260112625,3.416856655133562,4.460055891920017,1.5684347377748293,Iris-versicolor
+118,7.26499250359863,2.8905993655316835,6.259813703967432,1.7979556999971475,Iris-virginica
+119,5.874103359898292,3.008633148470711,4.18565691748981,1.496000940741426,Iris-versicolor
diff --git a/iris/tab_ddpm/1/5/test.csv b/iris/tab_ddpm/1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/5/train.csv b/iris/tab_ddpm/1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/5/val.csv b/iris/tab_ddpm/1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/6/synth.csv b/iris/tab_ddpm/1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad2e2bb82281f19a0f1307611694c2b4db5aab9a
--- /dev/null
+++ b/iris/tab_ddpm/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.31656435445499,2.8344728791355873,4.298300230929041,1.2887833533699182,Iris-versicolor
+1,6.379612167992051,2.703533076541542,5.345466629093482,1.894443226196667,Iris-virginica
+2,6.273951805632977,2.6707628969729664,4.913973904990217,1.7821694411160083,Iris-virginica
+3,5.439021522440015,2.998436374370837,4.443080197606665,1.4928337093716828,Iris-versicolor
+4,6.367383581474675,2.84234487804816,4.257138460442733,1.2674508900498667,Iris-versicolor
+5,6.349676335927744,2.508448536997942,4.890454680411551,1.511575287582822,Iris-versicolor
+6,5.044338342546249,3.6055464258056538,1.4213059588796506,0.2,Iris-setosa
+7,7.7,2.77315353435592,6.7,1.9924654704378322,Iris-virginica
+8,6.675997006841825,3.296547747117972,5.702647842912848,2.499999426294042,Iris-virginica
+9,6.730803931152224,3.3087167440907317,5.7168426988019645,2.132266547004827,Iris-virginica
+10,5.408183539192174,3.9522880418038433,1.3026228070315775,0.3894635397427605,Iris-setosa
+11,4.862876019712017,3.007606634930718,1.3850610057007786,0.2,Iris-setosa
+12,6.804213425356537,3.0335615122835544,5.531748200944339,2.1519288145933437,Iris-virginica
+13,6.416591317928217,3.205903218814073,4.568541286410984,1.4882956382508106,Iris-versicolor
+14,7.7,2.7996453079500196,6.699998846516997,1.9782809514336286,Iris-virginica
+15,6.686534685571186,3.326086830186706,5.703824057054169,2.5,Iris-virginica
+16,5.121932825054914,3.335489814055602,1.6806304427830332,0.6094535294506886,Iris-setosa
+17,5.339559905150385,3.726520454565031,1.4971253609669437,0.2,Iris-setosa
+18,6.371124644772043,2.8421820016301105,4.269992095467763,1.2921796174981186,Iris-versicolor
+19,5.429499489472445,3.9450958391156363,1.81821074044018,0.3859874803032366,Iris-setosa
+20,6.57897687511268,2.999768331459872,4.388708371315703,1.3996705872779527,Iris-versicolor
+21,7.7,2.771446683794096,6.7,1.990176014514295,Iris-virginica
+22,6.818021517928135,3.183100396432405,5.699392466194136,2.238641230585645,Iris-virginica
+23,5.015340785863636,3.486339588996112,1.3714483804234407,0.2775986881985563,Iris-setosa
+24,5.0551848757145335,3.484404936900247,1.3654076762697591,0.24796472155672716,Iris-setosa
+25,7.7,2.779286114207367,6.7,1.9013956775310548,Iris-virginica
+26,6.703345817609382,2.996547603781651,4.996780829472364,1.6913418929606965,Iris-versicolor
+27,5.202983468288756,3.4023405318380053,1.390826023408373,0.2,Iris-setosa
+28,7.7,2.763108712185082,6.699998594687388,1.971247243857667,Iris-virginica
+29,5.096373601550966,3.309635345639732,1.767670791906506,0.4888607463270229,Iris-setosa
+30,6.066637952937119,2.603405892781966,5.638172428405117,1.4069763230940722,Iris-virginica
+31,5.077324300594262,3.6390384633084314,1.4920714081475128,0.37899141723037344,Iris-setosa
+32,5.901655144452239,3.2280035502799596,4.807485190176523,1.834893016276793,Iris-versicolor
+33,6.298446058155525,2.5073109075820503,5.002581931916805,1.8954929434851697,Iris-virginica
+34,5.802921433890789,2.7930821577107205,5.131783346356875,2.412225042226282,Iris-virginica
+35,5.098995426686801,3.661583577190452,1.518925933810922,0.3879249959533014,Iris-setosa
+36,6.367034569052122,3.0929342495123153,5.479476330849061,1.8043502284071908,Iris-virginica
+37,6.690257944050956,2.986443825954332,4.96833717451901,1.6701619267647123,Iris-versicolor
+38,6.546940121161757,2.9606104161611957,4.348395419122412,1.3749211002143145,Iris-versicolor
+39,5.014283298634274,3.2730100943897344,1.301202905480785,0.2,Iris-setosa
+40,6.49655853280217,2.9872590892413915,5.461332273196383,1.7902456964450864,Iris-virginica
+41,6.730311704018688,3.3283845168062722,5.713081753440589,2.5,Iris-virginica
+42,6.299400710826131,2.8072533824036348,5.5619613736428,1.8087174806873667,Iris-virginica
+43,5.669013916862341,4.4,1.4688740498370085,0.5154812240836616,Iris-setosa
+44,6.608635880162701,3.013739664580319,4.404569267560178,1.4276380858129676,Iris-versicolor
+45,5.58398625690005,2.987552622205314,4.16167193454852,1.3612367354417942,Iris-versicolor
+46,5.293082028399539,3.780175750732628,1.532425085910316,0.2,Iris-setosa
+47,6.307300053329719,2.656452583055194,4.805322899302143,1.8262816697033502,Iris-virginica
+48,7.7,2.8014843252379182,6.7,1.9699059567359893,Iris-virginica
+49,6.280630569105828,3.408972747822572,5.623276577096717,2.390755176717929,Iris-virginica
+50,4.4000004566102335,2.997687548939924,1.3632183918709586,0.2,Iris-setosa
+51,5.406825401806297,3.943497544299169,1.3230599587422192,0.3731394366643396,Iris-setosa
+52,5.109414291815089,3.741733938443251,1.6358540255314382,0.3982351354363223,Iris-setosa
+53,5.28943307513971,3.816545516102957,1.4094652069479354,0.2,Iris-setosa
+54,5.747223830753651,2.7786649867806403,5.123753031994018,2.3907037330634493,Iris-virginica
+55,7.7,2.733555741225235,6.699998881634977,1.9826234315918836,Iris-virginica
+56,5.659387173100619,4.4,1.4797727256351096,0.5647690992887299,Iris-setosa
+57,5.640599080584634,4.4,1.4780421502400587,0.4146031036259174,Iris-setosa
+58,6.093300660571085,2.589178058917503,5.557643360349999,1.4061179222894857,Iris-virginica
+59,5.218782378063631,2.697170209368308,4.041522454020233,1.4041898091043168,Iris-versicolor
+60,5.263965961195717,3.37700218210089,1.6809563258626754,0.21011080178707942,Iris-setosa
+61,5.78956112593353,2.609952114691874,5.0453813867991455,1.9530777612284183,Iris-virginica
+62,6.386413518741,3.0774261164496157,5.501153611022232,1.8057500489403802,Iris-virginica
+63,5.202595570975028,3.491894295510265,1.4989669814185844,0.2,Iris-setosa
+64,5.864535492241261,3.217154944233584,4.775620703320972,1.8113732372750622,Iris-versicolor
+65,4.4,2.840674352990919,1.413041988287605,0.2,Iris-setosa
+66,6.361297496385211,3.1145999584629465,5.456279939933593,1.7851553665466064,Iris-virginica
+67,5.502478336523452,2.987510991363664,4.085889265169286,1.2870356914894958,Iris-versicolor
+68,5.506997737639719,2.389119777604939,3.73550541927968,1.041133117408243,Iris-versicolor
+69,5.652234492516778,4.399999235084716,1.4988707366476823,0.4731017151649938,Iris-setosa
+70,5.08552877965395,3.4035425846310914,1.472299763356737,0.2,Iris-setosa
+71,6.189234293314246,3.1030264769860167,4.500510280098202,1.5172698932040074,Iris-versicolor
+72,5.800817666757619,3.163358142170322,4.7635224635291324,1.7236381701011878,Iris-versicolor
+73,5.581569677021795,2.691039149459065,4.219920392212733,1.2858690637542132,Iris-versicolor
+74,7.7,2.7621076173701136,6.7,2.016559116080766,Iris-virginica
+75,4.900793804992058,2.3993955360848407,3.0811011147268648,0.9594581694414158,Iris-versicolor
+76,6.339905023062165,2.691448519423199,4.908305230762319,1.8161636201059121,Iris-virginica
+77,5.692589109537367,4.4,1.5191358062759874,0.6928918280058065,Iris-setosa
+78,6.012444546632612,2.988380486085878,4.835700198744309,1.8027376687259271,Iris-virginica
+79,6.641802827506001,3.0485018115752176,4.39753892883208,1.4082895015677113,Iris-versicolor
+80,5.100142676928783,3.301720095031736,2.2250758800449044,0.5321770296927983,Iris-setosa
+81,5.712132123652606,2.5150527062755765,5.0138385614617675,2.0493338037356645,Iris-virginica
+82,5.303275590532819,2.9136215675220623,4.274195365795271,1.469185944278671,Iris-versicolor
+83,5.994338817624419,3.4023038636571017,4.457276028777816,1.5925127410384161,Iris-versicolor
+84,5.176891923141739,2.6618384282775476,3.784231623680931,1.3735215826403255,Iris-versicolor
+85,6.670097938376002,3.354698995938299,5.802407299890044,2.5,Iris-virginica
+86,6.536859471192265,2.9995090484062694,5.521704777608824,1.8259940469092932,Iris-virginica
+87,5.208020626325014,2.6939711050804713,3.996168801492444,1.3901082221228813,Iris-versicolor
+88,6.747424624798229,3.0041748596532836,5.494197201217206,2.080731236559872,Iris-virginica
+89,5.934360163675391,2.992819902986469,4.267595118654021,1.405661431767197,Iris-versicolor
+90,6.318687535676458,2.6611552090160986,4.906771381538924,1.803637755646415,Iris-virginica
+91,5.410391007568157,3.878365796089326,1.6984938861742678,0.37785524834045814,Iris-setosa
+92,5.802739130385682,2.8102794630731487,5.139528492235541,2.4109876284011715,Iris-virginica
+93,4.865644743743297,3.0928745040647416,1.503570188064927,0.10000009564402329,Iris-setosa
+94,7.7,2.7881795182866247,6.7,1.9314928572773835,Iris-virginica
+95,6.934442018724448,3.1898888009612913,5.760124031774672,2.3130792426966504,Iris-virginica
+96,6.363770060803997,3.1732660824562244,4.499674962687638,1.4904834172285037,Iris-versicolor
+97,6.647078527650615,3.3233357251089273,5.697799056020461,2.5,Iris-virginica
+98,6.300544939126086,2.296874924999419,4.404358974932176,1.292584357689393,Iris-versicolor
+99,5.677347776542624,4.399998611279013,1.5130870363322597,0.4314687731811695,Iris-setosa
+100,5.122228050302817,3.347858331055391,1.6492924999663117,0.339964679713205,Iris-setosa
+101,7.7,2.7325378896810593,6.7,2.0167234348934477,Iris-virginica
+102,4.4,2.82328873170979,1.3842713354484246,0.2,Iris-setosa
+103,5.723926350112098,2.989249539468264,4.179043208854862,1.320889434287413,Iris-versicolor
+104,5.920213270086911,2.9970653874883477,4.219650689020382,1.5040481130571806,Iris-versicolor
+105,5.637633244659523,4.4,1.472940995440009,0.38013680953664697,Iris-setosa
+106,5.100321909323532,2.499215722207329,3.2442602716741744,1.00059954465253,Iris-versicolor
+107,5.115946587221858,3.3149462952418145,1.982980232903977,0.40905882811059446,Iris-setosa
+108,5.579076728902974,4.23676474008127,1.38206897968549,0.2,Iris-setosa
+109,6.287050119552715,2.2899015007651737,4.371710647855788,1.2884304800332214,Iris-versicolor
+110,5.382742826238108,2.9818165737124356,4.428220915031083,1.4899959845734945,Iris-versicolor
+111,5.407254826132452,3.4176514247469125,1.6806509632584288,0.2,Iris-setosa
+112,7.7,2.7613049267951126,6.7,1.9930892674530016,Iris-virginica
+113,6.703666586490093,3.3011064358794293,5.774198933337005,2.5,Iris-virginica
+114,7.7,2.765095010207626,6.699998839391563,1.9917647961714473,Iris-virginica
+115,6.485423464541711,3.026805359048007,5.4959690515427475,1.79329904043966,Iris-virginica
+116,5.527275241144064,2.3963060274131496,3.76986895973766,1.0965459645083837,Iris-versicolor
+117,6.679627938058679,3.002443116712473,5.445532439575609,1.9786905008578295,Iris-virginica
+118,6.439744367926908,2.9915135797359422,5.542885095964754,1.8009861530375548,Iris-virginica
+119,6.2213181931434285,3.1008176949750754,4.623236354888401,1.507202161308501,Iris-versicolor
diff --git a/iris/tab_ddpm/1/6/test.csv b/iris/tab_ddpm/1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/6/train.csv b/iris/tab_ddpm/1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/6/val.csv b/iris/tab_ddpm/1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/7/synth.csv b/iris/tab_ddpm/1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f45edba96e5180b5b6a6cbc4cc13d1499606273c
--- /dev/null
+++ b/iris/tab_ddpm/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.90717499845197,3.031864660488463,1.396009987823869,0.2,Iris-setosa
+1,4.5869776277502705,3.199939462162236,1.4029903338699032,0.2,Iris-setosa
+2,6.453921363433474,2.708967430956154,5.272353997096633,1.9001326932662905,Iris-virginica
+3,5.5988290574306,3.0027311365207083,4.111401219389138,1.3173698088096781,Iris-versicolor
+4,5.960449936361822,2.2000003070358134,5.016996937019337,1.512559504443545,Iris-virginica
+5,6.3046796544315535,3.3961496054584623,5.603676478659529,2.3959907876010176,Iris-virginica
+6,5.091916266341331,3.5737800539403892,1.4371732830139377,0.3426065106438596,Iris-setosa
+7,5.583155350733441,2.6738112578041773,4.287937277591464,1.2851876502137243,Iris-versicolor
+8,7.7,2.814877049474745,6.7,1.995949659141731,Iris-virginica
+9,5.886023963810532,3.004528448651951,5.119333835441864,1.7946948689819135,Iris-virginica
+10,4.844940598544127,3.4669083526626423,1.6001805349214215,0.2,Iris-setosa
+11,4.885013631291089,3.1215385477300504,1.4822661011468987,0.1,Iris-setosa
+12,5.085740663337929,3.7983840704556133,1.5822506933283862,0.2,Iris-setosa
+13,4.610943636680457,3.65813999472834,1.0000003848829127,0.2,Iris-setosa
+14,5.091349592425305,3.7814372360468975,1.6842070556198876,0.437417180654542,Iris-setosa
+15,6.093497203038963,2.57574659063447,5.58292187972539,1.40987672602366,Iris-virginica
+16,4.515120605033921,2.354116950255673,1.3373596523946194,0.2819440066904022,Iris-setosa
+17,6.647338266231422,3.251460261368273,5.701110473421033,2.4999993743909146,Iris-virginica
+18,5.6925696754881505,4.4,1.4762424898373678,0.3772450640592018,Iris-setosa
+19,5.956900271738121,2.200000338040258,5.04256147027618,1.482508701951084,Iris-virginica
+20,6.297624404143099,2.766679808099763,5.076588185352579,1.505356527113005,Iris-virginica
+21,6.754502891437901,3.3121624981279822,5.762084253934508,2.5,Iris-virginica
+22,6.097517761703291,2.989626619004959,4.630515702639868,1.3830522439596178,Iris-versicolor
+23,4.851320046485968,3.087506972080567,1.490840229084046,0.10000009453185338,Iris-setosa
+24,7.7,2.7598658094332498,6.699998750848625,1.998558789127467,Iris-virginica
+25,5.825564935945452,2.7842965916638938,5.122118985298504,1.8609380392324832,Iris-virginica
+26,7.324555029991111,2.9010587828493266,6.34179343284806,1.806383834119015,Iris-virginica
+27,7.7,2.750458856828317,6.699998763052209,1.986030577222278,Iris-virginica
+28,5.044336980413206,3.5089458557463082,1.348990612332277,0.3244023261623014,Iris-setosa
+29,7.7,2.78833279216767,6.69999887496917,1.9956863925575379,Iris-virginica
+30,6.094851740399903,2.978846034502411,4.569409863571489,1.3820130615787136,Iris-versicolor
+31,5.649160616739109,4.4,1.475877286461725,0.3827545583754809,Iris-setosa
+32,5.519769343123217,2.3863585481632175,3.805928195470826,1.0189994933759263,Iris-versicolor
+33,6.0971940858399325,2.578570928253473,5.555512595418438,1.407350453435935,Iris-virginica
+34,5.574410304896988,4.280585250270333,1.3650515970714596,0.2,Iris-setosa
+35,5.439724263687881,4.018182614986019,1.3239326999845398,0.3728782293068025,Iris-setosa
+36,4.9769126344542824,3.2031161672865025,1.2372049130573175,0.2,Iris-setosa
+37,5.183676281936848,3.5119899784544035,1.5188241390304007,0.2,Iris-setosa
+38,5.930930720219552,2.2000002842104376,5.008929025678051,1.491763555759971,Iris-virginica
+39,4.96933967784371,3.2133640503234657,1.2145862926700002,0.2,Iris-setosa
+40,6.6972336513049555,3.0909067169684983,4.4028728694640495,1.4204922131184052,Iris-versicolor
+41,7.7,2.778710876424702,6.7,1.985695714266711,Iris-virginica
+42,4.612885741563913,3.6786112589200437,1.0,0.2,Iris-setosa
+43,5.569714334441916,2.9917257220523212,4.291517728061657,1.3999182158273358,Iris-versicolor
+44,5.384166181219659,3.8689030244101628,1.3286677011705301,0.3889212346610309,Iris-setosa
+45,5.091137463029626,3.74969030094671,1.4057800129523594,0.2,Iris-setosa
+46,6.316426176060823,2.4856201295323204,4.986936304024672,1.9027255860418841,Iris-virginica
+47,5.224563999587639,3.421792206314235,1.4075031709976655,0.2,Iris-setosa
+48,5.5696634016464,2.9903489975541073,4.142733982079019,1.3039278881969603,Iris-versicolor
+49,6.891203715063023,3.190258129088927,5.679067603146834,2.314147785083261,Iris-virginica
+50,4.571672165375768,3.606644956904665,1.0000005085964252,0.2,Iris-setosa
+51,6.142878187482012,2.9951761424972454,4.5863896855811035,1.3786094996524503,Iris-versicolor
+52,4.5860951581934915,3.409360020498565,1.400948772876228,0.30841237186848663,Iris-setosa
+53,7.7,2.7649833890815776,6.699998727344132,1.98955640760505,Iris-virginica
+54,7.7,2.7770979868440913,6.7,1.9447931589811498,Iris-virginica
+55,5.7718297685556506,2.739065466415579,5.088107849929053,1.9701745221501263,Iris-virginica
+56,6.271029151291335,2.827350089017232,5.550877116333694,1.7128482837200547,Iris-virginica
+57,7.7,2.758381711953354,6.699998846518477,1.9567372645000514,Iris-virginica
+58,6.312876002260422,2.4807097921195553,5.018019526741624,1.901774310673138,Iris-virginica
+59,5.7547861136004,2.7027748885797234,5.126519495111088,1.8981214481821997,Iris-virginica
+60,7.7,2.835400612822048,6.7,2.001015695668846,Iris-virginica
+61,5.499964292804155,2.391433036456897,3.8063139543912934,1.0698332886956599,Iris-versicolor
+62,5.817839396240953,2.7205789429477,5.102243125161054,1.8975877890238928,Iris-virginica
+63,5.488598940955369,2.3897138136431364,3.885992161356815,0.9450222452028617,Iris-versicolor
+64,5.574595411863861,2.6737181550414357,4.230132402376141,1.2874828666327152,Iris-versicolor
+65,5.02358453678314,2.465325573573528,2.871904584164489,1.0779488617241202,Iris-versicolor
+66,5.256907081839484,3.5766989858999514,1.5010349030347052,0.2,Iris-setosa
+67,6.058656768603796,2.6847510868428053,5.090292397767758,1.6002691409728909,Iris-versicolor
+68,5.454259781524119,2.98370439515556,4.496758553638437,1.4907058613115818,Iris-versicolor
+69,4.979189190360483,3.5973776460071223,1.402365458039379,0.2,Iris-setosa
+70,5.144829867538164,3.8988736974414615,1.572993397939314,0.2,Iris-setosa
+71,5.995858872986053,3.362992866831901,4.528785073477708,1.6579004351156954,Iris-versicolor
+72,5.402922882409671,3.867632558729723,2.0285432937519317,0.3977339663567546,Iris-setosa
+73,5.722720665798701,4.4,1.504021786328019,0.8102060311272263,Iris-setosa
+74,5.6590718481523385,4.399999019986458,1.4746129059543855,0.45895408088374584,Iris-setosa
+75,7.7,2.77972634513582,6.699998762421228,1.9587402071642446,Iris-virginica
+76,4.6001378892380185,3.585245556897369,1.0000004044793112,0.2,Iris-setosa
+77,6.294678197950333,2.2953312431552026,4.397478506282385,1.2866197224002291,Iris-versicolor
+78,6.013012274447128,3.3642970355411945,4.505357787999126,1.611093307518248,Iris-versicolor
+79,4.4,2.881425499824684,1.4079085404603582,0.2,Iris-setosa
+80,6.664049565646966,3.3000312094482642,5.564881326014307,2.4999994855933867,Iris-virginica
+81,5.882860914068117,2.9366745264194565,5.08619670804248,1.8281887827304504,Iris-virginica
+82,5.777657374883986,2.6512461301175874,5.085120222316953,1.9211712775629946,Iris-virginica
+83,7.337404942792522,2.8997983973328485,6.304004782823866,1.7817168655190798,Iris-virginica
+84,5.826086917864311,4.39999907526167,1.494242149172974,0.3857321690970619,Iris-setosa
+85,5.777903943475103,2.7047299094985244,5.102183706997792,1.8849024519382451,Iris-virginica
+86,4.633193216641468,3.399316634567336,1.4123545896734553,0.3138332800547011,Iris-setosa
+87,7.3164655304954715,2.893461999662043,6.291666680431955,1.826431724272522,Iris-virginica
+88,5.546153116228956,4.268531235785345,1.3950371072253884,0.2,Iris-setosa
+89,5.083144500160702,3.856210998569395,2.1889025339820756,0.3921199080779029,Iris-setosa
+90,5.891929107134905,3.1924618075489937,4.815892028532028,1.8027098157999375,Iris-versicolor
+91,5.04926546595005,3.3329213870708045,1.3828753733822503,0.2,Iris-setosa
+92,5.024677815098217,3.503738438288306,1.3143320315834182,0.2962781444286437,Iris-setosa
+93,6.0953600946869395,2.984024244053216,4.605576048310669,1.3973962491609542,Iris-versicolor
+94,5.579293731225868,2.6954852069676183,4.216486855242615,1.3051863436702222,Iris-versicolor
+95,5.475737153231974,4.02023312835967,1.310779973142262,0.3579402389271986,Iris-setosa
+96,7.6999985680014955,2.8055117596599755,6.699998565911603,2.077346643121461,Iris-virginica
+97,6.677150367308052,3.329351409179213,5.642659156698234,2.5,Iris-virginica
+98,5.099952621619543,3.434016763183604,1.418002545396351,0.2,Iris-setosa
+99,5.426730630770291,3.939529476011942,1.3184030057609035,0.39327926778639444,Iris-setosa
+100,7.7,2.678306842498235,6.6999983889656125,1.9615339735167854,Iris-virginica
+101,5.1251329121163325,3.3964149138893744,1.5426491592165208,0.21251518527766766,Iris-setosa
+102,5.467299564736822,2.986037332069882,4.438675095702687,1.4994859197104224,Iris-versicolor
+103,7.325541563869837,2.9024463550993023,6.28601697261336,1.776783799631084,Iris-virginica
+104,6.27309550003916,2.466551736807915,4.851738284867764,1.4801782342623682,Iris-versicolor
+105,5.0871179578459795,3.7606242561525063,1.4926525152158527,0.42118669618209936,Iris-setosa
+106,6.6586179070107425,3.291976545945775,5.71480494105877,2.499999310185708,Iris-virginica
+107,5.955494689977628,3.4410344192904776,4.494927764219039,1.6338909132730455,Iris-versicolor
+108,5.533433598205126,2.394431967613323,3.9698974971013277,1.1964552275348188,Iris-versicolor
+109,7.7,2.798330933114815,6.7,2.009164411490785,Iris-virginica
+110,5.877104156808583,3.2129115385949056,4.796607036513093,1.80940833233585,Iris-versicolor
+111,5.098631002537734,2.4918397128830887,3.060909325501862,1.0350811359916507,Iris-versicolor
+112,6.6834540787285235,3.3184720766010494,5.715661852769356,2.114996999363204,Iris-virginica
+113,6.727224663178798,3.280129897437451,5.710909583047628,2.4999994273606596,Iris-virginica
+114,5.844553365313931,3.2157350993601552,4.76494511909504,1.8114917439888178,Iris-versicolor
+115,7.7,2.7702759218809936,6.7,2.0165062451603126,Iris-virginica
+116,5.980940403719119,3.4419426451585227,4.460559838564538,1.6102894335748386,Iris-versicolor
+117,7.7,2.782167889654932,6.7,2.0034558635432065,Iris-virginica
+118,7.7,2.793167449210136,6.699998539614022,1.9993449467771327,Iris-virginica
+119,5.195752756253671,3.4288398026215092,1.4070529130738787,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/7/test.csv b/iris/tab_ddpm/1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/7/train.csv b/iris/tab_ddpm/1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/7/val.csv b/iris/tab_ddpm/1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/8/synth.csv b/iris/tab_ddpm/1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ffa345c3503c8e0899d6d665b9fd4dc2025cee43
--- /dev/null
+++ b/iris/tab_ddpm/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.307250846827384,2.6812227701549496,4.901108201315311,1.8019816612423698,Iris-virginica
+1,5.361936016083903,2.9896467805236284,4.498320207555219,1.4970823864644625,Iris-versicolor
+2,5.288466019005734,3.603136582674758,1.5098719152912528,0.2,Iris-setosa
+3,5.11286864823055,3.8204500168992124,1.599264443118051,0.2,Iris-setosa
+4,6.385002847295185,2.8612365113572453,4.2706931336523954,1.2872698373432931,Iris-versicolor
+5,5.179526098698734,3.517805868160684,1.4988489862777028,0.2,Iris-setosa
+6,6.278811700779205,2.3029362155661524,4.419237723948037,1.2915762206641268,Iris-versicolor
+7,5.438544095285195,3.96282893275111,1.3392020525181725,0.4681526909455722,Iris-setosa
+8,5.57587563205728,2.6817164056207408,4.1996823056565455,1.303721351333973,Iris-versicolor
+9,6.492866058542614,3.012378283485897,5.510066770511732,1.7705264753518235,Iris-virginica
+10,4.581157804749143,3.608060322610554,1.00000038222777,0.2,Iris-setosa
+11,7.2712195945149345,2.9758957843317195,6.174490835122526,1.9964135564040746,Iris-virginica
+12,4.912513065288382,3.0007892094388606,1.4014326961673922,0.2,Iris-setosa
+13,6.432437269336774,3.036576101416561,5.484890118814162,1.78332708501296,Iris-virginica
+14,5.660977840955779,4.4,1.4740621760435995,0.40571605903564084,Iris-setosa
+15,6.29198860003599,2.295464523565627,4.407337579022914,1.2883803887646597,Iris-versicolor
+16,5.110580708659486,3.8121336860966624,1.7354279647373778,0.42584766928158757,Iris-setosa
+17,5.46102981848655,2.4069865982303082,3.82388846481523,0.9829238340152977,Iris-versicolor
+18,5.807607648838551,3.1899095112912996,4.7182673179806685,1.7762228602208956,Iris-versicolor
+19,4.999970913288043,3.28540429204682,1.2167342219088628,0.2,Iris-setosa
+20,6.0087404712188555,2.2000003692156023,4.972782339738227,1.5135806220088543,Iris-virginica
+21,6.125233062864923,2.587765857801817,5.590507199301587,1.4027346084014671,Iris-virginica
+22,5.630477275695455,2.465070854808034,4.991683599260135,1.988549530611304,Iris-virginica
+23,7.699998839030081,2.7587589913772375,6.7,1.9805414097290268,Iris-virginica
+24,5.0034379646304075,3.2315167282501163,1.2096522888776122,0.2,Iris-setosa
+25,4.837812009815898,3.4264852521374154,1.626207042119058,0.2,Iris-setosa
+26,5.681728205361917,4.4,1.4971987677234928,0.48402731297930085,Iris-setosa
+27,4.850309941216675,3.4229530589183432,1.5871412425560278,0.2,Iris-setosa
+28,6.687528396220081,2.9892196809518383,4.958885507517107,1.6926631771022749,Iris-versicolor
+29,6.301675147885298,2.4925945001568515,4.996932931814849,1.891053555218723,Iris-virginica
+30,7.7,2.7700233668151757,6.7,2.0155521513461236,Iris-virginica
+31,4.985557211436582,3.5901086893505316,1.3794435480605278,0.2,Iris-setosa
+32,4.807078959265111,3.400824105369665,1.5995884878164615,0.2,Iris-setosa
+33,6.6609806768778625,3.2781445708011856,5.6404489522789625,2.5,Iris-virginica
+34,4.915600019001782,2.4079001930758617,3.313791368987922,1.1710602387315034,Iris-versicolor
+35,7.7,2.7767207444623208,6.7,1.998926892360277,Iris-virginica
+36,7.7,2.751785178023428,6.7,1.9904582772173358,Iris-virginica
+37,5.573312637284256,4.237094873716164,1.3507135395846854,0.2,Iris-setosa
+38,6.311533582768017,2.2999237061972986,4.453971420603569,1.300658075614222,Iris-versicolor
+39,5.192796144326409,3.493699064230414,1.5218433127381668,0.2,Iris-setosa
+40,6.061185286456913,2.998024283442019,4.609756902377611,1.396853014782355,Iris-versicolor
+41,5.441682543805982,3.936321682772004,1.3277204747231972,0.3921780438292399,Iris-setosa
+42,4.5893637059747405,3.4450826792324443,1.3881221467621372,0.30920224108385147,Iris-setosa
+43,5.980192102924027,2.7136168506006606,5.092901857847245,1.6200153724253714,Iris-versicolor
+44,6.371940271961929,3.0805715664520443,5.493140883768966,1.8133364090820774,Iris-virginica
+45,5.5838295704017415,4.211606568299718,1.393313310830857,0.2,Iris-setosa
+46,4.912071368606794,2.404254591002128,3.7866768917452767,1.0290568365407304,Iris-versicolor
+47,6.2882545689220075,2.766159536195619,5.112170705111854,1.4945478539278485,Iris-virginica
+48,6.485922762190535,3.0171351385649303,5.4964365818315875,1.803409056005909,Iris-virginica
+49,4.63723754068389,3.436662536769751,1.4191514828156955,0.320615438331807,Iris-setosa
+50,5.860142320974049,3.214310774924105,4.792279512331238,1.8333734186546593,Iris-versicolor
+51,5.009959169990614,3.5953724496817525,1.405254409028579,0.2,Iris-setosa
+52,6.298276247077682,3.4129856995982237,5.6754206350504806,2.3741274008385456,Iris-virginica
+53,5.117911293759614,3.4342259418499013,1.4866245833021465,0.2,Iris-setosa
+54,5.280941718453507,3.6907066731733975,1.5284009010712567,0.2,Iris-setosa
+55,6.302491215687152,2.2990033149419067,4.40682807143084,1.279527665807182,Iris-versicolor
+56,5.999654324326494,2.704568067398974,5.093064553858103,1.6010026151916688,Iris-versicolor
+57,5.135437709575194,2.5086808859937406,3.1539669702048174,1.08255645931764,Iris-versicolor
+58,6.681156922842443,3.3285962406206617,5.663269095432124,2.5,Iris-virginica
+59,5.885333705317386,3.2317722841778633,4.806019886111921,1.8253446041912573,Iris-versicolor
+60,5.086110399953172,3.3926267680087623,1.523426766311857,0.2,Iris-setosa
+61,7.69999903602032,2.7903472886899117,6.7,2.0149924612913654,Iris-virginica
+62,5.603715875878316,3.0037699178232895,4.046815604825064,1.3247102629830518,Iris-versicolor
+63,6.68323109532156,3.082186943210376,4.394655269177341,1.3983563443157971,Iris-versicolor
+64,5.06702569140843,3.5110261936879503,1.3922423046312769,0.3154667982288601,Iris-setosa
+65,5.396810601871449,3.3974020686257957,1.7452299930828168,0.2,Iris-setosa
+66,5.412224586155596,2.9834128956850643,4.362439675707337,1.4998556819076965,Iris-versicolor
+67,5.961924774253534,2.9991915317153177,4.777472699317096,1.7899177222712388,Iris-virginica
+68,7.7,2.716140642821565,6.7,1.9975907654632805,Iris-virginica
+69,7.7,2.7519157615616225,6.7,1.9721744240626677,Iris-virginica
+70,6.0229517647010855,3.011688565080407,4.761278000645453,1.779712019277183,Iris-virginica
+71,5.89291011290138,3.206669277570444,4.815651928093544,1.820438616320832,Iris-versicolor
+72,5.976527365892529,3.410209622209082,4.526322737499233,1.6017029530751545,Iris-versicolor
+73,4.6000784692117165,3.5771327632261,1.0000005929083173,0.2,Iris-setosa
+74,4.944323908649041,3.367997298422989,1.5299782362561676,0.2,Iris-setosa
+75,5.5169358758636236,2.5971042892958884,4.410880923430108,1.2689180517767475,Iris-versicolor
+76,7.699998853081551,2.7666973083167843,6.699998436109495,1.9651049160755127,Iris-virginica
+77,5.202435176561626,2.7175780783184056,4.034604655450682,1.4178788810704437,Iris-versicolor
+78,5.966673597919486,2.2000003630806617,5.0190392314556975,1.4798419225924233,Iris-virginica
+79,7.7,2.7801904512458226,6.7,2.012555160799453,Iris-virginica
+80,5.609957138404079,4.4,1.4899952310953009,0.4046600115228983,Iris-setosa
+81,6.060363346964671,2.7872235357656723,4.278759875197923,1.2655949523397354,Iris-versicolor
+82,5.816344282527852,3.226140720644176,4.801126724202439,1.8071049900859573,Iris-versicolor
+83,5.604964388306325,2.9999168046860976,4.178525097288672,1.2913483984052807,Iris-versicolor
+84,6.891474439689751,3.22191147251932,5.737644136863172,2.3244677808033107,Iris-virginica
+85,5.980066565916706,3.4277340201486073,4.544032125390105,1.5908343739695858,Iris-versicolor
+86,4.600684874518847,3.1954977344582205,1.4053422509826945,0.2,Iris-setosa
+87,7.297040056580599,2.9084080747938676,6.294337198520693,1.812392361442767,Iris-virginica
+88,5.863060019035152,2.9998798161991584,4.222533261090081,1.4926610065076176,Iris-versicolor
+89,4.982843175608965,2.4388839005226104,3.3527410560764928,0.9800760628572984,Iris-versicolor
+90,5.1391965098364425,3.6775506414432892,1.4981780968993699,0.37923553910246977,Iris-setosa
+91,5.023760290719926,3.5201171809386906,1.2830600904032896,0.3292576802519161,Iris-setosa
+92,6.510927021418978,2.9955770558862205,4.432808908849581,1.4193472595583718,Iris-versicolor
+93,6.450134993310211,3.193003932496619,4.498609284361729,1.465433764990123,Iris-versicolor
+94,5.1349647003514285,3.3898113296905685,1.390190589902042,0.2,Iris-setosa
+95,5.540560497162249,2.396832248932136,3.733060083666313,1.000533138468292,Iris-versicolor
+96,5.979924667420896,3.4047071280837997,4.528614548719368,1.6452689849468591,Iris-versicolor
+97,5.382507388380308,3.409102038951375,1.6749720101716186,0.2,Iris-setosa
+98,5.125990785379133,3.588999901673926,1.5771850039062572,0.2,Iris-setosa
+99,5.081674984633852,3.7297871054235343,1.5734001815001328,0.2,Iris-setosa
+100,4.797776835543402,3.183313784446493,1.3122033887791675,0.2,Iris-setosa
+101,5.369969608768093,3.9124167006717365,1.7962214157451621,0.4758001270250447,Iris-setosa
+102,5.0745173766631595,3.316729613872472,1.7301141928021908,0.5182708123896579,Iris-setosa
+103,5.617604206625788,4.4,1.495183162820293,0.38003357757508793,Iris-setosa
+104,5.798001652654685,2.781092861448277,5.0769581114201365,2.3813734337560457,Iris-virginica
+105,6.670103461513052,3.074712811787593,4.409231450593405,1.4200583971280396,Iris-versicolor
+106,6.690076642268251,3.0013196945946503,4.981958089638511,1.7005790548743296,Iris-versicolor
+107,5.535874986309477,4.264292228181445,1.3823553839153022,0.2,Iris-setosa
+108,4.7565292615152375,3.4237414598417772,1.6009808597322641,0.2,Iris-setosa
+109,4.873051627642431,3.0902034405258676,1.4914751834107614,0.1,Iris-setosa
+110,7.7,2.7454667956497376,6.7,1.9897730403350677,Iris-virginica
+111,5.011694102037493,3.5948279086083343,1.3881805478543567,0.2,Iris-setosa
+112,6.748583028804264,3.313959876334355,5.728766760553478,2.4999992839173677,Iris-virginica
+113,6.4257523088520125,2.901549342268579,4.3054001289717805,1.2988560422684248,Iris-versicolor
+114,4.4,3.158591069268073,1.2998569398646527,0.2,Iris-setosa
+115,5.106325355906543,3.292076465145974,1.9758398297688393,0.4567073553635666,Iris-setosa
+116,6.433181110576465,3.055908349145194,5.475467041767099,1.805576051054589,Iris-virginica
+117,6.673546801816516,3.251434639477311,5.647209942602195,2.5,Iris-virginica
+118,6.290512985550102,2.3040394965854056,4.432432634825743,1.3116601720859151,Iris-versicolor
+119,6.385150726247003,2.848143773445103,4.268086064443073,1.288227036656208,Iris-versicolor
diff --git a/iris/tab_ddpm/1/8/test.csv b/iris/tab_ddpm/1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/8/train.csv b/iris/tab_ddpm/1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/8/val.csv b/iris/tab_ddpm/1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/9/synth.csv b/iris/tab_ddpm/1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..680774ee05592b790a688083240f7f667f0621ab
--- /dev/null
+++ b/iris/tab_ddpm/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.285982134280424,3.5876039829809256,1.49061113220394,0.2,Iris-setosa
+1,7.7,2.7047206458506023,6.699998994694342,1.9738460345009048,Iris-virginica
+2,5.725240627463735,4.4,1.5113547445229278,0.4474903775819886,Iris-setosa
+3,5.105561274473401,3.4138070433079095,1.5007562236505132,0.2,Iris-setosa
+4,5.651162397380043,4.39999925732651,1.498397063854816,0.39501569750256527,Iris-setosa
+5,5.533557178010071,2.984609384022545,4.082666485546588,1.294371655318384,Iris-versicolor
+6,4.885167711709059,3.1063538975859517,1.4918247674373903,0.10000010143176613,Iris-setosa
+7,5.0242484243768635,3.6440863349573718,1.4091897943877565,0.2,Iris-setosa
+8,5.125229635818915,3.8079257057617,1.6264772283844162,0.36806494834610615,Iris-setosa
+9,5.192564596759032,2.733325003568891,4.071561782106849,1.4178635019079093,Iris-versicolor
+10,6.269347550089201,2.298012178779988,4.40734193704524,1.2746452019476744,Iris-versicolor
+11,5.199328664694116,3.401181791644906,1.3995767762107518,0.2,Iris-setosa
+12,5.815435108769765,3.154289494122985,4.757813561245298,1.7212094632823876,Iris-versicolor
+13,5.57720442199664,4.274481448940341,1.3898168721214383,0.2,Iris-setosa
+14,7.7,2.76367875754746,6.699998916127413,1.951296784718279,Iris-virginica
+15,5.672817637556082,4.4,1.473456963303739,0.5686284248691316,Iris-setosa
+16,5.5859033458669645,4.4,1.4673908284394288,0.3713898509512574,Iris-setosa
+17,6.685932666878405,3.2118495995659657,5.698471292079797,2.2676396672345915,Iris-virginica
+18,6.671540247558623,3.318726276251869,5.676288094814443,2.1276971019708575,Iris-virginica
+19,6.442646810309497,2.9165683397779314,4.309115112636817,1.3374268674771888,Iris-versicolor
+20,5.5719938576978505,2.98627435612551,4.418443599950691,1.468802504866586,Iris-versicolor
+21,5.1004730904146545,3.7918763644512303,1.940286770624433,0.44490722297773855,Iris-setosa
+22,5.164841000980102,3.4463936756509392,1.4900943790210164,0.2,Iris-setosa
+23,7.7,2.79744483841462,6.699998628251109,1.9906398958745855,Iris-virginica
+24,5.064056241631762,3.398172555996413,1.4969497782082333,0.2,Iris-setosa
+25,4.400000501521818,3.189781405102666,1.3120009801864214,0.2,Iris-setosa
+26,7.355933897065152,2.8946403049382137,6.342456347068768,1.7891095526753884,Iris-virginica
+27,6.699363526608396,3.0002202591511593,5.016404252866128,1.7015008434208876,Iris-versicolor
+28,5.071802053709461,3.5183182688626613,1.4026207259693477,0.3072656305697629,Iris-setosa
+29,5.619908459245922,2.7092085984028307,4.189499856105787,1.3116501551825597,Iris-versicolor
+30,4.613026614835711,3.383194185972096,1.4021039785797837,0.2905708730722036,Iris-setosa
+31,7.7,2.7689269755526857,6.699998938621736,2.0564618299286117,Iris-virginica
+32,5.200364564238739,3.4181011277361213,1.4061743667838675,0.2,Iris-setosa
+33,6.308681852331795,3.3976689080058518,5.699592493156409,2.382991751700948,Iris-virginica
+34,6.633008422331299,3.3284207597739117,5.656547764807336,2.5,Iris-virginica
+35,5.930152838278561,2.987362086369442,4.933842194695449,1.7772156178487708,Iris-virginica
+36,5.583239156965799,4.257005839398449,1.3533990476836428,0.2,Iris-setosa
+37,6.017276662573647,2.9798556497272894,4.79195148294874,1.799931984583761,Iris-virginica
+38,5.551643168263274,2.662919788534765,4.2217253037859495,1.297601646366323,Iris-versicolor
+39,5.124483119464302,3.7163502130314887,1.5110098355759607,0.3845258597918563,Iris-setosa
+40,6.367148625258733,2.833134678957786,4.331073016635486,1.2704964288818255,Iris-versicolor
+41,5.996562553920208,3.369288160223048,4.663814083600334,1.6389962384620025,Iris-versicolor
+42,5.908617059934181,2.8111963252551315,5.09565414790282,1.857727873395419,Iris-virginica
+43,4.9877430095453255,3.2727200092338444,1.402180298995599,0.2,Iris-setosa
+44,5.411388486966015,2.98578413422188,4.425907732098678,1.4866928164776114,Iris-versicolor
+45,5.818468867215394,2.688441226861553,5.09034597281414,1.8991813615752289,Iris-virginica
+46,5.394023826124953,3.878111254759504,1.8145196254969826,0.43100042627394136,Iris-setosa
+47,7.7,2.7548272973255994,6.7,2.01945807511965,Iris-virginica
+48,6.4339491647503415,3.1345094552133714,5.509061335617764,1.8238778552128188,Iris-virginica
+49,6.669479152278926,3.3043834205017504,5.733099393368836,2.5,Iris-virginica
+50,5.560735462966052,4.260772436412287,1.392583685717684,0.2,Iris-setosa
+51,6.867840041377098,3.2430759304731462,5.672487244740115,2.3269919571437288,Iris-virginica
+52,6.3521749741579585,2.456528979436374,4.824972132434049,1.4929237795196346,Iris-versicolor
+53,6.438288043691623,2.9150903937282924,4.235165463501547,1.304648771519153,Iris-versicolor
+54,5.993435114325163,2.9991754607328622,4.782722465132242,1.798849602402518,Iris-virginica
+55,5.233886352321354,3.4955541518143334,1.5437752090077963,0.2,Iris-setosa
+56,5.384881461322092,3.6922374646172966,1.4060488729875391,0.2,Iris-setosa
+57,4.979468456401983,3.3081558671744697,1.4099947528628032,0.2,Iris-setosa
+58,5.200292925178719,3.5879048568058747,1.501640032263011,0.2,Iris-setosa
+59,7.699999054057717,2.7522707635946992,6.7,1.992194501751076,Iris-virginica
+60,5.118463752364236,3.7667246234328076,1.5759432961341364,0.2,Iris-setosa
+61,5.955472659557404,2.2,5.023462655983691,1.493352560932983,Iris-virginica
+62,6.390064275531668,2.6573857121066884,5.277162366494076,1.8999331085059838,Iris-virginica
+63,4.8951212002679485,3.093080371678866,1.4948687801613392,0.1,Iris-setosa
+64,5.48850355757273,2.3993231150320478,3.7464177457319003,0.942393323753223,Iris-versicolor
+65,6.802408281777999,3.001923239332757,5.487945036591135,2.0862983349949467,Iris-virginica
+66,4.608353363515921,3.6090162794427982,1.000000447776722,0.2,Iris-setosa
+67,7.7,2.741047787225549,6.7,1.996308964250742,Iris-virginica
+68,4.4,2.8698958884937094,1.406606427751205,0.2,Iris-setosa
+69,4.91096199500907,2.405373430764792,3.2064870167603727,1.1749872481552974,Iris-versicolor
+70,5.328004426268947,3.7550767822285493,1.4962612623172882,0.2,Iris-setosa
+71,6.393061975362264,2.878045602128526,4.2799771851645225,1.2862745386119898,Iris-versicolor
+72,7.7,2.7685793799212717,6.7,1.9949198432564614,Iris-virginica
+73,6.644635810213553,3.0393608464230257,4.373448016451342,1.3761574601147843,Iris-versicolor
+74,6.665459904271518,3.2757148839203234,5.658927083105204,2.4999986715612796,Iris-virginica
+75,5.561051480596477,4.4,1.4625731525175394,0.49241463994286483,Iris-setosa
+76,6.31993543829663,2.6952680257871684,4.900505252454185,1.798031402208737,Iris-virginica
+77,7.7,2.7563994223007198,6.7,1.9990447402638076,Iris-virginica
+78,5.50295615821461,2.6209499484194203,4.373959465863319,1.1609867931461717,Iris-versicolor
+79,7.7,2.7771882562385515,6.7,1.9979414438151204,Iris-virginica
+80,7.023071635496405,3.114895074543208,5.80651194175579,2.2267182276645294,Iris-virginica
+81,4.804976400041223,3.404413755632454,1.6142769786964075,0.2,Iris-setosa
+82,7.7,2.767797167356999,6.7,2.033933078801493,Iris-virginica
+83,5.413181413730578,3.9216953575425064,1.677376321233675,0.3677036967754418,Iris-setosa
+84,5.59500988431082,2.689715470188757,4.187223060251087,1.2981845389186093,Iris-versicolor
+85,5.070053845653133,3.4973600640992633,1.3583077786757067,0.2974952316752773,Iris-setosa
+86,6.406994716072599,2.9012607085882887,4.27525180962749,1.2991490717322134,Iris-versicolor
+87,5.55330601976336,2.9845341104903453,4.113736411781668,1.2940725573752276,Iris-versicolor
+88,4.837750302341316,3.095375205451009,1.5144742917863085,0.1,Iris-setosa
+89,7.7,2.7986621321830616,6.699998247360585,2.014715942583135,Iris-virginica
+90,5.567720200955489,4.4,1.4706329863845857,0.3980690807345957,Iris-setosa
+91,5.705550275557719,2.997037790276029,4.295952202754311,1.4955787637639546,Iris-versicolor
+92,4.593345792271295,3.607439301798571,1.0,0.2,Iris-setosa
+93,5.803473710969533,2.689229041149788,5.105368152958082,1.9006798316960833,Iris-virginica
+94,6.687185271528309,2.9814958394637276,4.944373977592715,1.6770074528367436,Iris-versicolor
+95,6.53614190093105,2.991065328538759,5.482764051193264,1.8108498288443842,Iris-virginica
+96,5.464278698903528,4.178906772520051,1.4040358357873985,0.2,Iris-setosa
+97,5.708019611429165,4.4,1.474822378645769,0.5982582564611016,Iris-setosa
+98,5.504900920529468,2.398239407173582,3.8304665008449703,1.0220652329053475,Iris-versicolor
+99,6.3790838330582345,3.204468644425671,4.488220082474176,1.5207866622440513,Iris-versicolor
+100,5.117007627381358,3.426571221476678,1.4369460429139072,0.2,Iris-setosa
+101,5.900582118101344,3.1938103245921083,4.762968826293717,1.8208101516422748,Iris-versicolor
+102,6.284663920513815,2.532960306281712,4.9147149018362635,1.4931414580204174,Iris-versicolor
+103,6.668969236461812,3.3068204050889465,5.630480288475006,2.144641300204357,Iris-virginica
+104,6.614338183333212,3.0321151323566253,4.927410612551017,1.5913026042010083,Iris-versicolor
+105,6.6864611764820285,2.9975386633809418,4.990299398605183,1.674994006924584,Iris-versicolor
+106,7.1020238909827516,3.004954269750401,5.90451692857674,2.1253084752099185,Iris-virginica
+107,5.128650156828042,3.380502812516202,1.4033748042644796,0.2,Iris-setosa
+108,6.0216026519169565,2.699543085397081,5.133020361534212,1.61599360669644,Iris-versicolor
+109,4.646031483340228,3.4080341837419303,1.3765735833900028,0.29667460250567923,Iris-setosa
+110,6.299827217123436,2.4807489386768897,5.005381181493892,1.904942857017249,Iris-virginica
+111,5.441322834856322,3.381454141723709,1.9628047100208033,0.2,Iris-setosa
+112,5.950600864389238,2.2000003723188044,5.027334384714751,1.4790731467654818,Iris-virginica
+113,5.478552707452716,2.395405604759884,3.708676409361881,1.089712285269218,Iris-versicolor
+114,6.698348883243659,3.0923220011040105,4.374288619177141,1.39994916849623,Iris-versicolor
+115,6.28344356208328,2.530844450236569,4.9036648477629345,1.5087849094006118,Iris-versicolor
+116,6.691700861704446,3.1007198866765107,4.385412807159241,1.3979657869655207,Iris-versicolor
+117,5.536416579424886,4.240600458639189,1.4000965688015148,0.2,Iris-setosa
+118,6.305098554125545,2.498646088848046,4.995538902500959,1.8926034097444764,Iris-virginica
+119,5.099148090577485,3.815725368675815,1.9444722257049674,0.39687614207853616,Iris-setosa
diff --git a/iris/tab_ddpm/1/9/test.csv b/iris/tab_ddpm/1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/9/train.csv b/iris/tab_ddpm/1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1/9/val.csv b/iris/tab_ddpm/1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1/diffusion.pt b/iris/tab_ddpm/1/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..8dae6d08290f69be0ca737156bf72f2716d0f3b9
--- /dev/null
+++ b/iris/tab_ddpm/1/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7896436f9fb11f9f4c60cd1ef1d345dda6eb7c21a578058de3fabdaa27e39241
+size 6499269
diff --git a/iris/tab_ddpm/1/diffusion_state.json b/iris/tab_ddpm/1/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f5375a45f0bff454acd81dac05f9d008c4f8e13
--- /dev/null
+++ b/iris/tab_ddpm/1/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e18a6ffddedfce4bf0dfc94c9881f3a1046a63cd5e694564b1d2d16977a1181e
+size 6480710
diff --git a/iris/tab_ddpm/1/mlu_log.csv b/iris/tab_ddpm/1/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d27e35f8f2d9dc618b6abeb533cedfce3183360
--- /dev/null
+++ b/iris/tab_ddpm/1/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,0,1.0396391153335571,,,,,,
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diff --git a/iris/tab_ddpm/1/model.pt b/iris/tab_ddpm/1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1046b6eabe79e98e1f63dbcb0eed75200fca79b1
--- /dev/null
+++ b/iris/tab_ddpm/1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2cd08ec64bf0dc7eaaa45157ee597d78eb20a4de122bacaf4e96a5552044e84
+size 6456342
diff --git a/iris/tab_ddpm/1/model_state.json b/iris/tab_ddpm/1/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..999934276596400a3b51bc33d4a7ee40b2ae8219
--- /dev/null
+++ b/iris/tab_ddpm/1/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe479b5409e5045d1fdf0aa602b195ecb751cc6ced52e7ad2541aa3336bc5057
+size 6453564
diff --git a/iris/tab_ddpm/1/params.json b/iris/tab_ddpm/1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/1/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/1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..420b64f537c81c3f84da091beb1779554ccdc229
--- /dev/null
+++ b/iris/tab_ddpm/1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2678 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1ccb8485",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:38.784771Z",
+     "iopub.status.busy": "2024-07-29T08:36:38.784121Z",
+     "iopub.status.idle": "2024-07-29T08:36:55.848689Z",
+     "shell.execute_reply": "2024-07-29T08:36:55.847619Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 17.076594,
+     "end_time": "2024-07-29T08:36:55.851106",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:38.774512",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 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",
+      "\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\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... 99%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 91 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": "3d389e3e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:55.874944Z",
+     "iopub.status.busy": "2024-07-29T08:36:55.874296Z",
+     "iopub.status.idle": "2024-07-29T08:36:55.882174Z",
+     "shell.execute_reply": "2024-07-29T08:36:55.881391Z"
+    },
+    "papermill": {
+     "duration": 0.022146,
+     "end_time": "2024-07-29T08:36:55.884269",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:55.862123",
+     "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": "702d90f1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009798,
+     "end_time": "2024-07-29T08:36:55.904319",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:55.894521",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "dfc73152",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:55.924634Z",
+     "iopub.status.busy": "2024-07-29T08:36:55.924367Z",
+     "iopub.status.idle": "2024-07-29T08:36:55.931496Z",
+     "shell.execute_reply": "2024-07-29T08:36:55.930696Z"
+    },
+    "papermill": {
+     "duration": 0.019686,
+     "end_time": "2024-07-29T08:36:55.933556",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:55.913870",
+     "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": "3876168c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:55.953613Z",
+     "iopub.status.busy": "2024-07-29T08:36:55.953337Z",
+     "iopub.status.idle": "2024-07-29T08:36:55.958038Z",
+     "shell.execute_reply": "2024-07-29T08:36:55.957224Z"
+    },
+    "papermill": {
+     "duration": 0.0169,
+     "end_time": "2024-07-29T08:36:55.959884",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:55.942984",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7729588b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:55.981610Z",
+     "iopub.status.busy": "2024-07-29T08:36:55.981329Z",
+     "iopub.status.idle": "2024-07-29T08:36:55.986874Z",
+     "shell.execute_reply": "2024-07-29T08:36:55.986069Z"
+    },
+    "papermill": {
+     "duration": 0.018724,
+     "end_time": "2024-07-29T08:36:55.988808",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:55.970084",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "31ed1e0b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:56.009523Z",
+     "iopub.status.busy": "2024-07-29T08:36:56.009248Z",
+     "iopub.status.idle": "2024-07-29T08:36:57.006710Z",
+     "shell.execute_reply": "2024-07-29T08:36:57.005727Z"
+    },
+    "papermill": {
+     "duration": 1.010339,
+     "end_time": "2024-07-29T08:36:57.009034",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:55.998695",
+     "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": "a7be8997",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:57.030989Z",
+     "iopub.status.busy": "2024-07-29T08:36:57.030675Z",
+     "iopub.status.idle": "2024-07-29T08:36:58.026029Z",
+     "shell.execute_reply": "2024-07-29T08:36:58.024990Z"
+    },
+    "papermill": {
+     "duration": 1.008769,
+     "end_time": "2024-07-29T08:36:58.028113",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:57.019344",
+     "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": "91d332cd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:58.050318Z",
+     "iopub.status.busy": "2024-07-29T08:36:58.049989Z",
+     "iopub.status.idle": "2024-07-29T08:36:58.059099Z",
+     "shell.execute_reply": "2024-07-29T08:36:58.058352Z"
+    },
+    "papermill": {
+     "duration": 0.022523,
+     "end_time": "2024-07-29T08:36:58.060996",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:58.038473",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "dea48de1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:58.085181Z",
+     "iopub.status.busy": "2024-07-29T08:36:58.084903Z",
+     "iopub.status.idle": "2024-07-29T08:36:58.439078Z",
+     "shell.execute_reply": "2024-07-29T08:36:58.438327Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.369466,
+     "end_time": "2024-07-29T08:36:58.441414",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:58.071948",
+     "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": "1729714c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:36:58.464540Z",
+     "iopub.status.busy": "2024-07-29T08:36:58.464234Z",
+     "iopub.status.idle": "2024-07-29T08:37:00.077985Z",
+     "shell.execute_reply": "2024-07-29T08:37:00.076991Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.628215,
+     "end_time": "2024-07-29T08:37:00.080537",
+     "exception": false,
+     "start_time": "2024-07-29T08:36:58.452322",
+     "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": "343e67a1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:00.105533Z",
+     "iopub.status.busy": "2024-07-29T08:37:00.104547Z",
+     "iopub.status.idle": "2024-07-29T08:37:00.114003Z",
+     "shell.execute_reply": "2024-07-29T08:37:00.113102Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024121,
+     "end_time": "2024-07-29T08:37:00.116066",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:00.091945",
+     "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": "80e30eb7",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:00.140173Z",
+     "iopub.status.busy": "2024-07-29T08:37:00.139848Z",
+     "iopub.status.idle": "2024-07-29T08:37:00.144399Z",
+     "shell.execute_reply": "2024-07-29T08:37:00.143591Z"
+    },
+    "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": 0.018623,
+     "end_time": "2024-07-29T08:37:00.146504",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:00.127881",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6272e70d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:00.169321Z",
+     "iopub.status.busy": "2024-07-29T08:37:00.169010Z",
+     "iopub.status.idle": "2024-07-29T08:37:00.287770Z",
+     "shell.execute_reply": "2024-07-29T08:37:00.286967Z"
+    },
+    "papermill": {
+     "duration": 0.132962,
+     "end_time": "2024-07-29T08:37:00.290183",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:00.157221",
+     "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": "f003fe00",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:00.315944Z",
+     "iopub.status.busy": "2024-07-29T08:37:00.315508Z",
+     "iopub.status.idle": "2024-07-29T08:37:04.563995Z",
+     "shell.execute_reply": "2024-07-29T08:37:04.563067Z"
+    },
+    "papermill": {
+     "duration": 4.26396,
+     "end_time": "2024-07-29T08:37:04.566031",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:00.302071",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 08:37:02.046240: 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",
+      "2024-07-29 08:37:02.046294: 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",
+      "2024-07-29 08:37:02.048300: 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": "4e258013",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:04.590824Z",
+     "iopub.status.busy": "2024-07-29T08:37:04.589755Z",
+     "iopub.status.idle": "2024-07-29T08:37:04.597378Z",
+     "shell.execute_reply": "2024-07-29T08:37:04.596493Z"
+    },
+    "papermill": {
+     "duration": 0.022133,
+     "end_time": "2024-07-29T08:37:04.599464",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:04.577331",
+     "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": "8bfa2da8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:04.625750Z",
+     "iopub.status.busy": "2024-07-29T08:37:04.624927Z",
+     "iopub.status.idle": "2024-07-29T08:37:07.379215Z",
+     "shell.execute_reply": "2024-07-29T08:37:07.378454Z"
+    },
+    "papermill": {
+     "duration": 2.770171,
+     "end_time": "2024-07-29T08:37:07.381655",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:04.611484",
+     "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": "9cf5cc01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:07.407596Z",
+     "iopub.status.busy": "2024-07-29T08:37:07.407283Z",
+     "iopub.status.idle": "2024-07-29T08:37:07.413996Z",
+     "shell.execute_reply": "2024-07-29T08:37:07.413147Z"
+    },
+    "papermill": {
+     "duration": 0.021989,
+     "end_time": "2024-07-29T08:37:07.416014",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:07.394025",
+     "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": "7f76d895",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:07.440408Z",
+     "iopub.status.busy": "2024-07-29T08:37:07.440123Z",
+     "iopub.status.idle": "2024-07-29T08:37:07.962056Z",
+     "shell.execute_reply": "2024-07-29T08:37:07.960981Z"
+    },
+    "papermill": {
+     "duration": 0.537078,
+     "end_time": "2024-07-29T08:37:07.964490",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:07.427412",
+     "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": "3862db25",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:07.992525Z",
+     "iopub.status.busy": "2024-07-29T08:37:07.992198Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.013522Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.012651Z"
+    },
+    "papermill": {
+     "duration": 0.038304,
+     "end_time": "2024-07-29T08:37:08.016056",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:07.977752",
+     "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": "80332c6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.050237Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.049832Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.100864Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.098914Z"
+    },
+    "papermill": {
+     "duration": 0.070748,
+     "end_time": "2024-07-29T08:37:08.103165",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.032417",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 30000, 't_end': 0, 't_range': None, 'n_steps': 1, 'n_inner_steps': 2, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 1024, 'mlu_run': 0, 'target': None, 'lr': 0.0021337872195045216, 'loss_fn': <function l1_loss at 0x7afe961b4ca0>, '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": "34e3ae69",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.135565Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.135263Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.153314Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.152505Z"
+    },
+    "papermill": {
+     "duration": 0.034404,
+     "end_time": "2024-07-29T08:37:08.155307",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.120903",
+     "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": "f8d9bba7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.184340Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.183680Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.188553Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.187589Z"
+    },
+    "papermill": {
+     "duration": 0.025117,
+     "end_time": "2024-07-29T08:37:08.192062",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.166945",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "5a698bf8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.222607Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.221975Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.323416Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.322540Z"
+    },
+    "papermill": {
+     "duration": 0.117083,
+     "end_time": "2024-07-29T08:37:08.326030",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.208947",
+     "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": "6fef5cc4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.357943Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.357613Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.367430Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.366585Z"
+    },
+    "papermill": {
+     "duration": 0.026093,
+     "end_time": "2024-07-29T08:37:08.369445",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.343352",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 1024 starting 30000 until 0\n",
+      "mlu step times 1*2*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": "871138cc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.395298Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.394742Z",
+     "iopub.status.idle": "2024-07-29T08:37:08.405293Z",
+     "shell.execute_reply": "2024-07-29T08:37:08.404441Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025951,
+     "end_time": "2024-07-29T08:37:08.407480",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.381529",
+     "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": "d6feb913",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:37:08.434308Z",
+     "iopub.status.busy": "2024-07-29T08:37:08.433751Z",
+     "iopub.status.idle": "2024-07-29T08:48:35.069041Z",
+     "shell.execute_reply": "2024-07-29T08:48:35.067980Z"
+    },
+    "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": 686.651611,
+     "end_time": "2024-07-29T08:48:35.071545",
+     "exception": false,
+     "start_time": "2024-07-29T08:37:08.419934",
+     "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: 0.342 Sum: 0.342\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.2982 Sum: 0.2982\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2853 Sum: 0.2853\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2766 Sum: 0.2766\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2698 Sum: 0.2698\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.263 Sum: 0.263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2568 Sum: 0.2568\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.253 Sum: 0.253\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2473 Sum: 0.2473\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2428 Sum: 0.2428\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2435 Sum: 0.2435\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2384 Sum: 0.2384\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2354 Sum: 0.2354\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "MLU loss 0.0847480446100235\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1943 Sum: 0.1943\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09337596222758293\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1975 Sum: 0.1975\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04586096107959747\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.197 Sum: 0.197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03339744359254837\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1969 Sum: 0.1969\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.025708399713039398\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1997 Sum: 0.1997\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11305956169962883\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1982 Sum: 0.1982\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": "4586b2dd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.02436,
+     "end_time": "2024-07-29T08:48:35.119534",
+     "exception": false,
+     "start_time": "2024-07-29T08:48:35.095174",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "2dc426f4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:48:35.168451Z",
+     "iopub.status.busy": "2024-07-29T08:48:35.167491Z",
+     "iopub.status.idle": "2024-07-29T08:48:35.224175Z",
+     "shell.execute_reply": "2024-07-29T08:48:35.223397Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.082518,
+     "end_time": "2024-07-29T08:48:35.226303",
+     "exception": false,
+     "start_time": "2024-07-29T08:48:35.143785",
+     "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": "0011b6a1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:48:35.276051Z",
+     "iopub.status.busy": "2024-07-29T08:48:35.275336Z",
+     "iopub.status.idle": "2024-07-29T08:48:51.274835Z",
+     "shell.execute_reply": "2024-07-29T08:48:51.274005Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.027408,
+     "end_time": "2024-07-29T08:48:51.277188",
+     "exception": false,
+     "start_time": "2024-07-29T08:48:35.249780",
+     "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": "098e0803",
+   "metadata": {
+    "papermill": {
+     "duration": 0.02316,
+     "end_time": "2024-07-29T08:48:51.324246",
+     "exception": false,
+     "start_time": "2024-07-29T08:48:51.301086",
+     "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": 736.436138,
+   "end_time": "2024-07-29T08:48:53.753682",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T08:36:37.317544",
+   "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