diff --git a/iris/tab_ddpm/1/0/synth.csv b/iris/tab_ddpm/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b80b808aa18c27036d8501e9cc3b7f3d890a0f51
--- /dev/null
+++ b/iris/tab_ddpm/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.8487166366570924,6.6999988683427345,1.988985332026098,Iris-virginica
+1,6.2285440489949835,2.720165455966205,5.290368399430177,1.4976748982414028,Iris-virginica
+2,6.29849331909466,2.5056146374082986,4.8782489753760085,1.499165909900273,Iris-versicolor
+3,5.816692219962265,2.6970483699683276,5.1079910250696825,1.9161862991421217,Iris-virginica
+4,5.414152946517326,2.9994679070425483,4.515998087078626,1.4980228368402613,Iris-versicolor
+5,5.7837491950071005,2.7029801577861696,5.086287510419831,1.8917661088806397,Iris-virginica
+6,5.108905423543673,3.6574949694771024,1.5009106642531431,0.2,Iris-setosa
+7,5.0588861532899125,3.3093399425317265,1.3162296124692823,0.2,Iris-setosa
+8,6.656372691805075,3.012987160402384,4.407329578140476,1.4013846529856973,Iris-versicolor
+9,5.035097076900701,3.477653244630078,1.3543101355244227,0.28831624936009215,Iris-setosa
+10,5.351337024816921,3.0022988817044087,4.491664284440364,1.5087167645357957,Iris-versicolor
+11,5.510359617064435,4.208389244855829,1.3995384509540165,0.2,Iris-setosa
+12,4.931570536540106,3.3904371246389258,1.6030861101198732,0.2,Iris-setosa
+13,5.106405945993592,2.5009971168817473,3.0611062803856024,1.0612351263141413,Iris-versicolor
+14,5.5057347237610434,2.3905917826164758,3.535114848309013,0.9703496817807544,Iris-versicolor
+15,6.3993271949345045,3.200564367676094,4.535599164151855,1.4986687701663197,Iris-versicolor
+16,5.5457139976216006,2.6483383149525377,4.323300193314081,1.2760378435884185,Iris-versicolor
+17,5.717264872304809,4.4,1.5326213263464747,0.3952004131032408,Iris-setosa
+18,4.930228517390945,2.4051620321979383,3.2268611558122267,0.9805762055101797,Iris-versicolor
+19,6.892158585500897,2.9965524391350615,5.555611011121955,2.099739833483133,Iris-virginica
+20,5.003475803783751,3.4945498759664333,1.2932976844754538,0.2948708830979412,Iris-setosa
+21,5.206684612957004,2.6952117091143166,3.8115643834862256,1.395445103944937,Iris-versicolor
+22,5.079706668970265,3.6047404329152473,1.4430838632224472,0.3553794609365657,Iris-setosa
+23,5.440660922527663,2.4155482857491855,3.661306195550884,1.0994545051198006,Iris-versicolor
+24,5.221994191799199,3.4768294975275893,1.5317489091448548,0.2,Iris-setosa
+25,5.900785652208839,3.1985665512230974,4.811777877908992,1.8000313608293286,Iris-versicolor
+26,5.884138503167935,3.1759781428420224,4.744757657502835,1.756605374507672,Iris-versicolor
+27,6.010584855812658,2.9928538323339335,4.824145327987627,1.7977164754803185,Iris-virginica
+28,7.699998102070272,2.7903332500795814,6.699998161202486,2.029658336264936,Iris-virginica
+29,5.143754808301529,3.431108994801541,1.4958884368447865,0.2,Iris-setosa
+30,6.6963388196962725,3.3386949989416634,5.721513377939397,2.5,Iris-virginica
+31,5.535635477378159,2.6130688138341402,4.330765088865356,1.2679453302253865,Iris-versicolor
+32,4.971450966463982,3.1388313748225474,1.215115625890727,0.2,Iris-setosa
+33,5.1843217735811,3.482362128644605,1.5054675541503089,0.2,Iris-setosa
+34,5.509943804123757,2.4065188932464876,3.8620531044072353,0.9806261302061893,Iris-versicolor
+35,7.699998748610519,2.8045561125189673,6.6999982980279675,1.9869868376377406,Iris-virginica
+36,6.715366916016221,2.996805940396519,4.9991825923184825,1.6917628404991412,Iris-versicolor
+37,6.67905394360745,3.053790142806529,4.462487357239622,1.410368573273896,Iris-versicolor
+38,6.407088337712665,3.1004572754154593,5.468417806762577,1.8038686412628515,Iris-virginica
+39,5.101665833666837,3.8345949594260462,1.65296792155923,0.4469316740668145,Iris-setosa
+40,4.656977227823726,3.437795283562509,1.3899515053908487,0.30708307275063923,Iris-setosa
+41,5.364263405562113,3.399004499948304,1.6680204685601754,0.2,Iris-setosa
+42,6.818983009028842,2.9878354247229204,5.504100118612338,2.0951867712561567,Iris-virginica
+43,5.517120999900534,4.216216431765059,1.3873000638202018,0.2,Iris-setosa
+44,6.01928094818915,3.3688154068732015,4.5064583447771085,1.58649315571686,Iris-versicolor
+45,6.368484467218513,2.8853528664143737,4.300797134585492,1.2980771219783656,Iris-versicolor
+46,6.2966223930869925,2.6829842590042867,4.909937387122879,1.7992316664401424,Iris-virginica
+47,4.589996115837912,3.2193746669992795,1.3854405772259724,0.2,Iris-setosa
+48,6.0222369124347415,2.986508047659646,4.833499040431995,1.802761266811431,Iris-virginica
+49,6.411296924897948,3.1020464049275844,5.499866071445932,1.7903672933874526,Iris-virginica
+50,7.699998847931023,2.7528729426889895,6.7,1.9938609506646898,Iris-virginica
+51,4.778555493876009,3.3930782242479975,1.568880975578421,0.2,Iris-setosa
+52,4.400000530698346,3.1866087932566627,1.300003709777327,0.2,Iris-setosa
+53,6.309466897092028,3.391322525703708,5.601995539152127,2.3937330251635554,Iris-virginica
+54,7.3069742951974765,2.9047142928345204,6.30694730107702,1.7997016094656688,Iris-virginica
+55,4.4000004697451995,3.201211854955176,1.315177510071046,0.2,Iris-setosa
+56,4.855320156989422,2.3899158450840163,3.3390551295166038,0.9725121508205071,Iris-versicolor
+57,6.940272894956189,3.2014347090779967,5.685606950691407,2.282604139361867,Iris-virginica
+58,5.100984944787684,3.6412502573500576,1.4720123070588227,0.39545542397785827,Iris-setosa
+59,5.277750977225469,2.7311072371533154,4.090250238247112,1.4014202565931182,Iris-versicolor
+60,5.003571396156453,2.4480081353624077,3.054747317711474,1.115439131887313,Iris-versicolor
+61,5.167349674561001,3.4675766404145807,1.4996171557246925,0.2,Iris-setosa
+62,5.10644408324434,3.3136759586641515,1.6904976696039706,0.4611257521014611,Iris-setosa
+63,6.318162152548072,3.4008255339543703,5.597896196196113,2.3999597881642853,Iris-virginica
+64,6.401971972618557,2.8733500240211627,4.275699128601305,1.29824991339286,Iris-versicolor
+65,4.79123011840208,3.3956272470929547,1.5813998246700938,0.2,Iris-setosa
+66,5.49705282165866,2.4011836237779116,3.8017438612532155,1.0629975031850165,Iris-versicolor
+67,6.306496582562243,3.3983347111528963,5.593590421008551,2.396258383483257,Iris-virginica
+68,4.400000465888948,2.8987552718112433,1.3984555921088568,0.2,Iris-setosa
+69,6.29900235419367,2.481598479053862,5.006266221476505,1.905760077342959,Iris-virginica
+70,6.396742590222127,3.09556567704284,5.522910340882697,1.8028138469067192,Iris-virginica
+71,6.694168767243024,3.302957676912805,5.686284629777147,2.118194361129904,Iris-virginica
+72,5.871521589728556,3.2063955097681265,4.816801936128321,1.8216598716829573,Iris-versicolor
+73,6.319650850924676,2.781275771888117,5.088048475092234,1.4851710649784367,Iris-virginica
+74,4.596481716459718,3.5915674590100086,1.0000004806531948,0.2,Iris-setosa
+75,4.9846079518168045,3.492646665130961,1.2857018816567094,0.29785775340243204,Iris-setosa
+76,5.203624502574904,3.4847346071200094,1.454073140904974,0.2,Iris-setosa
+77,4.493475646097867,2.295692147247171,1.295862851782358,0.29348850935761267,Iris-setosa
+78,5.482734804012096,2.398417648530493,3.7888598602808683,0.9658116919959059,Iris-versicolor
+79,4.800651510031944,3.408056577230656,1.5993935421146115,0.2,Iris-setosa
+80,4.886972617357404,2.987281585251376,1.4061523691145392,0.2,Iris-setosa
+81,5.950640491373432,3.3591672333573293,4.595101576161596,1.69729297943888,Iris-versicolor
+82,4.889070113780188,2.9910825994178563,1.4012678406222472,0.2,Iris-setosa
+83,5.181593514544247,3.4185333738576817,1.4103545384562803,0.2,Iris-setosa
+84,5.913241035634787,3.1987115715039884,4.771964418111828,1.7882315938535456,Iris-versicolor
+85,5.622421892211025,3.013510150175167,4.1583106263944485,1.3264138219872603,Iris-versicolor
+86,5.09361761431958,2.488837290217112,2.9793681601031086,1.099994173857579,Iris-versicolor
+87,5.997487139530034,2.702354828538323,5.107094348579524,1.6120856933179772,Iris-versicolor
+88,6.703065364803484,3.0960074438093748,4.418848732049438,1.4021563980887024,Iris-versicolor
+89,5.394650847678732,3.442731362173693,1.6951209971740753,0.2,Iris-setosa
+90,6.006756539146128,3.388859377265424,4.498775226245368,1.5815172913699134,Iris-versicolor
+91,5.906453182024721,2.992524342106618,5.090208001470932,1.8042001260958094,Iris-virginica
+92,7.047811686932125,3.007498618421572,5.850576937909299,2.103769539744052,Iris-virginica
+93,5.355992642311963,3.4037585029365287,1.6933507426571242,0.2,Iris-setosa
+94,6.429308899132576,2.9832252859192057,5.546150166225241,1.782321731515722,Iris-virginica
+95,4.400000651113248,2.9111551617069167,1.396491501103759,0.2,Iris-setosa
+96,4.499754550992862,2.298673983938525,1.3142737657448291,0.30231198519241825,Iris-setosa
+97,4.611360001897092,3.4075459820143896,1.4005236408546298,0.29500996902581633,Iris-setosa
+98,6.1027533084656564,2.992338395460657,4.577360427759533,1.3998165536976095,Iris-versicolor
+99,5.996843001207689,2.7018310595721178,5.089091164364674,1.5769017880122445,Iris-versicolor
+100,5.089795549530655,3.756723024051593,1.5338445000744536,0.455055465924794,Iris-setosa
+101,5.794474369603817,2.691299138496537,5.103510866653181,1.8937185818825821,Iris-virginica
+102,5.5545901027375075,2.9996401666136396,4.486993315864724,1.5015163803381841,Iris-versicolor
+103,4.905304438745062,2.4174786235512373,3.2340199844321234,1.0749464866639338,Iris-versicolor
+104,6.5778296433162255,3.126821989987244,4.437128512612557,1.4484336837759249,Iris-versicolor
+105,6.003762499030502,2.2,5.002261957116507,1.5035052874478545,Iris-virginica
+106,5.908121671783604,3.2127218435135503,4.78976623858274,1.7824728728989625,Iris-versicolor
+107,7.081664683669665,3.0013471012694235,5.8353596192624515,2.1033456631298764,Iris-virginica
+108,6.378696846654419,3.03416822891649,5.512664113657879,1.7817691197439487,Iris-virginica
+109,4.400000605287186,3.1849738307921447,1.3237098477244382,0.2,Iris-setosa
+110,7.6999988307409595,2.7816323776475245,6.699998803033197,1.9899380584284116,Iris-virginica
+111,6.101231092129762,3.006821999175495,4.630270531876668,1.3923668091710355,Iris-versicolor
+112,6.288721338392734,3.2247824032643537,4.543742937479439,1.5208052179503346,Iris-versicolor
+113,5.109062317922345,3.8157263393332226,1.6074185495770215,0.2,Iris-setosa
+114,6.3895258954553835,3.190494882847258,4.502971602271523,1.4963663656417425,Iris-versicolor
+115,5.23072103448326,3.401595920364922,1.584140570447418,0.2,Iris-setosa
+116,5.210201530484883,2.710574939548658,4.015719391344346,1.4060285591966581,Iris-versicolor
+117,6.3756369508162996,2.5926759893196074,4.926586879014783,1.5645734172947208,Iris-versicolor
+118,7.699998449170899,2.7740286341957656,6.699998895995433,1.9737258891626088,Iris-virginica
+119,4.993355201772313,3.5201011019244755,1.2639869863979256,0.3082860883386575,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..7f67d5ff56e7537a1e0e0c8d2a6e79bba378201e
--- /dev/null
+++ b/iris/tab_ddpm/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.987036804892675,3.1789111784516177,1.2279892754050135,0.2,Iris-setosa
+1,4.624491713080554,3.40826387265613,1.400186172961842,0.2961296499592805,Iris-setosa
+2,5.2441658272667535,3.8521199885506463,1.572975298650721,0.46124406918770483,Iris-setosa
+3,5.695312990822248,4.399999065751583,1.497507688743054,0.38411675123393485,Iris-setosa
+4,5.600893696151143,2.703822280441758,4.209195135465895,1.306142831099085,Iris-versicolor
+5,5.019403989428292,3.298628507094173,1.3329508004364379,0.2,Iris-setosa
+6,5.53299893175243,2.5883444229506827,4.388722031879347,1.2646804758545718,Iris-versicolor
+7,5.8052724055944696,2.698976540433174,5.106988756842712,1.8964701734996452,Iris-virginica
+8,6.017230241196374,3.4069056729139544,4.492035907493632,1.5935928503366208,Iris-versicolor
+9,4.847563830104921,2.4050974259803555,3.2959555380377434,0.9312649873260447,Iris-versicolor
+10,6.6111907685507445,3.0447563101378137,4.403950982353507,1.3897539473219882,Iris-versicolor
+11,4.8736640417232096,3.112805816007071,1.492005020815725,0.1,Iris-setosa
+12,6.504921981048019,2.9819933931917264,5.5123198195565655,1.804570987949761,Iris-virginica
+13,6.68880789506234,2.999169167136886,5.006305887387268,1.7166243769139868,Iris-versicolor
+14,4.896487120478407,3.0118061794780875,1.3832861133789276,0.2,Iris-setosa
+15,4.400000550416231,2.8897687159940513,1.395123756530873,0.2,Iris-setosa
+16,5.04791744743541,2.4764116828537652,2.934180630144512,1.1055015862160598,Iris-versicolor
+17,5.450037826217626,3.4015172861091254,1.9519829401055593,0.2,Iris-setosa
+18,6.018437937876659,2.7156520826124004,5.097576633099318,1.6000242447636426,Iris-versicolor
+19,5.995037627028811,3.003019966367468,4.865010956331817,1.8050308394859513,Iris-virginica
+20,6.84856994142217,3.23664921329289,5.703156021275232,2.24377594059079,Iris-virginica
+21,6.755065082070719,3.2719565721003248,5.66088605063704,2.5,Iris-virginica
+22,6.298085924283753,3.3882580229785693,5.607734347077576,2.4043508038716084,Iris-virginica
+23,6.525502781768972,2.996090649231054,5.5147003295332615,1.8038679992442992,Iris-virginica
+24,7.071447578088171,2.997314172785476,5.858491414033777,2.0942687543240255,Iris-virginica
+25,5.0079554742440795,3.313064019343747,1.4084249459914595,0.2,Iris-setosa
+26,5.183454416282924,3.4189459696250193,1.4003514968612132,0.2,Iris-setosa
+27,7.282920505825548,2.9446855637730494,6.1711608989879805,1.9415242208880736,Iris-virginica
+28,6.690912584179559,3.312587022331835,5.725338054784751,2.097385477756056,Iris-virginica
+29,5.886449980510647,3.202718356254905,4.815194191486217,1.8239337099849666,Iris-versicolor
+30,6.099027113336783,2.9959814280974526,4.572731777496245,1.3861792567121134,Iris-versicolor
+31,5.565238299917892,2.6734008683864245,4.189008528801776,1.2846112370932161,Iris-versicolor
+32,6.324226333999085,2.7100172152344615,4.903059324879974,1.8003625656793907,Iris-virginica
+33,7.305347889675821,2.9062596467495996,6.3193343603454615,1.7889998603474522,Iris-virginica
+34,6.7544346363141585,3.31127593715345,5.746324202585756,2.1157805521915276,Iris-virginica
+35,5.402120679932173,3.8860224869627076,1.3045137486054539,0.38802163521108635,Iris-setosa
+36,6.006741055824644,2.9766770576197765,4.770947361424167,1.7933729023151472,Iris-virginica
+37,5.393293704316507,3.9106109366644457,1.2767781107080372,0.4700547166445733,Iris-setosa
+38,6.289032687276628,3.2318356653312397,4.522315274547482,1.5148244444341046,Iris-versicolor
+39,4.585368570917929,3.6056794678558166,1.0,0.2,Iris-setosa
+40,5.036434580758642,3.5075022446171396,1.3080702779310598,0.28463831427966,Iris-setosa
+41,4.862377864520715,3.083703596015883,1.4949806621019217,0.10000014866088203,Iris-setosa
+42,5.103809606675377,3.306430708301625,1.7511400263198733,0.4769983687730153,Iris-setosa
+43,6.584096804628701,2.9930967945822955,4.403184435591232,1.3988447920485658,Iris-versicolor
+44,5.8658343380107985,2.992857943101633,4.20247801683946,1.353274719904926,Iris-versicolor
+45,5.408097161215947,3.891516849223293,1.8662672883475424,0.413019250745185,Iris-setosa
+46,6.329418718127394,3.394606637992246,5.618458107863557,2.400829143953463,Iris-virginica
+47,4.900406800688911,2.982721631112581,1.3897990499110011,0.2,Iris-setosa
+48,5.484245216344326,4.206363282021096,1.4002719543292286,0.2,Iris-setosa
+49,5.162288013556247,3.45880883191513,1.4921563743149762,0.2,Iris-setosa
+50,5.894355352749607,3.195890556785481,4.818663115348063,1.8019509392555397,Iris-versicolor
+51,4.899728015634723,3.0153385831208652,1.395270057641055,0.2,Iris-setosa
+52,5.557779798718192,2.646529193462255,4.243590765645663,1.279658132400348,Iris-versicolor
+53,6.304302614486097,2.7991045964361763,5.094797620293745,1.5099893227097252,Iris-virginica
+54,5.774543963683844,2.6776892557897822,5.090903807239559,1.9178070515523795,Iris-virginica
+55,5.100121047818832,3.4985972849269853,1.3956273025144896,0.3010829277661299,Iris-setosa
+56,6.3797354122748855,3.1011021304764386,5.49896145292191,1.8015734978732307,Iris-virginica
+57,5.610878061152326,3.0023266886280124,4.121424553771013,1.3032629204161819,Iris-versicolor
+58,6.323779134966741,2.919947731412493,5.570590428219647,1.8132724044471673,Iris-virginica
+59,5.198589092269951,3.402875239832525,1.4016883079457378,0.2,Iris-setosa
+60,6.078770783889099,3.0025859173133966,4.571644003341613,1.3946833234538585,Iris-versicolor
+61,6.005336420253001,2.990783349272804,4.8094411465383615,1.7999879395632807,Iris-virginica
+62,5.105188151077973,3.7835457142621665,1.8264621360057565,0.34767561620933163,Iris-setosa
+63,4.652918920674111,3.381878378999711,1.455639844600973,0.25313447207768625,Iris-setosa
+64,4.4,2.900072145950812,1.4041824681127308,0.2,Iris-setosa
+65,5.453210555659475,2.9967643591211113,4.535396515318169,1.5024491030215419,Iris-versicolor
+66,5.1402438470299945,2.4766447414955755,3.350702765493359,1.0745132276817704,Iris-versicolor
+67,4.854502201400681,2.390829672468746,3.2130109930005055,0.9510828123850947,Iris-versicolor
+68,5.126677631099096,2.498954021222797,2.971755944216693,1.051852103906401,Iris-versicolor
+69,4.991584469861164,3.196907958885398,1.2122590161528912,0.2,Iris-setosa
+70,5.198794518978619,3.4317643781457168,1.4512063561340163,0.2,Iris-setosa
+71,5.479188472608686,2.4113340891002544,3.843568412680673,1.1452319676055995,Iris-versicolor
+72,5.111117314707795,3.300809855254945,1.6980929298606693,0.4999089065751663,Iris-setosa
+73,5.461657210543076,2.99975593361256,4.513896428653145,1.5017080357562314,Iris-versicolor
+74,5.4987115472578765,2.3963990583642993,3.651234333070364,1.0102397424130691,Iris-versicolor
+75,5.509871668707246,3.0058033792156285,4.517223368643606,1.5002123363092026,Iris-versicolor
+76,4.91978006660864,2.4142497301822248,3.2694379907308573,1.031466415818017,Iris-versicolor
+77,4.4,3.070423944264702,1.343786779224942,0.2,Iris-setosa
+78,4.884976673014199,2.401346153609944,3.248316612119208,0.9889180516209521,Iris-versicolor
+79,6.3099894898405235,2.7050195169534166,4.912845944199628,1.8149092776157543,Iris-virginica
+80,5.0632772709175144,3.506025285958113,1.385968863927129,0.3097277352157443,Iris-setosa
+81,5.656497459336598,4.399999015359461,1.4945639031744988,0.3992319577906191,Iris-setosa
+82,6.086040945056151,2.600977602564017,5.5751466949546655,1.3965089751571205,Iris-virginica
+83,5.996262771152135,3.3891271403548964,4.496041186587214,1.5631781750865914,Iris-versicolor
+84,6.725189251481332,2.9671345551830997,5.464330849640826,2.0841954880318574,Iris-virginica
+85,7.699998272531195,2.8244252419003475,6.69999777702656,1.9808547165913728,Iris-virginica
+86,6.312397663870867,3.4035033860351085,5.591351531267006,2.395263408231355,Iris-virginica
+87,7.305184958107719,2.8961738708531546,6.326193365103696,1.800150414257467,Iris-virginica
+88,5.815072301558114,2.758421012494601,5.117737484538083,1.8819080103064008,Iris-virginica
+89,4.4,2.912439358388433,1.3830546590207873,0.2,Iris-setosa
+90,6.103121013321659,2.5977614015199193,5.615908677042788,1.3994872222785688,Iris-virginica
+91,6.2217863270057885,3.2772847633329163,4.522758068880273,1.526541746329127,Iris-versicolor
+92,6.465188674958092,2.931798865152512,4.344113734583102,1.3608999699051678,Iris-versicolor
+93,6.598139416937014,2.989229042557875,4.3637690835324126,1.397762904239909,Iris-versicolor
+94,6.690439084124839,3.3023269651679086,5.689832540700287,2.5,Iris-virginica
+95,5.42893682626643,2.9948917940220006,4.500328378110082,1.4984219139297914,Iris-versicolor
+96,5.064448297375543,3.4980155911447515,1.3430809845360472,0.2853492349499477,Iris-setosa
+97,5.8132495756911,2.7108222958975143,5.112018078862476,1.908815472672248,Iris-virginica
+98,6.28985631637684,2.7089298698834336,4.91040243098899,1.7906165508523681,Iris-virginica
+99,6.378125109266542,2.7700419012906363,5.4352269984286465,1.8603477767084653,Iris-virginica
+100,7.7,2.8029828809624915,6.7,1.995413014928723,Iris-virginica
+101,5.997758517005651,3.395564162807435,4.53992894121202,1.5876914617256848,Iris-versicolor
+102,5.574966445884405,2.9995368581360693,4.517344815181272,1.4957762546985758,Iris-versicolor
+103,6.282076341450553,2.7273625284802723,4.874005084498041,1.788057257943707,Iris-virginica
+104,6.63372799429538,3.0168468799716113,4.388532696480291,1.406311567690908,Iris-versicolor
+105,6.00576298688097,3.3965971054171034,4.484212710448656,1.5775110173364573,Iris-versicolor
+106,5.490409084331298,2.9992461858986736,4.248960854159709,1.371476813900117,Iris-versicolor
+107,5.586328187122314,3.0142064260402295,4.0747549972921115,1.3104871822186892,Iris-versicolor
+108,6.450714940734279,3.080252902500604,5.502987067884764,1.8100322444248482,Iris-virginica
+109,5.513297949499461,2.6180891454866195,4.436339597168507,1.203417348826918,Iris-versicolor
+110,7.6999988252909075,2.7907476516617082,6.699998918633177,1.9904734416265009,Iris-virginica
+111,6.9104856421371235,3.2004906085481974,5.711935733063479,2.2968890020857176,Iris-virginica
+112,5.681805470618173,2.4887542329574215,4.995254529827681,1.986627639814405,Iris-virginica
+113,4.587872182876938,3.1976031037711468,1.3743362874618639,0.2,Iris-setosa
+114,4.609550011874782,3.395593499584119,1.392383202322129,0.3003553906720956,Iris-setosa
+115,4.8765686015848315,3.1044763885336324,1.5092405558838984,0.1,Iris-setosa
+116,6.297191603632031,2.8897228061567706,5.5933217029200675,1.802536896457008,Iris-virginica
+117,5.20182616488202,3.3973099186875206,1.3944216846087556,0.2,Iris-setosa
+118,5.361416545130213,3.875259104176328,1.4668980277476997,0.2,Iris-setosa
+119,5.905993198861598,3.20019590358698,4.778339390569734,1.7796048818006107,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..6c48926d137bd2fd0bcbcb3a16131324ab9a5788
--- /dev/null
+++ b/iris/tab_ddpm/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5207616010258915,2.3947716626416238,3.7107378603672263,1.0395567717303216,Iris-versicolor
+1,6.014062036810733,2.700914074417803,5.150237835027614,1.6067961672379862,Iris-versicolor
+2,6.00055101640131,2.998794499329434,4.791545673303734,1.8098504294087676,Iris-virginica
+3,6.0019188844583535,3.401101576233061,4.479928504944007,1.5947875940979803,Iris-versicolor
+4,6.730742122853221,3.290764124875779,5.724704539591593,2.5,Iris-virginica
+5,5.89860390298375,2.9927626642827483,4.202817703832006,1.4904296578755272,Iris-versicolor
+6,4.8746215823874115,2.4092811597319415,3.1377653354396604,0.8677014382330488,Iris-versicolor
+7,6.44159722006096,3.1959633934641682,4.486243481592332,1.4900998803525094,Iris-versicolor
+8,5.298100268633342,3.5366952109153855,1.5602160068468236,0.2,Iris-setosa
+9,7.699997836087358,2.788989702841532,6.6999981734193526,1.9885900534875804,Iris-virginica
+10,6.30730087045953,2.2956271213916386,4.444058135350661,1.3042159161358817,Iris-versicolor
+11,5.915609189858465,3.2038519947482573,4.801735668266167,1.8194821191224044,Iris-versicolor
+12,4.984046111221179,3.262504387894132,1.3945941690443997,0.2,Iris-setosa
+13,6.304955342563955,2.523966244780886,5.032209796800114,1.9033131353975086,Iris-virginica
+14,5.090099390574771,3.640641271207601,1.4622643771433181,0.3895570322031714,Iris-setosa
+15,5.506746989229616,2.394539701301909,3.779798967629696,1.0964411226054684,Iris-versicolor
+16,5.0920396540376975,3.7578401475747243,1.6440629358286358,0.20676227688001286,Iris-setosa
+17,5.984257451869219,2.2,5.019202939955753,1.4908373896579488,Iris-virginica
+18,5.746818168652494,3.0021519536549284,4.352458610784931,1.4936142707326145,Iris-versicolor
+19,6.117732919481225,3.3355865798913813,4.5149535513741155,1.5444432983775962,Iris-versicolor
+20,5.116200703277167,3.721789777743059,1.5802443143212321,0.2,Iris-setosa
+21,5.11335813032055,3.3008446848689768,1.8937916333708078,0.47870783937582717,Iris-setosa
+22,6.111319247091307,2.992605386844745,4.607764024257546,1.4091965532173176,Iris-versicolor
+23,5.891026217449895,3.207866235855131,4.822148852621002,1.801406343008639,Iris-versicolor
+24,6.719940335087497,3.3277371883604445,5.707152717703318,2.4999994942419406,Iris-virginica
+25,6.313533742657744,3.386597483464787,5.609920895523184,2.393214994749992,Iris-virginica
+26,5.1025385989817895,3.492531207771371,1.3903360246671124,0.2986697397361553,Iris-setosa
+27,7.699999054888227,2.7706250803928114,6.699998418369892,1.963458142749067,Iris-virginica
+28,5.377611039223034,3.92854499166836,1.2930949668231384,0.4950382843615177,Iris-setosa
+29,5.993369506136602,2.2000002857000727,4.963801408037673,1.4961963386945327,Iris-virginica
+30,4.4906381149620405,2.2956490322921868,1.3003811965572287,0.2932596670929825,Iris-setosa
+31,5.405718733847542,3.9145729130150935,1.6994692869364654,0.40166376064662906,Iris-setosa
+32,6.305519642741698,2.7098919929775676,4.898415624065961,1.7706413577614024,Iris-virginica
+33,7.122103890759233,2.989647123247232,5.890510157590554,2.099544135026429,Iris-virginica
+34,5.50043188447242,4.201673002894859,1.4015902198499293,0.2,Iris-setosa
+35,6.3006888231468965,3.4125009429029207,5.622911712293754,2.4080412857495825,Iris-virginica
+36,5.978971896456047,3.4127593972999057,4.505978231834011,1.624832195037865,Iris-versicolor
+37,5.09620860879669,3.767392967049441,2.0404420981148372,0.4255711685717853,Iris-setosa
+38,5.209772246561509,3.4683253855450045,1.5255720907903505,0.2,Iris-setosa
+39,5.991806905390464,2.7010683018072807,5.0933780565911615,1.5830417828627938,Iris-versicolor
+40,6.131124506267346,2.9968980887008194,4.621914633618294,1.3868914116118412,Iris-versicolor
+41,6.691183664444227,3.2967899462847745,5.690491298636246,2.0955276797568594,Iris-virginica
+42,6.707294671967833,2.989220116763629,4.994891424524112,1.7070349434854164,Iris-versicolor
+43,5.792854847752751,2.6922756820863523,5.0967265458115305,1.9073826659360487,Iris-virginica
+44,5.511808196549792,4.199981776970423,1.406052948864144,0.2,Iris-setosa
+45,6.283491861878161,2.311259820756915,4.377924945021947,1.2991793880420215,Iris-versicolor
+46,5.105778162923992,3.782135560653679,1.9328516916782248,0.49176971042269974,Iris-setosa
+47,5.304391783985919,3.7623034515727545,1.493800127519643,0.2,Iris-setosa
+48,5.497795846176433,2.5915941247515026,4.406964954682907,1.1749614415705492,Iris-versicolor
+49,5.998058043107308,3.0031523464526124,4.784873501995761,1.8036351498329608,Iris-virginica
+50,5.813422922964954,2.703331878092766,5.11369233512224,1.8951223912534936,Iris-virginica
+51,6.3463231026363776,2.4676153572802333,4.84170370664392,1.5029616655289453,Iris-versicolor
+52,5.410631546066091,2.9999360922368066,4.479168707351324,1.4864125565194297,Iris-versicolor
+53,6.331899818185648,2.479607093920034,4.882461481669528,1.4977346270985814,Iris-versicolor
+54,5.560792955567323,2.653487701542514,4.336165144400719,1.277266922341835,Iris-versicolor
+55,5.808523078890851,2.6947482976772412,5.102798320484481,1.9019864330413854,Iris-virginica
+56,5.879946141165543,3.1911711529227236,4.777643361199394,1.7886061578623607,Iris-versicolor
+57,5.901814494166398,3.203606253918915,4.797480420693069,1.793871913637454,Iris-versicolor
+58,5.724890648299243,2.5404226970036943,5.032985309069643,1.9823096808621596,Iris-virginica
+59,6.489145527968967,3.0000682079521934,5.499107186553145,1.8053833828195802,Iris-virginica
+60,6.2884580358120274,2.499496029136005,4.865638929284621,1.5002119165532284,Iris-versicolor
+61,6.332532956251348,2.52765062553504,5.061413845970295,1.899104911753379,Iris-virginica
+62,5.884915954525377,3.0032142291918906,5.12524313555655,1.8075096244211284,Iris-virginica
+63,6.295889565295301,2.7103067786140795,4.869887708622104,1.7924794800705914,Iris-virginica
+64,5.490852240281615,2.9991971271406745,4.521800574239584,1.4980970699700382,Iris-versicolor
+65,5.172255218072113,2.6750968394501116,3.614455607516775,1.3906509003840233,Iris-versicolor
+66,4.400000676656933,3.211094190409995,1.3049751013943924,0.2,Iris-setosa
+67,5.511746843608223,2.4027362527073195,4.014625952529644,1.1243736606653416,Iris-versicolor
+68,5.093123964342131,3.39752799817328,1.5008278095830445,0.2,Iris-setosa
+69,6.5108936422362556,2.996594703938898,5.516281547775477,1.8019516973329286,Iris-virginica
+70,7.2864883529815225,2.8884609811908066,6.28294982064258,1.8146334912660018,Iris-virginica
+71,6.686458808337771,3.10994802011091,4.420152385748734,1.4086315752741059,Iris-versicolor
+72,6.393148264238953,2.695157806609826,5.37592300180327,1.8895303986380072,Iris-virginica
+73,5.5701511209664805,3.009033509757324,4.138075832213834,1.3279108441714509,Iris-versicolor
+74,4.964453573630334,3.5849178001943667,1.3997973531239567,0.2,Iris-setosa
+75,4.900588178986192,3.0237294159155614,1.402307654944735,0.2,Iris-setosa
+76,5.206750793555433,3.4322991199230075,1.4186865669336501,0.2,Iris-setosa
+77,4.4,2.9139452646437065,1.4115211728388146,0.2,Iris-setosa
+78,5.278319600844246,3.6499598478309307,1.5054588296521902,0.2,Iris-setosa
+79,4.400000591382593,2.8890265748734842,1.3590549740640832,0.2,Iris-setosa
+80,5.075014629794399,3.3943236775785968,1.503355264971433,0.2,Iris-setosa
+81,5.57490119514049,3.0034967903132266,4.040404455963388,1.3001111273060424,Iris-versicolor
+82,5.110423966000843,3.831812621860072,1.884974315456008,0.39149859317363,Iris-setosa
+83,4.605841384737898,3.287780350773142,1.4005071633591684,0.2,Iris-setosa
+84,4.906025220916133,3.0072974820274263,1.3926263307951383,0.2,Iris-setosa
+85,5.009359227420666,3.6050868789790087,1.3808261083520046,0.2,Iris-setosa
+86,6.620758539735388,2.988011145603393,4.356902257337734,1.4023231938248086,Iris-versicolor
+87,5.902808391029592,3.0080650901292456,5.134986736279722,1.8181477224574372,Iris-virginica
+88,5.810630909400947,2.7163473005055176,5.081477451118446,1.888183527595746,Iris-virginica
+89,5.093439684346252,3.7152379090125893,1.4884445513759197,0.3993948830214813,Iris-setosa
+90,4.593360944868145,3.6431974806110397,1.0000004441961299,0.2,Iris-setosa
+91,6.280698474187676,2.306072865215293,4.42943658143731,1.3059732383558544,Iris-versicolor
+92,6.007861880389652,2.704145008955101,5.093432591369342,1.625203860432141,Iris-versicolor
+93,5.2038638896829585,2.7090465497403664,3.9512297155294664,1.4087332763726874,Iris-versicolor
+94,7.7,2.796958064562923,6.7,1.9934930090522758,Iris-virginica
+95,7.168214975255347,2.982108321016367,5.991279214265706,2.074136546490384,Iris-virginica
+96,5.123380907736122,3.64184553059294,1.5914589778773833,0.2,Iris-setosa
+97,7.7,2.8461177560313082,6.7,2.0092581116909045,Iris-virginica
+98,6.765922357674686,3.0017565153114725,5.501595638231286,2.088332552019235,Iris-virginica
+99,5.498247063272968,2.407167037830134,3.693728823342791,1.0655947437779312,Iris-versicolor
+100,5.391024750939223,3.828798220411907,1.3000315864191454,0.3892170668009567,Iris-setosa
+101,7.0982717017635615,3.0003712662701085,5.87920697810447,2.0937723065550227,Iris-virginica
+102,5.9992054482651795,3.416323755651706,4.458548302345978,1.5858192292621773,Iris-versicolor
+103,5.382706456598059,3.874613447645629,1.6738668463949116,0.3915113117871736,Iris-setosa
+104,5.0839066727933435,2.49717559435444,3.2088046793756777,1.1597301897344323,Iris-versicolor
+105,5.695197193208416,2.5322757413256687,5.0310326179195455,2.084800184024171,Iris-virginica
+106,4.4000006829354374,2.9060527110871774,1.4013523408587225,0.2,Iris-setosa
+107,7.159209842539053,3.0014362755699513,5.953347873988585,2.095784586055566,Iris-virginica
+108,4.585736234673317,3.617251361808574,1.0000003817655287,0.2,Iris-setosa
+109,5.514481084137972,2.598214935870949,4.412057262131761,1.2113205677382213,Iris-versicolor
+110,7.330144335881425,2.9244928667417995,6.315415241615148,1.80150462621264,Iris-virginica
+111,5.005302059585233,3.5031846889811344,1.3186878887389049,0.293824053313775,Iris-setosa
+112,5.232535859132419,3.499716554263375,1.5254985561427925,0.2,Iris-setosa
+113,4.999031603345017,3.3000087220235295,1.4050507822457237,0.2,Iris-setosa
+114,6.68215125644639,3.0942648068487832,4.41526257667768,1.4051129198853534,Iris-versicolor
+115,5.800400782307014,2.702869470097931,5.104940595052984,1.9021833276618312,Iris-virginica
+116,5.222765144192158,3.3991195279290958,1.6053759861951404,0.2,Iris-setosa
+117,6.6929681298116295,3.1048574930898405,4.4079626440835895,1.4120176256964085,Iris-versicolor
+118,5.02423348747824,3.2712757494005857,1.2854105695484814,0.2,Iris-setosa
+119,5.096993106554916,3.3896949282478097,1.489907571532968,0.2,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..360409cdac2129f925e7843d4fa5479ded9e0480
--- /dev/null
+++ b/iris/tab_ddpm/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.105213684068984,3.5954563480794968,1.4678618432577113,0.3784674131788123,Iris-setosa
+1,6.285786964187337,3.393366206272835,5.608071358527232,2.3959763755964487,Iris-virginica
+2,6.463376358365312,2.9313297650373245,4.345479839321795,1.3391202910836226,Iris-versicolor
+3,5.568302319308737,2.7035807305330675,4.174376357231033,1.3131915147867665,Iris-versicolor
+4,5.084317643233847,2.4957951774419205,2.786227008291193,1.1536499236822761,Iris-versicolor
+5,4.9022399416607545,3.107278404527218,1.5059318505825434,0.10000014094532687,Iris-setosa
+6,4.856031366248014,3.078275782023108,1.5044796929832076,0.10000010767189611,Iris-setosa
+7,5.005699874099874,3.188379187971528,1.1909836576222488,0.2,Iris-setosa
+8,5.795328335381304,2.704901233491468,5.105689668667302,1.8957559785141203,Iris-virginica
+9,5.437530143369292,2.994316513671083,4.521310180933717,1.505094353625963,Iris-versicolor
+10,6.937349168651129,3.1891285052647755,5.731487979487304,2.286202743598232,Iris-virginica
+11,5.818447183630946,2.708209197425724,5.097375666550174,1.8974502790242302,Iris-virginica
+12,6.392841640447758,2.698009654606148,5.285721279377189,1.893917859903846,Iris-virginica
+13,5.102073175962119,2.501420171721622,3.0250689099745776,1.0768658346119742,Iris-versicolor
+14,5.107591514868716,3.797996348467418,1.695654460611085,0.43678482381686234,Iris-setosa
+15,5.306339526548306,3.772430273495035,1.5242774308325264,0.2,Iris-setosa
+16,6.815681140970308,3.079118000637913,5.574640195981379,2.2062865649130607,Iris-virginica
+17,5.037314035546732,3.39242193474743,1.5155773541244169,0.2,Iris-setosa
+18,5.696388384357613,2.498389064592258,5.004031807641952,1.9998580776205206,Iris-virginica
+19,5.964338591169323,3.3547604853949684,4.521024364041477,1.6248383551918628,Iris-versicolor
+20,6.09548309562689,3.0096031925522913,4.560311062237865,1.3956457507982603,Iris-versicolor
+21,6.309758921044535,3.4084617484852155,5.588596082841836,2.403248802424396,Iris-virginica
+22,6.688776788445797,3.2909946460673267,5.642837288630592,2.499999419127854,Iris-virginica
+23,6.376965567293095,3.1128803563262712,5.511671666218061,1.8102384283384092,Iris-virginica
+24,5.797364453173357,2.8053240519200675,5.108736824783507,2.4019171744785424,Iris-virginica
+25,7.7,2.796775286444721,6.7,2.0284671400467116,Iris-virginica
+26,5.488202809806879,2.4094692006901917,3.824270920377371,1.1502640318947415,Iris-versicolor
+27,7.291098786161205,2.910267080938115,6.292418183460747,1.810047925626951,Iris-virginica
+28,4.999881902445177,3.312152306666469,1.3970228431289584,0.2,Iris-setosa
+29,6.708751253076862,3.0821796014398144,4.441329821597448,1.3917362179666952,Iris-versicolor
+30,6.293383377610549,2.3018048387455132,4.417193835721822,1.2930592810789718,Iris-versicolor
+31,5.997556798664536,2.695855468873671,5.115121783470518,1.6123079265875873,Iris-versicolor
+32,5.4993818274269035,4.205054247620875,1.3739113242908545,0.2,Iris-setosa
+33,5.369067143489062,3.4160416581164306,1.6742933319752924,0.2,Iris-setosa
+34,5.079931931152647,3.2923204047859542,1.6980576410505974,0.521035017296629,Iris-setosa
+35,6.289803828492063,2.796423102427943,5.078941427855808,1.5576625634034413,Iris-virginica
+36,6.2734409548861825,2.855167025026085,5.480818720135462,1.6632025279957652,Iris-virginica
+37,5.092485082798881,3.405489656660285,1.498565621932563,0.2,Iris-setosa
+38,4.992448500334053,3.5837620261782774,1.3841372911714274,0.2,Iris-setosa
+39,5.097644756916913,3.3853637095007794,1.4982326236024028,0.2,Iris-setosa
+40,5.1893310710284055,2.6946917642502948,3.844175046984061,1.4012413004676612,Iris-versicolor
+41,6.684969636330862,3.300092390781119,5.646281576207045,2.5,Iris-virginica
+42,5.513494781640522,2.602732061866756,4.4100252135370885,1.2284015069033258,Iris-versicolor
+43,4.997707468320435,3.607461352903208,1.3994596288647723,0.2,Iris-setosa
+44,5.289379002251743,3.6832171626431855,1.5016346760735841,0.2,Iris-setosa
+45,5.225340669761159,2.446109531273122,3.3679995592765257,0.9439273167724881,Iris-versicolor
+46,5.089123591526407,3.8222930262132775,1.6338032736712131,0.3310472812472801,Iris-setosa
+47,4.884824797416619,3.1095487270002,1.503925651563199,0.1,Iris-setosa
+48,4.4,3.204335735943714,1.297724274810091,0.2,Iris-setosa
+49,5.498714016558352,2.3930402075769464,3.6291424076293803,1.0014555581975118,Iris-versicolor
+50,6.004601273160876,3.385605843626867,4.526486492102573,1.6074590520711856,Iris-versicolor
+51,5.045041405607723,3.5008266316279126,1.369889384862096,0.316245750411164,Iris-setosa
+52,6.78742704444044,2.9976027877156155,5.476911345645076,2.0908991085689315,Iris-virginica
+53,6.3816561110165955,2.8855824388635027,4.302637959467756,1.2974294757266007,Iris-versicolor
+54,6.68519712912263,3.2894060024989424,5.720070615485505,2.5,Iris-virginica
+55,7.7,2.7769018439188513,6.7,2.027815261360577,Iris-virginica
+56,6.001913144864596,3.422908539627476,4.491960701695215,1.6022216287559583,Iris-versicolor
+57,4.400000457259308,3.1020983310997625,1.3223395377245417,0.2,Iris-setosa
+58,5.102263088302189,3.860354069131395,2.036847721169604,0.3851849779304374,Iris-setosa
+59,6.3723448879328215,2.6865556175505345,5.256440910902484,1.8911356229850382,Iris-virginica
+60,6.090025064741405,3.359910128809731,4.489953817768651,1.5733846758504215,Iris-versicolor
+61,6.292586847901802,2.3074772336880987,4.388283280107438,1.2893454610429287,Iris-versicolor
+62,6.821161876771493,2.991169743048079,5.472881161804889,2.1028804265402345,Iris-virginica
+63,4.720563457516434,3.434346173063145,1.4054099950295662,0.2,Iris-setosa
+64,6.365956416424647,2.8735753064325267,5.543658809043429,1.8284910228071853,Iris-virginica
+65,5.5669373954100605,2.672900328119145,4.247673964999897,1.283688397533464,Iris-versicolor
+66,6.715946385594532,3.002451893613851,5.009982933071846,1.7075065039990327,Iris-versicolor
+67,6.697310863384999,3.2962089816607407,5.681042500534712,2.1026667543623456,Iris-virginica
+68,5.089350121830283,3.5051976321825125,1.3940349613004797,0.305050680586228,Iris-setosa
+69,7.699998481533655,2.7898227795047115,6.6999989967731075,1.9809241485183162,Iris-virginica
+70,6.715797412643107,3.2723902891862604,5.682012373519725,2.5,Iris-virginica
+71,6.296180805031933,2.5136024908493773,4.977397705088699,1.8704966157124527,Iris-virginica
+72,4.593273696233809,3.1871930787582046,1.3915803125507575,0.2,Iris-setosa
+73,6.8013990364028425,3.0175240425039065,5.517176163713422,2.104430262364776,Iris-virginica
+74,6.101368568017364,3.0037147680185434,4.6467864723564505,1.4009651632595526,Iris-versicolor
+75,5.805518190387787,2.774494245477845,5.094496388259838,2.399225989778896,Iris-virginica
+76,5.418755269046507,3.9620882296664517,1.2872591249091394,0.41523271354220187,Iris-setosa
+77,6.5130624488176165,2.9538824863042943,4.356702187343112,1.3545955459068477,Iris-versicolor
+78,5.993351062573835,2.6935919157345762,5.095243949778881,1.5959082622334186,Iris-versicolor
+79,5.686931385531953,2.5183409349754435,5.007923345023644,1.987135319332053,Iris-virginica
+80,5.263431402261966,3.409707290946636,1.598911152740332,0.2,Iris-setosa
+81,6.479117504416969,3.1557277919646465,4.495364395057842,1.4776056720777457,Iris-versicolor
+82,5.409532167657991,2.994071451737717,4.478483179334147,1.5086367592735306,Iris-versicolor
+83,6.005875832990745,2.7001679021931007,5.102726056116811,1.590386484889238,Iris-versicolor
+84,5.791647310796838,2.701372863260552,5.1100192665463675,1.9001359385666645,Iris-virginica
+85,5.006369075267101,3.2266110161531896,1.2300405296341572,0.2,Iris-setosa
+86,6.288392853207944,2.7056911022355963,4.903595754500773,1.79606085044839,Iris-virginica
+87,5.088685909197526,3.769254218436688,1.8412454548766095,0.41655269690206065,Iris-setosa
+88,5.4778902644574545,2.3974295732347906,3.6283186594674794,0.9802747505684106,Iris-versicolor
+89,5.89150906284305,3.205243549808089,4.827132716140765,1.7922416426422274,Iris-versicolor
+90,5.724868617055419,4.4,1.5051947757484072,0.48466258793391437,Iris-setosa
+91,5.685116061536193,2.9912807745691024,4.224896732967059,1.316927425333181,Iris-versicolor
+92,5.0705907246045605,3.769152155841433,1.6118416137890972,0.2,Iris-setosa
+93,5.099266672346079,3.7952913212649584,1.8583230966179183,0.38862763509467835,Iris-setosa
+94,5.007120749669218,3.516171284657404,1.2869836960075087,0.2917617382166596,Iris-setosa
+95,5.819651995138825,2.807636339087068,5.139457680217172,2.402174385410789,Iris-virginica
+96,5.094996931276132,3.29856497533791,1.7100498672542594,0.5311268055754723,Iris-setosa
+97,5.719682059980193,2.500863597511584,5.001448242412627,1.9939547262911363,Iris-virginica
+98,5.395770247545172,3.3992997861794456,1.6744088378261002,0.2,Iris-setosa
+99,5.805766783830029,2.8105196585213745,5.149754332605156,2.4020927375758987,Iris-virginica
+100,6.691453010393863,3.0011393840394667,4.991527575801106,1.6699998525221438,Iris-versicolor
+101,5.571527580056648,2.9699540149545407,4.116602500930747,1.2942299105013602,Iris-versicolor
+102,5.144460648112749,2.647515448291355,3.712668705274057,1.3773667363227209,Iris-versicolor
+103,5.813463728546381,2.7137584090466547,5.121467718421137,1.8935484750853648,Iris-virginica
+104,5.49434718512027,2.4226542404924394,3.824644364778278,1.121731759751949,Iris-versicolor
+105,5.089647955319619,3.301467009397443,1.7555168116910818,0.5040143283323497,Iris-setosa
+106,5.914607884113619,3.00664192584423,4.207492313822144,1.493559338904726,Iris-versicolor
+107,5.4191049947061325,3.002926495795434,4.458529655600558,1.5021906569718475,Iris-versicolor
+108,6.416602833231705,2.7099866718306234,5.332116458255015,1.906876693028937,Iris-virginica
+109,6.680856680232553,3.054452957284407,4.424191527874466,1.4062185825215432,Iris-versicolor
+110,6.691513654456624,3.2856760302783883,5.697910589675278,2.4999993366871944,Iris-virginica
+111,6.679146504192324,3.066716401383971,4.4381858452401595,1.4055654667658473,Iris-versicolor
+112,5.8952522680427855,3.0063836942762983,4.1848484912756465,1.5040958148700265,Iris-versicolor
+113,6.290572371880217,2.830572507739798,5.5790537013049235,1.7435083758953698,Iris-virginica
+114,4.593278164554942,3.6321131614796056,1.0,0.2,Iris-setosa
+115,6.698384226881242,3.3098027159012475,5.691332384824525,2.5,Iris-virginica
+116,5.175685772974989,3.7724064413264,1.5997140419578875,0.4547018579226654,Iris-setosa
+117,6.103060379675335,2.60374860509412,5.611136050107914,1.4076337802748047,Iris-virginica
+118,6.342848103566655,2.6499569854385596,5.198917005803641,1.9116748821950698,Iris-virginica
+119,6.8793597387625764,3.205701963634967,5.682968434936555,2.309127880747915,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..645c611608545a1feba1044f0afa716c63c25446
--- /dev/null
+++ b/iris/tab_ddpm/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.00890532454815,2.9972005287842203,4.837181455614855,1.8064222309909141,Iris-virginica
+1,6.69088768050949,3.077927322567038,4.42304515842179,1.3995098764384357,Iris-versicolor
+2,5.664123914358665,4.4,1.4970508871784791,0.3892859851584819,Iris-setosa
+3,5.023569036433113,3.321457074580174,1.403419009529187,0.2,Iris-setosa
+4,5.806404726728385,2.712983369038865,5.09587152860932,1.8958008078126565,Iris-virginica
+5,6.288615065149972,2.5130051355191627,4.896449377493254,1.4990337047667284,Iris-versicolor
+6,5.896339197787744,3.0054780963821432,4.198957220156005,1.5082791121586483,Iris-versicolor
+7,6.37056710800351,2.8995988538457325,4.3031943279385825,1.2943698256258374,Iris-versicolor
+8,6.284068977349967,3.3649956812491513,5.585028009378951,2.3862785632509786,Iris-virginica
+9,4.895976865945917,3.1008176280697186,1.491594216756452,0.1,Iris-setosa
+10,5.087865735525493,3.4007092824418987,1.499621108496935,0.2,Iris-setosa
+11,5.386255612696078,3.8697239858550962,1.2970788473301504,0.4147371409176293,Iris-setosa
+12,7.323696190776725,2.9098083405268116,6.322783611017068,1.8040092600956457,Iris-virginica
+13,5.510147399240803,2.402280856215902,3.7925006823623484,1.1579808049684628,Iris-versicolor
+14,5.4039112832555185,2.997658615203139,4.493586389553702,1.4935518598989177,Iris-versicolor
+15,5.496709633171265,2.401527069640108,3.73688560368608,0.9921286722039622,Iris-versicolor
+16,5.907227167306319,3.19849911521468,4.813009114656845,1.7921886441226031,Iris-versicolor
+17,5.105210858691453,3.2988448298736333,1.6990796925970306,0.5422475407271453,Iris-setosa
+18,5.108580821724644,3.763105773841686,1.6035287767938333,0.2,Iris-setosa
+19,5.382104524297728,3.90392684759808,1.3014928192004718,0.38479648688998613,Iris-setosa
+20,6.809099131129375,3.003494312915579,5.506101354456261,2.102066861109133,Iris-virginica
+21,6.156989982824093,3.026341721971814,4.612191396980291,1.405507542047134,Iris-versicolor
+22,6.315256109917604,2.482212499901444,5.009598636751158,1.8932645361968397,Iris-virginica
+23,5.009287727634915,3.2008102019528404,1.2197008478674778,0.2,Iris-setosa
+24,5.968059119741206,2.70495304994269,5.076640603986496,1.5689705323986713,Iris-versicolor
+25,4.6093332054765614,3.2188339919470614,1.4005516290235287,0.2,Iris-setosa
+26,4.58732189656727,3.4041583126516697,1.3801546842763575,0.29432892951610856,Iris-setosa
+27,6.630956623097638,3.023597634679683,4.3882715688717395,1.4029099706375494,Iris-versicolor
+28,4.400000500040306,3.204688480530011,1.29931773677224,0.2,Iris-setosa
+29,5.633269769322665,2.715551068880434,4.20349142750128,1.3080942896129535,Iris-versicolor
+30,5.741127718513718,2.589198913756718,5.022599644414063,2.0721627172782124,Iris-virginica
+31,6.288601515743933,2.694725503506225,5.016846737051534,1.833363442294677,Iris-virginica
+32,5.003416967129223,3.596957950917278,1.3912380671977498,0.2,Iris-setosa
+33,5.104178502775957,3.315222120875776,1.6756083016921923,0.49068287017742346,Iris-setosa
+34,5.151834272530618,3.356405986863037,1.361528554771462,0.2,Iris-setosa
+35,5.409277378455845,3.386895049715207,1.9282932356781863,0.2,Iris-setosa
+36,6.675701520470415,3.2980960750818578,5.6919007130121715,2.064554188067382,Iris-virginica
+37,6.476741104559069,2.9102249099554958,4.309568458514171,1.3127351900500235,Iris-versicolor
+38,7.7,2.7980957008281546,6.7,1.9911943556407052,Iris-virginica
+39,5.508262312064165,4.182503719529985,1.4004468262212169,0.2,Iris-setosa
+40,5.993604518675651,2.698752455235504,5.0935717394703195,1.60586435548023,Iris-versicolor
+41,5.154457020734739,3.4502219972930566,1.5057639190970267,0.2,Iris-setosa
+42,5.615877500490881,2.993900001847385,4.109588940000509,1.3060777679853683,Iris-versicolor
+43,5.361644381036317,2.9958022220878684,4.433709386947638,1.4977910687988187,Iris-versicolor
+44,6.458909481314837,2.9141290088953737,4.277561281817546,1.3425662619380552,Iris-versicolor
+45,5.072019064109568,2.4917412509918844,2.774968144067219,1.0982095253427662,Iris-versicolor
+46,6.572974667935862,2.979872175164805,4.4057300963576225,1.3977276513790724,Iris-versicolor
+47,5.60413413193271,3.0031960360553556,4.125160594473649,1.298394105130842,Iris-versicolor
+48,5.126544901910258,3.4490816174163736,1.5188548040387857,0.2,Iris-setosa
+49,5.0800418235635005,3.7680103363276722,1.6198907519363486,0.4227324396015346,Iris-setosa
+50,5.603210747266905,2.745741016185717,4.170361525543788,1.299692020510497,Iris-versicolor
+51,5.012540954475184,3.304308445852488,1.3793750682025956,0.2,Iris-setosa
+52,7.699998427658702,2.800264462554836,6.699998398899678,1.9977552681029243,Iris-virginica
+53,5.079705104588636,3.3928206101404035,1.5027596715461797,0.2,Iris-setosa
+54,6.256966734121824,2.7636633308874967,5.219965116952212,1.4471369339831668,Iris-virginica
+55,5.499210024185965,4.146600455465716,1.39702552806127,0.2,Iris-setosa
+56,6.790469647271674,2.99962944810231,5.503580349721097,2.0870548276936796,Iris-virginica
+57,6.6948510008157385,3.1155144841341067,4.393822085734933,1.3994516101963197,Iris-versicolor
+58,6.2994423649363425,3.4165073910382366,5.624017282399634,2.399130590849269,Iris-virginica
+59,7.1335973325473505,2.9872070783178017,5.963608610520684,2.0764260699139006,Iris-virginica
+60,4.909225486083321,3.10285516198932,1.4930576074880153,0.1,Iris-setosa
+61,5.185895656382171,2.6544229195603366,3.6664712380993807,1.3542910018632168,Iris-versicolor
+62,6.427367194243702,2.9115454714709585,4.284141199016322,1.2964984920564466,Iris-versicolor
+63,5.487143245125718,3.016749582495407,4.53510335959349,1.5021566431191273,Iris-versicolor
+64,5.068284190245533,3.3943891617369317,1.5141222997447283,0.2,Iris-setosa
+65,5.177227943743172,3.4598633708029976,1.4977404650681427,0.2,Iris-setosa
+66,6.277298516419712,2.490489080410597,4.89484833749977,1.4893357408273509,Iris-versicolor
+67,5.203313958900381,3.505739323672658,1.4963528644544275,0.2,Iris-setosa
+68,5.512507129350085,2.591930387206708,4.436058698183807,1.2199699756438869,Iris-versicolor
+69,5.923782125354137,3.2138212803370343,4.80979640637313,1.793009179836592,Iris-versicolor
+70,6.735035845337448,3.004936284421867,5.01000089435155,1.7005825127505612,Iris-versicolor
+71,5.474939491645015,4.1924425908830765,1.398653828547946,0.2,Iris-setosa
+72,5.498709977272735,4.190250246356204,1.3863936788636422,0.2,Iris-setosa
+73,5.204079261578402,2.6985490878287237,3.94413294464818,1.4022338294061036,Iris-versicolor
+74,5.126928020288282,3.4956969506636373,1.4006423776608996,0.27660776358898115,Iris-setosa
+75,6.12348062023553,3.0025663770587037,4.61927303245396,1.3872785392993665,Iris-versicolor
+76,5.560173996597863,2.6892056556894377,4.17705648037403,1.2983507508180474,Iris-versicolor
+77,6.312987996349193,2.7062896827926566,4.9040776963478265,1.8067118683436747,Iris-virginica
+78,5.77411528169208,2.629432415220092,5.074911139462209,1.9202642522780855,Iris-virginica
+79,5.3902294848614565,3.0034696196318853,4.471002133329196,1.5046472876180401,Iris-versicolor
+80,5.308715514510391,3.458359607969011,1.6224941066614942,0.2,Iris-setosa
+81,4.400000706063788,2.9158983236681153,1.3723186509674148,0.2,Iris-setosa
+82,4.904043517183465,2.400791636156859,3.2473057445014497,1.0428125744994987,Iris-versicolor
+83,5.122625667308366,2.4906471483849546,3.084420239632766,1.064759786418354,Iris-versicolor
+84,5.157119167026536,3.4304719911085333,1.521960692120203,0.2,Iris-setosa
+85,4.598837953260212,3.59055137413017,1.0,0.2,Iris-setosa
+86,5.955223682963693,3.2888990897652612,4.678147398425712,1.7112709556264096,Iris-versicolor
+87,6.289112737650597,2.304433845352862,4.355822785839545,1.2881874451175301,Iris-versicolor
+88,5.054543880596964,3.4989790510601164,1.3416119661601553,0.3019461455833671,Iris-setosa
+89,6.410533735880695,2.9577959160064253,5.511723835595659,1.793831996193722,Iris-virginica
+90,6.001853227115522,2.99864069569335,4.77715839248981,1.7915562774437055,Iris-virginica
+91,5.904415088090813,3.2033559552645823,4.790150221916298,1.8050392544904523,Iris-versicolor
+92,5.50863228160077,2.607098244459933,4.416723072603113,1.2236034969619771,Iris-versicolor
+93,4.9012304071582316,2.405853467869652,3.2153261449026864,1.0059648559932666,Iris-versicolor
+94,6.946712478867205,3.199100807781609,5.716270430856299,2.2939913039187307,Iris-virginica
+95,6.735057347855747,3.2638190801000455,5.6745485427308715,2.177800615790996,Iris-virginica
+96,6.706928514891867,3.019730069179003,4.9888740359104125,1.6974494953320782,Iris-versicolor
+97,6.315577451307357,3.388081703745496,5.619258416700622,2.4002182968082506,Iris-virginica
+98,4.497604643530937,2.3027177754858936,1.296448729136932,0.2946964697571481,Iris-setosa
+99,5.9719483441158,2.2,4.9758184253071365,1.4750329655755658,Iris-virginica
+100,6.386028946985685,3.107703249217213,5.515965146853974,1.8101892758885416,Iris-virginica
+101,4.613787138683133,3.3979505050329215,1.4012215241621164,0.2886463062587502,Iris-setosa
+102,5.805602152150336,2.7814763027470155,5.137681644790342,2.3993220511321205,Iris-virginica
+103,5.27823984341272,3.615999612055968,1.5053849846928407,0.2,Iris-setosa
+104,5.099802677495775,2.5049281097447453,2.881320147437552,1.1209061667523825,Iris-versicolor
+105,5.424591243001737,3.905067678805305,1.300343123294034,0.40437268435873763,Iris-setosa
+106,6.398611308549517,2.937373014167356,5.549750253220395,1.7958263925814415,Iris-virginica
+107,5.688653749734549,3.003319310953704,4.528854216474109,1.5086134721564384,Iris-versicolor
+108,7.3285555804787155,2.896001416493716,6.335085452159546,1.8020999522355345,Iris-virginica
+109,4.955984773761609,3.1132111718858475,1.3081344308804026,0.2,Iris-setosa
+110,6.670293443813897,3.2809510632278576,5.653819760435124,2.4999995261242107,Iris-virginica
+111,5.201196989251659,3.5796678792535506,1.4404667918891354,0.2,Iris-setosa
+112,6.383172993929634,2.7190223719119815,5.34684244310111,1.9201092969567246,Iris-virginica
+113,5.108450570711602,3.395535467911232,1.4998905818617763,0.2,Iris-setosa
+114,4.998074965147001,3.223361779773016,1.235877531341186,0.2,Iris-setosa
+115,5.008232054802756,3.608077825433932,1.4005119491981262,0.2,Iris-setosa
+116,7.3002626758104965,2.8995132421152268,6.305676058010747,1.7899385772873788,Iris-virginica
+117,6.090613971772517,2.60305157335794,5.59393586168495,1.3993115941105263,Iris-virginica
+118,5.3182378531046055,3.3928087378689233,1.6422928385609168,0.2,Iris-setosa
+119,5.431083842944122,4.060790720473328,1.4458040379322663,0.2,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..4c8d6b25739268c7b078f78afea014d1e73b3535
--- /dev/null
+++ b/iris/tab_ddpm/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.692318684329212,2.474193788025785,4.981396837023803,1.9933028669862543,Iris-virginica
+1,5.976207357637725,3.275978445297058,4.486218542157977,1.543540204171534,Iris-versicolor
+2,4.621269754356351,3.1989378589452038,1.4032768726934286,0.2,Iris-setosa
+3,5.793802266976367,2.709833924889596,5.11221464905623,1.895917467709085,Iris-virginica
+4,5.6657857169620796,2.4740644590020993,5.007146419188448,2.024107895159465,Iris-virginica
+5,6.306767036234712,2.495544923594019,4.881361006348412,1.4920494664649147,Iris-versicolor
+6,5.000642197075329,3.6021035889771613,1.3968856361360307,0.2,Iris-setosa
+7,5.4417773348176075,3.8870110088780074,1.3128719279287573,0.39497165166368076,Iris-setosa
+8,4.505255975929157,2.2953502098482486,1.2923093003151345,0.2787173994414275,Iris-setosa
+9,5.996385403842644,2.20000031735127,5.016767982308594,1.4943467722995138,Iris-virginica
+10,6.445832485012177,3.0473806061178492,5.500440258696889,1.8001547583333852,Iris-virginica
+11,4.907687055843235,3.0970661924412624,1.4994379079923907,0.10000009765293204,Iris-setosa
+12,7.699998974076637,2.7889159826337244,6.7,1.9844409820482702,Iris-virginica
+13,5.2000024267051685,3.5177927847160335,1.4967169420614654,0.2,Iris-setosa
+14,6.295997107408428,2.2984963439130524,4.401515435078175,1.2928099914587121,Iris-versicolor
+15,5.137070966741322,3.3584195481260126,1.3968015933598563,0.2,Iris-setosa
+16,5.9742807840233425,2.2000002833754047,4.993263086695011,1.5055878754539802,Iris-virginica
+17,5.987899521541429,3.003554275196939,4.759808232391279,1.7860088606174591,Iris-virginica
+18,4.4,3.1969443589637416,1.2929252619075866,0.2,Iris-setosa
+19,7.699998942384363,2.815538674445291,6.699998599728438,1.9881404277808414,Iris-virginica
+20,6.875107790121522,3.213223353762689,5.691819327544816,2.2907462859895436,Iris-virginica
+21,5.207440081091079,3.4164784678331372,1.3943805551364106,0.2,Iris-setosa
+22,4.606592654553433,3.1984230033816288,1.4004982080545991,0.2,Iris-setosa
+23,6.6790532827405835,3.1244465393286367,4.431981464296853,1.4084360760936665,Iris-versicolor
+24,5.124211178418101,3.505446340930999,1.3931589314492236,0.28600417506905834,Iris-setosa
+25,5.095073839560535,3.3038480535143617,1.6957074156003997,0.5073425784482383,Iris-setosa
+26,5.788612166953387,2.792841591796146,5.103160681311493,2.398989168678229,Iris-virginica
+27,5.198719298087812,2.6964490332210285,3.7025281245290937,1.4036464217675788,Iris-versicolor
+28,5.799206280919216,2.6996372376677464,5.09256082959416,1.9047050867634197,Iris-virginica
+29,7.352944131320326,2.9031287247150317,6.321118934805235,1.8016850835183642,Iris-virginica
+30,6.276308105159651,2.6971946074979387,4.907088393540439,1.807151236568936,Iris-virginica
+31,5.379044881939984,3.9350748163220106,1.2980277281387027,0.4698918608101581,Iris-setosa
+32,6.0423593761179815,2.7484886164093245,5.101224117524056,1.6395781771596938,Iris-versicolor
+33,7.7,2.7948217095603427,6.699998901752626,1.9846009677797583,Iris-virginica
+34,7.6999986679007595,2.818386653848846,6.699998976471413,1.9994101085402693,Iris-virginica
+35,4.8647163694799875,2.9986776200525074,1.3902696804816286,0.2,Iris-setosa
+36,5.312522367235583,3.7213781226342837,1.499435482168086,0.2,Iris-setosa
+37,6.673295349466414,3.290829503779345,5.654115203217951,2.4999990053406558,Iris-virginica
+38,6.010189363832963,3.387735944602088,4.516496950589646,1.6099690992166515,Iris-versicolor
+39,5.794653622500895,2.7190119813137628,5.094373144740681,1.8977684522505756,Iris-virginica
+40,4.983862244930917,3.4402466712971513,1.3000884514968853,0.21568726451425357,Iris-setosa
+41,5.104547585022027,3.7328744621389207,1.5590897265064156,0.4248148565517387,Iris-setosa
+42,5.041603933718902,3.3103990811801562,1.4028907392174537,0.2,Iris-setosa
+43,6.299561998704299,2.9046737638141873,5.62756052492685,1.7939769345819878,Iris-virginica
+44,4.493416399013735,2.2977719818386646,1.287297375621616,0.30268542154796163,Iris-setosa
+45,4.400000582777708,3.1804154147557737,1.3068191357721717,0.2,Iris-setosa
+46,6.123169160243348,2.602075202276157,5.6054434414270595,1.4018262449621355,Iris-virginica
+47,5.201263001183188,3.390824264596954,1.3934488083800298,0.2,Iris-setosa
+48,6.410414347854204,3.097605634982219,5.492029068822535,1.804882612750418,Iris-virginica
+49,4.603508575070501,3.3999107897854297,1.401211991598936,0.2790177171045618,Iris-setosa
+50,5.507270290142763,4.196054330143303,1.40092328622891,0.2,Iris-setosa
+51,5.897413819362284,3.0086116786457455,5.0910030437279,1.7881208011174494,Iris-virginica
+52,4.952174372196782,2.421233952467727,3.2929627529635104,1.016196710438821,Iris-versicolor
+53,5.357475692730176,3.427563137277961,1.6874689009316093,0.2,Iris-setosa
+54,6.40095665735031,2.700182950307468,5.327613987941676,1.9079449792490706,Iris-virginica
+55,6.324458255106377,3.4083474510166223,5.592874974094738,2.396110180916799,Iris-virginica
+56,5.901032709319873,3.0000990495719666,4.1953607817327345,1.4986351273192853,Iris-versicolor
+57,5.791964274126979,2.688593176097198,5.108811120730544,1.9048701801245649,Iris-virginica
+58,6.411367107794918,3.100681245073152,5.488366153406358,1.796893336642036,Iris-virginica
+59,5.104945815777466,3.309788911548535,1.8031169546011843,0.5018195434464822,Iris-setosa
+60,5.80285477259193,2.6982656508764458,5.102974396951242,1.8969114853826086,Iris-virginica
+61,6.409933542961734,3.099408629327394,5.5060754828146505,1.798237546218855,Iris-virginica
+62,5.9842049115243245,2.2000002987745906,4.986381570909453,1.500266050582639,Iris-virginica
+63,5.006371692393185,3.5972942045728082,1.4009904318437187,0.2,Iris-setosa
+64,7.2677968488443305,2.895501709866582,6.285085220697668,1.7882260197951552,Iris-virginica
+65,5.104516486972731,3.794220214920924,1.61085200476201,0.2,Iris-setosa
+66,6.99231088212953,2.9942239642046733,5.706694622706447,2.128736040263765,Iris-virginica
+67,4.4,2.903950275397147,1.4012637857633505,0.2,Iris-setosa
+68,5.71899502995096,4.4,1.5283056354092712,0.5895696406979356,Iris-setosa
+69,5.552392577179234,2.667054014244696,4.213531270237683,1.2866978723666933,Iris-versicolor
+70,4.500546566292213,2.3095334723737735,1.303309279675018,0.31126732579245964,Iris-setosa
+71,5.708115519488039,2.499783844845319,4.995688574504417,1.9972481118911825,Iris-virginica
+72,5.002126578551719,3.291412811190823,1.3997038708223457,0.2,Iris-setosa
+73,5.737602547980167,4.4,1.497913387779542,0.3755637582188625,Iris-setosa
+74,4.876122794040889,2.971441743189362,1.3904306397646142,0.2,Iris-setosa
+75,7.7,2.788283946768426,6.699998871449702,1.9977813444771355,Iris-virginica
+76,4.581346854661121,3.3960021912250706,1.3906876199034222,0.3023299309561439,Iris-setosa
+77,4.596333504706508,3.1985626480237612,1.402646580210975,0.2,Iris-setosa
+78,6.307896036757109,2.4966810249782583,4.911921100423941,1.5038227209304689,Iris-versicolor
+79,6.327619074339494,3.425479974346781,5.596213951886119,2.396102548111988,Iris-virginica
+80,6.021890662382619,2.2,4.990987544441936,1.5072763816589236,Iris-virginica
+81,5.1730462032437545,3.435379706361012,1.4434511433733248,0.2,Iris-setosa
+82,4.992584097660626,3.197566407705264,1.1954527562863606,0.2,Iris-setosa
+83,5.195720982263121,2.6793701156469356,4.011764208295198,1.3961401607479367,Iris-versicolor
+84,6.692363717037951,3.291361157429803,5.682429497933343,2.4999994739586855,Iris-virginica
+85,6.84711199080875,2.9915799624639594,5.529122023078456,2.0977637592330978,Iris-virginica
+86,5.0325725664007175,3.4962893040023575,1.3569956170275101,0.28474481346168756,Iris-setosa
+87,6.307614364872933,2.8179203238705366,5.132975455165231,1.5109200313144175,Iris-virginica
+88,6.826298932215386,3.0083948500824116,5.528317077115737,2.1426912135343175,Iris-virginica
+89,5.804198512009241,2.8030610747146656,5.098163769649198,2.4041957496173896,Iris-virginica
+90,6.09688938864003,3.0021538854786542,4.6152960809303645,1.3959510282420642,Iris-versicolor
+91,6.3100668785487795,2.702728763736935,4.9260605727926405,1.7866780747001196,Iris-virginica
+92,6.45277475087096,3.018504143925015,5.492376960850941,1.7940931164780052,Iris-virginica
+93,7.7,2.8428651271567698,6.7,1.992712145744448,Iris-virginica
+94,4.898134749166839,3.124185161223145,1.4951201523422257,0.1,Iris-setosa
+95,7.7,2.8153638533025633,6.7,2.0042957671990833,Iris-virginica
+96,7.7,2.8198012640153203,6.7,2.040805031059993,Iris-virginica
+97,6.446452786458048,3.0809710554105516,5.512700114098695,1.8049194107092386,Iris-virginica
+98,4.902910707992005,2.401575294458091,3.244225669362928,1.024117465754005,Iris-versicolor
+99,7.7,2.850166088884044,6.7,1.998390700508724,Iris-virginica
+100,5.809802528009982,2.8211625034704575,5.111725683985953,2.4017474560776977,Iris-virginica
+101,6.002928007783275,3.404626177963633,4.524442126246997,1.5968452790471899,Iris-versicolor
+102,6.903121363709867,3.198582309507079,5.67997671176027,2.2957114016339077,Iris-virginica
+103,5.993862393852982,3.408108491866214,4.489195588269612,1.599075241024449,Iris-versicolor
+104,7.2700520357829355,2.9467430015307663,6.181091040684366,1.9031995290238597,Iris-virginica
+105,4.998671079371836,3.2080008797036115,1.204481432491571,0.2,Iris-setosa
+106,7.105797023447531,3.0103083952057577,5.853398477508944,2.1095104901063695,Iris-virginica
+107,4.614187800534357,3.4001743291202224,1.4041019489678064,0.3037250884459535,Iris-setosa
+108,6.431500800585797,2.699460808698032,5.357792702734352,1.9049855249683603,Iris-virginica
+109,5.915941292951989,3.000021932412202,4.1474155051196675,1.513062182689881,Iris-versicolor
+110,5.775407718788748,2.796795176165392,5.124942038088954,2.4118836659226837,Iris-virginica
+111,6.382492402682411,2.6751419847480977,5.232301983950102,1.9090373337860225,Iris-virginica
+112,5.61567767693603,3.0052385695575206,4.088381960535418,1.31408957136212,Iris-versicolor
+113,5.594413131004313,2.9957899498719023,4.099308020550341,1.274893506304325,Iris-versicolor
+114,4.889269610776177,3.4615359122193308,1.6186522854482641,0.2,Iris-setosa
+115,5.097860385817743,3.5069182872530287,1.38841359020086,0.3002680563804825,Iris-setosa
+116,5.4384888913046,3.407020538599203,2.0357305300312336,0.2,Iris-setosa
+117,7.7,2.800200482195807,6.7,1.9775522446531246,Iris-virginica
+118,5.045030871257823,3.50431211908987,1.3647028853958756,0.301528071942342,Iris-setosa
+119,6.342455031444955,2.7857405423429746,5.103320355811628,1.493430380729292,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..025d8ecbccb5ef391a2da5daabd1735c18fe0f35
--- /dev/null
+++ b/iris/tab_ddpm/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.505167176262413,2.403913946784904,3.7127313454985833,1.0326591703515402,Iris-versicolor
+1,6.423727450523598,2.9129233427764833,4.3112418875661636,1.3082808912414212,Iris-versicolor
+2,6.078957836902615,2.583174832582141,4.989405044624884,1.5204302678080217,Iris-versicolor
+3,4.93445071083483,2.4115905124463315,2.976540270454745,1.0414038988039778,Iris-versicolor
+4,4.593851288695334,3.395314070453148,1.376865232054497,0.3047031563506083,Iris-setosa
+5,4.604088708492502,3.6095913963302,1.0,0.2,Iris-setosa
+6,6.447439578395922,3.0478757223661,5.510876927266796,1.8010548642206794,Iris-virginica
+7,6.323554001106139,2.8003111670352605,5.102762463936532,1.5053993003976174,Iris-virginica
+8,4.981717153955439,3.3166134935680427,1.4012018220200537,0.2,Iris-setosa
+9,5.002887167260205,3.3155630657044806,1.4006590645747101,0.2,Iris-setosa
+10,6.007243836181007,2.692897241804273,5.100969472426841,1.6085016015517346,Iris-versicolor
+11,6.307693940712216,2.714406171198249,4.913725088920037,1.7747046915899287,Iris-virginica
+12,6.053703809040625,2.9987016278157808,4.549737780826195,1.3856319227073688,Iris-versicolor
+13,5.191470129918055,3.4972717971728358,1.498697306874939,0.2,Iris-setosa
+14,5.504537167794826,2.4094910358084434,3.7965090991520505,0.9951144627161059,Iris-versicolor
+15,4.4,2.8992115468189454,1.3967597945008814,0.2,Iris-setosa
+16,6.316706829015173,2.907547271359016,5.586753703458385,1.7940870383367424,Iris-virginica
+17,5.995857176589052,3.4033169292896863,4.4674127788329985,1.5865851428746138,Iris-versicolor
+18,6.017419420123952,3.0082198049388755,4.775068932694381,1.8020132150317163,Iris-virginica
+19,6.307546592832317,2.8888437260221256,5.61203781892647,1.8007030415235947,Iris-virginica
+20,6.710617264579914,3.308914166468866,5.695133849057488,2.0929192033390933,Iris-virginica
+21,4.880787094740118,2.393007119499599,3.2113273456286153,0.949252476126966,Iris-versicolor
+22,5.992554315894197,2.722267682724813,5.004360441024478,1.5122316496689463,Iris-versicolor
+23,6.779982549198607,3.111770898198901,4.411113137597437,1.3969627580282804,Iris-versicolor
+24,5.16000435688709,3.84158374109103,1.9210389373868388,0.44683203425948087,Iris-setosa
+25,6.290140759291947,2.306116022687472,4.421715823844717,1.3001108578732288,Iris-versicolor
+26,6.431437509067332,3.0756283315969055,5.500152829357799,1.8005985510978761,Iris-virginica
+27,6.001754451956382,2.7117133569109795,5.1033742916085725,1.5999115190979183,Iris-versicolor
+28,6.68830264195622,3.300208525201081,5.757794479267619,2.0865584778312063,Iris-virginica
+29,6.102404463509631,3.0014056049174362,4.61744798606993,1.3935566927537104,Iris-versicolor
+30,5.880932752092247,3.004671871488316,4.200240977698432,1.5001492380479855,Iris-versicolor
+31,6.04150614568444,2.200000294061128,5.021467827075908,1.5053507413961509,Iris-virginica
+32,5.749443659708614,2.5938515632888186,5.053209257458031,1.9508856844976767,Iris-virginica
+33,6.52665807036737,2.9920971543734503,5.4341339493913665,1.8030869357692203,Iris-virginica
+34,4.60390500801792,3.215118578319027,1.3933910734012938,0.2,Iris-setosa
+35,6.322425448625112,2.295269347703618,4.3925433652847685,1.295633386898928,Iris-versicolor
+36,6.223758557816696,3.281653230421391,4.512564491129334,1.532767473186625,Iris-versicolor
+37,5.102069829013846,3.6016461401622,1.4630084823893441,0.3855377489584262,Iris-setosa
+38,6.899799542980057,3.205301573371032,5.689135713118788,2.2994106431255212,Iris-virginica
+39,6.71658697058051,2.9969015034971043,5.5038627398232505,2.1315746056053313,Iris-virginica
+40,5.106969118997984,3.335059430239118,1.3719449682341096,0.2,Iris-setosa
+41,6.127201422698564,2.634143442002561,5.577270069331937,1.437295479973722,Iris-virginica
+42,5.090890280935902,3.689231463535462,1.622935086278865,0.2,Iris-setosa
+43,5.9587543707347725,2.2,5.011035225757359,1.497253869599741,Iris-virginica
+44,5.4032754006318955,3.896160117003186,1.697401308955341,0.393648877050073,Iris-setosa
+45,5.50936247529201,2.6055590268057034,4.419385109799682,1.1695600737327099,Iris-versicolor
+46,5.527843680400901,2.6143570507965124,4.394543998601153,1.2558760697816513,Iris-versicolor
+47,6.313053004876331,2.9021871469125906,5.595753350147924,1.7850452431752573,Iris-virginica
+48,6.289050135525152,2.493306075944513,5.006662496814792,1.8926991486024172,Iris-virginica
+49,6.290667239969686,2.2959770023891943,4.392482632846548,1.3064665933947122,Iris-versicolor
+50,4.994943354361895,3.589525583327824,1.3987248934906085,0.2,Iris-setosa
+51,4.946325473253925,3.52131848028745,1.3257320763001328,0.3001010795897827,Iris-setosa
+52,4.4,2.9063495754400206,1.4097682564294032,0.2,Iris-setosa
+53,6.639265098802938,3.0275379629781387,4.381302050785482,1.4000949370623037,Iris-versicolor
+54,4.998540466885331,3.643024316827068,1.4017921308413916,0.2,Iris-setosa
+55,5.662971023951235,4.399999192159937,1.5155562975485646,0.39844044716845906,Iris-setosa
+56,5.477657237657631,2.5990319626084464,4.398284401355968,1.1212757863621632,Iris-versicolor
+57,5.799303966334826,2.797765022017747,5.115899193190907,2.4087510059418973,Iris-virginica
+58,4.988764096632566,3.294738279955794,1.4025297361556293,0.2,Iris-setosa
+59,5.383644944286143,3.902681383978645,1.8588241848721774,0.3951216563757467,Iris-setosa
+60,7.699998325690175,2.789853135864853,6.699998187612606,1.9765794041603078,Iris-virginica
+61,6.0077308387262764,3.0033558770611157,4.803744321494603,1.8020199798758698,Iris-virginica
+62,6.678054557284222,3.0965803756582897,4.407332640982609,1.395869333878108,Iris-versicolor
+63,5.4482742699890805,2.983590461539768,4.4556338941416,1.4986990280831196,Iris-versicolor
+64,5.905581804782464,3.2075980173578444,4.773532351844922,1.8099479354878625,Iris-versicolor
+65,5.494662151317433,2.5937855577240523,4.35760362184931,1.1882091540645163,Iris-versicolor
+66,5.789648676982402,2.7112410465855836,5.088400076099519,1.9002499438091205,Iris-virginica
+67,6.734411535567127,3.2981189326097287,5.744583243440387,2.104040665507874,Iris-virginica
+68,5.4849496348017865,2.4033642956501113,3.7291413917230862,1.1024386431895383,Iris-versicolor
+69,5.6130817851404595,2.680052340492077,4.208801857789384,1.2992721760841681,Iris-versicolor
+70,6.695039420096409,3.3001835405527835,5.658406097637457,2.0997896185002536,Iris-virginica
+71,5.491468112955165,2.39648245805669,3.67909276890484,1.0744827329796802,Iris-versicolor
+72,4.91631716977277,2.4179084702189155,3.346494885673902,1.0554606665438977,Iris-versicolor
+73,5.174300378684606,3.474595168655862,1.5078631212334128,0.2,Iris-setosa
+74,6.94733510567115,3.1934876109255823,5.694636572001445,2.2982978199993096,Iris-virginica
+75,4.603714517845505,3.2043017928774766,1.386796654620213,0.2,Iris-setosa
+76,4.8624643307814885,2.9671688054600405,1.4034798232021426,0.2,Iris-setosa
+77,5.001968159011625,3.500178889152894,1.308043290828817,0.3020550274559253,Iris-setosa
+78,4.4,2.9066085799465045,1.4017324530010453,0.2,Iris-setosa
+79,7.699998988476203,2.7834608332210586,6.699999006707993,1.99367835071169,Iris-virginica
+80,5.101803229796559,3.837655549672327,1.5967790628025962,0.2,Iris-setosa
+81,4.5879620962080665,3.603302349934311,1.0,0.2,Iris-setosa
+82,5.007594979350381,3.4994246044922974,1.2982509440876069,0.29239055004708103,Iris-setosa
+83,5.9123561442881805,2.9972150149494516,5.096524112359458,1.802103357208343,Iris-virginica
+84,5.108862051749941,3.8009135444437305,2.134832290396879,0.42409455239958666,Iris-setosa
+85,6.155798764171785,3.3314420442787487,4.514245231883011,1.5593512454383571,Iris-versicolor
+86,5.988393891458981,2.708359375563975,5.086333365201288,1.5983027287388722,Iris-versicolor
+87,5.216681340335696,3.441262408614344,1.4001301007779798,0.2,Iris-setosa
+88,4.4,2.901649840307096,1.4075018583754617,0.2,Iris-setosa
+89,5.079245603175634,3.5043129587168624,1.3657167045424639,0.3241817613545973,Iris-setosa
+90,5.7659934283692325,2.577378085826998,5.021133124005846,1.9593310432512976,Iris-virginica
+91,6.265401324460541,3.4012665847388566,5.594349252753198,2.3957537260035324,Iris-virginica
+92,5.4689564098379595,2.512279766794262,4.069612679598593,1.1739200586864211,Iris-versicolor
+93,4.993047207418726,3.5024984266383763,1.3093856202053382,0.284568280897922,Iris-setosa
+94,6.115871108326336,3.009755461094617,4.605204286683352,1.4129124231621464,Iris-versicolor
+95,5.121540701876759,3.8167269190811606,1.6026041984897177,0.3906618571094189,Iris-setosa
+96,6.337122144785533,2.2940268209100916,4.419282272818097,1.2911179288710055,Iris-versicolor
+97,5.896248322068393,3.0088885491854187,5.110647098319688,1.798512438353335,Iris-virginica
+98,5.996572522653463,2.700692918830429,5.1122930120816035,1.600156127294107,Iris-versicolor
+99,6.305649332581823,2.7963392225709534,5.118126547288684,1.4921324695781446,Iris-virginica
+100,4.9071778141290405,3.11300194714359,1.5190255882477004,0.1,Iris-setosa
+101,5.105426639380473,3.799679397946533,2.056563851914579,0.39656973204351303,Iris-setosa
+102,5.177981667991066,3.3866595495958562,1.4016258668819912,0.2,Iris-setosa
+103,6.001289046256118,3.3674531763937994,4.534567461590155,1.6034528956613083,Iris-versicolor
+104,7.699998146450592,2.8011702311420192,6.699997693777546,2.0097159507740328,Iris-virginica
+105,6.792876994646555,3.0011151856453164,5.473765666254518,2.099003173244726,Iris-virginica
+106,4.400000527197038,2.8970580513078756,1.3707177724591184,0.2,Iris-setosa
+107,5.028640066795354,3.5684544740285316,1.4127330155188027,0.2,Iris-setosa
+108,5.2104670078057636,2.6870905807529772,3.877942930953896,1.3964998465717018,Iris-versicolor
+109,5.980231426642977,3.379502382614539,4.502214158320101,1.61091635581689,Iris-versicolor
+110,5.67946670985662,2.964884246441938,4.1192653951798075,1.3030885664696352,Iris-versicolor
+111,6.295080807463707,2.894099379145838,5.689658735014527,1.8156936259643712,Iris-virginica
+112,6.423620132315635,2.7189538676664835,5.324597523017695,1.8967606794209275,Iris-virginica
+113,4.832833128921924,3.470693315441717,1.349602063760049,0.272571446602137,Iris-setosa
+114,4.596285736886163,3.604049493497677,1.0,0.2,Iris-setosa
+115,5.173253549828907,2.683026353863325,3.8421894454302343,1.405620189117727,Iris-versicolor
+116,4.6216457535485675,3.4058374707540415,1.4013712171527286,0.3011129442520317,Iris-setosa
+117,4.982185858568224,3.5990385934666516,1.3826936990559895,0.2,Iris-setosa
+118,6.4603375436286425,3.029321092946469,5.474721031364821,1.8087130892307999,Iris-virginica
+119,6.677701148464197,3.267041370977027,5.606484714124124,2.5,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..ac40b10bc8c763758aa7e843a4e96a5518c88ffe
--- /dev/null
+++ b/iris/tab_ddpm/1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.621354220005936,2.9980290222533634,4.125959207181782,1.3023375623075215,Iris-versicolor
+1,6.378888925007663,2.89674531747328,4.270691885422605,1.2942076899103199,Iris-versicolor
+2,4.809040579255492,3.3966886922995587,1.5967948561320513,0.2,Iris-setosa
+3,4.904384979614381,2.405796256136554,3.396703246793928,0.9072855807727123,Iris-versicolor
+4,4.596002365939636,3.192316496595796,1.388566065428064,0.2,Iris-setosa
+5,5.5693492976230665,2.6724856409140822,4.238934824612651,1.2901769662016256,Iris-versicolor
+6,5.87605995849513,3.005726460972317,4.2036196354033954,1.5057379001632694,Iris-versicolor
+7,6.287149557963851,2.299921733756306,4.37978114228688,1.3030839982424676,Iris-versicolor
+8,7.043460598355417,3.002794573109225,5.819893880824722,2.0860882308929303,Iris-virginica
+9,7.29770921868605,2.899049836416875,6.312995707968356,1.7939778175777614,Iris-virginica
+10,5.1141717773766455,3.7896329311675188,1.6951038598604473,0.46242796421574023,Iris-setosa
+11,6.279093661582895,2.705855136999172,4.871160584139089,1.7960325898320242,Iris-virginica
+12,4.874051045048151,3.0986711206839503,1.4934503025771373,0.1,Iris-setosa
+13,6.872749055730908,3.2000197824746266,5.735817889521366,2.2629070993445612,Iris-virginica
+14,7.6999990735730925,2.782302461104244,6.7,1.9861784542660716,Iris-virginica
+15,5.003786685841047,3.60749593085078,1.3830571598536368,0.2,Iris-setosa
+16,5.471652670247632,2.4066635347952543,3.568915267916603,0.9871942930111416,Iris-versicolor
+17,5.630407535241378,2.7142070839843773,4.15448772168547,1.309269184567449,Iris-versicolor
+18,6.298584471547964,2.742469769687063,5.270638316000426,1.5029373119618514,Iris-virginica
+19,5.419743612661384,3.8969519789396427,1.3018692230275772,0.41560469962025476,Iris-setosa
+20,5.381164374291997,3.893584277090488,1.9312144139547753,0.48668025963048156,Iris-setosa
+21,5.989121197569273,2.7067425259146973,5.089419087036214,1.5923954715226363,Iris-versicolor
+22,5.632440464839008,2.6915911067583087,4.190636986288942,1.3086613282697468,Iris-versicolor
+23,6.697178917870029,2.996422204178505,5.007908106631201,1.6982334789370954,Iris-versicolor
+24,6.302205031582999,2.6743225473282966,4.907918058105087,1.8026121669406396,Iris-virginica
+25,5.498980990064211,2.3932061483750315,3.5814956870339882,1.1139607612728546,Iris-versicolor
+26,4.790144850027908,3.396497944548435,1.6069362666472666,0.2,Iris-setosa
+27,5.964230095498596,3.3254165257992665,4.61289659565784,1.6574070901878413,Iris-versicolor
+28,6.92770059596781,3.1764539995890626,5.709085575408378,2.2877903374215105,Iris-virginica
+29,5.878583320828521,3.206252045268113,4.751097134223527,1.8204678766002291,Iris-versicolor
+30,5.392608448044162,3.8986672618128866,1.6948942112775267,0.38903906487149187,Iris-setosa
+31,4.503334771643996,2.3004358357966392,1.3121528603677932,0.30937718138054593,Iris-setosa
+32,5.493298166295339,4.212503051631183,1.3770965867982181,0.2,Iris-setosa
+33,4.888691700580859,3.1099394041662802,1.4915262523925679,0.10000017092490368,Iris-setosa
+34,6.112577835425852,2.5982281751610223,5.594189680024064,1.4194098275281128,Iris-virginica
+35,4.60260768366448,3.603278969485276,1.0000004580205117,0.2,Iris-setosa
+36,5.055713586906871,3.348989704487347,1.3788050986179017,0.2,Iris-setosa
+37,6.483880837978207,3.0353156095335265,5.514695950857905,1.7815071096454982,Iris-virginica
+38,5.129022310239804,2.5730231824116774,3.407360994173054,1.3270820055975747,Iris-versicolor
+39,6.478680566849757,2.999784800260755,5.494494985250349,1.8043117192625087,Iris-virginica
+40,4.903797767775335,3.004226714015853,1.3809489760185745,0.2,Iris-setosa
+41,4.889713064592213,2.3976401994640537,3.666172119124207,1.0162635786353889,Iris-versicolor
+42,5.99628582208621,3.3729571788553714,4.554498032341691,1.61017695111569,Iris-versicolor
+43,5.820282675443354,2.7191560352222544,5.097758617552153,1.896321079630203,Iris-virginica
+44,6.397530688910862,2.7235190823827486,5.392374115501891,1.8947280520525898,Iris-virginica
+45,7.699998582424793,2.7799057920259997,6.69999849982617,2.000136604247283,Iris-virginica
+46,6.511747371755782,2.9521971698607263,4.362096874585381,1.363273160461616,Iris-versicolor
+47,5.801672386256069,2.803801125270134,5.114697295355313,2.399391457029771,Iris-virginica
+48,6.381823511431807,3.209321757521869,4.496212553169269,1.5042452397839179,Iris-versicolor
+49,5.076443930688299,2.4881056626775293,2.9919338860420153,1.0042819715773503,Iris-versicolor
+50,7.699998646515178,2.818056842834964,6.699998702130136,1.995723142337949,Iris-virginica
+51,4.400000598002624,2.900686373018975,1.404610148807208,0.2,Iris-setosa
+52,5.227779674616068,3.4126483363593656,1.3937352720541631,0.2,Iris-setosa
+53,7.69999898042887,2.8083690836140582,6.7,2.007718851571235,Iris-virginica
+54,5.68066796970502,4.4,1.4880483195068648,0.3830176004797868,Iris-setosa
+55,5.080597396788787,3.500348000014375,1.3634479191020306,0.2944841274617121,Iris-setosa
+56,6.428702713090442,3.20132971486505,4.477492966586081,1.4943069275868244,Iris-versicolor
+57,5.418773735049578,3.392761655009946,1.785099918961651,0.2,Iris-setosa
+58,6.275192514993256,2.505246235787054,4.8735094856181265,1.497593232189172,Iris-versicolor
+59,5.790021688291205,2.8023150517742654,5.0985199376451416,2.4077049355532125,Iris-virginica
+60,6.287919200742357,2.4948701883206765,4.87473844465286,1.4950573613183993,Iris-versicolor
+61,4.997278807110749,3.5966694429120634,1.4003740750130649,0.2,Iris-setosa
+62,5.8002548478710825,2.729944111905219,5.13271193473495,1.8946551443529909,Iris-virginica
+63,6.405746161470012,3.0890884564462255,5.501702285542892,1.803412488119838,Iris-virginica
+64,5.696180639053939,2.4934472770320877,5.010208838909111,2.024099050978794,Iris-virginica
+65,6.293923253778918,2.7867293536301787,5.080708457593693,1.509863693561407,Iris-virginica
+66,7.7,2.789897840962305,6.7,1.995885746537536,Iris-virginica
+67,7.699998645441206,2.7698387392878834,6.699998594810379,1.9905385845092085,Iris-virginica
+68,5.419218897128811,3.385789409687797,1.8580059765939878,0.2,Iris-setosa
+69,6.164188588668866,3.276185882737868,4.573948387879377,1.5685610806823476,Iris-versicolor
+70,6.127118630865473,3.010498458719314,4.560692953024279,1.4043811069284309,Iris-versicolor
+71,6.021958476843009,2.699736068257842,5.1270848954154395,1.6056112100665652,Iris-versicolor
+72,7.7,2.802398364871014,6.7,1.997144829868298,Iris-virginica
+73,6.280530727904623,2.4841159199673277,4.8515075153006615,1.489280731189907,Iris-versicolor
+74,6.7539367364636504,3.297080116967363,5.674808008781897,2.5,Iris-virginica
+75,6.768153921887683,3.3115361572035282,5.681365608144857,2.5,Iris-virginica
+76,4.4,3.215629097415677,1.3002356841418892,0.2,Iris-setosa
+77,6.01002645163355,3.4035436048803027,4.529006127046403,1.6097953388647679,Iris-versicolor
+78,7.699998898291561,2.7796736663283443,6.7,2.030478655165687,Iris-virginica
+79,5.687582144535258,4.39999917064474,1.4920632420556093,0.45203459862385387,Iris-setosa
+80,5.493959230327979,4.2032211337302146,1.4003673129406329,0.2,Iris-setosa
+81,6.405657744716597,2.6969373261576486,5.297231421426472,1.8992404263194371,Iris-virginica
+82,6.473116445511684,3.0017055300339375,5.458629405192059,1.8072353314017866,Iris-virginica
+83,6.301578714651883,2.473871666936275,4.84550428745106,1.4913593129751044,Iris-versicolor
+84,5.470998427645883,3.005807542168781,4.534079624995699,1.5032923624205639,Iris-versicolor
+85,6.336748931225548,3.3933160186784903,5.636264384913013,2.387997644109027,Iris-virginica
+86,6.42391051295776,3.0883919691317487,5.485736634731746,1.8024036652432536,Iris-virginica
+87,5.660871162759911,4.399999067635962,1.4881167188806377,0.3890686148998583,Iris-setosa
+88,7.7,2.793116392353937,6.7,2.0018827732653794,Iris-virginica
+89,6.013429020830246,2.696010092264161,5.113350787104513,1.6007926327395894,Iris-versicolor
+90,5.096692799898112,3.7622093603675757,1.6396403930177292,0.39712656559947135,Iris-setosa
+91,6.482531888260092,3.0030459919287407,5.500290470586001,1.7842107504971936,Iris-virginica
+92,5.414189468724702,3.9137353600926277,1.300620698731387,0.4169431959075871,Iris-setosa
+93,6.305591298735176,2.924713150844539,5.5560412769289815,1.8199354278403044,Iris-virginica
+94,4.603341155458453,3.635355621770003,1.0000004611339448,0.2,Iris-setosa
+95,5.723510107596585,4.3999992826737415,1.5151198098462264,0.3901582876350651,Iris-setosa
+96,5.005105916638214,3.271941190385316,1.366021759699836,0.2,Iris-setosa
+97,5.493933124117922,2.406828247161548,3.7794614137178275,1.1246682857686434,Iris-versicolor
+98,5.711373523216174,4.399999274205139,1.4999376660613093,0.4395710844744719,Iris-setosa
+99,4.604090016751057,3.173335012981179,1.4060158356691257,0.2,Iris-setosa
+100,6.304178224193819,2.5051727870433833,5.0098780223535435,1.892706240893866,Iris-virginica
+101,5.607308664902867,2.686934861285385,4.182115911715202,1.299193440280776,Iris-versicolor
+102,5.115494071026561,3.2922343222119856,1.8008383097316323,0.49948177044654596,Iris-setosa
+103,5.945572135404417,2.723464563769094,5.043059168810467,1.5691060979973084,Iris-versicolor
+104,5.686892418112291,4.399999238936672,1.4986265990391066,0.37863807809893935,Iris-setosa
+105,6.712518749925734,2.997655233867044,5.012267181657885,1.7140784574055292,Iris-versicolor
+106,6.698095914681107,3.280403569037106,5.686974415592829,2.2021307478285532,Iris-virginica
+107,4.58128731619783,3.654848502706385,1.0,0.2,Iris-setosa
+108,5.187372772818315,3.485012747184817,1.4989912562098529,0.2,Iris-setosa
+109,6.7814305122354375,3.226246903067157,5.7558704903619144,2.259016158837646,Iris-virginica
+110,6.396901494106778,2.8863007134760177,4.281278607204857,1.291294857404549,Iris-versicolor
+111,5.806196602659525,2.8167528621117444,5.09554279479626,2.4008891146956923,Iris-virginica
+112,6.280071095802842,2.4952536308754483,4.903480510669109,1.5115829077750473,Iris-versicolor
+113,6.013460262345634,3.417613523417924,4.533202309252931,1.6164011712703867,Iris-versicolor
+114,5.503829631157382,2.4200404569542635,4.08312887555894,0.979357911536103,Iris-versicolor
+115,5.498430091183486,2.388020000068868,3.708599105217993,1.0150302400855287,Iris-versicolor
+116,7.7,2.760217901528737,6.7,2.03619919654264,Iris-virginica
+117,6.110445190278714,2.5975032668595306,5.643331196163769,1.3917241278872114,Iris-virginica
+118,5.115496145858237,3.8204916731868193,1.8528887036645825,0.4406066317192212,Iris-setosa
+119,4.501043646925524,2.30337805798762,1.3144906210626761,0.3017339132131631,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..4da25c5d11dcc7875bb495e8fc55fa5fbc683d26
--- /dev/null
+++ b/iris/tab_ddpm/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.884131024808872,2.9967074181112188,1.3843753953875408,0.2,Iris-setosa
+1,5.455670298998022,3.0024910999706713,4.480603972653929,1.5086490200576916,Iris-versicolor
+2,6.84359236177456,3.009732259119387,5.524027729369071,2.1226067693744053,Iris-virginica
+3,6.697421266536964,3.0560505730402814,4.831411434717723,1.5669511959122426,Iris-versicolor
+4,6.380911083518186,3.061529520751773,5.489271354321061,1.8014506708038434,Iris-virginica
+5,5.784561137521966,2.7124014819655677,5.111967995846167,1.8933750843346195,Iris-virginica
+6,6.680478610657323,3.1020825921255897,4.425323920846825,1.4017212620429864,Iris-versicolor
+7,4.992388295332434,3.375540393423095,1.5188562735510323,0.2,Iris-setosa
+8,4.9271182486243,3.487612557049925,1.310772796608404,0.3258707969906487,Iris-setosa
+9,5.136520612911143,3.421555537544216,1.486864367473407,0.2,Iris-setosa
+10,5.059793791214972,2.4898906650821413,2.825843644616608,1.0300889257865866,Iris-versicolor
+11,6.298821238184157,2.7030568403400137,4.897173685890695,1.7806392732147374,Iris-virginica
+12,6.001085601349223,2.2000003274555953,4.978967618461903,1.4998947544528032,Iris-virginica
+13,5.429031136999266,3.0002814926042047,4.50369166465732,1.4987845189801086,Iris-versicolor
+14,4.968042285448747,2.427964315805525,3.181282461236492,0.9918291612232376,Iris-versicolor
+15,5.040834967055711,3.3156725680524404,1.4025216087685453,0.2,Iris-setosa
+16,5.59759270257189,3.0010611782059726,4.107241464423948,1.3076605673592332,Iris-versicolor
+17,5.7859342537125,2.699771044050948,5.1031253479016785,1.8978996233014447,Iris-virginica
+18,5.597469955927243,2.701730384107952,4.206422754033935,1.3018518279686826,Iris-versicolor
+19,4.4,3.140914111220055,1.3108810992304383,0.2,Iris-setosa
+20,5.4990088301288305,2.3982979513288063,3.6080878722576784,1.083888651928063,Iris-versicolor
+21,4.996268884357021,2.4561896120344007,3.243143619111985,1.0283542606856515,Iris-versicolor
+22,5.104626492939039,3.7800625500169622,1.694014234210531,0.4094719095309592,Iris-setosa
+23,5.802587057558483,2.7079763144106845,5.104877970962735,1.8948945922988982,Iris-virginica
+24,5.3018869416233265,3.734474806670251,1.4957067401389113,0.2,Iris-setosa
+25,5.88843084218348,3.0053750613417507,4.175472719036755,1.4978816793939491,Iris-versicolor
+26,4.4,3.204060637016599,1.2977730825228928,0.2,Iris-setosa
+27,6.702624133072104,3.0987689734135384,4.3957034234434795,1.3988756736471577,Iris-versicolor
+28,5.014652163085885,3.2842708577192834,1.3892566000921356,0.2,Iris-setosa
+29,5.896092950976384,2.9865516835671864,5.124060314490083,1.8185700776329374,Iris-virginica
+30,5.801116554764869,2.709685766799922,5.106439629597955,1.905802971328045,Iris-virginica
+31,5.092681803307952,3.7720019768213553,1.6194963789202446,0.2,Iris-setosa
+32,4.40000045193379,2.918282183486089,1.3941224480974819,0.2,Iris-setosa
+33,7.699998814887284,2.8046445430373463,6.6999987770247795,1.9773698127311392,Iris-virginica
+34,6.395235389244485,3.003940767809923,5.506612363503161,1.7870582607047367,Iris-virginica
+35,5.4970033944035555,2.605665274844476,4.390345451783468,1.2179539420843193,Iris-versicolor
+36,6.298470076477565,2.783889214213222,5.116956761745408,1.4832513075829195,Iris-virginica
+37,4.588966386664665,3.60588008592264,1.0,0.2,Iris-setosa
+38,4.585776809228174,3.2150254973480092,1.3918024031344876,0.2,Iris-setosa
+39,5.135907008184789,2.486557980293834,3.345368620376613,1.1836150109364363,Iris-versicolor
+40,5.09891523385129,2.49448086688185,3.0145547180595296,1.0876546340834756,Iris-versicolor
+41,5.910805965730172,2.9987859552302103,4.188935673145226,1.499965875376712,Iris-versicolor
+42,6.80270547324524,3.0002252660858613,5.4787727642910165,2.081701398657786,Iris-virginica
+43,7.7,2.7882146845203843,6.7,2.007710521838786,Iris-virginica
+44,7.7,2.736984673766733,6.7,2.06889321454873,Iris-virginica
+45,5.91214884069399,3.2211189714880812,4.796815244987144,1.8005881327997924,Iris-versicolor
+46,7.7,2.8265773043365154,6.7,1.977297360741904,Iris-virginica
+47,4.826037339632078,3.4019264431567215,1.6013797275209647,0.2,Iris-setosa
+48,5.4997085879217025,2.3995602797399957,3.8513476608040955,1.0612438948911485,Iris-versicolor
+49,5.111079110181383,3.3055229950314127,1.742908166997276,0.5317949783517388,Iris-setosa
+50,7.69999885565084,2.809867868912109,6.7,1.9831932713210523,Iris-virginica
+51,5.994125780909834,2.200000310239522,4.993681507007763,1.4831475029683046,Iris-virginica
+52,4.806435559168634,3.3932346458465585,1.5863923246716216,0.2,Iris-setosa
+53,5.790773401849923,2.704081721241604,5.097855974489921,1.8961995317650657,Iris-virginica
+54,4.983830094132003,3.3039959336647695,1.3961782625375243,0.2,Iris-setosa
+55,6.739544537262899,2.9933035349346624,5.012951440288455,1.70753775748476,Iris-versicolor
+56,5.1235635167486615,3.3572684949109712,1.4031732767237448,0.2,Iris-setosa
+57,5.988820832607729,3.428548090322376,4.539523341023061,1.5809296396657802,Iris-versicolor
+58,6.001924185427912,2.2,5.002052152881994,1.5020699783426983,Iris-virginica
+59,5.896634274560487,2.994768780269211,5.0781285094498605,1.800718409373342,Iris-virginica
+60,6.014509796048849,2.9818466858005963,4.856352252343448,1.7877028148374792,Iris-virginica
+61,5.4759759238834,2.4065736849123365,3.6347950548078796,1.0186499578551689,Iris-versicolor
+62,5.945722276931939,2.9962209694171955,5.024903668501537,1.7947369124035455,Iris-virginica
+63,5.800917629881082,2.707745449856168,5.098738114062654,1.8899009599545802,Iris-virginica
+64,5.896979641994449,2.9915299501383403,5.096653786934365,1.8171078662484073,Iris-virginica
+65,4.589954782423777,3.6042672746811717,1.000000396197961,0.2,Iris-setosa
+66,5.010339037095201,3.5728553179800797,1.3944833363838938,0.2,Iris-setosa
+67,6.313932608093034,3.2186227330262285,4.5127771841100115,1.4995502729976933,Iris-versicolor
+68,6.318041749813449,2.717581803504995,4.860970339571595,1.7710428539214158,Iris-virginica
+69,6.0963762726052355,2.603552814190269,5.610919162721845,1.389350684873033,Iris-virginica
+70,5.054544427000769,3.3837517681441627,1.4921870502666088,0.2,Iris-setosa
+71,6.228978594588611,3.4307149571463738,5.661496052681808,2.403594097821014,Iris-virginica
+72,5.104711932525292,3.792899792020951,1.6185611416437822,0.2,Iris-setosa
+73,5.472831209349973,2.4100450865158534,3.607283833012754,1.0962204956581956,Iris-versicolor
+74,5.484568011084364,2.3961653221493657,3.7768904844887423,1.0634289242015167,Iris-versicolor
+75,5.118619129614929,3.398785266885917,1.506534887459892,0.2,Iris-setosa
+76,5.85681438530323,2.803603578981431,5.09921522045629,2.3982304632368003,Iris-virginica
+77,5.322996226941939,3.608692960504318,1.509531305654484,0.2,Iris-setosa
+78,5.816590338161289,2.8021096815436977,5.10922442212216,2.4001659767365315,Iris-virginica
+79,5.800284305787884,2.704641531413154,5.091415911617226,1.8808634282679624,Iris-virginica
+80,4.9024578904588925,2.4150762529198575,3.222810554846766,1.0236266182527811,Iris-versicolor
+81,6.633788820320616,3.101576465373379,4.409445724740995,1.4277491749740934,Iris-versicolor
+82,7.260252684768153,2.9239108827334057,6.231507532695765,1.8378527147234833,Iris-virginica
+83,5.022256686490312,3.31795137636116,1.4023359767326504,0.2,Iris-setosa
+84,5.41110411640196,3.9025784263636916,1.2919033696796296,0.405647037466934,Iris-setosa
+85,6.062477284757827,2.99242689974746,4.576140289102041,1.3905064440833823,Iris-versicolor
+86,5.105595213873981,3.8054206713346534,1.5985985805661738,0.2,Iris-setosa
+87,5.306615236829611,3.714709374348826,1.5110155019955611,0.2,Iris-setosa
+88,5.893999409315665,3.000868094277273,5.114233104820394,1.8205806739294412,Iris-virginica
+89,4.636501901391799,3.5851537118793986,1.0000004144213888,0.2,Iris-setosa
+90,6.694819646302557,3.1051950472733703,4.383318501778457,1.3886024668552706,Iris-versicolor
+91,4.596635491908242,3.2029637303959944,1.3841494988335035,0.2,Iris-setosa
+92,5.659787813018282,4.4,1.5102749442765244,0.37053315967827843,Iris-setosa
+93,5.594322107314802,2.9951370211124533,4.112107114366968,1.2971525897409446,Iris-versicolor
+94,7.7,2.795234627436343,6.7,2.0185056699442523,Iris-virginica
+95,5.991783375570079,3.430824350871008,4.53973012986083,1.6451372518139191,Iris-versicolor
+96,6.696810976370034,3.279159738374147,5.668686483688591,2.499999442479279,Iris-virginica
+97,5.7881232611978835,2.9915187803186822,4.301374085856488,1.4856533387652182,Iris-versicolor
+98,4.912192976919485,3.011338683954281,1.4020353999534432,0.2,Iris-setosa
+99,5.010002201749095,3.317509291907757,1.3958786403563832,0.2,Iris-setosa
+100,5.8026238441901015,2.6873986468126083,5.092224165332906,1.8966705420931134,Iris-virginica
+101,5.1056803826877735,3.3902430615479586,1.490365150248332,0.2,Iris-setosa
+102,4.497053034214554,2.296821179735246,1.3060325388859502,0.27926623498726716,Iris-setosa
+103,5.3866150423696455,3.4030437436251573,1.7118676237106045,0.2,Iris-setosa
+104,5.4102621424858715,3.415321165501451,1.6668483871298152,0.2,Iris-setosa
+105,6.6917078217171735,3.00631643665213,4.9898129369204005,1.695147585119568,Iris-versicolor
+106,5.726990151946922,3.007121411392405,4.25380099492332,1.33331023825063,Iris-versicolor
+107,5.653379958507697,3.0018172844091153,4.480768041264513,1.4983132908482895,Iris-versicolor
+108,6.636481355856197,3.0280536189219496,4.389390629317844,1.4072289102256017,Iris-versicolor
+109,4.4000004774214485,3.1949289193932002,1.3081534438503977,0.2,Iris-setosa
+110,6.2787752047521685,2.8908463974312353,5.604549921337261,1.811016430868436,Iris-virginica
+111,5.378646034475804,2.995729894469418,4.497352567259408,1.4984602783207785,Iris-versicolor
+112,5.79168350170196,2.6981124627301747,5.107888808566288,1.8972906242690684,Iris-virginica
+113,6.273811369549581,3.4053639537580764,5.645187388694691,2.4040269900374094,Iris-virginica
+114,4.4,2.890087622810643,1.4041525141144529,0.2,Iris-setosa
+115,5.3259322640138995,3.8772948042681734,1.9503199771684747,0.4415530867541489,Iris-setosa
+116,4.60388419058841,3.2088971319853106,1.4015391972369813,0.2,Iris-setosa
+117,6.931460438227288,3.1914266422299225,5.740203356265596,2.291929757766282,Iris-virginica
+118,5.294074427932284,2.9542060729578585,4.342462211666606,1.4740531408649407,Iris-versicolor
+119,6.542241319325694,3.1609578772232565,4.4563978839642555,1.4675468374956733,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..7822d6f7a50a5676b945d4acb50bc785de1523d1
--- /dev/null
+++ b/iris/tab_ddpm/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.096557754147329,2.5059522270068806,3.146523615024516,1.145060115539008,Iris-versicolor
+1,6.401073206299011,3.200018860636117,4.5369685811975025,1.4915087509688179,Iris-versicolor
+2,5.386333590960226,3.890500544093714,1.697408771071648,0.39534371048915573,Iris-setosa
+3,5.190743294782917,3.471621306063181,1.4887813443552356,0.2,Iris-setosa
+4,6.422325585241478,3.0883846741777727,5.504576551570667,1.8100611863505154,Iris-virginica
+5,4.592901124177965,3.6007176946953066,1.0000005919833628,0.2,Iris-setosa
+6,5.450300237988434,2.4124710874210784,3.565902529860116,1.0501935519146044,Iris-versicolor
+7,5.797953635027542,2.7426847546640083,5.12851005046733,1.8912327726859601,Iris-virginica
+8,5.096121288723693,3.7382241328823596,1.5990692785086702,0.4002246609193126,Iris-setosa
+9,6.289822040264122,2.8789056415816745,5.596364461591809,1.7956512468162342,Iris-virginica
+10,6.103985702085299,2.604570841103715,5.623075147817482,1.4055552261541109,Iris-virginica
+11,6.276503277724057,2.886557712895777,5.637041018211135,1.805831291689141,Iris-virginica
+12,6.422261392634326,3.19963471355857,4.502298381872746,1.4841453915255773,Iris-versicolor
+13,6.429851470026956,3.072537969100399,5.49885146252056,1.7672787545896067,Iris-virginica
+14,7.699998900104665,2.828705167479954,6.699998854126436,1.9886080238888346,Iris-virginica
+15,4.585466850633925,3.207319132377083,1.397670238211891,0.2,Iris-setosa
+16,6.287033590311643,2.7068415073188135,4.912771150428324,1.8011709764647892,Iris-virginica
+17,5.776867238153047,2.799805675899207,5.099729024138489,2.412700140149738,Iris-virginica
+18,5.709906104090809,4.4,1.5223934170117723,0.46749439216999045,Iris-setosa
+19,5.234395780133917,2.72744247465403,4.023236494981932,1.4072977607287998,Iris-versicolor
+20,6.007552649976295,3.0093958181584046,4.7526544689229775,1.8088807374066196,Iris-virginica
+21,5.803181045613793,2.812068278818652,5.097211597767566,2.3991848840114764,Iris-virginica
+22,5.093417635320328,3.747498557173482,1.5932736523938336,0.46002595577677596,Iris-setosa
+23,4.595558354890261,3.6099890027471,1.0,0.2,Iris-setosa
+24,5.663611271051222,4.399998837881398,1.4990970117791642,0.39531687029556833,Iris-setosa
+25,5.811566394169327,2.7163303474119918,5.107041027990812,1.8907433571640961,Iris-virginica
+26,4.989174633788094,3.57752452034163,1.4011672152457024,0.2,Iris-setosa
+27,5.210775247811393,3.4679164287744966,1.5244874935139665,0.2,Iris-setosa
+28,5.991130889916942,3.4006388825825766,4.440074112761577,1.5544953326050717,Iris-versicolor
+29,6.435570696376505,2.914434193494165,4.347991174169311,1.3271007055850987,Iris-versicolor
+30,5.402686267137955,3.9173128748611945,1.7615786770764292,0.39462462457355496,Iris-setosa
+31,6.39198461767923,3.041953684344374,4.970620370943995,1.6587486631880022,Iris-versicolor
+32,5.210147277350956,3.4046353225634265,1.4047732363393943,0.2,Iris-setosa
+33,5.919143286129832,3.006173027555021,4.202558248349423,1.501573069845566,Iris-versicolor
+34,5.025141914983148,3.327092000082099,1.403119290832667,0.2,Iris-setosa
+35,5.4694500425590356,3.002339802550431,4.541415941104506,1.5050565492127954,Iris-versicolor
+36,5.493330826164638,4.189107256944299,1.3925680099599556,0.2,Iris-setosa
+37,6.693580462297272,3.10203134773966,4.399177717604154,1.4014063422758007,Iris-versicolor
+38,5.699583717329989,4.399998980611667,1.4878825098896096,0.35218045205354676,Iris-setosa
+39,6.004648981984087,2.722544141033154,5.099643557059341,1.5988236498724395,Iris-versicolor
+40,7.05939103883011,3.013758639477781,5.8089662260773425,2.1268342698871976,Iris-virginica
+41,5.099460958862481,3.292162076963283,1.7950267617682307,0.47079289345225284,Iris-setosa
+42,7.7,2.7814928749658328,6.7,2.047151374888727,Iris-virginica
+43,5.226676065685888,3.5404548488394982,1.495590249843691,0.2,Iris-setosa
+44,5.160400035653277,3.457809402753576,1.494088446583473,0.2,Iris-setosa
+45,7.313742944164914,2.9005229082026025,6.325913970772876,1.7826945016093705,Iris-virginica
+46,4.4,3.210379053958358,1.2752921407087645,0.2,Iris-setosa
+47,5.1252992981843875,3.4429691520831867,1.501629402144889,0.2,Iris-setosa
+48,4.992762530312563,3.5979148187054237,1.4005877445671353,0.2,Iris-setosa
+49,4.599680796739927,3.5913546208540263,1.0000004070633313,0.2,Iris-setosa
+50,6.459147833007423,3.173251957535329,4.438736319373678,1.4876966251866512,Iris-versicolor
+51,5.992985470500693,2.2,4.991898643835855,1.5148674910726412,Iris-virginica
+52,5.0654512599236865,2.491230500260845,2.908149120762272,1.107513302179508,Iris-versicolor
+53,5.506579334301759,2.4036633917531685,3.4378376633828713,0.9261395699067201,Iris-versicolor
+54,5.6934395957501565,4.4,1.5125450599896433,0.38182767334251866,Iris-setosa
+55,5.895878529610574,3.001359780978174,4.26047712410945,1.4990637095704087,Iris-versicolor
+56,4.618102793402857,3.6012907879153957,1.0000004024236722,0.2,Iris-setosa
+57,5.492876505167767,4.184903737604307,1.4014127106942498,0.2,Iris-setosa
+58,5.484231068709381,2.9954687745541744,4.5140385060826596,1.4844206191112594,Iris-versicolor
+59,5.1032038350246065,3.310964816324777,1.6840019167794913,0.522658055873212,Iris-setosa
+60,6.449326922213884,3.196779733565907,4.482957968983629,1.510789643378045,Iris-versicolor
+61,6.453333592732236,2.930214742516555,4.314354907450406,1.3289021827178629,Iris-versicolor
+62,4.591185785246821,3.6413829955778594,1.0,0.2,Iris-setosa
+63,6.3955575531107645,3.153914125242433,4.517617227596748,1.4811077359081077,Iris-versicolor
+64,4.500371737020002,2.30986487307927,1.298322200405524,0.32223002803734624,Iris-setosa
+65,5.406199895939998,3.393991525047117,1.6947579166053055,0.2,Iris-setosa
+66,6.243992847864537,2.3011427674533587,4.338251038304553,1.3101284897865324,Iris-versicolor
+67,4.599996410685812,3.6066829642640608,1.0000003676465137,0.2,Iris-setosa
+68,6.817929861357654,3.184206890316885,5.599125265171079,2.269212638575751,Iris-virginica
+69,4.985459470215252,3.5119149709421285,1.314450905406857,0.321299241912165,Iris-setosa
+70,6.696957083836098,3.3003036347056196,5.726584264038727,2.5,Iris-virginica
+71,5.31280464182162,3.701511280493378,1.4975016477413807,0.2,Iris-setosa
+72,6.683634136765525,3.2799070167404487,5.748165412978065,2.0977042599167808,Iris-virginica
+73,5.79152856743344,3.0971635600059,4.659810797396671,1.6248410005291327,Iris-versicolor
+74,6.31601119918148,2.2982540692986695,4.404794120415928,1.3007288633815364,Iris-versicolor
+75,5.51189711596047,2.4019926589611234,3.657449726109615,0.9629975845890288,Iris-versicolor
+76,5.029764210121743,3.2819457237091547,1.3774133095355112,0.2,Iris-setosa
+77,4.911759116360629,3.0065735296675307,1.4017664956825209,0.2,Iris-setosa
+78,6.094280951928586,2.6091215375507404,5.59775375376913,1.38083594740004,Iris-virginica
+79,5.525061431674357,2.993489814710161,4.4631256782987725,1.4976564989337875,Iris-versicolor
+80,6.329417398257325,2.910131059405023,5.574382007382828,1.7949614695933778,Iris-virginica
+81,5.422293473256372,3.003516070996892,4.514716562558287,1.5063539205337118,Iris-versicolor
+82,6.207266374930866,2.5052121494876554,4.993188980836097,1.9121801052512055,Iris-virginica
+83,5.3803971627186735,3.8922710133015666,1.3142411005775956,0.3953089425035421,Iris-setosa
+84,5.095257695452079,3.387732003938226,1.4997205592874476,0.2,Iris-setosa
+85,5.766612759207797,2.6745390520004233,5.099421749442259,1.9170394665762358,Iris-virginica
+86,5.4080980148034286,2.990212339308632,4.478853351677689,1.497069576197898,Iris-versicolor
+87,6.000554261670844,2.723074787427602,5.098052624617099,1.6128623408025964,Iris-versicolor
+88,6.5059443472429015,2.978115872082832,5.552478993303546,1.8020100418487002,Iris-virginica
+89,7.699998390708858,2.8000960560212502,6.699997960411041,1.9920806659348798,Iris-virginica
+90,4.596794246893416,3.207151367204059,1.4039408928654404,0.2,Iris-setosa
+91,5.076841399030203,3.567543802633575,1.487662660338662,0.2,Iris-setosa
+92,5.60589822184138,2.9985891664574225,4.093337860740133,1.3009211648408248,Iris-versicolor
+93,6.37236964944069,2.6795304893148986,5.2496855817175865,1.9016430735851109,Iris-virginica
+94,5.376329434978131,3.410830825710891,1.682179952417224,0.2,Iris-setosa
+95,5.1104472759984985,3.8197846882270587,1.5797870782926233,0.2,Iris-setosa
+96,6.345592740310394,2.7905315076280104,5.094444466451311,1.4970041884245193,Iris-virginica
+97,6.370839312083075,2.8924720491486613,4.325862417494996,1.294651943250725,Iris-versicolor
+98,4.4,2.8949061715594198,1.3977197128089744,0.2,Iris-setosa
+99,5.71399376194067,2.4914450441421248,5.013408801872743,1.9978650289183244,Iris-virginica
+100,5.793708034446073,2.7016481381330624,5.116128700913002,1.896356472515396,Iris-virginica
+101,6.124156053750907,2.601762211769711,5.63263381773625,1.3926789683787972,Iris-virginica
+102,5.713289666516712,4.399998668212994,1.494439124007583,0.3976088483020087,Iris-setosa
+103,7.347322301488918,2.878748278624043,6.339887772751329,1.7993987669987948,Iris-virginica
+104,6.855684562735097,2.9996563840571024,5.546787319130729,2.110098281604844,Iris-virginica
+105,5.795016662390883,2.8081350293060447,5.095881831662918,2.403752230303719,Iris-virginica
+106,5.440431726203877,2.9973569502514223,4.521137480335299,1.5106228866397724,Iris-versicolor
+107,7.69999883479499,2.813070311404576,6.699998644627559,2.013688698296111,Iris-virginica
+108,5.477642749235357,3.0028349043978517,4.545634317742286,1.5072522231435814,Iris-versicolor
+109,4.909475003103779,2.3940660380781393,3.28221803335025,1.0152601205387564,Iris-versicolor
+110,5.700348525974043,2.4877984001910627,4.9959958189709495,2.0020613303876664,Iris-virginica
+111,4.585580117513099,3.4070996014827593,1.4008313651912898,0.29866955902147824,Iris-setosa
+112,6.685763916506218,3.3033349169152935,5.711976097450492,2.119103629325564,Iris-virginica
+113,5.4082067636354525,3.0031749503185647,4.493842471292994,1.5054296999185586,Iris-versicolor
+114,5.371384177599229,3.8789691996380307,1.8000417060798952,0.3867410742045624,Iris-setosa
+115,5.093147015953749,3.7317930907751027,1.5498235029523797,0.42428985068683017,Iris-setosa
+116,5.798098108349463,2.7114326962368924,5.0953047445521475,1.8891089842644402,Iris-virginica
+117,5.149252078292294,3.795611960470461,1.550392427211373,0.2,Iris-setosa
+118,6.754627470409131,3.2997747241426643,5.695228235651435,2.5,Iris-virginica
+119,6.0031286178800825,3.3702165421435826,4.523559114258945,1.587919157886496,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..a0430bfa2857f4cc9ecaec96489f7b6207bd58fb
--- /dev/null
+++ b/iris/tab_ddpm/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7765627660227388,6.699998826927951,2.004302376448894,Iris-virginica
+1,4.813189279138311,3.3963569086124568,1.5904643895029886,0.2,Iris-setosa
+2,5.209076115526196,2.7056733593989857,3.942077269267317,1.3954098957804701,Iris-versicolor
+3,6.737109295345223,3.1054407697566075,4.3883947485093175,1.3835578157844337,Iris-versicolor
+4,4.602014252998143,3.209534827678107,1.3976632113864735,0.2,Iris-setosa
+5,5.0864979964087755,3.3148855418875467,1.344489517924295,0.2,Iris-setosa
+6,5.485081772410847,4.204147983211274,1.3902458559772337,0.2,Iris-setosa
+7,5.194833513278882,3.3984340507444917,1.4068799035198887,0.2,Iris-setosa
+8,5.003973373482497,3.3055961340414717,1.4008921795931528,0.2,Iris-setosa
+9,6.429568873642347,3.0909705374647913,5.509292081236413,1.7957094018826645,Iris-virginica
+10,7.000169241073992,3.20165072342976,5.733699268398004,2.3013412720003132,Iris-virginica
+11,5.343246159045649,3.8316495687883085,1.478037903845409,0.2,Iris-setosa
+12,7.6999981247277605,2.79179414460066,6.699997833965561,1.9873555144885442,Iris-virginica
+13,5.579775934132985,3.003170424738236,4.105947437563156,1.305719703460707,Iris-versicolor
+14,5.500527621405826,2.387661873461371,3.6344434403015415,1.057983826028109,Iris-versicolor
+15,6.31158215293857,2.9078774227583604,5.5951019462044425,1.8100089282978675,Iris-virginica
+16,7.320411809560361,2.907175676018226,6.339740925900363,1.7882570415561052,Iris-virginica
+17,6.276765489542834,2.520728640513178,4.868816163699037,1.5034888548092986,Iris-versicolor
+18,6.858615148616625,3.206449017760835,5.695892021182189,2.2820022689709556,Iris-virginica
+19,7.104826153098447,2.990582806271942,5.779284683626532,2.138200272581328,Iris-virginica
+20,5.712983219601654,2.4898851482431454,4.9980718269128594,1.9942777454942326,Iris-virginica
+21,7.7,2.8144860954398148,6.699998885226071,1.9832967521815796,Iris-virginica
+22,6.703831378338423,3.2743777741515094,5.645462799549879,2.499999328545049,Iris-virginica
+23,5.4170310492150024,3.8909768675410934,1.2972046051537793,0.3998414841770947,Iris-setosa
+24,5.00667198634191,3.2194783619758445,1.2017404604994764,0.2,Iris-setosa
+25,6.558593396746935,2.9741587209425897,4.3506992997226055,1.3786569865408849,Iris-versicolor
+26,5.1685593434928165,3.46507278347221,1.4906285041692233,0.2,Iris-setosa
+27,5.18016590797835,3.492554601814886,1.498170805422645,0.2,Iris-setosa
+28,6.744101934012267,2.9965285988754657,5.476209760016902,2.0830052019677954,Iris-virginica
+29,6.334062767452595,2.9239676391867033,5.5890707674125935,1.8086159734982559,Iris-virginica
+30,6.325188085878519,3.4122908373845013,5.595875846373043,2.3961755355091063,Iris-virginica
+31,6.667248695893652,3.3094739727258147,5.744216154024519,2.5,Iris-virginica
+32,5.112893455780067,3.7959905210014577,1.8757038548834342,0.40322100869258537,Iris-setosa
+33,6.319146337349955,2.506457386455782,4.908876920162516,1.5178295414667446,Iris-versicolor
+34,5.869837739568762,3.00493145619007,4.201107517084347,1.488369676787409,Iris-versicolor
+35,5.1143543576783275,2.5007856695561985,3.209008276430957,1.1293945407902313,Iris-versicolor
+36,6.673460085056543,3.2751982770454218,5.653989448036359,2.066396845799644,Iris-virginica
+37,6.682644560934307,3.081175731063779,4.541292806558216,1.4530044104285609,Iris-versicolor
+38,4.788505695124878,3.402737973978999,1.6081722152748,0.2,Iris-setosa
+39,5.386809313357851,2.9975419389250004,4.494284624675779,1.4955631756870262,Iris-versicolor
+40,4.8210534281119095,3.391557605318747,1.6212750545819172,0.2,Iris-setosa
+41,5.796464981385918,2.6987593682878757,5.103860181684642,1.9018959467850742,Iris-virginica
+42,6.334126831244674,3.3823297102661645,5.620208393084145,2.3897645799076694,Iris-virginica
+43,4.940051035174106,3.299451778036078,1.4020019294409929,0.2,Iris-setosa
+44,6.448839422174222,3.0009629656335948,5.502972914348181,1.7966274060155911,Iris-virginica
+45,5.1004247295401335,3.800049865272873,1.7989472431584215,0.39057386094859065,Iris-setosa
+46,5.587244914905787,3.002348875244607,4.103905759445462,1.2858065726162125,Iris-versicolor
+47,4.973800698511933,3.173315210628958,1.2235458264979382,0.2,Iris-setosa
+48,4.60824887604011,3.20248367837846,1.4028330644758058,0.2,Iris-setosa
+49,6.422146227674138,3.1737667301955543,4.497767291398906,1.4909903758353258,Iris-versicolor
+50,5.511578247000224,2.403551734057194,3.846513233797647,1.002280694891783,Iris-versicolor
+51,5.062745008779531,3.3580298212953004,1.49683734024264,0.2,Iris-setosa
+52,5.111391968634639,3.794215539428831,2.1914499677043198,0.3979596771527548,Iris-setosa
+53,4.6043928796977145,3.6009612294675866,1.0,0.2,Iris-setosa
+54,5.463206374783466,2.410514401923537,3.8421042925219773,1.0852062199249222,Iris-versicolor
+55,5.1788528891154995,2.688596460148272,3.765100118208295,1.4035275108965848,Iris-versicolor
+56,6.6230490446196,3.018207720169462,4.408522578831774,1.4141807692186936,Iris-versicolor
+57,6.416925673408403,2.900080866988844,4.3037345695602,1.3128439854088865,Iris-versicolor
+58,4.5955540167880145,3.6582026020675142,1.0,0.2,Iris-setosa
+59,5.093969001254829,3.824806550550396,1.6147704774754963,0.2,Iris-setosa
+60,6.726153459085715,3.000077768265905,5.008892248380425,1.6863965708078297,Iris-versicolor
+61,6.106020595173567,3.0029860193817015,4.584867493821618,1.4009921115498234,Iris-versicolor
+62,5.299621125358309,3.6139595426909263,1.5054105850842174,0.2,Iris-setosa
+63,7.319645386678865,2.906588456875665,6.3132273518200055,1.8013532769705738,Iris-virginica
+64,5.1105254749308315,3.4062451960028675,1.4994752375611522,0.2,Iris-setosa
+65,4.4000005002681295,2.8913480490855124,1.4047176905961,0.2,Iris-setosa
+66,4.400000474633339,2.908456290676302,1.3909923828394177,0.2,Iris-setosa
+67,6.60974072231779,3.0029672915753944,4.428945304420663,1.4124837150774305,Iris-versicolor
+68,6.906961157345316,3.172124180722276,5.715410917984013,2.3002433168508816,Iris-virginica
+69,5.100692706396378,3.6868752062890167,1.4852646522102535,0.39201057988812815,Iris-setosa
+70,6.4186819033377285,2.718481264904898,5.331059567866796,1.8934745431831461,Iris-virginica
+71,6.698144736822081,2.9972662455867276,5.000210807238572,1.7101565796552909,Iris-versicolor
+72,6.072965494144203,2.5994276724369283,5.627303206790634,1.3855066912631888,Iris-virginica
+73,6.563431971795292,2.9747002386575416,4.382045584583335,1.3799938819909277,Iris-versicolor
+74,6.699897566876982,3.33041341904484,5.69906029246823,2.5,Iris-virginica
+75,6.282458942187604,2.518606192920095,5.031575973225701,1.8936255458902131,Iris-virginica
+76,7.7,2.7886892610202922,6.6999989356299166,1.9973539197243677,Iris-virginica
+77,7.305457009950292,2.8997976411613258,6.300472538737411,1.8154386291860443,Iris-virginica
+78,5.00625872323075,3.479505650291709,1.29662259874367,0.29303039339304293,Iris-setosa
+79,5.791097888044589,2.6933998664753047,5.0958820608131905,1.8948465341949623,Iris-virginica
+80,6.299431600225406,2.2966240812235994,4.430704750490737,1.2948675987572897,Iris-versicolor
+81,4.4000006795690085,3.1899664994148464,1.2626248921813332,0.2,Iris-setosa
+82,5.992247952974918,3.0081861647516317,4.786710699090016,1.7990784545325686,Iris-virginica
+83,5.73941240786465,2.5647994314684386,5.056031580175292,1.970586301762252,Iris-virginica
+84,4.938582250107341,2.4183496009744574,3.2824825606836168,1.058380852900704,Iris-versicolor
+85,4.5769719205162795,3.204845197331527,1.401753794278288,0.2,Iris-setosa
+86,4.618679166394039,3.6297037948683353,1.0,0.2,Iris-setosa
+87,5.912335891773157,3.000483173725851,5.040356404314124,1.8211683216687773,Iris-virginica
+88,5.987898893022406,2.995481363204062,5.021859436455131,1.790931088593062,Iris-virginica
+89,4.491354406299944,2.297749393674518,1.3035182400698089,0.2948945690347141,Iris-setosa
+90,5.488075597731539,2.5936213695121655,4.363526765265444,1.2334521970347514,Iris-versicolor
+91,5.174994253759283,3.3928145112307377,1.4022766531321562,0.2,Iris-setosa
+92,5.467055884366402,4.121126080314384,1.4059461335916013,0.2,Iris-setosa
+93,4.400000547953236,3.022631442715456,1.3511224904213128,0.2,Iris-setosa
+94,5.081480742996388,3.499724625780617,1.4028038064538388,0.2929361022140241,Iris-setosa
+95,5.115361599111704,2.5027232494267544,3.001630760715557,1.06858003647628,Iris-versicolor
+96,6.372244940910219,2.894472649841014,4.290332038687528,1.2899290825001113,Iris-versicolor
+97,4.508594143293983,2.290955059362867,1.3003080300446093,0.2949747005412654,Iris-setosa
+98,5.593704388639761,2.9978710589203583,4.101530565741974,1.3017878004026417,Iris-versicolor
+99,4.493829490990636,2.2925314376869,1.294095362708263,0.2824555083825482,Iris-setosa
+100,4.792994405292521,3.4113448810905216,1.5920029829646374,0.2,Iris-setosa
+101,4.918031463940648,2.4144436741323543,3.14069402262517,1.019599218017759,Iris-versicolor
+102,5.762083919123962,2.784798988016848,5.095402678791368,2.3914893047116763,Iris-virginica
+103,5.776090802792728,2.690235725323737,5.097421011479548,1.902782808473663,Iris-virginica
+104,5.786710886446497,2.7005728219016594,5.096317204534199,1.89730207880609,Iris-virginica
+105,5.488283991717647,2.595067753208207,4.379373897972351,1.1751971749683052,Iris-versicolor
+106,4.987085266589002,3.5954122021494523,1.3985284142557175,0.2,Iris-setosa
+107,6.338688091389756,2.7086493781022076,5.291554497000295,1.9105967945226259,Iris-virginica
+108,5.101879994653363,3.697533813337815,1.4931537316811974,0.4058202607586919,Iris-setosa
+109,7.074404288630844,3.042482014029193,5.814137050743998,2.1996121512778486,Iris-virginica
+110,4.400000461521162,2.9174451846896154,1.3905957735255454,0.2,Iris-setosa
+111,5.806048542344786,2.693384848673474,5.097793494692838,1.8961880425050877,Iris-virginica
+112,5.2352680984263,3.410379967429615,1.5466302227110715,0.2,Iris-setosa
+113,5.97408485813921,3.0107954349850714,4.8821414132653205,1.801675887401172,Iris-virginica
+114,6.298865852162191,2.781445229105248,5.095831378275297,1.4962687285154668,Iris-virginica
+115,5.801579171553762,2.7022520652302817,5.101677413184409,1.8957746612291664,Iris-virginica
+116,5.58912055177434,2.654837372518234,4.3342534725438275,1.2811862855762182,Iris-versicolor
+117,4.595321737528669,3.3843673715713964,1.4027385848252825,0.2986577571931165,Iris-setosa
+118,5.789691617727296,2.690937551550583,5.110933141640047,1.9043000129028702,Iris-virginica
+119,5.106114988422588,3.345320927442971,1.4023067111807856,0.2,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..a0fa677e3e091989da4cb4c2c3daa447241f4ff6
--- /dev/null
+++ b/iris/tab_ddpm/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.008439663431077,2.9994538591949644,4.8362047883624095,1.7896689258002114,Iris-virginica
+1,5.404759932890671,3.9072676267888435,1.282087722819189,0.41135635365228823,Iris-setosa
+2,6.108708909655007,2.5911736162670276,5.596571053120513,1.3856443622980634,Iris-virginica
+3,5.900254628721877,2.997977260976087,5.099368894613691,1.7904505036863116,Iris-virginica
+4,6.658890212396357,3.321727229080268,5.6956043922890665,2.5,Iris-virginica
+5,6.297336154986073,2.8145360653025655,5.109961811590944,1.5135870078892752,Iris-virginica
+6,5.015573876339885,3.3076655320550197,1.4145716346304231,0.2,Iris-setosa
+7,6.285769407025129,2.9013507083530428,5.582040401525181,1.8050369337858965,Iris-virginica
+8,6.6398243204268015,3.046479420269014,4.454827371384308,1.414381029189405,Iris-versicolor
+9,6.404728961190684,2.7015046021757456,5.308034795838969,1.8972267909607532,Iris-virginica
+10,4.905369011399601,3.0995768765855938,1.5272126631298248,0.1,Iris-setosa
+11,6.019982234334657,3.3989616247743113,4.483988599352574,1.6109775415227978,Iris-versicolor
+12,4.809388287768837,3.3942741970114536,1.5888533270689726,0.2,Iris-setosa
+13,6.022978930346211,2.69195158262089,5.097396199122032,1.5858470908491016,Iris-versicolor
+14,7.33357412494172,2.8997022030303437,6.334642155592634,1.8130511636415003,Iris-virginica
+15,5.081885617749349,3.4975959774271135,1.3764089761350482,0.298625252582249,Iris-setosa
+16,6.114536757683853,3.00285625258013,4.602599078166538,1.4088231515075134,Iris-versicolor
+17,5.6521246471756985,2.5035408017471763,4.996588784614792,2.0017064851965847,Iris-virginica
+18,6.599099159263114,2.992518848415761,4.419951209567833,1.395530399085384,Iris-versicolor
+19,6.738692770694514,3.287604336191,5.704737120594167,2.499999466225134,Iris-virginica
+20,5.772897984129788,2.7057104210948304,5.104296606459365,1.8991630762270844,Iris-virginica
+21,6.095077163563373,2.5941876480967845,5.6291243129372734,1.3938531112117227,Iris-virginica
+22,5.730933606889654,4.399999068282195,1.5119984645558835,0.3991300869543745,Iris-setosa
+23,4.805006913690253,3.395687463063863,1.5923310217140283,0.2,Iris-setosa
+24,7.699998922745547,2.807456052480185,6.7,1.9830774703843037,Iris-virginica
+25,6.010425490907624,2.2000003875277425,4.969822181223956,1.5036033586806337,Iris-virginica
+26,5.797573622012163,2.8124391091887064,5.090964225438046,2.4008797643515534,Iris-virginica
+27,4.612401643899465,3.602570890931379,1.0000004564208789,0.2,Iris-setosa
+28,5.580571944193834,2.6541864689618655,4.244283692932506,1.2805981336919008,Iris-versicolor
+29,6.689355147741957,3.318224147053691,5.725953227849693,2.5,Iris-virginica
+30,6.361716476047647,3.1076117335997653,5.458943422806308,1.8141522219405986,Iris-virginica
+31,6.66508395497434,3.2612937714203354,5.684112628447321,2.081876480336988,Iris-virginica
+32,6.287198699066809,2.509178830336643,4.999307259178376,1.8951908362778593,Iris-virginica
+33,4.605254593668566,3.6013656280391664,1.0,0.2,Iris-setosa
+34,6.844099571507785,3.0024404746902125,5.528341382480745,2.1058849814883,Iris-virginica
+35,5.079130461184952,2.5005742767930963,2.9078653419606844,1.0866566589180517,Iris-versicolor
+36,6.942216326330913,3.023677912449073,5.601219372584836,2.1579672478191454,Iris-virginica
+37,5.000859706319951,3.500399985509902,1.3014412715629842,0.2963111838970241,Iris-setosa
+38,5.9089255408404115,2.976458997844119,5.148228569228038,1.8168889576235365,Iris-virginica
+39,5.717091550891631,4.399999212879154,1.4965828054025023,0.39169077816427417,Iris-setosa
+40,5.5793516496564965,2.9574629873274114,4.570276565461533,1.5058553141354154,Iris-versicolor
+41,5.785325367768233,2.7922513887684697,5.1365826957581255,2.3970800364660834,Iris-virginica
+42,5.048293680821962,3.5020822841508332,1.3474353466722353,0.29410884834395434,Iris-setosa
+43,5.104688771654956,3.5084866699329345,1.3887701002406172,0.30061592781589963,Iris-setosa
+44,5.895959469199781,3.005597663092666,4.255557146778996,1.500684137795841,Iris-versicolor
+45,5.179141109532882,3.477117823947936,1.5135635196912194,0.2,Iris-setosa
+46,5.102966769246582,3.301912204121046,1.8556218823909887,0.43476186908405295,Iris-setosa
+47,5.214013382670617,3.401009069763754,1.3993462840098116,0.2,Iris-setosa
+48,4.607865123778683,3.3993462835209995,1.402665121923239,0.3057803097579185,Iris-setosa
+49,5.2076668332621185,3.3899699313606924,1.3837217667387334,0.2,Iris-setosa
+50,5.726553165121314,2.551780781130339,5.0222504704805235,2.1383957505999613,Iris-virginica
+51,6.797602009841615,3.26266151602384,5.658939048129328,2.4999992776396893,Iris-virginica
+52,5.295435611407065,3.410921731162959,1.631766811547047,0.2,Iris-setosa
+53,5.49669871583572,3.000802247168554,4.481786706866746,1.496494447151215,Iris-versicolor
+54,6.720766868769698,2.9896255207215634,5.019834916492651,1.7058248553449307,Iris-versicolor
+55,6.723790561744945,3.2989417605460725,5.691764035002651,2.499999434940276,Iris-virginica
+56,4.6013688888370785,3.254873676030148,1.4000612643408308,0.2,Iris-setosa
+57,5.865141934567906,2.997334582338085,4.413061014951865,1.4835019197736612,Iris-versicolor
+58,5.525131978194641,2.6053507300854,4.391203790363169,1.2626037736717954,Iris-versicolor
+59,4.7838368515161385,3.386812985645395,1.6205452010601262,0.2,Iris-setosa
+60,6.407521765158299,2.9007014588157323,4.316814901320899,1.3074109810332266,Iris-versicolor
+61,7.7,2.803743286982003,6.7,2.052719623821049,Iris-virginica
+62,6.004626985916422,3.405864610901467,4.533984194787144,1.6024442825367535,Iris-versicolor
+63,5.075773385097936,3.5024929111250236,1.3783989715565892,0.2934380299450583,Iris-setosa
+64,6.398442548769523,2.7015084773199134,5.318579854134165,1.90127770536045,Iris-virginica
+65,7.148317763342724,2.980272919769409,5.947798470567957,2.0959190050477643,Iris-virginica
+66,4.4,3.1816463244757816,1.3009363299826915,0.2,Iris-setosa
+67,5.001750256329137,3.4814217227422697,1.320500701048324,0.2964956521387041,Iris-setosa
+68,6.650880168959183,3.0050410577648177,5.003980502815949,1.7294655355146014,Iris-versicolor
+69,6.083545068766605,2.9962117887922917,4.599581822784775,1.406345442208072,Iris-versicolor
+70,6.844906697472191,3.0128222441250827,5.515225021361946,2.1150759088457787,Iris-virginica
+71,5.715205648746242,2.4739322863733313,5.001243583441144,1.999421366751758,Iris-virginica
+72,5.707784380843476,4.4,1.5040090237027997,0.3922438518788133,Iris-setosa
+73,7.345637412423897,2.905421358601414,6.3446593949482715,1.7917260447966796,Iris-virginica
+74,6.375683548918071,2.606505447784331,5.094330452189362,1.9047304434117756,Iris-virginica
+75,4.882970488114969,2.3964120416739343,3.1655624318821562,0.9880659858497358,Iris-versicolor
+76,6.099640888495463,3.003287889384968,4.616459647424431,1.4041058370918988,Iris-versicolor
+77,6.293172229944205,2.856917889893912,5.581819139616977,1.752425182148737,Iris-virginica
+78,5.996008058347787,3.396384447474887,4.4820986507034375,1.602469046301998,Iris-versicolor
+79,5.855287730240714,2.9948740934691642,4.188021872945591,1.470549041495737,Iris-versicolor
+80,5.808920938825845,2.798954248407147,5.099886002884442,2.397573212492527,Iris-virginica
+81,6.371715455461187,3.2068892740004413,4.511228605151863,1.5059675946014932,Iris-versicolor
+82,4.5004766704456935,2.3019363336107785,1.3151513211101349,0.3064397574272836,Iris-setosa
+83,5.167571337249473,2.6688095249027235,3.521332492812521,1.3794461726393654,Iris-versicolor
+84,5.6779800097819795,3.002030492188038,4.514783099918804,1.4855904685029424,Iris-versicolor
+85,4.607853931539604,3.598845651699076,1.0000003802190895,0.2,Iris-setosa
+86,5.108233773115172,3.8309660597288993,1.9119150080325977,0.4035792730471009,Iris-setosa
+87,5.428912388345957,3.004734462563757,4.528526310320463,1.5004213216384614,Iris-versicolor
+88,5.099515139266474,3.790246444168965,1.6552921051020089,0.555075567737816,Iris-setosa
+89,5.523621735117653,2.3925651710170794,3.833502220710435,1.043684894676483,Iris-versicolor
+90,6.726605168556951,3.3121564951372005,5.736469494964012,2.5,Iris-virginica
+91,5.178502709823393,3.50201270284349,1.4989738159674848,0.2,Iris-setosa
+92,5.892832681681969,3.176281270650965,4.787086390247122,1.7418366937812562,Iris-versicolor
+93,5.564627376910707,2.6430788112020425,4.246777875086268,1.270081691609154,Iris-versicolor
+94,6.743646656493641,3.322950021092734,5.653525483705717,2.5,Iris-virginica
+95,6.411557811185559,3.20593165462352,4.472120530105529,1.48918328423802,Iris-versicolor
+96,5.776542768930505,2.70897520588765,5.117245796406149,1.8988751780832838,Iris-virginica
+97,4.497965505428549,2.3004495081181955,1.3055692262927765,0.30709394517789435,Iris-setosa
+98,5.483544602251782,2.404059666693307,3.6271034053657063,1.0565739639781113,Iris-versicolor
+99,4.4,3.1874630426821637,1.3164524512353095,0.2,Iris-setosa
+100,5.011106211408539,3.5141885831499136,1.2991891030399612,0.29510828874217526,Iris-setosa
+101,5.991870230698409,2.7000536266260453,5.097247660921938,1.601047348584098,Iris-versicolor
+102,5.116372567125219,3.8376997337296346,1.605330754917523,0.2,Iris-setosa
+103,6.093579477475377,2.606897139834846,5.598858937493389,1.3890306317404917,Iris-virginica
+104,5.784650644629857,4.4,1.5060209997936373,0.5239262264038497,Iris-setosa
+105,5.999493006550309,3.4075747287723877,4.455464755567209,1.6000100951446266,Iris-versicolor
+106,5.094880768756462,3.7175867950709782,1.513746147192422,0.40452742767757904,Iris-setosa
+107,7.315642295727422,2.917873252327998,6.3194655611731285,1.7928417553933857,Iris-virginica
+108,6.2898841691214065,2.8943152263923695,5.592185785423118,1.7941734187998262,Iris-virginica
+109,5.4719054302944805,2.4084092805117248,3.656020197732087,1.008420276041499,Iris-versicolor
+110,4.4000007029790416,3.202580683910222,1.292017771890451,0.2,Iris-setosa
+111,5.122940481096773,3.418480759361408,1.4951748653552612,0.2,Iris-setosa
+112,6.408145334169665,2.745620258363811,5.404891213564333,1.8840888331980494,Iris-virginica
+113,4.900627161558714,3.000595448332233,1.3915453221446303,0.2,Iris-setosa
+114,5.271351941835461,3.665125875698425,1.5012582479496144,0.2,Iris-setosa
+115,7.7,2.7831083429017105,6.7,2.0095634010834966,Iris-virginica
+116,5.609946635792875,2.9954199742334677,4.490728382002793,1.4987471935669356,Iris-versicolor
+117,6.392922710807264,2.7047845553411056,5.317644956129596,1.895847490908366,Iris-virginica
+118,4.604728168662514,3.4021624276206444,1.401512423155346,0.2956587819694697,Iris-setosa
+119,4.908841357490386,3.0469325905429607,1.394160140085378,0.2,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..2bf163d3cb3d5db523a23e2724be95f2e2015d8a
--- /dev/null
+++ b/iris/tab_ddpm/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.98936468851726,2.200000387547282,4.977890678342675,1.512351087283146,Iris-virginica
+1,4.592387392668597,3.6316260208946156,1.0,0.2,Iris-setosa
+2,6.333817840707881,2.797361728366245,5.114391677208325,1.4965823486618044,Iris-virginica
+3,6.741620601817837,2.9956004689524462,4.997812185946049,1.684349535166217,Iris-versicolor
+4,6.297886936679077,3.3915188842892094,5.657585678367083,2.3916259546667,Iris-virginica
+5,6.412285829111382,3.210269302389263,4.505114856573474,1.5036749164987784,Iris-versicolor
+6,4.992319156737919,3.281221799244539,1.3850432660423788,0.2,Iris-setosa
+7,5.082190598710077,3.377521879785301,1.4923535252561084,0.2,Iris-setosa
+8,6.703095846437615,3.2795743055819817,5.67637913874525,2.4999994229053804,Iris-virginica
+9,5.508908846473156,3.0147014165506887,4.520011335498886,1.5228844977007627,Iris-versicolor
+10,5.753061213887479,4.3999989462947635,1.5109081217438227,0.4338245812174122,Iris-setosa
+11,6.327041112638349,2.8085837966338847,5.129138318233089,1.487748386573717,Iris-virginica
+12,5.912216357219871,3.0038878666976725,4.176713345924833,1.5062697845137263,Iris-versicolor
+13,6.306929096224155,2.79281368651845,5.090018641383698,1.5024807852267315,Iris-virginica
+14,5.785837158705958,2.695007722126889,5.096515254399264,1.9094501504029604,Iris-virginica
+15,5.725332645898829,4.4,1.4974348838529135,0.4230491048007919,Iris-setosa
+16,6.263718113231504,2.749834814034559,5.196900015029542,1.4815717210378612,Iris-virginica
+17,5.5157131292110115,4.183538163359377,1.4007120044902537,0.2,Iris-setosa
+18,7.7,2.809540254849336,6.7,2.016071259657008,Iris-virginica
+19,5.091397128650958,3.693355329771944,1.4946494494123612,0.3998347541603672,Iris-setosa
+20,7.1359393580134105,3.01349785696628,5.9563059595364996,2.113794288764317,Iris-virginica
+21,6.288833608093265,2.8083486467568934,5.096028903229555,1.5089097717136017,Iris-virginica
+22,6.013400053779478,2.2,4.9952225638705166,1.518202144923788,Iris-virginica
+23,5.792766170160453,2.7907179470904904,5.097371234710223,2.4064056263699536,Iris-virginica
+24,5.577519389668403,2.6804162650286805,4.194471426407073,1.287832627453688,Iris-versicolor
+25,5.0967432559862225,3.8432288426600496,2.0663553809903585,0.38995903076558996,Iris-setosa
+26,7.32002089809886,2.8965322725800586,6.283275279759478,1.8113155442163205,Iris-virginica
+27,5.09968774664137,3.4039566696535535,1.522433506234495,0.2,Iris-setosa
+28,5.096891063238813,3.779533574194609,1.843604273093391,0.40464501202845937,Iris-setosa
+29,5.452419101389859,3.0009793118346706,4.497438039612319,1.5001477416084104,Iris-versicolor
+30,4.400000509269973,3.2057173125561182,1.2994306038503485,0.2,Iris-setosa
+31,4.592765007712344,3.2000032230990976,1.3927624925893558,0.2,Iris-setosa
+32,5.5109441230017335,2.397540971919435,3.803814070554055,1.0397608007320915,Iris-versicolor
+33,4.596044430535878,3.612780560029911,1.000000381586108,0.2,Iris-setosa
+34,7.7,2.784517477433086,6.7,1.9989954881211736,Iris-virginica
+35,4.400000828475794,3.22489319351728,1.306502283088027,0.2,Iris-setosa
+36,4.604110927529047,3.19982011959061,1.396517554938836,0.2,Iris-setosa
+37,6.006453046133641,3.000215410202421,4.803904925848577,1.811907775815709,Iris-virginica
+38,6.478915260386048,3.191175842481443,4.489949348156345,1.4747247598044047,Iris-versicolor
+39,5.318170245376694,3.884057430008343,1.6804300233393616,0.388385078478552,Iris-setosa
+40,5.425544004755552,3.0032839288649353,4.505557276885519,1.5067190153094923,Iris-versicolor
+41,5.558243850322575,4.33657266934436,1.4123365637214813,0.2,Iris-setosa
+42,7.13366635500557,2.9768382451814794,5.980663357525253,2.0144210128594704,Iris-virginica
+43,6.399652345240509,3.2037750224440367,4.49493590998917,1.4926221402488906,Iris-versicolor
+44,5.599085363096198,2.9952693599805604,4.075031449279729,1.3020016398036283,Iris-versicolor
+45,5.054996603249702,2.480761362015628,3.147110921408718,1.1318679035438808,Iris-versicolor
+46,5.996417025071176,2.683492671578795,5.117925699526174,1.6013757239932382,Iris-versicolor
+47,6.005776425443556,3.386980991270032,4.539855315072196,1.6633967456710357,Iris-versicolor
+48,6.880538171779235,3.2073823837921207,5.750551121364172,2.29752856405439,Iris-virginica
+49,5.049867641752538,3.3325578021569124,1.4016900699550923,0.2,Iris-setosa
+50,5.886630803646908,2.9938400402941703,4.156249076116487,1.497617345817083,Iris-versicolor
+51,5.39177068827452,3.887026522682456,1.291472149626489,0.37231438532709216,Iris-setosa
+52,4.79853160841197,3.4182173117238737,1.5974035637951283,0.2,Iris-setosa
+53,5.647785241159487,2.7275790171309966,4.213300842762121,1.31450306333187,Iris-versicolor
+54,5.114106871968624,3.3124484829590686,1.7092213528090556,0.45243724651145023,Iris-setosa
+55,6.8143440174190335,2.9973754781647464,5.517348218514917,2.1013345001671824,Iris-virginica
+56,5.434171964832096,3.4025271902330436,1.752948233725379,0.2,Iris-setosa
+57,5.49744972741608,2.6063033243280436,4.4125735110824795,1.2572797571049026,Iris-versicolor
+58,5.192744391305063,2.6981631901998946,3.791408613896923,1.397264261138909,Iris-versicolor
+59,6.329589096280839,3.412359213164806,5.613783821477098,2.3989488072511804,Iris-virginica
+60,6.865602693750659,3.1955003787023473,5.690495119451969,2.2894584400076643,Iris-virginica
+61,5.906841200822179,3.001036356545776,4.218263730383428,1.5015358041114655,Iris-versicolor
+62,5.9843586963850965,3.193564216269274,4.780247132110455,1.758389911393935,Iris-versicolor
+63,6.0149007224890445,2.717304569614528,5.098018936169731,1.6061654243758197,Iris-versicolor
+64,5.197569956782011,3.4902648956824556,1.5134343239843127,0.2,Iris-setosa
+65,4.4,2.9144060548491106,1.4021922602909012,0.2,Iris-setosa
+66,5.075279754922241,3.7474919918008776,1.6809340971460123,0.37517344291081955,Iris-setosa
+67,5.37767973904614,3.0003223769343075,4.490832258671525,1.504666721043746,Iris-versicolor
+68,5.909329575055058,3.1995270427323064,4.826403568019886,1.780334517919461,Iris-versicolor
+69,6.887267208257818,3.2055002265619414,5.676264786641219,2.3128048150519915,Iris-virginica
+70,5.028149181593328,3.286572478026215,1.3401663671771349,0.2,Iris-setosa
+71,5.9946102924615365,3.3961216623524835,4.469766538007684,1.5907363201668878,Iris-versicolor
+72,5.717686142771799,2.501132726825253,5.004469898565012,1.9983208828077414,Iris-virginica
+73,5.007328803876375,3.215552363627287,1.2113826180954295,0.2,Iris-setosa
+74,6.496519455205256,2.9928900112579933,5.467521032649409,1.802438586809134,Iris-virginica
+75,5.781532181118292,2.685139004947121,5.109558474955212,1.9007856319158405,Iris-virginica
+76,5.193714552592268,2.6885640556167965,3.9109836497348383,1.3901868855358477,Iris-versicolor
+77,5.625242534021251,3.003420278208445,4.080724354114595,1.3092445334727825,Iris-versicolor
+78,4.502002490765931,2.30129875134557,1.2912462512929719,0.27519490503228133,Iris-setosa
+79,5.797994395637351,2.7117748706290694,5.098562682999145,1.8910839758712137,Iris-virginica
+80,4.4,3.2107244752075177,1.297131051184627,0.2,Iris-setosa
+81,5.365847310119523,3.8807072602435397,1.7595851192529657,0.39311374226309415,Iris-setosa
+82,4.597074314011134,3.206921222397502,1.3994246576116096,0.2,Iris-setosa
+83,5.509445202908218,2.394719912929551,3.764512734867143,1.1193941689043851,Iris-versicolor
+84,5.001511569043722,3.4968370061398413,1.282307912779221,0.302726929529263,Iris-setosa
+85,5.879769113524878,2.987250909508971,5.0919726431743175,1.8105833119359087,Iris-virginica
+86,5.521298924102452,2.9959991406561635,4.164161701168956,1.3383854478815593,Iris-versicolor
+87,5.218746341984021,2.7081842700421954,4.024520573219822,1.4083785788233671,Iris-versicolor
+88,6.331981784717586,2.3249441525831673,4.434315293979268,1.3261343221923432,Iris-versicolor
+89,6.408289752990635,3.0936396203625804,5.467256586262894,1.800529744077784,Iris-virginica
+90,5.5745982227200965,2.764176745642848,4.158598013160499,1.3077416470855596,Iris-versicolor
+91,4.908941039377729,2.3981188886264726,3.4808245708648533,0.9729306730580193,Iris-versicolor
+92,5.110788831638698,3.3173627316230814,1.3300913751075714,0.2,Iris-setosa
+93,5.495494922160758,2.5999266231359197,4.400360976532693,1.1811729057156788,Iris-versicolor
+94,6.453177375479659,2.91243824857436,4.284986689091669,1.3110860567132716,Iris-versicolor
+95,6.003726466223209,2.7034030277607686,5.086057626738171,1.6057948391317525,Iris-versicolor
+96,6.639210445908874,3.0855237387032095,4.388260626818223,1.4254953776800963,Iris-versicolor
+97,6.087988892041554,2.603204629960781,5.635620018274489,1.4003625959307804,Iris-virginica
+98,4.600367861437627,3.6021072002404715,1.000000381433042,0.2,Iris-setosa
+99,5.125199111319531,2.4896751993835915,3.145846800828314,1.1261219224495598,Iris-versicolor
+100,5.104221271770815,3.499708369183899,1.4030628664253526,0.2948254780604753,Iris-setosa
+101,4.603798050489501,3.6077190669339156,1.0000005228477828,0.2,Iris-setosa
+102,5.4185311094967785,3.002122737786419,4.496793043396823,1.4981326189929483,Iris-versicolor
+103,6.7211569020999,3.1134366984470874,4.394422662336775,1.3977644540511656,Iris-versicolor
+104,6.3885178062375525,2.9034803144283368,4.292846010308236,1.3065232250802639,Iris-versicolor
+105,5.785179602222714,2.8135145645064696,5.0987225769507365,2.3971425364905086,Iris-virginica
+106,4.400000467538841,2.9162710602299877,1.3966411663076692,0.2,Iris-setosa
+107,5.087615825868667,3.805084660182441,1.6947823303862248,0.3947035838859204,Iris-setosa
+108,6.370732036398647,2.8509866559892036,4.257920447120699,1.3123416427905692,Iris-versicolor
+109,5.1568105759621545,3.4480774383066333,1.499015433948472,0.2,Iris-setosa
+110,5.41486943511682,3.9069086367084243,1.6957784878941298,0.40105964581907444,Iris-setosa
+111,7.7,2.809742122528571,6.7,1.9983037889948718,Iris-virginica
+112,5.811643831112321,3.0041623617885387,4.3502035748824035,1.4956144424005218,Iris-versicolor
+113,4.775028466293456,3.3760092406945317,1.5828542458535524,0.2,Iris-setosa
+114,4.991057953401506,3.1956683623587923,1.2096056194753968,0.2,Iris-setosa
+115,4.4,2.8765268591683957,1.395035720294407,0.2,Iris-setosa
+116,5.005532291006281,3.207637240414022,1.1979000173326226,0.2,Iris-setosa
+117,6.298388838805402,2.509732801472369,4.985918409638748,1.8906288738894446,Iris-virginica
+118,6.285785358770949,2.802254236310357,5.090001456381019,1.4945914313611173,Iris-virginica
+119,5.249507642849483,3.54849224467342,1.5008162545977257,0.2,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..6dce7b1763ab14dca56b2fc01a8daa8dafa1c281
--- /dev/null
+++ b/iris/tab_ddpm/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.907797365535169,3.2036051593648196,4.802722544733975,1.814845483742824,Iris-versicolor
+1,5.4575602384526745,2.992612318614231,4.491148798001355,1.4974091540676495,Iris-versicolor
+2,6.350946659824153,2.9502179182265773,5.584167505338835,1.8005426606931882,Iris-virginica
+3,6.492413554222727,3.013732395199993,5.50755492804382,1.7904407007382437,Iris-virginica
+4,5.213401406508848,2.7096780265888247,3.9674962553495012,1.404882480239572,Iris-versicolor
+5,7.7,2.823231196285942,6.7,2.039037952675569,Iris-virginica
+6,5.625965485115236,3.001428862080641,4.113326339789979,1.3260101418851868,Iris-versicolor
+7,6.6726646186476195,3.3049305527519084,5.69612240664896,2.5,Iris-virginica
+8,5.603226314445229,3.0063035347658142,4.096183964332302,1.3111753059107076,Iris-versicolor
+9,5.108772069983647,3.3034899587336937,1.6950493217184603,0.5395148024116576,Iris-setosa
+10,6.724964408018724,3.291713932556166,5.699408011789504,2.117753843301772,Iris-virginica
+11,6.008139689929979,3.008017547952043,4.847868555996489,1.7788763354903614,Iris-virginica
+12,6.292381280927499,2.305628142999982,4.398265537403228,1.3141143514185198,Iris-versicolor
+13,5.561937824329456,3.00383243146101,4.490211580131554,1.5086922790959805,Iris-versicolor
+14,5.932815599173167,3.009544689709953,5.055635026313106,1.795113236157919,Iris-virginica
+15,4.501158001055418,2.301405584335335,1.2922416758321256,0.3066319806696408,Iris-setosa
+16,7.7,2.787360962836701,6.7,1.998107408460095,Iris-virginica
+17,5.436376881471564,3.007261867172161,4.506980956904162,1.5060621265522296,Iris-versicolor
+18,7.699999019448679,2.8046858141289,6.7,1.9839738643473928,Iris-virginica
+19,6.287719018675672,3.3959963953967556,5.611935785942124,2.40282957829792,Iris-virginica
+20,5.513061682889082,2.7274132299278033,4.146539083693996,1.3373063416217013,Iris-versicolor
+21,5.38347092088326,3.910480042874018,1.2956634396938775,0.407401960811068,Iris-setosa
+22,5.162201627978104,3.4156744689653187,1.4509914872338006,0.2,Iris-setosa
+23,4.906406840981861,3.092122583130724,1.4891933951552978,0.1,Iris-setosa
+24,5.065337590783936,2.5023830982258257,3.0885379789207166,1.1047104317033045,Iris-versicolor
+25,6.386323140016094,2.904529224105624,4.304045142172623,1.304239163532303,Iris-versicolor
+26,5.78807761994811,2.7034364902736128,5.0942700399230745,1.9099953415326354,Iris-virginica
+27,5.082127804172929,3.396595703136187,1.4967172992122764,0.2,Iris-setosa
+28,5.199729589647877,3.3972486916327207,1.4004912980610484,0.2,Iris-setosa
+29,5.888005607189649,2.9950615473555255,5.097888138401509,1.80024904595794,Iris-virginica
+30,5.896010182814254,3.188853707952409,4.801596008763536,1.7916068302025783,Iris-versicolor
+31,5.999855534769728,3.011281781222491,4.804237899441508,1.799612522457395,Iris-virginica
+32,6.299736552368059,2.3003563693954603,4.409658689981748,1.3046949543119268,Iris-versicolor
+33,5.886479110764889,3.0071887320213437,5.086226448850962,1.7886677210702353,Iris-virginica
+34,7.110768523562573,2.9857495409075123,5.885564547801577,2.0942253467287806,Iris-virginica
+35,5.102886259782702,3.796398041196187,1.5974613954050978,0.2,Iris-setosa
+36,5.489886657689262,4.197184135926122,1.3857144003225073,0.2,Iris-setosa
+37,7.699998791433261,2.792861093308245,6.699998590875396,2.023192960292663,Iris-virginica
+38,7.7,2.7843760418658365,6.699998204306238,1.9676670811044972,Iris-virginica
+39,6.3116523225776975,3.3929415540341936,5.5873958278872715,2.404125339702522,Iris-virginica
+40,6.686314289628324,3.293582689652901,5.762610186949172,2.5,Iris-virginica
+41,5.507527511063316,2.4026124104971776,3.6933330215181295,1.0475525244415311,Iris-versicolor
+42,6.090298802152605,3.0022875242312717,4.596242519386701,1.3952299990005443,Iris-versicolor
+43,6.289268776383821,3.1977445534960363,4.443575562559019,1.4826470763351651,Iris-versicolor
+44,5.403986080977551,3.4039185468297393,1.6633803417813657,0.2,Iris-setosa
+45,5.955808413798583,3.320392380006395,4.682196175510351,1.7194255221726393,Iris-versicolor
+46,4.98537452705043,3.636050367025318,1.4020825379869786,0.2,Iris-setosa
+47,5.807265138037382,2.70078426603342,5.095316321315726,1.898104579794801,Iris-virginica
+48,4.534106576833693,3.6017899356189202,1.0000027467225339,0.2,Iris-setosa
+49,5.208364537480752,3.4103626019275284,1.400939774676204,0.2,Iris-setosa
+50,7.699999007028823,2.8241327232028977,6.7,1.993556237967382,Iris-virginica
+51,7.7,2.8167425388257823,6.7,2.0018558306000847,Iris-virginica
+52,5.810370148525013,2.799160763628845,5.104608142998052,2.406269195596228,Iris-virginica
+53,6.0006030925605165,2.712102743276882,5.093264939537723,1.6053105146514293,Iris-versicolor
+54,5.78547255214372,2.705256391472552,5.104517298988282,1.8989789261689243,Iris-virginica
+55,4.59131704940143,3.2107090937730387,1.402481869078839,0.2,Iris-setosa
+56,6.109425279389433,2.6055893774563095,5.598623572084253,1.4117350861112465,Iris-virginica
+57,5.420781545411834,3.3985621894678437,1.6840274135158018,0.2,Iris-setosa
+58,7.339043661795002,2.8979020274398457,6.287469379283064,1.779295040084094,Iris-virginica
+59,6.728204322258124,3.301162129535486,5.711905347184321,2.1159300570825357,Iris-virginica
+60,6.563147471754534,2.972210670266865,4.380321087086089,1.3846781148477394,Iris-versicolor
+61,6.683227312328967,3.2881817350416975,5.727799711896666,2.4999995302919427,Iris-virginica
+62,5.115916709305489,3.4873604914031047,1.3894617187416598,0.30253305294891514,Iris-setosa
+63,5.913434408551405,3.2145906127053547,4.824816141452148,1.8060530548770442,Iris-versicolor
+64,7.7,2.8117826302374502,6.7,2.0257507822780165,Iris-virginica
+65,6.295120835745761,2.90118690666042,5.595027588479023,1.7986957367274379,Iris-virginica
+66,6.498847000226738,2.9915583569508684,5.499063995698104,1.8024711399006679,Iris-virginica
+67,6.368151945684039,2.6761305981061527,5.262947062347874,1.907187618329053,Iris-virginica
+68,4.994076484781533,3.2105197766416764,1.2847060487452933,0.2,Iris-setosa
+69,4.494185642184351,2.2926138298322054,1.3052518980668744,0.2998637057322514,Iris-setosa
+70,7.309372107316761,2.8572967107742593,6.34376776316951,1.8026772619644198,Iris-virginica
+71,5.606798725893362,2.995389867825795,4.125745089125384,1.3011089726381098,Iris-versicolor
+72,4.9077080882399144,3.1102311842393524,1.4931904989594655,0.1,Iris-setosa
+73,4.621288973073686,3.595916809736414,1.0000004394733228,0.2,Iris-setosa
+74,5.107951975378715,3.27854037435578,1.6971978216449946,0.48311175037863685,Iris-setosa
+75,5.765655396353163,2.7163142206586213,5.133307950417258,1.8990954329674539,Iris-virginica
+76,7.133628378233447,2.982211591402269,5.972814040025821,2.068506173971531,Iris-virginica
+77,4.591185189316172,3.609730498343904,1.0,0.2,Iris-setosa
+78,5.450943514730271,3.003150992952354,4.48660077926204,1.5033931932333655,Iris-versicolor
+79,6.902546601206436,3.2078575041369084,5.693487691428622,2.313429072895174,Iris-virginica
+80,6.412517062471343,3.19725381658866,4.476974581277147,1.4840656900388483,Iris-versicolor
+81,6.002400430438008,3.3989747624105675,4.485294452741553,1.5993688945596578,Iris-versicolor
+82,6.305536838632856,2.506199062092316,4.992097542901195,1.9084454938587487,Iris-virginica
+83,5.281956028760975,3.624653190036148,1.4920676892508047,0.2,Iris-setosa
+84,5.508849487568177,2.601149920718761,4.4288572980943295,1.1898126602294616,Iris-versicolor
+85,7.271170761871854,2.877235322806284,6.283739145679976,1.792906662402727,Iris-virginica
+86,5.121144218975659,3.3546502388348762,1.3924339623530415,0.2,Iris-setosa
+87,5.992863857340432,2.997856074102852,4.772812093321275,1.80566758253867,Iris-virginica
+88,4.879675776242846,2.403249596106727,3.394376063515625,0.9493987644647263,Iris-versicolor
+89,5.2065913041627025,2.688353437406735,3.913216959445153,1.3881003599637782,Iris-versicolor
+90,4.603367185786004,3.6003207128217127,1.0,0.2,Iris-setosa
+91,5.367150300641677,3.5468606503409648,1.602406421503418,0.2,Iris-setosa
+92,6.662473003837944,3.2558074741306005,5.727510144214741,2.4999995075511636,Iris-virginica
+93,6.322989923945428,2.920265103002027,5.570917718481537,1.791174581040118,Iris-virginica
+94,6.979077687764137,3.192294659257655,5.703620469950331,2.27545613827245,Iris-virginica
+95,6.86028872931995,3.2254097693802257,5.681827983972576,2.2468768858468975,Iris-virginica
+96,4.6051756463754385,3.212407695559346,1.379956563892754,0.2,Iris-setosa
+97,5.913938829925914,3.233277916239447,4.754386374985628,1.7945398030290796,Iris-versicolor
+98,5.613435055221356,2.7095495926830133,4.217265199611493,1.3134702257623294,Iris-versicolor
+99,5.92242165305058,3.1690926797261922,4.703094065326689,1.7599298754208221,Iris-versicolor
+100,5.824333653596075,3.0152918552659767,4.200030226429811,1.4800958562742546,Iris-versicolor
+101,5.104395437859915,3.797950021820558,1.9251745685599444,0.4423862455776165,Iris-setosa
+102,5.863828587198072,2.7140128870195652,5.1340266048759755,1.902901613785796,Iris-virginica
+103,6.324767908965228,2.771360302408123,5.094831808568841,1.5054088126781855,Iris-virginica
+104,5.099804985264046,3.298851331652205,1.7494206304398057,0.500357495975879,Iris-setosa
+105,6.320596629248161,2.7695190772983724,5.119538298175369,1.4931114633497926,Iris-virginica
+106,5.372762058780756,2.417067933963952,3.58907209904414,1.0653174978562283,Iris-versicolor
+107,7.699998197336703,2.8015565078546047,6.699997682520641,2.0118705073895993,Iris-virginica
+108,5.960821652921345,3.0182311908430957,4.913510901490477,1.8015072907979053,Iris-virginica
+109,5.131228342867546,2.4678096277275507,2.894554061252487,0.9951963000750687,Iris-versicolor
+110,5.696080722415541,3.0308386644094094,4.551127390623201,1.532106836678417,Iris-versicolor
+111,5.195770117318932,2.6811205353286702,3.8312779947515683,1.3934347291427711,Iris-versicolor
+112,5.206825654701771,2.716705640055465,4.029789548110292,1.4043071644954541,Iris-versicolor
+113,5.192262013759367,2.6879668943910917,3.8805056545842262,1.3912939237895827,Iris-versicolor
+114,5.15733815145094,2.5836334244642614,3.3414205985432597,1.313228151809894,Iris-versicolor
+115,6.481589220780058,3.393195696622608,5.669131590459688,2.26158531584258,Iris-virginica
+116,4.853098085107887,2.971211403969894,1.3737510847946832,0.2,Iris-setosa
+117,5.495436533672457,4.162150363380759,1.406566761286669,0.2,Iris-setosa
+118,5.104493230630271,3.288695722264966,1.826634686943449,0.39186207912101934,Iris-setosa
+119,5.624522922881475,3.014934772843893,4.124884218627222,1.2951644885021527,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..8328d983b4d25a12e3adff7fb112019c55ade77c
--- /dev/null
+++ b/iris/tab_ddpm/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.435078190240818,2.781181764280957,5.231965601352093,1.899761455397753,Iris-virginica
+1,5.468135853244488,3.909513433373021,1.6192237966136889,0.38659513775447407,Iris-setosa
+2,6.01187456893107,2.698206450964227,5.085261011712597,1.5996422340329532,Iris-versicolor
+3,4.4,2.900725352215184,1.4011692821869914,0.2,Iris-setosa
+4,7.312832463948858,2.8788252889881396,6.332673405122715,1.8274254704893769,Iris-virginica
+5,6.2396308459377,2.7549017135922536,5.240736987875944,1.4697881366401229,Iris-virginica
+6,4.6171189876200645,3.1836260493797166,1.3958436916238974,0.2,Iris-setosa
+7,7.7,2.778630502159353,6.7,2.0319553236744023,Iris-virginica
+8,5.206761936437502,3.4128449984735085,1.3773381097573902,0.2,Iris-setosa
+9,5.106844918116725,3.306026211289965,1.8653675844787543,0.5287051009224695,Iris-setosa
+10,6.3619142062209555,2.918512249398631,4.354342628824536,1.314001914691584,Iris-versicolor
+11,5.7807633932979146,2.9103253201712302,4.273897499885943,1.3432900490289064,Iris-versicolor
+12,6.701244607814892,3.3014079729763317,5.6935850373497665,2.1631685186479457,Iris-virginica
+13,5.995947781077562,3.0075519520402056,4.854166096462299,1.7843102378519944,Iris-virginica
+14,6.523334485757226,2.9428325704490095,4.347058005183127,1.3506471161727351,Iris-versicolor
+15,6.319441190202525,2.795523760829942,5.125505970486102,1.4989326927442737,Iris-virginica
+16,5.304457666242258,3.654779035701355,1.4950110524991376,0.2,Iris-setosa
+17,4.9278968883814525,2.4202496539639067,3.3122846989652706,0.9901498362555884,Iris-versicolor
+18,4.989682575858193,3.1913312633226623,1.185941953531132,0.2,Iris-setosa
+19,7.7,2.8191674011506946,6.7,1.9786131769884103,Iris-virginica
+20,4.87331041767003,3.1083662711539053,1.5088890578723342,0.10000011592360111,Iris-setosa
+21,6.83702211587702,3.206437332841922,5.680552508864259,2.270016790574383,Iris-virginica
+22,5.038214681624557,3.5040734881279563,1.3599882746532002,0.31590430784876933,Iris-setosa
+23,4.598584293377412,3.2004229359829846,1.3868473533161243,0.2,Iris-setosa
+24,5.729813041239746,4.4,1.5079737803605837,0.3850565424913164,Iris-setosa
+25,5.107969744299042,3.7181905171710072,1.5252531402790572,0.4530262615692341,Iris-setosa
+26,4.615093929576586,3.411842016377914,1.3925463967382408,0.29493411446872075,Iris-setosa
+27,5.804673594560867,2.698411669778809,5.096141399009239,1.8817694095567905,Iris-virginica
+28,5.926463079110973,3.000687135947987,5.139660185750409,1.8030792257863806,Iris-virginica
+29,5.880979661092751,3.2047623593784906,4.7707401086240955,1.8076542316362791,Iris-versicolor
+30,4.400000497095293,2.9080914250215724,1.3906936918934587,0.2,Iris-setosa
+31,4.4,3.155403574956661,1.3113885501985345,0.2,Iris-setosa
+32,5.783378296610746,2.8129559865556732,5.096600019789986,2.4097317585984874,Iris-virginica
+33,4.793358641802015,3.3997769191405207,1.6121481137120166,0.2,Iris-setosa
+34,5.11762602037611,3.506750200966813,1.4033561299615458,0.2946918907207695,Iris-setosa
+35,5.000328540797397,3.269114843167702,1.3081945946397602,0.2,Iris-setosa
+36,5.196910895244327,3.458457696780427,1.5282938906035397,0.2,Iris-setosa
+37,5.900600183204107,2.989859943893773,5.0792285267834645,1.8125384865697116,Iris-virginica
+38,5.351971324893584,3.859874138422198,1.4880427885601555,0.2,Iris-setosa
+39,6.855534485547173,3.2255312414885084,5.705193337308324,2.212915642097251,Iris-virginica
+40,5.380132271501719,3.4033797067694587,1.6862924574762617,0.2,Iris-setosa
+41,6.389322456560249,2.903182670084646,4.301513753081846,1.3007265968052113,Iris-versicolor
+42,5.381877047463224,3.8896620563854607,1.6875869513420862,0.3864159684851224,Iris-setosa
+43,5.105672137280484,2.495006873350727,2.808240875029009,1.0821988043843622,Iris-versicolor
+44,6.301705292123344,2.504071875983379,5.012863975447614,1.8969297873764392,Iris-virginica
+45,6.415771865092753,2.908290090398722,4.289238019118709,1.3206720817792967,Iris-versicolor
+46,5.481392840105955,2.4002507801561577,3.583726014280228,0.9784493842619639,Iris-versicolor
+47,5.102384081359171,3.783582536346185,1.603028911208097,0.2,Iris-setosa
+48,7.297006832704054,2.9035908026113044,6.304959997671537,1.8246058360167683,Iris-virginica
+49,5.7065070631572965,2.5112956312397023,4.99825992444726,2.0233045794929114,Iris-virginica
+50,4.984912960182176,3.2008693845559466,1.2209759648089944,0.2,Iris-setosa
+51,5.554047126241913,2.9979718734770207,4.490496897312474,1.497395349135781,Iris-versicolor
+52,5.393477368806088,2.993901626759527,4.496564314667257,1.4992732473742427,Iris-versicolor
+53,6.435755500452978,3.1976808262489156,4.464699023325634,1.478809713661408,Iris-versicolor
+54,4.6022685227737,3.5923466413678415,1.000000369730443,0.2,Iris-setosa
+55,7.325916804459423,2.887880996765427,6.320671616910806,1.7758598169412367,Iris-virginica
+56,4.904806945627214,2.3974710605507066,3.2607887677256775,1.0177433899871655,Iris-versicolor
+57,4.504516865384758,2.294378222196774,1.307565972855461,0.3176315031165505,Iris-setosa
+58,4.4959075267563975,2.3080399059433443,1.2992821708308995,0.29203290164354223,Iris-setosa
+59,5.097250432911564,3.801058841682476,1.668950783844248,0.42391807301354195,Iris-setosa
+60,5.73317481294098,2.645745399669094,5.053803673750924,2.266529163447968,Iris-virginica
+61,4.888601161490938,3.0002372136583433,1.4049379856099053,0.2,Iris-setosa
+62,4.76900364509085,3.4094340043207105,1.585853152919344,0.2,Iris-setosa
+63,7.7,2.778226301611054,6.699998694133042,2.000108508732433,Iris-virginica
+64,5.12045115190426,3.81762535466144,1.7408850421915774,0.433960907249921,Iris-setosa
+65,5.491757392347332,2.397546212232196,3.586430652210238,1.061297212970949,Iris-versicolor
+66,6.311657619226178,3.3985117336716697,5.615747355552822,2.3998021119242123,Iris-virginica
+67,5.905718112815738,3.193712002558686,4.778987207369015,1.7877037518231238,Iris-versicolor
+68,5.908778282914199,3.2044052525025615,4.814077589416288,1.8120291193220484,Iris-versicolor
+69,5.294581348363377,3.6654916056386675,1.5192971339377814,0.2,Iris-setosa
+70,5.017334567656444,3.5941678799434746,1.400567696992756,0.2,Iris-setosa
+71,4.829500532006779,3.417728927241662,1.630780263007573,0.2,Iris-setosa
+72,6.281707074496612,2.2993560758328564,4.400398080865532,1.3129606026796647,Iris-versicolor
+73,5.883844460746858,2.993476200654228,5.09676816160283,1.7867323411899112,Iris-virginica
+74,5.133642707277405,3.781984502218652,1.5940310934941484,0.2,Iris-setosa
+75,6.028460589018062,3.0023336091326764,4.579466844671121,1.401830033582906,Iris-versicolor
+76,6.6634261463016315,3.2826350539088067,5.739194559905339,2.49999937254012,Iris-virginica
+77,7.121462206824715,3.0315330668817673,5.861084435554289,2.1397899376754728,Iris-virginica
+78,6.303689662813754,2.81863126690472,5.084384598833094,1.5088271449358657,Iris-virginica
+79,7.7,2.822151625935084,6.6999988881878725,2.017677920121776,Iris-virginica
+80,7.05492594004055,2.995702311973944,5.831966059182341,2.0724804636972465,Iris-virginica
+81,5.769911850965634,2.7539972071758054,5.079210903602055,2.3789688254421297,Iris-virginica
+82,6.29551659291965,2.7195999528674064,4.900797396830346,1.7695000116055186,Iris-virginica
+83,7.7,2.802707179086333,6.7,2.0217647750557046,Iris-virginica
+84,6.7308364899709705,2.991557607620409,5.460053926065484,2.102140904204692,Iris-virginica
+85,5.822069096440219,2.7947259666320874,5.094789299149794,2.3980479117963127,Iris-virginica
+86,5.594508623948024,2.9997040708046447,4.497836913596283,1.4961622149227176,Iris-versicolor
+87,6.294541291167033,2.3029712761014536,4.392502846787959,1.2941498660915836,Iris-versicolor
+88,5.639558812520985,3.00557043137696,4.094330985234031,1.3056398771182087,Iris-versicolor
+89,6.293302915452005,2.5042326889436626,5.000681789104219,1.8883046205282665,Iris-virginica
+90,6.508168660015397,2.944661417780551,4.362844415244707,1.3491210752056895,Iris-versicolor
+91,5.108770683301577,3.2994866612231255,1.6956808587396661,0.5093145130518006,Iris-setosa
+92,5.033217790615063,3.4950999636588085,1.3400155696055986,0.30012759217534507,Iris-setosa
+93,5.493642790425058,4.196546030605651,1.3905255676456902,0.2,Iris-setosa
+94,5.476659515609174,2.41654281239394,3.7694314304089787,1.0810351591601544,Iris-versicolor
+95,4.8347172747198455,3.4054878613232766,1.6148299532342045,0.2,Iris-setosa
+96,5.085803254817739,3.514991228959033,1.3795912805880235,0.2981274688072576,Iris-setosa
+97,7.7,2.774763323429179,6.7,2.0359158821572274,Iris-virginica
+98,5.482756037086316,2.388393072157718,3.7559981679298717,1.0859776255899223,Iris-versicolor
+99,6.10513662415562,2.9998893535480904,4.5941495274836,1.4017746332352228,Iris-versicolor
+100,4.9962313862039,3.239089683107132,1.2114391771495603,0.2,Iris-setosa
+101,6.0999598275431675,2.6014571431202573,5.629912983170531,1.398382473815121,Iris-virginica
+102,6.676830575879789,3.2766338027674378,5.6655225402383165,2.5,Iris-virginica
+103,6.332030871564551,3.4115255536155975,5.589860328585546,2.392794308821368,Iris-virginica
+104,6.4011806168034235,2.7013587570886815,5.288906649436663,1.8927339916090433,Iris-virginica
+105,6.32586445562993,2.72481531164649,4.9126496047059565,1.7677486386787475,Iris-virginica
+106,6.818782060473392,2.99761931627858,5.5569975620308085,2.0824966153833437,Iris-virginica
+107,5.473213203965685,4.209416939866211,1.3965489611945892,0.2,Iris-setosa
+108,6.492849720798639,3.013826096676689,5.511691674365346,1.7931056123329883,Iris-virginica
+109,5.516480105325231,2.4005897937070078,3.8793241738346653,1.0968377691305116,Iris-versicolor
+110,6.702885523819301,2.9980431487587933,4.993435146761824,1.6897600599895908,Iris-versicolor
+111,6.322380201334685,2.4821505463835987,4.9180808513168035,1.5001364365574998,Iris-versicolor
+112,5.6726529997324775,4.4,1.5076551883085543,0.45138824870279026,Iris-setosa
+113,5.811518929207741,2.719368995117811,5.105354512818112,1.8857059113955355,Iris-virginica
+114,6.2821118303954515,2.9615507038942157,4.449200179781005,1.3544712828471313,Iris-versicolor
+115,5.293906320175931,3.4605799760910627,1.5947395700559144,0.2,Iris-setosa
+116,5.029885622874739,3.502369630822525,1.3235953288152678,0.29784540398857373,Iris-setosa
+117,5.341579579168102,3.409300357393042,1.6721679958698124,0.2,Iris-setosa
+118,4.4,2.9148932332722644,1.3901018219060095,0.2,Iris-setosa
+119,4.993537609157002,3.2180222381192185,1.193110042890172,0.2,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..39b328b7e790ae1221cdd6bfcc69beaa3d0ec685
--- /dev/null
+++ b/iris/tab_ddpm/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3046095492765675,2.7971330158692824,5.095655198932913,1.4989687147824686,Iris-virginica
+1,5.641110238125691,2.994428472088172,4.482014148042323,1.4937754421547913,Iris-versicolor
+2,5.105043825984924,3.2975574345906504,1.7795432585176536,0.60912868107737,Iris-setosa
+3,5.870098943142826,3.195203842357714,4.864051668925886,1.7914826834980084,Iris-versicolor
+4,6.277209515246543,2.3073049197534536,4.363805470576476,1.2949817145151807,Iris-versicolor
+5,6.2993880278091945,2.8910665611117343,5.582408561027262,1.7999399315051066,Iris-virginica
+6,5.1483016996261375,3.853623510298874,1.7759247437225092,0.4176275663983437,Iris-setosa
+7,5.49311995895185,4.190247107907849,1.4020256474647188,0.2,Iris-setosa
+8,6.42942550826688,2.907513604933509,4.2948551355233695,1.2994146638837873,Iris-versicolor
+9,7.699998656775863,2.8028597590831037,6.699999002132053,1.9937640100446186,Iris-virginica
+10,5.8375681370765555,2.9993305851367635,4.30582951032716,1.4860094030242013,Iris-versicolor
+11,5.08436137421382,3.738039092602702,1.5550246971432033,0.4404533475434132,Iris-setosa
+12,5.450476128353245,2.9911755058059626,4.49522768478047,1.5004645878498344,Iris-versicolor
+13,6.117626587144712,2.5980033407692145,5.635592176282367,1.3839656396164843,Iris-virginica
+14,5.042764039356852,3.5059531173269045,1.3237490127957927,0.2992560878645566,Iris-setosa
+15,6.002577946928329,2.6930879269554335,5.1569778096771755,1.581418478062842,Iris-versicolor
+16,5.171311623691502,3.4593675152617895,1.4899406420304169,0.2,Iris-setosa
+17,6.648097635818271,3.1240344138119776,4.403738641480927,1.434521531998124,Iris-versicolor
+18,6.613390474563582,3.0089963624328417,4.402413893709235,1.4008107340672338,Iris-versicolor
+19,5.481749635607551,2.4197314712634586,3.822240836498162,1.1213151729706046,Iris-versicolor
+20,6.368860154737026,2.8859829782037294,5.307912035851968,1.6130836375177502,Iris-virginica
+21,5.189267136363384,2.694747955254154,3.8871617983050006,1.4046568675823725,Iris-versicolor
+22,7.02066269014791,3.0076833952196766,5.775328051973043,2.1302653516704377,Iris-virginica
+23,6.405136163314657,3.086788696323937,5.483294747793354,1.7852235650895,Iris-virginica
+24,5.520967849899197,2.3957032516951817,3.8482417026127296,1.0393722352608674,Iris-versicolor
+25,6.007413547472075,2.6963030712306577,5.089866969387161,1.5512737174528097,Iris-versicolor
+26,6.415726764190409,2.706626232711116,5.3319302676464995,1.898094395921675,Iris-virginica
+27,5.006696695295072,3.30202089867981,1.361757859969969,0.2,Iris-setosa
+28,7.7,2.7997853219249476,6.7,1.9970523990574738,Iris-virginica
+29,4.590202745999544,3.409989488080535,1.3795555254282514,0.3048175548240919,Iris-setosa
+30,5.4900878678367935,4.186880276630984,1.386967420047415,0.2,Iris-setosa
+31,5.5563901108115505,2.9973644370329557,4.5181712230823114,1.5184526402117242,Iris-versicolor
+32,5.99564798801518,2.7009707518776747,5.115540106342216,1.6023051189222286,Iris-versicolor
+33,5.235837744305864,3.425847750025367,1.5771504013845274,0.2,Iris-setosa
+34,6.742631480620422,3.293104342570782,5.712186173566014,2.082511712942085,Iris-virginica
+35,5.581731731836444,2.997698041143152,4.099981469846169,1.293097833310538,Iris-versicolor
+36,5.9641204233839655,3.004271508741406,4.265885825860303,1.4885374567588598,Iris-versicolor
+37,6.370471830047113,2.6935715660709283,5.242981155323601,1.9136605194614553,Iris-virginica
+38,6.887732309435639,3.145510352506423,5.643322295313873,2.25771426340771,Iris-virginica
+39,4.838246316834641,3.4056581446531755,1.5873233185513822,0.2,Iris-setosa
+40,5.4914409914593625,2.415201709571151,3.943188705286202,1.0740427009815356,Iris-versicolor
+41,5.4775982894958535,2.998434466793849,4.507143922210409,1.4967721904013949,Iris-versicolor
+42,5.70000415195191,4.4,1.4990340892425702,0.4485455033873578,Iris-setosa
+43,4.605979635761968,3.6100124048417044,1.0,0.2,Iris-setosa
+44,5.510772669562948,2.6129005041218685,4.407872049667313,1.2001085530294924,Iris-versicolor
+45,5.487114180281962,3.0004016300535143,4.506594392069766,1.505468500938314,Iris-versicolor
+46,5.204791504340548,3.5045509939627877,1.5011308460169432,0.2,Iris-setosa
+47,5.506613118602012,2.4023675793253187,3.8493187660235444,1.007431701178946,Iris-versicolor
+48,5.41016805960827,3.4082563481432717,1.813260098134388,0.2,Iris-setosa
+49,6.301904752376025,2.9037683822729736,5.57986203149094,1.7897154017866868,Iris-virginica
+50,5.907299938322298,3.2080093543541413,4.79987132731746,1.787142624479249,Iris-versicolor
+51,6.673530913116619,3.29390863838885,5.817592963656832,2.5,Iris-virginica
+52,5.681439729082771,2.493207150869457,5.00399768957555,1.9921474028663295,Iris-virginica
+53,5.088470414594079,3.294481745055175,2.2145310869555996,0.5243805700194166,Iris-setosa
+54,5.00852745826497,3.197464291737917,1.1871153580132856,0.2,Iris-setosa
+55,5.7975119628155785,2.6824276324770326,5.098750975206,1.910450231074792,Iris-virginica
+56,7.7,2.7982044027510438,6.7,2.0090620088050106,Iris-virginica
+57,4.60185504836907,3.199982779194272,1.3988197478228028,0.2,Iris-setosa
+58,6.049469734530374,2.982523084169463,4.467669868448466,1.4145984827878808,Iris-versicolor
+59,6.6683299777959135,3.303548151256283,5.6967374958432515,2.499999530141526,Iris-virginica
+60,5.810733561180586,2.7152033899235866,5.0997307478159115,1.8974164227761519,Iris-virginica
+61,5.91681984207576,3.004070767846728,4.214515767971569,1.506166675381217,Iris-versicolor
+62,5.1013730011276985,3.7880319682103005,1.5896892827388664,0.2,Iris-setosa
+63,7.699998773596361,2.7885707176916235,6.699998716869405,1.997874400466157,Iris-virginica
+64,6.42437349453124,3.094001704304146,5.513686929010853,1.785474428072126,Iris-virginica
+65,6.692527408054931,3.276250401592538,5.657764380465347,2.5,Iris-virginica
+66,6.2840498967566285,2.494233038108324,5.00912780977926,1.8883000080173853,Iris-virginica
+67,5.556206827080481,2.6664298242520554,4.273950147355425,1.2875212609849447,Iris-versicolor
+68,5.089143942219939,3.504942952384079,1.3867221701820753,0.315219167569781,Iris-setosa
+69,5.305776175823899,3.7267864253791108,1.4994267083865334,0.2,Iris-setosa
+70,6.1794665422665656,2.5593694103485123,4.974038102289071,1.5228630473272395,Iris-versicolor
+71,4.503967148888194,2.309449642911589,1.2965186309376924,0.30352793409110923,Iris-setosa
+72,7.7,2.8242396707204778,6.7,1.9985093896320292,Iris-virginica
+73,4.497759088942534,2.31338370409227,1.2816907004978877,0.2905527904678277,Iris-setosa
+74,4.996337414711503,3.2193406657018393,1.2366932712277408,0.2,Iris-setosa
+75,4.907009466955618,3.083779616488478,1.4960569071656513,0.10000009585046005,Iris-setosa
+76,6.688216216862511,2.9948816411996555,5.002165740356239,1.6940057916635514,Iris-versicolor
+77,6.885445960341947,3.198456606764715,5.699881039163619,2.2980852662934717,Iris-virginica
+78,5.361042547105556,3.407884574556798,1.8022407248549532,0.2,Iris-setosa
+79,4.4,3.193509830606427,1.2753365013258515,0.2,Iris-setosa
+80,5.025455948304274,3.5082504142821023,1.323172435391991,0.3061799550628358,Iris-setosa
+81,5.218493756965001,2.7362496136241203,4.063149367778876,1.4125032843807124,Iris-versicolor
+82,7.055812061246128,3.0097537880976213,5.82686879117294,2.1470533002838534,Iris-virginica
+83,4.995808014665704,3.2100146875308133,1.2253228197020691,0.2,Iris-setosa
+84,6.345061653315676,2.5217660439238903,4.916493224645088,1.5105081697367408,Iris-versicolor
+85,7.6999984580927245,2.772107754415274,6.699998658586504,1.9873324310435345,Iris-virginica
+86,5.619789408356766,2.696308212705881,4.218324892082268,1.3005151432785091,Iris-versicolor
+87,6.921678146122938,3.2077105964339805,5.7272095655667306,2.301821947207438,Iris-virginica
+88,6.011780197074056,2.2,5.003348400151303,1.498121669402698,Iris-virginica
+89,4.400000506913005,3.1995120562892696,1.3085944798068376,0.2,Iris-setosa
+90,4.6692243316434565,3.1995799155666846,1.3678476733599738,0.2,Iris-setosa
+91,6.451881157889867,3.1976092849439395,4.480739417479508,1.487676273610734,Iris-versicolor
+92,5.895902892482244,3.000828317776921,4.196427714846369,1.4996116985400216,Iris-versicolor
+93,4.906956914459007,3.0964381472562983,1.3803870401577591,0.2,Iris-setosa
+94,6.300482783237209,2.8257086470431054,5.09622597992534,1.5173162188166405,Iris-virginica
+95,5.565853508242996,2.653995086088847,4.231564933291625,1.2725930076086356,Iris-versicolor
+96,4.990696448183484,3.1984521977333245,1.2053594629575488,0.2,Iris-setosa
+97,5.024507338838673,3.5101725102855545,1.3355093143122037,0.2859578577647053,Iris-setosa
+98,6.29456602149626,2.8016638637491638,5.1067965915080675,1.5043840405395896,Iris-virginica
+99,6.612413568054691,3.002928073754576,4.387356277793112,1.401895097862801,Iris-versicolor
+100,6.880817826360983,3.0084786708117575,5.54862033171842,2.098659298976057,Iris-virginica
+101,4.900394806617005,3.0938384493455113,1.5017784965071836,0.1,Iris-setosa
+102,4.603162185609824,3.5829467139352422,1.0,0.2,Iris-setosa
+103,5.876088171551368,3.0043448227477456,4.2099937956663,1.504409223234729,Iris-versicolor
+104,5.109120783865162,3.8304764938699023,1.5946666385071953,0.2,Iris-setosa
+105,5.098601292655082,3.799628554995742,1.6015865185398421,0.2,Iris-setosa
+106,6.313064856645986,2.4864356351931893,4.906913904451402,1.5002103666198632,Iris-versicolor
+107,6.28307871048624,2.4674012993035968,5.007854379105185,1.9081719008866174,Iris-virginica
+108,5.580048900723429,3.006587175868139,4.104453427280535,1.3008003360294487,Iris-versicolor
+109,4.902923640293292,2.395567164988442,3.29180798334044,1.0472682992345954,Iris-versicolor
+110,6.852725319865859,3.0008890151699275,5.557822124980979,2.0990965773221193,Iris-virginica
+111,5.698119207490863,4.399999258900508,1.4984065399531898,0.4035382687820032,Iris-setosa
+112,6.003845708208172,2.2000003066841995,5.016033418247158,1.5050688766275153,Iris-virginica
+113,6.877506961678963,3.0798786445739377,5.653672319500902,2.187731935082689,Iris-virginica
+114,6.598597866078608,3.3228463408217865,5.635531063227664,2.253228829135141,Iris-virginica
+115,6.69720399732819,3.2808582170819074,5.66920647136703,2.499999528235465,Iris-virginica
+116,6.6483819782453315,3.342194953998949,5.694775673775718,2.1271782201659293,Iris-virginica
+117,5.525664595452815,2.619928676346095,4.400542179972496,1.2531082574806192,Iris-versicolor
+118,5.781094662129712,2.697468864850309,5.102782562180114,1.8957241234830913,Iris-virginica
+119,4.891275823856778,3.0973299616665004,1.4970900014490442,0.1,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..d217a4d7d843640e657aaa37480176892b49475f
--- /dev/null
+++ b/iris/tab_ddpm/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.007012120707578,2.7043427489986342,5.094693352357325,1.5981786178949087,Iris-versicolor
+1,6.488322701464102,3.1800976470493345,4.436694332821388,1.4773176206313048,Iris-versicolor
+2,6.0199369884668945,3.3982483973476585,4.501922001011099,1.602545732965184,Iris-versicolor
+3,4.400000551479139,3.192289772973479,1.3018092663765932,0.2,Iris-setosa
+4,7.7,2.7934735699735085,6.7,1.9963641272761814,Iris-virginica
+5,5.905306936888104,3.2049608812246886,4.807531736858141,1.8132392373898922,Iris-versicolor
+6,5.504754146238099,4.186482500285798,1.3967133093417972,0.2,Iris-setosa
+7,5.895954408246345,2.995461332688514,5.092313474318466,1.788733020580096,Iris-virginica
+8,5.6920957342405565,2.496731676270988,5.023263169325399,1.9957510126089928,Iris-virginica
+9,5.0446153674536,2.47610523306587,3.1554044043905223,1.0045562360742193,Iris-versicolor
+10,5.10553234402298,3.6742166419828726,1.4967302674949938,0.42735790369361965,Iris-setosa
+11,5.421246988589205,3.0031214249645064,4.573165206492261,1.4915269279379428,Iris-versicolor
+12,5.0054320633188425,3.2029616006726203,1.2085107288395125,0.2,Iris-setosa
+13,5.212900864265227,3.502174421820446,1.5255461412528242,0.2,Iris-setosa
+14,6.680280920213756,2.9910632749594495,4.996371265693926,1.6953339392790052,Iris-versicolor
+15,6.030883800893989,2.2000003045970873,5.009249613629098,1.5069858838139558,Iris-virginica
+16,6.681180653397678,3.297545166813222,5.692414658308742,2.099313663685222,Iris-virginica
+17,4.988569303359428,3.2432626829381817,1.2504958556670243,0.2,Iris-setosa
+18,6.695136193550145,2.99911142926764,4.993529585286477,1.7197777391621432,Iris-versicolor
+19,6.307935289534231,2.532578734441626,4.9832760227071535,1.8829230971066564,Iris-virginica
+20,6.475830378370073,2.939345183067989,4.328006880940313,1.3460300718279365,Iris-versicolor
+21,5.895799924576286,2.9964326585033563,4.2023237524733785,1.4966186745688195,Iris-versicolor
+22,4.900608613511267,3.007576047077755,1.3962982080544801,0.2,Iris-setosa
+23,4.400000552631276,3.201783444149983,1.2831407616167576,0.2,Iris-setosa
+24,5.197983508306124,2.691019860510751,3.869586271314401,1.3991968478225134,Iris-versicolor
+25,6.681234358713951,3.2886945347116074,5.701050143611956,2.090666563677441,Iris-virginica
+26,6.430677938857571,3.2141128144164304,4.467335296297088,1.4924366662309705,Iris-versicolor
+27,6.62025876816749,3.0194501062335144,4.386480241683429,1.3947261347240314,Iris-versicolor
+28,5.099705634211627,3.4978352108882236,1.3730376009423613,0.3067740881269724,Iris-setosa
+29,5.889387147630143,3.0034285515143866,5.1138691854660685,1.7951377370345427,Iris-virginica
+30,4.4,3.1985425225777733,1.2929148921288087,0.2,Iris-setosa
+31,5.061971577776214,3.494168979757322,1.3420785232749766,0.2993101136416482,Iris-setosa
+32,4.6047536433988165,3.406947863983104,1.4076367008248418,0.30744692975083543,Iris-setosa
+33,6.749003909589756,3.099908361076873,4.34150794097147,1.3891319685944814,Iris-versicolor
+34,6.723541779594534,3.293029587046338,5.746111630759202,2.4999995312862633,Iris-virginica
+35,6.29098979221831,2.7157661424168635,4.891039160681588,1.8093857674393017,Iris-virginica
+36,5.019351987260433,3.5205719651756593,1.3241739964263022,0.30966556990835287,Iris-setosa
+37,4.591176040796379,3.6011837502163373,1.0000004345538323,0.2,Iris-setosa
+38,6.92919486251574,3.177321381320279,5.674882443813915,2.2785722605887795,Iris-virginica
+39,5.0964922685051794,3.3977270252718617,1.493528490856932,0.2,Iris-setosa
+40,5.701406450978117,4.4,1.492014173640347,0.3726481383705552,Iris-setosa
+41,4.400000572901879,3.184284379567743,1.3105678374451024,0.2,Iris-setosa
+42,5.103265781310329,3.56944059650942,1.4349118511818637,0.3324542817043707,Iris-setosa
+43,5.098237331767941,3.647539900351922,1.5820698996914784,0.2,Iris-setosa
+44,4.610155351434831,3.3973443827862195,1.4014177612888883,0.301315736277811,Iris-setosa
+45,6.005070908647305,2.99143392195654,4.875263973216914,1.789063915907284,Iris-virginica
+46,5.902093618346745,3.1967467004630636,4.806926234864753,1.8009419021572783,Iris-versicolor
+47,5.608346006650008,2.9910356183251214,4.121541776724185,1.2964925537579584,Iris-versicolor
+48,4.499470082564851,2.3056648013849377,1.309716181623064,0.2933217840168939,Iris-setosa
+49,5.510578801854611,4.1897603100459815,1.400312116440824,0.2,Iris-setosa
+50,5.895599711527363,2.988279780219557,4.2055209937042495,1.492631674084715,Iris-versicolor
+51,5.929894583722725,2.9984417383403867,5.078132135349718,1.809384408998447,Iris-virginica
+52,6.381352519174762,2.7131072714458258,5.288697809882277,1.891324219677621,Iris-virginica
+53,4.498082000550189,2.298006913051759,1.287904582999235,0.29063038173049804,Iris-setosa
+54,6.306126729330257,2.464527266419682,5.023236858705577,1.902825372910065,Iris-virginica
+55,5.885124539683985,3.002899098592529,4.989574982223391,1.7985996866842537,Iris-virginica
+56,6.280205092067788,2.526394034242581,5.018350534097598,1.8887149022141259,Iris-virginica
+57,4.596122329413017,3.3974854462144664,1.3975993657784538,0.3079353657992374,Iris-setosa
+58,4.504008469859057,2.305749433672024,1.2978101156315973,0.29294468429352044,Iris-setosa
+59,5.978401275198853,2.706853140316415,5.086340752679277,1.6172041477161543,Iris-versicolor
+60,6.689008004413996,3.2807899092711987,5.617992901663514,2.49999938383976,Iris-virginica
+61,4.9033085446557765,3.1179630906180074,1.5124494104394102,0.10000010858888758,Iris-setosa
+62,6.321960221084881,2.8168761483575997,5.070955567773365,1.4870164604634952,Iris-virginica
+63,7.7,2.7837708308793325,6.699998584383985,2.001006401597363,Iris-virginica
+64,6.031169892647113,2.6807813975594414,5.077126306376975,1.61320856828628,Iris-versicolor
+65,6.004957968157651,3.0023996874674697,4.7654602045986065,1.7978395327579721,Iris-virginica
+66,5.118545144740042,2.498295486848756,2.8578728515329512,1.0966355251485007,Iris-versicolor
+67,5.102454141380442,3.794597190234289,1.601843791900768,0.2,Iris-setosa
+68,6.402995330725783,3.1278217858336443,5.499112223280802,1.8065856327591043,Iris-virginica
+69,5.008892928818918,3.60295109977176,1.4009667218723705,0.2,Iris-setosa
+70,6.436162902275662,2.7011695625371477,5.359015237555373,1.9009557651224638,Iris-virginica
+71,5.694364151424839,2.512151664840702,5.007515426306351,2.00926479160358,Iris-virginica
+72,6.124459457853679,2.9961453261106747,4.632016876223632,1.4036568345416847,Iris-versicolor
+73,6.500110242249711,3.171460586598515,4.475100710858274,1.4811508761794212,Iris-versicolor
+74,4.891490409543418,2.3918966742099945,3.3900134629277403,1.0547191025785072,Iris-versicolor
+75,6.4116287626653,2.9077286460423624,4.3086039495142545,1.3374775857601735,Iris-versicolor
+76,6.880574581661057,3.190154631944155,5.735362798217746,2.3019834469268656,Iris-virginica
+77,4.499962851857642,2.2876727092490263,1.2939905310779398,0.30382541106203814,Iris-setosa
+78,6.649335271420278,3.0345553631740327,4.402576288746438,1.402152676667996,Iris-versicolor
+79,5.458003013153988,2.9920936972178427,4.540520208292104,1.4882788054970988,Iris-versicolor
+80,5.9068718509670735,3.206181710050879,4.835800484200134,1.7965088541016119,Iris-versicolor
+81,6.097677501968418,2.603792650699089,5.588135776770561,1.4070976144490657,Iris-virginica
+82,6.6896036315198595,3.004012788920881,5.504275012736194,2.0454907855485462,Iris-virginica
+83,5.529542268171993,2.6313891968196703,4.318142151131702,1.2811624325807125,Iris-versicolor
+84,5.5789431586084,2.998701441800847,4.127510797467221,1.2978656210873694,Iris-versicolor
+85,6.423140201077631,3.0750029990203775,5.472141412956039,1.8018967761940874,Iris-virginica
+86,4.591196661366226,3.1814010419586474,1.4007954343757558,0.2,Iris-setosa
+87,4.79967332014812,3.3992111209419096,1.5922317965250534,0.2,Iris-setosa
+88,5.898850065473395,3.202116561507984,4.824771525281487,1.8083887519418202,Iris-versicolor
+89,7.020587109954615,3.0607925577275172,5.807741425924613,2.174583431876558,Iris-virginica
+90,6.303974957685724,2.50335644693512,5.013172823234825,1.9039857834276626,Iris-virginica
+91,6.7768726849713685,2.995635184876098,5.491105056745488,2.0426894134063147,Iris-virginica
+92,5.857377556757504,3.008333507810333,4.224441607863737,1.4967816870084878,Iris-versicolor
+93,5.992565220144939,2.2,5.027131686210128,1.497893301796016,Iris-virginica
+94,5.1077828500028755,3.8007990959179025,1.7475280646930265,0.49546049605518694,Iris-setosa
+95,4.604185345275717,3.393066926995423,1.3959444069488616,0.29339279761789816,Iris-setosa
+96,6.128521778945231,2.9879065362457182,4.5767665817149314,1.3756836416960323,Iris-versicolor
+97,5.625012181072853,2.7092222264093375,4.217736507358167,1.305436590621157,Iris-versicolor
+98,6.277871647202298,2.707563430495662,4.886418909331236,1.8065898227868182,Iris-virginica
+99,6.313446364548569,2.702055002104711,4.911273560466683,1.7865978986755295,Iris-virginica
+100,5.938827956163034,3.021035365010054,5.123868099717221,1.7973530238256075,Iris-virginica
+101,6.3309271125900475,2.5102777937385095,5.035441674799819,1.906134980946704,Iris-virginica
+102,7.699998886874815,2.791806938592092,6.699998443356227,2.001625628062031,Iris-virginica
+103,6.107689899467639,3.0043501369226613,4.610034574711294,1.4019793765646744,Iris-versicolor
+104,5.390246580436579,3.9153944009121537,1.325629154555912,0.3824471682239613,Iris-setosa
+105,6.700805028151123,3.2916905286250087,5.685801263898625,2.0690024883728073,Iris-virginica
+106,6.803504550046265,3.346733457287963,5.753809059340993,2.5,Iris-virginica
+107,4.40000055489921,3.2012041765779804,1.3069572717545914,0.2,Iris-setosa
+108,7.351115529084867,2.8922262924384694,6.341251476969825,1.799474104063318,Iris-virginica
+109,6.318454987799865,2.7950583313314628,5.099241361220736,1.4978867039554056,Iris-virginica
+110,5.0226517369405705,3.319695866912663,1.3929755100037218,0.2,Iris-setosa
+111,5.4275287361768765,3.9145510256137097,1.8763008862314579,0.4172665317726829,Iris-setosa
+112,5.219709381561477,3.419994479452834,1.4016056909100152,0.2,Iris-setosa
+113,6.013172106864626,2.7077473846208604,5.111155169469463,1.6014779703105468,Iris-versicolor
+114,7.699998919947185,2.818587880628196,6.699998942523522,2.0141881563905017,Iris-virginica
+115,5.0068453743674395,3.3317136697163248,1.4160112375663076,0.2,Iris-setosa
+116,5.674886017645294,2.5101784872963773,4.97931177205126,1.9976274481848284,Iris-virginica
+117,5.480457579000375,4.1459292731947235,1.4030885845142007,0.2,Iris-setosa
+118,5.209613332340397,2.7029182623753676,3.9157336457981717,1.4007332755756268,Iris-versicolor
+119,5.50688339714812,2.9952510734445372,4.485424999769031,1.4972671678763878,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..a4d0b573e0ca5f0039bc1a7aa3a40dccdd309d6c
--- /dev/null
+++ b/iris/tab_ddpm/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.003817981059979,3.508036665506339,1.3160376548073416,0.2922577195136043,Iris-setosa
+1,5.414671114215407,2.9970354995728243,4.52015809808918,1.4997030676201368,Iris-versicolor
+2,6.822767548310342,3.1222277783148176,5.6398725920083885,2.2462204197040885,Iris-virginica
+3,7.699998431746479,2.7772904016719613,6.699997591647994,1.9862243445717631,Iris-virginica
+4,5.391859268938944,2.9974592742249455,4.489063807895853,1.4973239886010445,Iris-versicolor
+5,4.992620579923448,3.5647097823026725,1.394222813671843,0.2,Iris-setosa
+6,5.703145467063785,2.5043755159123626,5.002025019191255,1.9942590584729272,Iris-virginica
+7,7.088704061812759,3.0026103968947524,5.918885773099726,2.1161230734488665,Iris-virginica
+8,6.6767854016453505,3.070937147937471,4.372344021594297,1.4095986568923211,Iris-versicolor
+9,5.7234591088289335,2.900753776716839,4.184233131718678,1.330778589840285,Iris-versicolor
+10,5.474292616011814,2.3983417152135216,3.704150655569376,1.0399707307487316,Iris-versicolor
+11,5.590242039921035,3.000912163349275,4.084037762357791,1.2971725006310502,Iris-versicolor
+12,5.405528953672006,3.392903865980387,1.8902379659441364,0.2,Iris-setosa
+13,5.677624776832632,3.0120177952244793,4.10185733342657,1.319400713702291,Iris-versicolor
+14,6.2853668017104,3.4049993771438722,5.600573728111186,2.3912025901074676,Iris-virginica
+15,5.856518421760592,2.9904015554359886,4.206668010550041,1.4861196943774075,Iris-versicolor
+16,7.234366881532639,2.89269614854838,6.244577494679346,1.7838206085143349,Iris-virginica
+17,5.467561091987129,2.5578950384866412,4.2445039686350245,1.1935213314203477,Iris-versicolor
+18,5.150898283427208,3.4038924424546306,1.4105674998294844,0.2,Iris-setosa
+19,6.000560360401792,2.9985966011372556,4.848340187222564,1.7873785985888353,Iris-virginica
+20,4.503271779663415,3.5428754670269513,1.000006225466245,0.2,Iris-setosa
+21,5.779392728826751,2.7921287223872624,5.097467383244558,2.397402076780717,Iris-virginica
+22,6.422037814698619,3.2067677554717156,4.51248593032117,1.496652575462481,Iris-versicolor
+23,4.4,2.835374098337108,1.4028972910998887,0.2,Iris-setosa
+24,5.174154165847352,2.449923353082228,3.1789069811346153,1.0938580653183267,Iris-versicolor
+25,5.287814122379763,3.6138861505230704,1.4646031363954743,0.2,Iris-setosa
+26,4.995327881207937,3.1877810070540242,1.185907183028272,0.2,Iris-setosa
+27,5.102568135853108,3.717099003026677,1.577501224691837,0.38935990541145377,Iris-setosa
+28,6.882989811810028,3.208185169643,5.683195221797283,2.270688454663602,Iris-virginica
+29,4.4,3.214503794379319,1.2885368640715442,0.2,Iris-setosa
+30,5.177261476782679,2.660119733733023,3.5397349475036797,1.374986579603534,Iris-versicolor
+31,4.900805876461217,3.0987769221495256,1.4918770908530596,0.1,Iris-setosa
+32,6.3403063589575,2.827117855325167,5.140469492211464,1.5218021681347753,Iris-virginica
+33,5.078004074431656,3.7808869778124903,1.5465229954927777,0.2,Iris-setosa
+34,6.74987720228441,3.311303021333185,5.792390262490358,2.5,Iris-virginica
+35,4.991588724695446,3.604198658003355,1.403299513212942,0.2,Iris-setosa
+36,5.495118832984722,2.578399346803738,4.359165835751686,1.191623706799108,Iris-versicolor
+37,4.999088525876543,3.498999982599152,1.2993037923870265,0.3067046763205196,Iris-setosa
+38,5.914069101656944,2.9979952087869566,4.183698065688291,1.5125721016960254,Iris-versicolor
+39,6.002296681056936,2.70096509812634,5.106837232003748,1.6033566622773698,Iris-versicolor
+40,6.493972418170783,3.0428163365625545,5.511791995867421,1.801653129982327,Iris-virginica
+41,6.3436300555773775,2.81620900074554,5.080352848705174,1.502320716363587,Iris-virginica
+42,6.303746153798462,2.8146949602468903,5.089097499917509,1.5047884160104164,Iris-virginica
+43,5.4839875506116735,2.408782946120529,3.716846799778085,0.9749244373816672,Iris-versicolor
+44,6.089396348256621,2.619021362431147,5.033405169617984,1.5943238819294687,Iris-versicolor
+45,5.974577641718143,3.00136431684274,4.31438471439913,1.4938673066422001,Iris-versicolor
+46,5.378265541883408,3.4122322593827534,1.82040725280072,0.2,Iris-setosa
+47,4.400000608284116,3.01972053144753,1.3596402761606727,0.2,Iris-setosa
+48,6.309314861140501,2.9039889367714826,5.58725677642801,1.789010682305308,Iris-virginica
+49,7.699998864183061,2.802146658357166,6.699998938433209,1.991753102003939,Iris-virginica
+50,5.101157619841549,3.497381318793474,1.4059534494069048,0.29866668700797844,Iris-setosa
+51,5.089722558595699,3.4971871804131425,1.3876429220120474,0.30016417495493286,Iris-setosa
+52,5.086633171270355,3.643592878870017,1.4758193627529916,0.39993992561972813,Iris-setosa
+53,5.818664732387417,2.7181159324652473,5.098577141147663,1.9043800853378918,Iris-virginica
+54,5.892119920479618,3.1945092647080915,4.79373033311596,1.8101949354635876,Iris-versicolor
+55,5.891336619872796,2.9376958601184944,5.121018222938411,1.8221226165670628,Iris-virginica
+56,5.489306012856204,2.4018686447542055,3.7856763346248155,1.0252525358506945,Iris-versicolor
+57,5.422960695737957,2.9879973065440963,4.4174366006579255,1.4739508256737324,Iris-versicolor
+58,6.004556414819752,2.200000402366431,4.988793698153124,1.5004458093383684,Iris-virginica
+59,5.106746642513525,3.3041527419645873,1.8300881519332672,0.5041960786398497,Iris-setosa
+60,5.012175059804007,3.5003465874037007,1.307091606391484,0.30044689799350055,Iris-setosa
+61,6.430097572073797,3.203246275193108,4.483248357624336,1.4965586955219656,Iris-versicolor
+62,5.1236988125757525,2.4975162477574524,3.0639723820936213,1.1223053979355742,Iris-versicolor
+63,6.3810752401627475,3.220345943573691,4.5333402033599635,1.511224206997573,Iris-versicolor
+64,4.4,3.204085063126358,1.2910166718765785,0.2,Iris-setosa
+65,5.328315448969326,3.7328987383733367,1.34243982797422,0.35657945666261404,Iris-setosa
+66,5.095912159437681,3.306143426436588,1.6919217600821836,0.545577342059675,Iris-setosa
+67,5.581548669312204,2.6605845708528757,4.21197986724469,1.2975956641123272,Iris-versicolor
+68,6.506736082352209,3.1748536535985408,4.491547767643403,1.4868508941933571,Iris-versicolor
+69,4.991839768973971,3.207827498413403,1.226885965577763,0.2,Iris-setosa
+70,5.493288257737365,2.3981742549679548,3.813720449234941,0.9890386536739426,Iris-versicolor
+71,5.096329151931583,3.3036488125416,1.7541133820480082,0.5551500398346934,Iris-setosa
+72,5.387993878380104,3.880450106131117,1.3009589810455808,0.412199654502897,Iris-setosa
+73,6.693149808439525,3.2951719218718885,5.646273229742455,2.5,Iris-virginica
+74,7.7,2.7931670873730985,6.7,2.000605399638895,Iris-virginica
+75,7.699998794958226,2.802054653736285,6.7,2.013248649121777,Iris-virginica
+76,6.382890447808574,3.1022369102490175,5.484395489227435,1.80335769253731,Iris-virginica
+77,6.003147755277956,3.407160740781289,4.504746310663529,1.5998733838713461,Iris-versicolor
+78,5.11941605819092,3.4796311108445166,1.4027992597608312,0.26867970744368763,Iris-setosa
+79,5.823208633443344,2.831762775558661,5.113250116522032,1.8617647429321265,Iris-virginica
+80,4.400000573151105,2.905519391159588,1.3942676380351011,0.2,Iris-setosa
+81,6.590951834036801,3.3036765363703418,5.7191546998833305,2.349086087367864,Iris-virginica
+82,5.09766117666876,3.7227131617737337,1.5472614262934443,0.4046615926072348,Iris-setosa
+83,5.498765503654391,2.4024370423237618,3.5593678855512136,1.0862601349780747,Iris-versicolor
+84,7.699998890616481,2.787273065569215,6.699998867516756,2.0048279264021933,Iris-virginica
+85,5.6305769745842476,2.9976456716116884,4.102958823311419,1.3208319983194259,Iris-versicolor
+86,4.797816878500437,3.3983206548883604,1.5768509292066546,0.2,Iris-setosa
+87,5.193421747783789,2.7037572278965345,4.027430999803552,1.4044133536542418,Iris-versicolor
+88,5.628999314117279,3.00700311634949,4.461192810662415,1.4931752704954997,Iris-versicolor
+89,4.903927888484572,2.9992284866372034,1.3861367808891896,0.2,Iris-setosa
+90,6.024551592036825,2.7091834143864935,5.104147616249601,1.583423302599768,Iris-versicolor
+91,5.400801660593343,3.8683460082731314,1.3146328896398651,0.3948677220130832,Iris-setosa
+92,6.306849108060063,2.734180757442343,4.910751676193686,1.7938712500334943,Iris-virginica
+93,5.096990829612406,3.388227995160998,1.4987814946090179,0.2,Iris-setosa
+94,5.89434775536216,2.994856812985457,5.105868661007047,1.7844949431593788,Iris-virginica
+95,5.203305585887132,2.7056626041737233,3.579670597683265,1.4030677610064832,Iris-versicolor
+96,6.730317107174739,2.988128823954723,5.493565440761386,2.095656524222723,Iris-virginica
+97,5.145369924751645,3.4110584407096187,1.4976863612660922,0.2,Iris-setosa
+98,5.495358826208457,2.9982466549154716,4.483389018257365,1.4871150934773474,Iris-versicolor
+99,6.6916629968261985,3.276874991293349,5.651506684122064,2.4999995230337544,Iris-virginica
+100,5.312334517564161,3.428466063933052,1.647748205720754,0.2,Iris-setosa
+101,6.274186516752985,2.899855733298604,5.68303485748852,1.7896511156209025,Iris-virginica
+102,5.068511360947863,3.3806023743552935,1.4932399861768082,0.2,Iris-setosa
+103,5.701494817081965,2.463897478774244,5.001711138945915,2.0047441494214553,Iris-virginica
+104,6.720087194700311,3.3069574801082187,5.735781080467636,2.499999521805763,Iris-virginica
+105,6.675855460517062,3.089778647124953,4.394318295492187,1.3928003799958324,Iris-versicolor
+106,5.771222479173161,2.796090421382137,5.092828861636672,2.402795169058421,Iris-virginica
+107,5.488119174117731,2.4015393813236647,3.6514236603992396,1.0060132067295107,Iris-versicolor
+108,6.356520639877944,2.554286204663449,5.059805723317651,1.9317793345330523,Iris-virginica
+109,4.807805222943976,3.4127263912959527,1.611911129842065,0.2,Iris-setosa
+110,5.113002340734378,2.505077794097739,2.973107363912879,1.0210909260796268,Iris-versicolor
+111,4.997367915713102,3.4920986288265516,1.3037325264019648,0.2944105343268188,Iris-setosa
+112,7.6999987147766875,2.799767354355158,6.69999848088358,1.9835756439423808,Iris-virginica
+113,4.89411362624087,2.3870698302456717,3.255934020700024,0.9979323177381583,Iris-versicolor
+114,4.4,2.8918050832773607,1.4050894803609864,0.2,Iris-setosa
+115,5.505945491882947,2.6063238928964414,4.408118548288809,1.2045481037074257,Iris-versicolor
+116,5.741518987587633,4.4,1.5135210733949125,0.3804026305806944,Iris-setosa
+117,4.4,3.201589610496122,1.3136258558761376,0.2,Iris-setosa
+118,5.473596850333304,2.403677915882549,3.6754029570618796,1.1384393036353764,Iris-versicolor
+119,5.61037793736432,2.7110170225237837,4.231346972750364,1.3012704388359946,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..4713107fa8f97c0fb8450fdbd50802b46d731948
--- /dev/null
+++ b/iris/tab_ddpm/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.2636875801544365,3.547616320916589,1.5159546450090342,0.2,Iris-setosa
+1,6.326404259279643,2.2775790036804424,4.4355338200768895,1.3039858447724884,Iris-versicolor
+2,4.581809208573695,3.606320417405991,1.0,0.2,Iris-setosa
+3,7.083322828107406,2.9979746991112837,5.80547693152967,2.109335275830733,Iris-virginica
+4,5.9795225225041975,2.998049775793933,4.939653316746059,1.787996532645673,Iris-virginica
+5,6.15374639449445,2.9844611684906055,4.551846698587133,1.3853344719484157,Iris-versicolor
+6,7.699998045770028,2.8168994250465293,6.699997844709831,1.9898939281047978,Iris-virginica
+7,5.1806919366827175,3.4575979787187245,1.4798094406041262,0.2,Iris-setosa
+8,5.098079764813027,3.8375212308089828,1.997711191864244,0.4408541732297241,Iris-setosa
+9,5.9948933067278745,2.2000003312988308,4.985950693237838,1.5180577979702894,Iris-virginica
+10,5.204813365166214,3.4118588807140173,1.4039982269488727,0.2,Iris-setosa
+11,6.290073798841546,2.2987385062213597,4.4100467628973625,1.286141733403951,Iris-versicolor
+12,6.717161739781903,3.105325968075076,4.426896288877277,1.4001968939096028,Iris-versicolor
+13,5.722922700544192,2.5460609767302946,5.029623598620232,1.9861314338089948,Iris-virginica
+14,6.315567340397383,3.391238105459026,5.604025885985223,2.3987447820649703,Iris-virginica
+15,6.687722020042705,2.9997694125774235,4.979932122035772,1.697163900146605,Iris-versicolor
+16,6.879815518364438,3.2015285790257453,5.701291579806915,2.3047438160907094,Iris-virginica
+17,7.7,2.775487543833326,6.7,2.0139747329448285,Iris-virginica
+18,6.312457645432613,2.5060860964725094,4.891356046255527,1.4931763879763489,Iris-versicolor
+19,6.875439995329193,3.0173455546110803,5.564743406990031,2.118972365013096,Iris-virginica
+20,6.398780659009622,3.0902166484561615,5.506606471215479,1.8124020531381357,Iris-virginica
+21,6.765782086303989,3.287480351156035,5.699078894457871,2.14446061533701,Iris-virginica
+22,5.5877072711132545,2.9930080932777683,4.081660388734939,1.2980881877980381,Iris-versicolor
+23,5.897898159114297,2.9810359325143967,5.1125762500510294,1.8150325140378858,Iris-virginica
+24,4.570584624686018,3.3763984369549487,1.4010258798902044,0.3066397267573639,Iris-setosa
+25,7.7,2.823774903141896,6.7,2.006936001025427,Iris-virginica
+26,5.388352922966833,2.989931309109809,4.484236401562772,1.4962598169670798,Iris-versicolor
+27,5.491932867209023,2.399145671656135,3.8241000270413927,1.0296648083853792,Iris-versicolor
+28,5.458405557534626,4.169185839774855,1.3971219333107137,0.2,Iris-setosa
+29,7.7,2.8085899589306234,6.699998980471725,2.002445026749018,Iris-virginica
+30,7.294689370915298,2.8922653184937426,6.28087330005662,1.799740157685065,Iris-virginica
+31,6.299187494716126,2.9100744334130595,5.5662722111353,1.8020954796247926,Iris-virginica
+32,5.083411783923778,3.5091176945221974,1.375439744357645,0.2987225609918408,Iris-setosa
+33,5.099016422597031,3.3883643854009295,1.5011560735960423,0.2,Iris-setosa
+34,6.294624554352953,2.301290433620304,4.406395881387035,1.3120693583265686,Iris-versicolor
+35,6.854666530485653,3.007561200237891,5.5363658448985005,2.127510189917043,Iris-virginica
+36,5.372612416110725,3.9038842313819506,1.3006715207918522,0.3814734591894995,Iris-setosa
+37,5.119197537126233,3.3029376268294874,1.8134793569302319,0.5235850293228513,Iris-setosa
+38,6.326145179530377,2.299035704187347,4.390241595342028,1.2954385361080012,Iris-versicolor
+39,5.7990107031658145,2.7098703576255057,5.092993470609769,1.891243462111928,Iris-virginica
+40,7.699998872369286,2.7749925155504025,6.7,2.022367654457676,Iris-virginica
+41,6.334169072779736,3.1319726236927834,4.481809306531604,1.4817162041359055,Iris-versicolor
+42,5.131998740331791,3.440949657434218,1.4987376882843633,0.2,Iris-setosa
+43,6.302544257726908,2.505946156191563,4.905914685264186,1.5126553750030762,Iris-versicolor
+44,5.282789586040247,3.6032224663687846,1.5031356377733869,0.2,Iris-setosa
+45,7.699998779925692,2.8190735932516793,6.699998610564837,2.0127565086266213,Iris-virginica
+46,5.0673723195035025,3.784218977106101,1.6283847172806285,0.2,Iris-setosa
+47,4.822124058088464,3.3836658104963986,1.588668597685145,0.2,Iris-setosa
+48,5.203581786630633,2.715830559337754,3.9818073114222035,1.4046470767699857,Iris-versicolor
+49,5.385057380317911,3.4238368264640413,1.6846598157110317,0.2,Iris-setosa
+50,5.089701434622849,3.6364027324367765,1.6894538617777832,0.3909696062781092,Iris-setosa
+51,6.299470588740365,2.754439487206087,5.018845104775534,1.6471682346542516,Iris-virginica
+52,4.865675682023863,3.080581085441175,1.4912044796313613,0.10000012199269992,Iris-setosa
+53,6.677448715453023,3.2870721716466385,5.671152090216949,2.0928045891925082,Iris-virginica
+54,5.006066491079288,3.3000001363613762,1.391625735013207,0.2,Iris-setosa
+55,6.713900293403417,3.290200018581323,5.734053324878697,2.499999488245802,Iris-virginica
+56,6.475166323627856,2.9784403562284987,5.5243081550196065,1.8046069268689415,Iris-virginica
+57,5.500750774336101,4.215920951907461,1.3717327579118275,0.2,Iris-setosa
+58,6.444140346189678,3.16483461281742,4.486775149919398,1.4866907497968387,Iris-versicolor
+59,5.499412204753889,4.188036215622213,1.3919007891449835,0.2,Iris-setosa
+60,5.10092880360622,3.5034150360731084,1.393667765698365,0.3021698607234106,Iris-setosa
+61,6.695722543276332,3.2893317780707347,5.67406317427497,2.4999993230902415,Iris-virginica
+62,5.365320533037216,3.877901011241475,1.291143025744712,0.3877169006264408,Iris-setosa
+63,6.6949623350390075,2.9949631750554566,4.9930727219094875,1.7056165398302332,Iris-versicolor
+64,6.291426117572097,2.793496144406286,5.0845490929081585,1.4941603701096586,Iris-virginica
+65,6.727378253508134,3.310972263729092,5.743293337938522,2.4999994431890844,Iris-virginica
+66,6.391220627343527,3.099776588610708,5.496599076535766,1.797458676215973,Iris-virginica
+67,4.623480950901436,3.593832694209965,1.0,0.2,Iris-setosa
+68,6.794671238666149,3.2846610859265875,5.684820133448568,2.499999478924317,Iris-virginica
+69,6.288161416308719,2.491218338936479,4.998477273923098,1.8897103121717376,Iris-virginica
+70,5.145486666806016,3.7515311555797135,1.5643405064125566,0.2,Iris-setosa
+71,6.699504963118684,3.0959518543392104,4.406995674070354,1.4079123783356227,Iris-versicolor
+72,5.121655811534463,3.3041405575171954,1.9139351592379596,0.555569480348894,Iris-setosa
+73,5.394612227526573,3.891173551948035,1.738950007886724,0.3962666567226989,Iris-setosa
+74,4.599225802430827,3.5862322529791957,1.0,0.2,Iris-setosa
+75,6.2853699699371415,2.4864463584141436,4.903726471759407,1.497419193544023,Iris-versicolor
+76,5.204990502207777,3.4064739473361723,1.3924087957553843,0.2,Iris-setosa
+77,6.698387980014973,3.2974477822084607,5.735226368283419,2.49999915016878,Iris-virginica
+78,5.829797576716994,2.8229656666939924,5.127483272764488,1.8512681177952928,Iris-virginica
+79,6.454621850186483,3.1835658623018714,4.512886428340467,1.4881202503628632,Iris-versicolor
+80,6.2882146792369,2.502787774884285,4.901592334349963,1.4976188268498778,Iris-versicolor
+81,6.712278945220181,3.282598531144342,5.733587633438293,2.5,Iris-virginica
+82,6.301896244543519,2.4968504736692463,5.000479442280722,1.9095928250586982,Iris-virginica
+83,4.912108291532479,2.390289002609747,3.1603542393642776,0.9843346811883965,Iris-versicolor
+84,6.109524966745639,2.6007018743075543,5.647935807577972,1.3789166488910378,Iris-virginica
+85,6.565558708803192,2.993779057615887,4.369474911123348,1.3941307395952565,Iris-versicolor
+86,6.1848544840120665,3.2944558444014302,4.5382136106130115,1.5563176049329612,Iris-versicolor
+87,4.633220032795583,3.191978650751807,1.4001610916088492,0.2,Iris-setosa
+88,6.385834767914042,3.078820824305967,5.4719495101581295,1.8148380709121568,Iris-virginica
+89,6.946817778309349,3.0032717797630797,5.58954414458507,2.0944840177357813,Iris-virginica
+90,5.99807155881159,3.376485810769786,4.5742164209549365,1.6166725662847583,Iris-versicolor
+91,5.1014671846085164,3.7677568501559904,1.6651830597857191,0.5017775789123803,Iris-setosa
+92,6.7355415878641125,3.3034827480405498,5.747392241539986,2.5,Iris-virginica
+93,5.415954491654817,3.9006472195352204,1.3120331630839117,0.37870494376323827,Iris-setosa
+94,6.307892381800808,3.4084570506937393,5.610315412190444,2.3953920596207503,Iris-virginica
+95,5.502519518960565,4.201976284878355,1.3801328445727514,0.2,Iris-setosa
+96,5.112461084738372,3.775831249584837,2.085512088554378,0.39069909750993204,Iris-setosa
+97,4.89641611835122,3.006382384229649,1.3984570546838524,0.2,Iris-setosa
+98,5.942908791554395,2.996048404603971,4.942312628741541,1.807511925872272,Iris-virginica
+99,5.21760755504113,3.4968172618103432,1.5034834044644805,0.2,Iris-setosa
+100,6.794336517285128,3.000826499911094,5.493997759330758,2.0761738927102713,Iris-virginica
+101,5.4988529007931275,3.0059295162094624,4.50046694823204,1.5081169772121155,Iris-versicolor
+102,5.495235863154992,2.402515254946403,3.6910105835010905,1.0532781924215184,Iris-versicolor
+103,5.994999714570342,2.7343358023872115,5.097815076829754,1.6092061325942222,Iris-versicolor
+104,5.335781592572954,3.852466456028261,1.6640321392371298,0.3750924127015987,Iris-setosa
+105,5.963748626116872,2.200000315648776,4.984478697940531,1.494925034676981,Iris-virginica
+106,5.095800636568102,3.8053129251536526,1.8428611608826482,0.376186875180624,Iris-setosa
+107,4.993489670245907,3.2819891397421763,1.4001012450176809,0.2,Iris-setosa
+108,4.907053219051861,3.0040001911815635,1.3966195366924408,0.2,Iris-setosa
+109,5.362521912959525,3.9479353815976426,1.4625281963554153,0.2,Iris-setosa
+110,5.195960298331373,3.411847100645209,1.4011504579391132,0.2,Iris-setosa
+111,5.2632077471148415,3.54622307965701,1.5024629571292714,0.2,Iris-setosa
+112,5.662119134096932,3.003526696538545,4.523666457519407,1.5031053549841351,Iris-versicolor
+113,5.729601225888131,2.578119057305497,5.0541504669987924,1.9612651819806428,Iris-virginica
+114,6.291526792577148,2.8902505423692326,5.6258777920681275,1.805610370758597,Iris-virginica
+115,6.716652246787278,2.9872437239066163,5.0040980401052,1.7165441619073536,Iris-versicolor
+116,5.423745073726677,2.970552274798906,4.436272766244828,1.4777405831129875,Iris-versicolor
+117,5.229625723145614,2.722447492852905,4.028782873329425,1.4048851471332022,Iris-versicolor
+118,5.492404805314043,2.9978617859590027,4.503107597604963,1.5021684631714867,Iris-versicolor
+119,5.89268513981709,3.0068934786183323,5.0728373959829955,1.8107034729554952,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..ce65cfff0f75fac2214f771127c84b1531405337
--- /dev/null
+++ b/iris/tab_ddpm/1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.472555634149221,2.4023930516327336,3.5597470801500943,1.0665108567530193,Iris-versicolor
+1,6.685999886883806,3.302249696379544,5.723412174246475,2.1056282804769637,Iris-virginica
+2,5.416510483704147,2.9983028248987704,4.5029027229084715,1.5008579199461018,Iris-versicolor
+3,4.4,2.9008419259409925,1.3973715220219365,0.2,Iris-setosa
+4,6.388282739221522,3.3737529491400693,5.6175329237347915,2.395700510070726,Iris-virginica
+5,6.679197145941218,3.3007485431086154,5.710423675475984,2.499999421594753,Iris-virginica
+6,6.322421480157987,3.3935189037525357,5.59642341212801,2.391283463309134,Iris-virginica
+7,4.400000495308984,3.188491761629277,1.3142007934608637,0.2,Iris-setosa
+8,5.9069527430798345,3.0003304330832066,5.156686413938946,1.7867313414423283,Iris-virginica
+9,5.104752017462153,3.689111669629215,1.517609485645943,0.3929088369122957,Iris-setosa
+10,4.400000485821495,3.049076255771656,1.3308074271122505,0.2,Iris-setosa
+11,6.298211359780362,2.2984127912041687,4.403979691235424,1.3137752004530256,Iris-versicolor
+12,5.095181220057787,3.3056492108029962,1.689140434125576,0.4745577436612162,Iris-setosa
+13,5.0472230998632615,2.4734667189306614,3.144621051689434,1.1196850628201127,Iris-versicolor
+14,5.183059178191361,3.4856984773571225,1.497139844091746,0.2,Iris-setosa
+15,5.521659917328866,4.19627478753815,1.3924433041328634,0.2,Iris-setosa
+16,5.081607329473082,3.4956652725506956,1.3737790481285928,0.2983220220955035,Iris-setosa
+17,4.6013002906631755,3.387954633230129,1.4016109246735955,0.315498872361635,Iris-setosa
+18,5.206775388523613,2.738270797517549,3.906809802113294,1.4264954061690232,Iris-versicolor
+19,4.612987678710695,3.204613492419584,1.4034156296024367,0.2,Iris-setosa
+20,6.001680530923336,2.9989126092127756,4.702898221773697,1.804372861305342,Iris-virginica
+21,5.085002452922622,3.777926561005935,1.6010762596820631,0.2,Iris-setosa
+22,5.041136719587188,3.490443726047948,1.3065808081785941,0.2858789758887326,Iris-setosa
+23,6.419183688217205,3.0963207343757264,5.497152627964842,1.8044341234899466,Iris-virginica
+24,6.575342571037178,3.011898502054742,4.398705405767932,1.3831723073655902,Iris-versicolor
+25,6.865193016945376,3.2104641566744645,5.696578553988937,2.3066894276225667,Iris-virginica
+26,6.284986789549052,2.3001810285295976,4.361532741834772,1.3044681348246612,Iris-versicolor
+27,4.579856349024194,3.5962344141540794,1.0000004787753407,0.2,Iris-setosa
+28,5.411530225133659,3.8652166943639523,1.2936799391905685,0.3869875641962831,Iris-setosa
+29,4.601123858276924,3.6022120795162205,1.0,0.2,Iris-setosa
+30,6.052376763760622,2.702550154541866,5.07337478095165,1.5815435891626743,Iris-versicolor
+31,6.371512189783613,2.8229985240660396,5.512972913503901,1.8401824666067723,Iris-virginica
+32,5.728632803275897,4.4,1.503079615451255,0.6003364898163628,Iris-setosa
+33,5.025682574328334,3.247006827440481,1.2581735725206498,0.2,Iris-setosa
+34,6.473736615070774,2.936761416623417,4.35334142520947,1.3382470368872952,Iris-versicolor
+35,6.0934135585273745,2.597450997818351,5.589254461959825,1.405272911350251,Iris-virginica
+36,4.796950483004786,3.217902752804247,1.3717381529389288,0.2,Iris-setosa
+37,5.814984827663025,2.8172838315609594,5.108218479086141,2.4063037539260765,Iris-virginica
+38,5.394162028651289,3.870302962248608,1.2872249786777232,0.38503355497860003,Iris-setosa
+39,6.390824294265609,3.120558885471694,5.480239863133477,1.8080064760029986,Iris-virginica
+40,6.830705446932632,3.2336339073562717,5.672763721922595,2.251749258654617,Iris-virginica
+41,5.98115651704731,2.2,5.0002456137312645,1.4834884867677214,Iris-virginica
+42,4.61112039184529,3.4033064618388362,1.3913683883207772,0.3041816012794225,Iris-setosa
+43,6.2928242728404875,2.774243370814067,5.074274602017261,1.4711255092080853,Iris-virginica
+44,6.2964243394792305,2.801948993893628,5.097955000286429,1.4927824129663798,Iris-virginica
+45,5.099054597445876,3.779185109386823,1.5816009943515272,0.2,Iris-setosa
+46,7.7,2.782890185671547,6.7,1.965794961943055,Iris-virginica
+47,4.999116100812066,3.198648262206976,1.2008192446969799,0.2,Iris-setosa
+48,6.001469619123155,3.406623858750577,4.523411547352161,1.607833370929314,Iris-versicolor
+49,5.872843455177969,3.0070409561624234,5.147235356149137,1.800432973924414,Iris-virginica
+50,6.771439771839997,3.3096067041281354,5.739675121290372,2.5,Iris-virginica
+51,4.917417180925891,2.4123163127280036,3.2731311361169166,1.0088290929284516,Iris-versicolor
+52,6.29707600622197,2.4899743828779357,4.871308699861929,1.498108320729263,Iris-versicolor
+53,6.584847012577888,2.98320617582811,4.371841660512059,1.3730770131617045,Iris-versicolor
+54,4.87889932820716,2.394056090979851,3.2900982115979582,1.027601871110745,Iris-versicolor
+55,4.754880519629742,3.394616558547325,1.5875108527171584,0.2,Iris-setosa
+56,4.4,2.8868010468797287,1.4029363999514681,0.2,Iris-setosa
+57,5.524871958890522,2.627200733664586,4.313191540496819,1.2602857638088985,Iris-versicolor
+58,6.939818147359421,3.00361154302461,5.645212814734576,2.1556758585598503,Iris-virginica
+59,5.498696866488549,2.3903673818559437,3.585786271366356,0.9993976849017336,Iris-versicolor
+60,4.884395233823792,3.1169359605690206,1.4932324882247294,0.1,Iris-setosa
+61,6.2831354316603525,2.736291147239829,4.860459572090633,1.7865375805867023,Iris-virginica
+62,6.392969522670362,3.1959621233196707,4.5251245882537035,1.5105160125408443,Iris-versicolor
+63,7.280583390847414,2.911427157984187,6.250797141946963,1.819237953998701,Iris-virginica
+64,4.887186627933092,2.398980904973863,3.224677975142293,0.8900995339949793,Iris-versicolor
+65,6.377322302103733,2.7245428971476304,5.315579793384086,1.8881928217353048,Iris-virginica
+66,7.699998375640966,2.8153132193124994,6.699998022150661,2.0236908580991106,Iris-virginica
+67,4.495184894676774,2.3046042319871596,1.3131595372828027,0.3055753820140945,Iris-setosa
+68,4.816228888649893,2.3904410068959834,3.365392706875694,0.9534411080023435,Iris-versicolor
+69,6.376020085517953,2.9848275554006833,5.521873942851966,1.7992537113830913,Iris-virginica
+70,6.395275277260518,2.930876228534249,5.548772880097794,1.8073448942431818,Iris-virginica
+71,5.09605001426334,3.2903448779786073,1.6877699482879687,0.6077889780506271,Iris-setosa
+72,6.696695114514276,3.000304646543196,5.015146518205344,1.7339326932041907,Iris-versicolor
+73,6.010292378555062,3.415226382749588,4.510079242094391,1.598157847694569,Iris-versicolor
+74,4.596022857881318,3.601054071586559,1.0000004673101015,0.2,Iris-setosa
+75,4.999005675970248,3.2004913165673234,1.2073719658572857,0.2,Iris-setosa
+76,5.099086936710303,3.4084919820637016,1.5106417526971785,0.2,Iris-setosa
+77,6.084840714410291,2.989309284360486,4.57687501563331,1.4085509588453577,Iris-versicolor
+78,4.5824794755677525,3.1877225083461136,1.402532624845449,0.2,Iris-setosa
+79,4.886961484619091,3.110605918708523,1.505341460161694,0.10000010808135644,Iris-setosa
+80,7.7,2.806884000863465,6.7,2.0411999388038615,Iris-virginica
+81,5.003855758996239,3.605185227985325,1.4039976064700115,0.2,Iris-setosa
+82,4.900929129446452,3.097527338962018,1.49356013306016,0.10000013362824221,Iris-setosa
+83,5.101038315276246,3.674225752133492,1.498284013870701,0.41198358517348665,Iris-setosa
+84,5.530827984614987,4.190849640498666,1.3998678059244352,0.2,Iris-setosa
+85,6.102568895359405,2.598345177037779,5.589947696744671,1.4136924324684341,Iris-virginica
+86,6.323602033132009,2.7978690536222355,5.0925744244449245,1.49408088927154,Iris-virginica
+87,6.29559420077653,2.298291808781488,4.425529860625954,1.3013145372184078,Iris-versicolor
+88,5.110572774308427,3.7849576480290192,1.8476465053679467,0.39926924358533,Iris-setosa
+89,5.777403464632488,2.7039677723597535,5.095689406931437,1.8992704772259945,Iris-virginica
+90,5.666536868408746,2.5055243776405085,5.009501894925582,2.0034684023834126,Iris-virginica
+91,4.90665409892727,3.0899511663318533,1.495713465302597,0.1,Iris-setosa
+92,7.7,2.742165246036615,6.7,2.006097608245794,Iris-virginica
+93,5.057856802434055,2.487543108535728,2.823266634057554,1.0947492535203351,Iris-versicolor
+94,6.654548189110939,3.226128643675994,5.665370341814069,2.018211043286397,Iris-virginica
+95,5.7692727991037405,2.786739858722968,5.099013059950818,2.4023240584252887,Iris-virginica
+96,6.309876661375107,2.802140654717946,5.119150289266453,1.5059644435300112,Iris-virginica
+97,5.629570951013704,2.9973400086291573,4.136791987437467,1.3110515970727703,Iris-versicolor
+98,5.206058846869324,2.6865493123513953,4.0305161594904035,1.3984869276490843,Iris-versicolor
+99,6.277887274503211,2.868184836883523,5.620601582466634,1.80969587554403,Iris-virginica
+100,6.289758241190519,2.8065453770473696,5.093024217120595,1.5049187050288297,Iris-virginica
+101,4.4,2.902032255868957,1.3977781510964515,0.2,Iris-setosa
+102,6.265017277246158,2.870422479927358,5.64599419803397,1.7952264204684742,Iris-virginica
+103,5.974647016177334,2.488947787611421,4.994801811481324,1.9702285195287668,Iris-virginica
+104,5.998293873603456,2.6956477192859483,5.097105674605252,1.5875889152755844,Iris-versicolor
+105,6.081161319215577,2.613348005341582,5.591026943122063,1.3979653260543239,Iris-virginica
+106,6.021760953925358,2.69483146259555,5.093722844851953,1.5851129043349705,Iris-versicolor
+107,4.898721461776622,3.09307340722036,1.4952948287235561,0.1,Iris-setosa
+108,5.892636404435198,3.0064525734830063,5.082734470008272,1.7849955939707427,Iris-virginica
+109,5.229504799171607,3.4445542071733057,1.573112864261886,0.2,Iris-setosa
+110,5.106578593804602,3.3929500675406232,1.5152915113580459,0.2,Iris-setosa
+111,6.421490805029862,3.192586273366813,4.484633816025341,1.4896233946910107,Iris-versicolor
+112,6.286409491791582,2.304951394287138,4.414389952064887,1.293336508526632,Iris-versicolor
+113,6.003999164472902,3.396967454679037,4.487270826801738,1.5951510410487588,Iris-versicolor
+114,6.310162839875736,2.9046832403014373,5.599199173476028,1.80999437174481,Iris-virginica
+115,4.996693440487657,3.200388750042321,1.2077074720197163,0.2,Iris-setosa
+116,6.369728084596134,2.702906432222005,5.300643700944786,1.8914250567996522,Iris-virginica
+117,5.11476753226629,2.5005790514630313,3.048049753283463,1.0748281673542006,Iris-versicolor
+118,5.07789872501288,2.498154806513536,2.7996545335741336,1.049584731635513,Iris-versicolor
+119,4.79000757872916,3.3952441477214106,1.605861681352503,0.2,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..f7b50ea9ac9843706b5f65dc933e900f5b2fed49
--- /dev/null
+++ b/iris/tab_ddpm/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.655568279740053,3.2832237576603642,5.718482659327251,2.0707843817174476,Iris-virginica
+1,4.877441606206302,2.9978001799488387,1.4030956679032658,0.2,Iris-setosa
+2,5.159933994177118,3.455165947990516,1.4963380845364653,0.2,Iris-setosa
+3,5.657936243544605,2.999483698632171,4.1075634324402674,1.328206727206418,Iris-versicolor
+4,4.912477020840176,3.095821115770226,1.493371010767943,0.1,Iris-setosa
+5,7.087240308601223,2.999534278217545,5.860374981786853,2.1061335490556505,Iris-virginica
+6,4.601744337185108,3.1886909146847504,1.3930545313214286,0.2,Iris-setosa
+7,6.287374261138319,2.3008847403465222,4.427449149833885,1.3065189766288379,Iris-versicolor
+8,5.055398581233028,3.495762060305775,1.3926301684463336,0.2935913066259072,Iris-setosa
+9,4.891058473556424,3.0977159546263158,1.498682665821314,0.10000010577067361,Iris-setosa
+10,4.80714092695017,3.4003669520584445,1.5948019864498544,0.2,Iris-setosa
+11,4.5960911533927655,3.6202837981853406,1.0000003651424474,0.2,Iris-setosa
+12,5.525749634049316,3.0007635699523836,4.507852755128412,1.4946332465582948,Iris-versicolor
+13,4.602176114820864,3.201707537620965,1.4008422245270604,0.2,Iris-setosa
+14,6.363670174213548,2.4432550975322243,4.733985544276935,1.4482437962262227,Iris-versicolor
+15,6.414392314147047,3.07716124101195,5.541080532756943,1.818017190541245,Iris-virginica
+16,6.303694405240602,2.4998975292714087,4.987241158969252,1.9072455797741412,Iris-virginica
+17,6.011075417363181,3.407479291738652,4.497093835111656,1.617385497091851,Iris-versicolor
+18,4.4,3.175065652980586,1.3210746480335418,0.2,Iris-setosa
+19,4.4,2.889623350155499,1.375245008841864,0.2,Iris-setosa
+20,5.08388732408506,3.824144742951966,1.6817465241135188,0.2501118739043942,Iris-setosa
+21,6.399780584472506,2.6673834912665852,5.270617263055918,1.9108131370972754,Iris-virginica
+22,5.232972228588989,3.5103361921841842,1.5149880355265657,0.2,Iris-setosa
+23,5.89645070639904,3.1994643705335535,4.77502189295698,1.7838642867756915,Iris-versicolor
+24,5.904601163440152,3.2087875682807274,4.7766815405074405,1.811950965457703,Iris-versicolor
+25,7.7,2.7917040282530055,6.7,1.9885748160124015,Iris-virginica
+26,5.913112218989775,3.0033580384951337,4.1974557053663855,1.4984002138027448,Iris-versicolor
+27,4.861481896086106,2.403515334181154,3.2502075602983975,0.970383560372897,Iris-versicolor
+28,5.643521396496731,3.0019400028798637,4.135499336619097,1.2935076432730368,Iris-versicolor
+29,6.743577603533798,3.2843666718783973,5.72035316862604,2.5,Iris-virginica
+30,7.699998620747092,2.8169162870239868,6.699998278701626,1.9926435736805408,Iris-virginica
+31,6.410529493508621,2.7000243684643417,5.3017180906699695,1.9132440337458787,Iris-virginica
+32,5.602801337682976,2.998204043588468,4.078165614830679,1.307038121452879,Iris-versicolor
+33,4.594240910720152,3.3979871593001696,1.4005503614887325,0.30421326821826566,Iris-setosa
+34,5.101191654534126,3.810789499568397,1.6126304060451926,0.2,Iris-setosa
+35,5.414644394263146,3.9157469992715668,1.2952281994744608,0.387513737846932,Iris-setosa
+36,5.414086873565194,2.997122985194845,4.511333877265403,1.5049933709617305,Iris-versicolor
+37,5.509023716166396,2.5960427531446,4.422310422197997,1.113739338105721,Iris-versicolor
+38,6.3437147431246705,3.4042104179316333,5.599524414470645,2.3871247552573447,Iris-virginica
+39,6.68363564651979,3.0000961569491853,4.9816290411646,1.7029582980162805,Iris-versicolor
+40,5.097955860882547,3.4133697041510014,1.517178543614191,0.2,Iris-setosa
+41,5.909986021306841,3.204051556922683,4.7966013411715815,1.793354909950828,Iris-versicolor
+42,4.996270332828801,3.5097110385569303,1.3152827170846844,0.29740617748940423,Iris-setosa
+43,6.282701462341243,2.7208287105627798,4.911692314403887,1.80101584194041,Iris-virginica
+44,4.575758117407877,3.2089068271431773,1.3721992492601505,0.2,Iris-setosa
+45,5.997275144951241,3.4040811562188154,4.465988477266765,1.584078168470764,Iris-versicolor
+46,7.699998760452038,2.7992444995560533,6.699998614015167,2.012435932533531,Iris-virginica
+47,5.993531544164324,2.706042969902008,5.099653913720633,1.594347126000452,Iris-versicolor
+48,5.100547943277231,3.6450284297175615,1.4740262976790754,0.4227595790516336,Iris-setosa
+49,7.699999043990033,2.7911765404344737,6.699998887636776,1.9978739838997641,Iris-virginica
+50,5.510750143899928,4.185394239397868,1.3921535229070474,0.2,Iris-setosa
+51,7.098305818694317,2.999035358570044,5.8624905316849185,2.1010102888058086,Iris-virginica
+52,4.987082697610985,2.4510095245940957,2.857673964691953,1.0428013911494622,Iris-versicolor
+53,6.107206527209395,2.6099813334565503,5.6077803871499,1.419641786295325,Iris-virginica
+54,4.607006906306841,3.391704394134691,1.4008374363730265,0.30979398820534354,Iris-setosa
+55,5.6847266378872465,2.5098493206428043,4.998822347345159,2.0119471609060704,Iris-virginica
+56,4.9850592746387585,3.1790477969454676,1.2687971414036758,0.2,Iris-setosa
+57,5.036263038528598,3.2431142083279156,1.2407418056477504,0.2,Iris-setosa
+58,4.5962507966386035,3.6236166157477134,1.0,0.2,Iris-setosa
+59,6.4080099162110455,3.097022776547521,5.490410075436473,1.808727620716846,Iris-virginica
+60,6.436681228417311,3.061078914216219,5.498556848284311,1.8000724877979466,Iris-virginica
+61,6.378336181981488,2.664395267789326,5.252816082997833,1.9012517107975477,Iris-virginica
+62,6.678584798661787,3.1002626363903225,4.3670197449885775,1.4007421471389396,Iris-versicolor
+63,5.631744022299474,4.4,1.5013352773852717,0.3717896760392525,Iris-setosa
+64,5.42818122015315,3.3815822413127923,1.9761252727573586,0.2,Iris-setosa
+65,5.733106324164478,2.588243699414963,5.051234301945786,1.966677887772674,Iris-virginica
+66,6.390095627695091,2.67651100165798,5.24025562245339,1.9061730798825998,Iris-virginica
+67,7.306291516952678,2.8946564371940275,6.305453630366014,1.7910268151963036,Iris-virginica
+68,4.593242280138407,3.602018099328487,1.0,0.2,Iris-setosa
+69,5.115893027478709,3.5540185312157324,1.4140496011112045,0.31824417075200484,Iris-setosa
+70,6.6970593231693964,3.0052730792954385,5.006146690922566,1.6990557474097383,Iris-versicolor
+71,5.1000904946028705,3.7903621295019128,1.6134113570218005,0.3908866618448341,Iris-setosa
+72,5.186817391992416,2.6854706281467027,3.7941226386093554,1.3951800042284228,Iris-versicolor
+73,6.686653647048635,3.307450850149671,5.681053982689994,2.5,Iris-virginica
+74,5.798222401744091,2.6957518599189982,5.1296558053902475,1.9033565275475341,Iris-virginica
+75,6.310477669539164,3.404455228254923,5.613066302322469,2.3806330913644165,Iris-virginica
+76,6.310181384013643,2.908686271143669,5.629996038579753,1.7919252724717838,Iris-virginica
+77,5.3887237988294086,3.900270667296054,1.924539984524564,0.42613769363328496,Iris-setosa
+78,6.411153777903303,2.7834206836329765,5.37808197742325,1.8631977083869737,Iris-virginica
+79,4.40000066211785,2.8976172993044917,1.4046486209867561,0.2,Iris-setosa
+80,5.410056798298844,3.4088464580006756,1.9295928128153146,0.2,Iris-setosa
+81,6.0399495118417565,3.0024605859765003,4.579425429805983,1.3754256305590884,Iris-versicolor
+82,5.502524927920234,2.5899318611400517,4.351486092205402,1.2303873562564867,Iris-versicolor
+83,5.683631301972962,4.399999211238559,1.4983155898542777,0.3923199676520938,Iris-setosa
+84,5.506350246559371,4.200075564917739,1.3879856051548227,0.2,Iris-setosa
+85,6.102184575879205,3.001561639311841,4.570203028930904,1.3956672091092355,Iris-versicolor
+86,6.2301812896496385,2.9734785120683447,5.529276937391361,1.7873360437011017,Iris-virginica
+87,4.905793129603119,3.01664607524031,1.3885983301486027,0.2,Iris-setosa
+88,4.400000463836026,2.9505592129889204,1.387699987425498,0.2,Iris-setosa
+89,6.306025611026256,2.3295369259585867,4.445631210358694,1.334572871757237,Iris-versicolor
+90,6.9296790584042265,3.192460802548707,5.69429773021631,2.2975621931133374,Iris-virginica
+91,6.681123076215843,3.2873600429634333,5.660936561487435,2.4999986666877723,Iris-virginica
+92,6.540051283057409,2.9143022396955405,4.9819177953397435,1.6254833452451762,Iris-versicolor
+93,5.8886402960048825,3.0054724748968495,5.088688784276729,1.7989056170912416,Iris-virginica
+94,4.5925267685311635,3.575205180060255,1.0000006673158688,0.2,Iris-setosa
+95,4.5079405656982585,2.30396603210472,1.312042764116702,0.30364528171994853,Iris-setosa
+96,6.292499875872072,2.30206671060377,4.366892488676235,1.3028796558619395,Iris-versicolor
+97,7.699998461137739,2.780084771812634,6.699998025805974,1.97246029603641,Iris-virginica
+98,4.901988922708956,2.9876868338386835,1.3964087645569356,0.2,Iris-setosa
+99,5.392031362736841,3.4571237947631794,1.6721581892058346,0.2,Iris-setosa
+100,7.7,2.7930156001619664,6.7,1.9923503275629506,Iris-virginica
+101,6.3515983580964255,2.923891876384031,4.295652590566025,1.3188219975637772,Iris-versicolor
+102,6.430065137315327,2.9227592786562693,4.309003731162982,1.320802510429213,Iris-versicolor
+103,5.017313779336414,3.5858442163144972,1.3908535451136042,0.2,Iris-setosa
+104,6.325859513626447,2.501480403417743,5.016474166461213,1.893485403430356,Iris-virginica
+105,5.778092446510038,2.656338534663257,5.05610550516893,2.2646249081193,Iris-virginica
+106,5.098970620146117,3.8068728898629303,2.0559917545672026,0.40348498902710966,Iris-setosa
+107,5.195490053450633,3.418260337912783,1.401588418913745,0.2,Iris-setosa
+108,6.312363680400126,2.51104502463217,4.905240083542414,1.4997190713311261,Iris-versicolor
+109,5.09630267433028,3.2934942083476644,1.7904047009832822,0.5004951088790932,Iris-setosa
+110,6.408747213477964,2.6955517922221426,5.322539833761392,1.8997816835542194,Iris-virginica
+111,5.418517407066063,3.95542359698929,1.2988865121415534,0.3998312768986988,Iris-setosa
+112,6.466791773072471,3.0328916898330025,5.510621407111123,1.7907699232142118,Iris-virginica
+113,5.715427440174566,4.4,1.5034739656521403,0.3922283946541397,Iris-setosa
+114,4.604032045634885,3.1920119376825284,1.4035234975342556,0.2,Iris-setosa
+115,5.034171341047724,2.463844303065665,3.126668999097368,1.0801826528611622,Iris-versicolor
+116,6.292288079293497,2.30118234400859,4.424612652145892,1.2963795132389166,Iris-versicolor
+117,5.427034361904322,3.4054776912544895,1.7915945287346597,0.2,Iris-setosa
+118,6.315312851169933,2.505103970659305,4.902919473687728,1.5135554090604493,Iris-versicolor
+119,4.997133068106559,3.4920237626342154,1.322177267981163,0.3156912370800769,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..5a3ca15e7eade0ba0979fb0cfc64309334efd76c
--- /dev/null
+++ b/iris/tab_ddpm/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.423481633537959,3.9135013601378095,1.3081040889740874,0.39749262728709595,Iris-setosa
+1,6.1476398764618985,3.0013735133799444,4.577656488824181,1.4031704910074874,Iris-versicolor
+2,5.9615373794274324,3.0091055372724056,4.93566761608813,1.790280845661689,Iris-virginica
+3,5.009484383263477,3.3273204292796663,1.402671771977435,0.2,Iris-setosa
+4,5.34337602275208,3.426908458828124,1.636133225578322,0.2,Iris-setosa
+5,6.328645229638962,2.3061298579761087,4.361913684179336,1.303885022855398,Iris-versicolor
+6,5.135831040326026,3.392200889322757,1.4734486490101935,0.2,Iris-setosa
+7,6.480716366129375,3.045321687908657,5.491579544117147,1.7931920072173781,Iris-virginica
+8,6.011208344154459,3.382680131862446,4.522651619534733,1.602049450308281,Iris-versicolor
+9,5.502761777204947,2.3995294327699725,3.7418709978706257,1.0407086076022916,Iris-versicolor
+10,5.917011354063111,3.192453525010716,4.841124275866823,1.7928553324685348,Iris-versicolor
+11,5.489687607979847,4.187641893969591,1.3992970476102478,0.2,Iris-setosa
+12,5.9547096059089215,3.0071014787225825,5.025513461285804,1.8006574073392354,Iris-virginica
+13,6.74041170243531,3.330459911864527,5.693474278025916,2.5,Iris-virginica
+14,6.004321620869016,3.3995091615563444,4.513772651272679,1.6191728869694937,Iris-versicolor
+15,6.005299425083776,3.0021931913018167,4.865288262112545,1.7999425082493987,Iris-virginica
+16,4.61358025625266,3.6073079780072934,1.0000003752804265,0.2,Iris-setosa
+17,5.076093585855997,2.4937838868879543,3.2687272205316313,1.1321305709676466,Iris-versicolor
+18,6.191638469079877,2.6763394722149147,5.435745208769906,1.4207920576709983,Iris-virginica
+19,6.478185734185145,3.0334067383801013,5.527127012040349,1.7979686903169252,Iris-virginica
+20,6.317296778859323,2.5091982782313536,4.992419686109903,1.8846010582583483,Iris-virginica
+21,7.347068050519932,2.901401958782135,6.30904691159058,1.7773729593164393,Iris-virginica
+22,7.7,2.8088638637693664,6.7,2.041612265421746,Iris-virginica
+23,6.876660104802137,3.1883661965628938,5.734946979968517,2.2833314554899107,Iris-virginica
+24,5.508942370308186,3.0050868605049006,4.544992562514362,1.5020137138021636,Iris-versicolor
+25,5.791479353500567,2.7035279557008725,5.0943010442619885,1.8944239275266694,Iris-virginica
+26,5.095203676915264,3.3934429329380125,1.4896626814341904,0.2,Iris-setosa
+27,5.49013905952552,2.4023233676109363,3.7636322832607334,0.9719786184608018,Iris-versicolor
+28,5.761020942954529,2.507904809077852,5.012630644163233,1.9936622129689767,Iris-virginica
+29,6.296012858486523,3.405390325544022,5.619276020657832,2.3933970256792847,Iris-virginica
+30,6.312955129504092,2.507975102731021,4.909377919604869,1.5060127306147106,Iris-versicolor
+31,4.620467299306361,3.591228501561012,1.0000007230552086,0.2,Iris-setosa
+32,7.335800135304822,2.8953192332466493,6.342452092917352,1.8071478016338773,Iris-virginica
+33,6.473763581838814,3.029928422175931,5.483704192584822,1.7596386744882597,Iris-virginica
+34,6.329589867861807,2.30429613792073,4.363285918865236,1.297216929032796,Iris-versicolor
+35,5.094996632069116,3.79331712722326,1.6943089485747849,0.4179602285502037,Iris-setosa
+36,5.110177928693779,3.8036437354765935,1.6111586211967086,0.2,Iris-setosa
+37,5.2473758766705725,3.5374909003872457,1.5133037017580873,0.2,Iris-setosa
+38,5.553633748024365,2.999403744012034,4.115531988473421,1.3015717527842419,Iris-versicolor
+39,6.001922294212271,3.0027697744792805,4.779566901123954,1.7949058363732049,Iris-virginica
+40,6.0022988497707415,2.7076435642186447,5.1429658568648255,1.62374251391807,Iris-versicolor
+41,5.8376258112755535,3.0015237958120706,4.207115840919039,1.5045860866090057,Iris-versicolor
+42,6.545396406421162,2.9619917393526265,4.362202619683244,1.3935918418895854,Iris-versicolor
+43,5.41643191802298,3.9350825035705266,1.2873323133570949,0.3980193064086238,Iris-setosa
+44,5.120225295608723,3.322917313524842,1.339561127119698,0.2,Iris-setosa
+45,4.622694893501978,3.5978122598652633,1.0000004261120525,0.2,Iris-setosa
+46,5.01423138895208,3.4867670097878407,1.3169370505746554,0.3012849925816088,Iris-setosa
+47,5.481744799698582,2.5851398213211745,4.324807469402531,1.1857527740608018,Iris-versicolor
+48,5.978008299274221,2.695788022764462,5.0953593384573574,1.587839718724568,Iris-versicolor
+49,5.986194075408418,3.3979886381422237,4.454896815529776,1.6286563199617663,Iris-versicolor
+50,5.399181626463365,3.396368453402416,1.6785841338188805,0.2,Iris-setosa
+51,4.4,2.897706853677883,1.4010535888720534,0.2,Iris-setosa
+52,4.906022454101307,3.0902531899742076,1.4994233268531643,0.1,Iris-setosa
+53,4.4,2.8933548354048977,1.3961088206675065,0.2,Iris-setosa
+54,6.3179914805935224,2.292417417527776,4.4065252569876385,1.295672913763538,Iris-versicolor
+55,6.624378174346763,3.0247056329812976,4.406976604163688,1.3922211952511505,Iris-versicolor
+56,5.410961608159081,3.0030116720331335,4.458112875459108,1.5018025483666566,Iris-versicolor
+57,6.707566190966401,3.2894654237970213,5.699632034714945,2.5,Iris-virginica
+58,5.6785527721206055,2.493441109531084,4.996357913950767,2.007175620912696,Iris-virginica
+59,7.699999043025688,2.802042973599281,6.699998858746129,1.982523557264728,Iris-virginica
+60,6.310529115013366,3.4113091583955213,5.594878974043273,2.3990670958453464,Iris-virginica
+61,6.482115231732325,3.0412075338006344,5.49463279790788,1.8126409253386004,Iris-virginica
+62,5.072299751171171,3.496129998725462,1.3648286859059893,0.28982520351120866,Iris-setosa
+63,6.1314090830618095,3.0381335490235073,5.309800555413145,1.8035313584246104,Iris-virginica
+64,6.686093355208873,3.3099384127980853,5.695567567970941,2.5,Iris-virginica
+65,5.747376823327603,4.399999098469333,1.4889984078821161,0.4306361105684723,Iris-setosa
+66,4.505005220584565,2.3072183307338325,1.2897829788528834,0.30471654873825843,Iris-setosa
+67,7.699998966757196,2.7858627837601286,6.699998579466303,2.024784756769117,Iris-virginica
+68,7.306008335635717,2.9040010439669817,6.304695802331616,1.808157622038219,Iris-virginica
+69,4.901531857260432,3.1027878371842923,1.4882602743872722,0.1,Iris-setosa
+70,4.4,3.2097048258970706,1.304823556794958,0.2,Iris-setosa
+71,5.102112270253304,3.6734222151134994,1.523208924691542,0.3929193728729934,Iris-setosa
+72,7.7,2.828318464768632,6.7,1.9997926608662415,Iris-virginica
+73,5.39406396116895,3.88753115982389,1.3116988077247342,0.4998091044053685,Iris-setosa
+74,5.412894114798212,3.942548423780553,1.3108740468234492,0.33429705565793,Iris-setosa
+75,4.897106433180345,3.013444109470515,1.4005065326056616,0.2,Iris-setosa
+76,5.356601894159183,3.4141415168093983,1.6516245731182924,0.2,Iris-setosa
+77,5.602129001613416,2.9995355140836013,4.527794949054666,1.497964572735696,Iris-versicolor
+78,5.914788088678337,3.015537829253745,4.203667621256963,1.5055084638452254,Iris-versicolor
+79,5.3853153281414325,3.8614643067575614,1.3046458642156396,0.4244352131249309,Iris-setosa
+80,4.602758071074787,3.2200697620946337,1.401288227775447,0.2,Iris-setosa
+81,4.791067716119955,3.3835815110773213,1.5964607410400036,0.2,Iris-setosa
+82,5.8055980757345464,2.7012223901516834,5.098908816860034,1.8962377638859838,Iris-virginica
+83,5.10166615413299,3.41757301849957,1.499853098553029,0.2,Iris-setosa
+84,4.8549386913539765,2.384900393603039,3.258397871389423,0.9523421535625953,Iris-versicolor
+85,5.61911398100793,2.7485379410345234,4.203152612636493,1.2915328835976998,Iris-versicolor
+86,5.487871817892581,4.171188234703338,1.4002630786791275,0.2,Iris-setosa
+87,5.207246068458312,3.4127040143895813,1.3745953092548175,0.2,Iris-setosa
+88,5.295263666477589,3.650003857753719,1.5066154342278302,0.2,Iris-setosa
+89,5.095408144600649,3.381625120457086,1.5135902356527056,0.2,Iris-setosa
+90,6.007457556772441,3.391271183485923,4.513539827671311,1.5620860904592004,Iris-versicolor
+91,6.73688914357929,3.259280703489184,5.688484966556982,2.17478073462122,Iris-virginica
+92,5.5114626901625146,2.6051808300011587,4.392279676846355,1.1979818792113033,Iris-versicolor
+93,4.400000515585813,2.886920500653299,1.403420735136849,0.2,Iris-setosa
+94,6.673113910193983,3.270303644169677,5.64301915695788,2.499999368153637,Iris-virginica
+95,5.643464896135764,2.491225776699599,4.990710860054585,1.9946812480043532,Iris-virginica
+96,5.19317505207811,2.698850912556145,3.6572338677983494,1.3991562251639946,Iris-versicolor
+97,4.4,3.0750144116729317,1.3272585133435069,0.2,Iris-setosa
+98,5.583991551793117,2.9973504822652046,4.128912846142098,1.323070171818005,Iris-versicolor
+99,6.005257267322663,2.6792056190207987,5.0768983636833305,1.6102476444325868,Iris-versicolor
+100,4.612788455680182,3.4028992722789333,1.3830441601974173,0.3104652934777726,Iris-setosa
+101,6.415135494156639,2.9201945431373133,4.322313595760332,1.321828480869863,Iris-versicolor
+102,6.3278253380332234,3.401576588339924,5.598437757275378,2.391855962954269,Iris-virginica
+103,4.400000742346643,2.9163667998926783,1.4024473123208474,0.2,Iris-setosa
+104,6.021155564913899,2.66048546827897,5.077322638608396,1.6312198708121473,Iris-versicolor
+105,5.653289541880923,2.5061611328150653,4.986310458951174,1.997682669284763,Iris-virginica
+106,4.90640686987979,3.0097478621021048,1.391441425946521,0.2,Iris-setosa
+107,5.237214536982875,3.451226182195171,1.547807920177601,0.2,Iris-setosa
+108,4.605419964581137,3.6060207347685638,1.0000004451656823,0.2,Iris-setosa
+109,6.711293918909784,3.0866692486232585,4.384035797055811,1.4091234889710302,Iris-versicolor
+110,5.011874601331977,3.317765590658696,1.3973877557467924,0.2,Iris-setosa
+111,4.9944995476210865,3.180900217008609,1.1927787618002943,0.2,Iris-setosa
+112,4.907156362378842,3.105418727268347,1.506498628881231,0.1,Iris-setosa
+113,6.003969638032948,3.0019216841233165,4.862360573567762,1.7963525511288179,Iris-virginica
+114,5.788401664226957,2.8001176684028004,5.130572051279316,2.408580825410539,Iris-virginica
+115,6.723282740096471,3.294090488247771,5.682079018262816,2.136476572465528,Iris-virginica
+116,6.703647738520372,3.297924382245945,5.722032223367777,2.1125663242933648,Iris-virginica
+117,5.13956744357876,2.5066320752513516,3.0091111143107145,1.0915155492207123,Iris-versicolor
+118,7.005133323935543,3.001386881836265,5.799795363924047,2.100194772469101,Iris-virginica
+119,5.897849833056116,2.999738499404298,5.123624513553852,1.7856369972019042,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..27ce059e8d3fea137a6b9acee0fba90ebaffca3d
--- /dev/null
+++ b/iris/tab_ddpm/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.300601678840182,2.697190925982604,4.893830959449062,1.8116592906766384,Iris-virginica
+1,5.51496384636233,2.603995853578691,4.41236385234678,1.2042483077855821,Iris-versicolor
+2,5.191405601597091,3.491971574408345,1.4902749414332057,0.2,Iris-setosa
+3,5.013334736357964,3.2178710496361327,1.2155244699590564,0.2,Iris-setosa
+4,5.769175535825947,4.4,1.50805591444336,0.4319462651970598,Iris-setosa
+5,5.771515861558323,2.994712280272812,4.160148933797833,1.382584339367888,Iris-versicolor
+6,4.494390292251827,2.3054109320575535,1.2972068433343151,0.27058954522479656,Iris-setosa
+7,6.690040357302926,2.993614501441222,4.997429360062937,1.7009209407577743,Iris-versicolor
+8,4.588535899007379,3.6084807507099756,1.0,0.2,Iris-setosa
+9,6.41644636054065,2.9039595105911844,4.317448392153858,1.3153341056182153,Iris-versicolor
+10,5.629292201886711,3.0085097927261555,4.117284915843598,1.2951969653806539,Iris-versicolor
+11,5.09448597818813,3.3922923754870844,1.5146158022693468,0.2,Iris-setosa
+12,5.405374263722584,2.969810652774249,4.477885751655536,1.4755581830937663,Iris-versicolor
+13,5.811254859518189,4.4,1.5368589183455108,0.4069917575025361,Iris-setosa
+14,6.316016072874405,2.5044592209287533,4.911184678177394,1.5112934048685138,Iris-versicolor
+15,5.09380851473743,3.767379980211267,1.6561040121429929,0.441636841188625,Iris-setosa
+16,4.910173719275873,3.094550427149856,1.4831525225332374,0.1,Iris-setosa
+17,7.7,2.79497716229797,6.7,1.999412646057432,Iris-virginica
+18,5.024441909555299,3.3989800691429095,1.524491401497619,0.2,Iris-setosa
+19,4.400000502247717,3.185964764432763,1.3290029075041203,0.2,Iris-setosa
+20,5.017073345126413,3.593338111761113,1.3994145737243568,0.2,Iris-setosa
+21,5.911527890464898,3.2071659596636204,4.795813220365058,1.8070584382692845,Iris-versicolor
+22,5.794949307802414,3.001432936629008,4.443798072305138,1.5057141699060912,Iris-versicolor
+23,5.896479078974722,2.9943576421469187,5.0979117427188285,1.7959647001234726,Iris-virginica
+24,5.80462948527963,2.8040254644731015,5.115542531592004,2.4077247526707835,Iris-virginica
+25,6.869258975569994,3.0249834605431136,5.524177547537256,2.1424194812590374,Iris-virginica
+26,6.285495817294189,2.7944743193267847,5.076222749738933,1.4958122580650173,Iris-virginica
+27,5.412389800693846,3.000407918941085,4.473539566067264,1.4983510593395504,Iris-versicolor
+28,6.313537703140744,2.2951495078383317,4.404583643459635,1.3048553658044018,Iris-versicolor
+29,6.494832575309092,3.021312287625092,5.491843739869012,1.7919860298783286,Iris-virginica
+30,4.980778616543331,3.5583988969370957,1.385162404525663,0.2,Iris-setosa
+31,4.5953402411330915,3.601172489726905,1.0,0.2,Iris-setosa
+32,5.480581750161377,4.169885457830821,1.3375959616877482,0.2,Iris-setosa
+33,6.282896167434978,2.8977007693199703,5.592390769660119,1.8028470011565656,Iris-virginica
+34,6.907486835765625,3.2097890941314215,5.711668736446576,2.304474427065613,Iris-virginica
+35,4.89243974861901,3.104516956811703,1.5065952304969668,0.1,Iris-setosa
+36,6.129579322393816,3.290849983031083,4.567076600800578,1.5909906763497836,Iris-versicolor
+37,6.482241279494969,2.9912383877017494,5.4896149838254615,1.8089680780938642,Iris-virginica
+38,4.862245691955814,2.9974098180124353,1.4005968828447701,0.2,Iris-setosa
+39,6.302190850076451,2.3012993187113575,4.381256124583073,1.3027133578370766,Iris-versicolor
+40,5.669697144524669,4.399998837893096,1.4840753465456806,0.3640222777525104,Iris-setosa
+41,5.1033273178913,3.573461724988008,1.4633404675544275,0.38288853661717054,Iris-setosa
+42,6.377126346634056,2.660543747457128,5.184311717419628,1.9112137407608294,Iris-virginica
+43,4.6014282444640955,3.602475418288442,1.0,0.2,Iris-setosa
+44,6.2885849483761325,2.895960858974398,5.608472324083166,1.7977096975316644,Iris-virginica
+45,6.67236497878104,3.0879728093561356,4.420507222734424,1.4084752078166407,Iris-versicolor
+46,5.536743148442096,2.9954275829042607,4.483208578235674,1.4990928180261802,Iris-versicolor
+47,7.32542658721101,2.921778413566613,6.3345282786301755,1.7970438272684612,Iris-virginica
+48,5.568070038961864,3.0095276135920166,4.110970467152587,1.2882634007663525,Iris-versicolor
+49,5.762414226775967,4.399999243658422,1.4940551874837793,0.43776679882352876,Iris-setosa
+50,6.361264010688326,3.214392380383643,4.517467051964809,1.510021168855922,Iris-versicolor
+51,5.796374514499594,2.711697344930276,5.119859740154426,1.888730726331838,Iris-virginica
+52,4.8031421974870385,3.414933110760122,1.5869324746665299,0.2,Iris-setosa
+53,6.664182246608058,3.055769465352791,4.415290415564693,1.4042027218715425,Iris-versicolor
+54,5.799516602134423,2.711898073187629,5.108650926950963,1.8870678893937265,Iris-virginica
+55,5.5144216006069495,2.385406507594251,3.8259661707077424,1.1147382904556447,Iris-versicolor
+56,6.3113459025474095,2.401623147995273,4.683542371372047,1.4294369962293887,Iris-versicolor
+57,6.688877860575202,3.0037408456948462,5.002011444932307,1.6767833379633534,Iris-versicolor
+58,5.077827866369852,2.4791798147248594,3.252687847504156,1.1741643424936532,Iris-versicolor
+59,5.180743616046923,3.4883981372011355,1.4631214875930116,0.2,Iris-setosa
+60,6.005715623559313,2.7073709372900012,5.07825700711222,1.5805549310895286,Iris-versicolor
+61,5.154828021274553,3.4605014360361994,1.4913353776580418,0.2,Iris-setosa
+62,4.845564136510545,3.108636747380592,1.4903516295548085,0.1,Iris-setosa
+63,5.079118021797779,2.481098228086342,3.072158350103659,1.0768034422606685,Iris-versicolor
+64,6.700906588538556,2.9941794914981563,4.991925967842855,1.689690919601155,Iris-versicolor
+65,5.816479536070428,2.8033016762949043,5.097563463734216,2.4041326525258486,Iris-virginica
+66,6.332423755609713,2.8086525013877117,5.095242875818978,1.5413303789722934,Iris-virginica
+67,5.399676171332907,3.3953066577784026,1.9913223680242158,0.2,Iris-setosa
+68,5.101046984697764,3.3019807550470874,1.7857341787106848,0.5168349677549754,Iris-setosa
+69,6.0049915929155455,2.7006876103090307,5.092075268767478,1.5913578199075804,Iris-versicolor
+70,6.723346352250341,3.0987543732438474,4.386418955117098,1.421027781915943,Iris-versicolor
+71,5.694420186811717,4.399999269075799,1.5213920917727182,0.4665216422360192,Iris-setosa
+72,6.703210422020204,3.3179380967368735,5.704163674011337,2.5,Iris-virginica
+73,5.102826697858842,3.3016804719479516,1.822912625200145,0.5204911870138033,Iris-setosa
+74,5.813662633304711,2.6952375985780854,5.105512716987766,1.9070841594497314,Iris-virginica
+75,6.2836266269558125,2.902846293362488,5.651771104981837,1.8017715042921358,Iris-virginica
+76,5.084927002075056,3.793429700318389,2.0094465958011676,0.4074860001389159,Iris-setosa
+77,5.418597007604443,3.9020911339167497,1.7114086557149637,0.43162448775281187,Iris-setosa
+78,5.662103217569457,4.399999229416272,1.4956301396682077,0.3923332423261445,Iris-setosa
+79,6.382864380976712,2.8905822890883357,4.287896849835684,1.2901309464425865,Iris-versicolor
+80,6.0771141548711585,3.3664060937692994,4.500645627706369,1.5518566952011328,Iris-versicolor
+81,6.333911053741376,2.2925616030476434,4.415945895856975,1.317735779520772,Iris-versicolor
+82,6.90213172333031,3.1959507792141313,5.701822919708847,2.27843439261848,Iris-virginica
+83,4.819312410801238,3.403082368966424,1.625419067636682,0.2,Iris-setosa
+84,4.4,3.194533955243118,1.3229061084114673,0.2,Iris-setosa
+85,5.203446423861924,3.4188748555848134,1.4017597005141014,0.2,Iris-setosa
+86,5.197568404964517,3.3988269658606405,1.3921848207470424,0.2,Iris-setosa
+87,6.309340445758804,2.2994123479349122,4.36529060182581,1.2973143713679638,Iris-versicolor
+88,5.417079991008563,3.0028745267182106,4.532723416981534,1.5069170564608452,Iris-versicolor
+89,5.99917319169016,2.200000273303939,4.998336936238542,1.5003859684211125,Iris-virginica
+90,6.311780100071872,2.296383418914993,4.4189132769830906,1.3010974194785883,Iris-versicolor
+91,6.116461857437929,2.604414645641099,5.641673081920567,1.4006739194579243,Iris-virginica
+92,4.874452963320102,2.407128267066583,3.231145444676865,1.0354530687192458,Iris-versicolor
+93,4.6064350249999375,3.2034734109442384,1.397766472396857,0.2,Iris-setosa
+94,6.088360743136941,2.995827363837142,4.611016909679369,1.4009558196207812,Iris-versicolor
+95,6.7553378555736705,3.306994358697786,5.7433320266846115,2.081492434296936,Iris-virginica
+96,5.38637410379823,3.9279279107088545,1.7279879052587663,0.38703068505058946,Iris-setosa
+97,6.291594458639378,2.599303850280733,5.014286880478397,1.8668932232063513,Iris-virginica
+98,5.183830707644319,2.697747341189397,3.8402391821711648,1.3910947339003907,Iris-versicolor
+99,7.7,2.817226366667859,6.7,1.9902809533674801,Iris-virginica
+100,4.993863509197981,3.213865504735084,1.2127349223836208,0.2,Iris-setosa
+101,4.91282269317323,3.0178640262756797,1.3779695137219357,0.2,Iris-setosa
+102,5.642756333114675,2.749976447452988,4.198895616892367,1.3123558051247093,Iris-versicolor
+103,5.947332121174268,2.992462891598105,4.986686172409931,1.8033256081756157,Iris-virginica
+104,4.596105833579653,3.604923178336449,1.0,0.2,Iris-setosa
+105,6.322669908101345,2.9193613045912663,5.591468946810105,1.7911869406020262,Iris-virginica
+106,6.324115739135847,2.3075877327776855,4.445946000569562,1.3095738435913853,Iris-versicolor
+107,6.767646043473102,2.9865740734675628,5.511101201999107,2.105839547666896,Iris-virginica
+108,4.602276675779811,3.207769796313291,1.4007298266081258,0.2,Iris-setosa
+109,5.806645250940118,2.8004331407625047,5.126243521984788,2.4021954221903075,Iris-virginica
+110,5.167236648155266,3.3930950805830244,1.4027993948561537,0.2,Iris-setosa
+111,6.310743279782155,2.2966995094871385,4.375184400246171,1.2944973275526204,Iris-versicolor
+112,5.411490023271619,2.9944307346049777,4.5110780510129125,1.5010849294684365,Iris-versicolor
+113,4.993041612036758,3.588138613530481,1.3878773128252524,0.2,Iris-setosa
+114,6.494904127563427,3.001324805613789,5.502080527900337,1.8147958204839376,Iris-virginica
+115,5.484374189143166,2.400130778719426,3.6443944019191767,0.9775905769804011,Iris-versicolor
+116,6.704597159898734,3.266168547210301,5.704289605504271,2.1276196630627133,Iris-virginica
+117,6.011118016140108,3.0003704484603118,4.8172767369150895,1.7868687014768303,Iris-virginica
+118,5.8945147997758465,2.996886796157724,4.164674295181805,1.5034173837483913,Iris-versicolor
+119,5.205656905892911,3.395077998313465,1.4020373414729854,0.2,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..c4de6ed1cad8c506786ef55fdc2d52f783956c2a
--- /dev/null
+++ b/iris/tab_ddpm/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.801458388791371,3.396017182817422,1.5952584541122392,0.2,Iris-setosa
+1,4.501184235676568,2.303598867072333,1.3027976310680427,0.29623249491288317,Iris-setosa
+2,6.4929956922411405,3.0385947220962883,5.488116331011426,1.7994474983912845,Iris-virginica
+3,4.400000645303075,2.9027029650728498,1.3841545761721736,0.2,Iris-setosa
+4,6.292730691226345,2.8851293116687993,5.648312068586935,1.7987626019010565,Iris-virginica
+5,5.4726291985724265,2.4135456230304935,3.5418210056460886,1.0260313392897398,Iris-versicolor
+6,4.4,3.2018415854011018,1.3004753465200527,0.2,Iris-setosa
+7,6.020070706926991,2.7110922524890277,5.088583863379088,1.6026445320339058,Iris-versicolor
+8,5.50450102263768,2.3980709679374517,3.7872522661483696,0.9965404733973832,Iris-versicolor
+9,7.240079156448812,2.904484297145713,6.244763932303256,1.8009623619441673,Iris-virginica
+10,5.681869721988406,4.399999008078804,1.5010177666320572,0.41793231233836514,Iris-setosa
+11,6.006646532915397,2.722645205594943,5.08495662340309,1.6221883782834767,Iris-versicolor
+12,5.539278325386044,2.6059778829586184,4.280620207383304,1.235562540845772,Iris-versicolor
+13,4.933665582361048,3.4891427481680513,1.3065256636086384,0.2939837352256056,Iris-setosa
+14,6.240904630183593,2.7285923316131426,5.520956441322763,1.6930970354243569,Iris-virginica
+15,5.385247966445045,3.8994318495509726,1.298856598582105,0.42526187264456533,Iris-setosa
+16,4.400000564732606,3.1757816617415107,1.3005577421640204,0.2,Iris-setosa
+17,5.632937040157613,2.9926808298287777,4.105654424016053,1.3170166322575343,Iris-versicolor
+18,6.710089837924885,3.298864556444482,5.746217344725224,2.1443498757336044,Iris-virginica
+19,5.518394957180059,4.215994253641385,1.4071591490045918,0.2,Iris-setosa
+20,6.093757531241847,3.019545919630219,4.575060147481927,1.4048255141187453,Iris-versicolor
+21,6.297646430338656,2.3236349731241006,4.521607225576544,1.366601315407801,Iris-versicolor
+22,5.505368628865465,4.186835544445565,1.3733312355562397,0.2,Iris-setosa
+23,5.242259832351384,3.504825377239101,1.4994694130033432,0.2,Iris-setosa
+24,5.178977079558424,2.6803612888038533,3.7066495598225355,1.390475813844592,Iris-versicolor
+25,5.3918019280038285,3.8709588261633545,1.9160205786461197,0.46682252405397545,Iris-setosa
+26,6.570488673683077,2.9869987217766845,4.383599600940019,1.3815637898486546,Iris-versicolor
+27,5.448301638178033,3.0039137159344893,4.461966831802792,1.5010323973421191,Iris-versicolor
+28,5.422885527645883,2.994118374295607,4.504008098136033,1.507403948929315,Iris-versicolor
+29,6.294588160191875,3.4058850436293406,5.589229438990081,2.401115688681899,Iris-virginica
+30,5.801796059478048,2.7030132362865,5.121756265955333,1.912977803615454,Iris-virginica
+31,4.4,3.201955230035005,1.301610127750318,0.2,Iris-setosa
+32,5.078951887220694,3.5100010834035933,1.3870880672292167,0.31019813530659224,Iris-setosa
+33,5.10864748850833,3.3994376594324933,1.4938371570663262,0.2,Iris-setosa
+34,5.110028003255236,3.323957062695404,1.6846132123595998,0.48916973049593576,Iris-setosa
+35,6.114473698472758,2.613090757072493,5.602905907119989,1.411279568458311,Iris-virginica
+36,4.606283047568879,3.5948150576300986,1.0,0.2,Iris-setosa
+37,5.7988631246238755,2.9955810315615707,4.155183676553589,1.3401362271904447,Iris-versicolor
+38,6.293272080399467,2.502301020292736,4.907702409212274,1.506467434668927,Iris-versicolor
+39,6.906248343445599,3.211950892358616,5.727770748215501,2.292270550685609,Iris-virginica
+40,5.5983241059904305,2.997327569050292,4.512977144638878,1.5068688667878904,Iris-versicolor
+41,6.106530385311258,3.0046457570580314,4.607179822786027,1.4021404134503601,Iris-versicolor
+42,5.470819762898106,2.997231818528102,4.475702506273839,1.4906048813470565,Iris-versicolor
+43,5.6145475601036585,3.00553827159907,4.104599876395544,1.3006374110496723,Iris-versicolor
+44,5.485250477512764,4.194326712540403,1.3884217248360557,0.2,Iris-setosa
+45,5.718672095127697,4.399998458028321,1.5028650263002683,0.43858990125835334,Iris-setosa
+46,6.3864738131172585,2.896511146886958,4.302843798485042,1.2947064891649238,Iris-versicolor
+47,5.750939833684993,3.1509761029699335,4.73312886323774,1.6901701309621764,Iris-versicolor
+48,5.254375508399271,3.6060697613965704,1.493110268572089,0.2,Iris-setosa
+49,4.4,3.190943194148206,1.2863043160952428,0.2,Iris-setosa
+50,5.998961528308229,3.413071761386348,4.496749514721138,1.5916965289774305,Iris-versicolor
+51,6.006037956795844,2.7025505466369126,5.094164147165044,1.568029282848551,Iris-versicolor
+52,6.476203717134308,2.9937673426953317,5.502411903687916,1.8080639428001382,Iris-virginica
+53,6.717424949627942,3.1080927868046753,4.415490500559698,1.3930095604864527,Iris-versicolor
+54,5.624675751209647,2.697353763632935,4.230745436467915,1.3026387823203984,Iris-versicolor
+55,6.39425945557533,2.676582045338563,5.260760171455549,1.9049662787413646,Iris-virginica
+56,5.348330870200802,3.8875571614696214,1.2814046993598494,0.3714499791060326,Iris-setosa
+57,5.1049353980038,3.3640838570552125,1.570631636836479,0.2,Iris-setosa
+58,5.022767305590118,3.511745457402728,1.3334820954349729,0.30168433386400506,Iris-setosa
+59,6.683929654471527,3.1000014085442538,4.396599557238201,1.3910657549615735,Iris-versicolor
+60,5.400150870980268,3.3939704222493723,1.6837942298774509,0.2,Iris-setosa
+61,5.391366992985861,3.3994438643796294,1.6862958470437508,0.2,Iris-setosa
+62,5.1013287211034,3.396743040184187,1.5010175333639928,0.2,Iris-setosa
+63,5.20623417691386,3.608264442261781,1.3851157317900573,0.3601628078716685,Iris-setosa
+64,5.0987256917006505,3.8087817716030345,1.6147290491354982,0.2,Iris-setosa
+65,5.6416303200244595,2.9998875551875357,4.5115436104610005,1.4965408148063375,Iris-versicolor
+66,5.247555445458384,3.566004217505608,1.4964919459600183,0.2,Iris-setosa
+67,7.699998875745375,2.8218847033828656,6.699998510241986,1.9970940845808942,Iris-virginica
+68,6.507076841864082,2.987764110971965,5.519027279761316,1.7979559505332061,Iris-virginica
+69,4.594172285446314,3.66232334656639,1.0000004222019425,0.2,Iris-setosa
+70,4.567485542106979,3.592507176924099,1.0,0.2,Iris-setosa
+71,5.10113327381997,3.7613183497455607,1.582984312748804,0.4207276792351133,Iris-setosa
+72,6.309577367789665,2.3083225129673677,4.366497024189678,1.3081524087411982,Iris-versicolor
+73,5.970537750960038,2.9789234777342495,4.931539601663726,1.8162194932609448,Iris-virginica
+74,6.284062430057107,2.854935262880427,5.61429828318598,1.7580206719621276,Iris-virginica
+75,5.70167187129067,4.39999926158869,1.4966531510325587,0.4446175892078853,Iris-setosa
+76,6.077055566680475,2.9968941751467386,4.592136046193207,1.3999234774536184,Iris-versicolor
+77,6.377801458621359,3.2155519903721754,4.500247047681306,1.520975041553966,Iris-versicolor
+78,4.4,3.199836915183988,1.2899309198622382,0.2,Iris-setosa
+79,4.98961157736357,3.302275096489803,1.3265802137707823,0.2,Iris-setosa
+80,6.481120018488363,3.033411461484811,5.503772213341366,1.7916720235989723,Iris-virginica
+81,4.501517279439503,2.293421019348291,1.3021877883019024,0.3026832522903245,Iris-setosa
+82,6.005260094615222,3.397574951555862,4.4972159535852185,1.593327531175145,Iris-versicolor
+83,7.7,2.8592444405204205,6.7,1.9873354832130756,Iris-virginica
+84,7.7,2.819615888392733,6.699998655450603,2.024517306887119,Iris-virginica
+85,4.907468520714459,3.109013527947214,1.4918297941806031,0.10000013530490161,Iris-setosa
+86,5.390087104327196,3.8970736018268157,1.3079099520893838,0.39506758216527477,Iris-setosa
+87,4.897766021967484,2.388654889772053,3.2231595076861623,0.9862144612196916,Iris-versicolor
+88,6.308255133566175,2.6976578676320164,4.880159451369388,1.831779201089799,Iris-virginica
+89,6.313440029671224,2.2965220615555406,4.447538237548908,1.2853246498967204,Iris-versicolor
+90,6.302889792563048,2.324309487479813,4.492690207805054,1.3290604913469048,Iris-versicolor
+91,5.472659492352778,2.599427781644598,4.36795794745755,1.1844813719763851,Iris-versicolor
+92,5.320385133256367,2.673082990212739,4.013619240497772,1.3613533440057635,Iris-versicolor
+93,4.6102834023447,3.189293676805891,1.3971097822264216,0.2,Iris-setosa
+94,5.3303763280672385,3.7373291520884027,1.5057305306807947,0.2,Iris-setosa
+95,5.823326891114693,2.722448271413073,5.1009703386188265,1.8885004134334284,Iris-virginica
+96,6.335924574348103,3.408429736558826,5.626389637042908,2.393049856141798,Iris-virginica
+97,6.396141906345749,3.2024733782645827,4.514942819034899,1.5046035952078864,Iris-versicolor
+98,4.990160460012017,3.178260806599408,1.2009085173710983,0.2,Iris-setosa
+99,5.31043089123229,3.4443947126365795,1.604281835438933,0.2,Iris-setosa
+100,5.505628166855963,4.19400805408774,1.401655622247321,0.2,Iris-setosa
+101,5.393838810488368,3.4088793921773237,1.683378528779961,0.2,Iris-setosa
+102,6.2978176423783445,2.496617681654576,4.901620132737657,1.5064085972748227,Iris-versicolor
+103,7.33039814795508,2.9011747947159203,6.309446386984357,1.793345447341016,Iris-virginica
+104,6.890247646887084,3.114163806363615,5.59537503768924,2.2282973976162417,Iris-virginica
+105,4.599762100713289,3.2037230036171316,1.4016356169966866,0.2,Iris-setosa
+106,5.91641932443483,2.9975604926717754,5.121634876311103,1.792766834061368,Iris-virginica
+107,4.605254483149642,3.197931055298952,1.3925254036787946,0.2,Iris-setosa
+108,5.902588442927101,2.9932572865009,4.16924478509573,1.4988901428829446,Iris-versicolor
+109,4.779219529784293,3.3902003154928413,1.6006981644772482,0.2,Iris-setosa
+110,5.482279326643175,2.5976097932546756,4.423460037464953,1.1291686538875856,Iris-versicolor
+111,6.283204592300119,2.4756718009408027,4.884252527602404,1.4902631351752709,Iris-versicolor
+112,6.140304425030333,3.010662770670266,4.600892451020309,1.3870052416784004,Iris-versicolor
+113,6.282448163409899,3.405375832056057,5.580155428713917,2.4123835435693364,Iris-virginica
+114,7.132211391621097,2.9966028819547557,5.94723247778754,2.091532718424757,Iris-virginica
+115,6.491823046256704,2.948201287379809,4.281112979391096,1.330558673298742,Iris-versicolor
+116,4.8045844543232565,3.398299945310997,1.597955498472985,0.2,Iris-setosa
+117,5.196760764232868,2.6989221568109194,3.794276213559331,1.394233577573263,Iris-versicolor
+118,4.4,3.208344593910781,1.2899094694153348,0.2,Iris-setosa
+119,6.294513795791125,2.3007895863344303,4.360011213108554,1.2867620872810017,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..cdf9c089609b4c4fbfa091b2911cc16e092d5783
--- /dev/null
+++ b/iris/tab_ddpm/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.896249357404247,3.2104369648592708,4.805626760278853,1.7681536510045397,Iris-versicolor
+1,6.6996639679980685,3.303916133701117,5.702883538306289,2.4999991155571024,Iris-virginica
+2,4.615349258427703,3.5957206709335727,1.0000004921447345,0.2,Iris-setosa
+3,6.746826461009057,3.002450637455477,5.484453861144978,2.0992886712575007,Iris-virginica
+4,6.214979178212034,2.761039834969196,5.548208889873834,1.5262598086933157,Iris-virginica
+5,5.991765551759824,2.707120484814815,5.094314583686574,1.6023571892795332,Iris-versicolor
+6,6.367567768253932,2.5082881116259874,4.921195289136134,1.5139809743721895,Iris-versicolor
+7,5.68752907710309,2.4956346579841675,4.981235972285218,2.0209784131449022,Iris-virginica
+8,4.986363509854325,3.2770562788408792,1.2104193265376222,0.2,Iris-setosa
+9,5.719220939629325,3.0003205352178424,4.412286968583185,1.4891299358319274,Iris-versicolor
+10,5.009039369761275,3.595566164969798,1.4032574594217302,0.2,Iris-setosa
+11,6.352459651427606,2.908680961158343,5.585952475330774,1.7623606937690857,Iris-virginica
+12,6.707607786735682,3.116800085828135,4.410902049501854,1.4043141431108623,Iris-versicolor
+13,4.899276027761548,2.9893379254984387,1.4007213233369336,0.2,Iris-setosa
+14,5.908101956559985,2.9958153889743966,4.2157813367576855,1.489556616574221,Iris-versicolor
+15,5.002040369266222,3.486017454402284,1.312911427185681,0.30409433938970654,Iris-setosa
+16,5.988260451371294,2.703493361518243,5.08557142775648,1.60165873433265,Iris-versicolor
+17,6.492369371181859,3.0079573731933533,5.509620896836594,1.7952120598129855,Iris-virginica
+18,5.634380201168088,2.9972178370374283,4.095890166466319,1.3014451143694146,Iris-versicolor
+19,5.708655829955862,4.4,1.5005861547429218,0.39171604892828304,Iris-setosa
+20,4.61241212235753,3.215190756918968,1.3944725049511177,0.2,Iris-setosa
+21,6.47195633953394,2.9305355190652067,4.33005611877489,1.3461471220182903,Iris-versicolor
+22,5.70947915497916,4.4,1.498611252162484,0.40755124114306956,Iris-setosa
+23,5.392337349106038,3.4046072087195536,1.6974918371210768,0.2,Iris-setosa
+24,5.404383142123194,3.00356444160949,4.50701302007955,1.5124791143699936,Iris-versicolor
+25,5.894731947591829,3.2016794787589924,4.7817956040266125,1.787512488179964,Iris-versicolor
+26,5.125688236713518,3.3902499009443847,1.5088099005064066,0.2,Iris-setosa
+27,4.5967430148312936,3.6394330133618014,1.0,0.2,Iris-setosa
+28,6.386804175803217,2.6288849056674928,5.2266489042241036,1.9194424047001346,Iris-virginica
+29,5.572751918225024,2.4161263117123606,4.050462971824086,1.1153594042428754,Iris-versicolor
+30,4.901222468871389,3.1166784608993834,1.5050288601697988,0.1,Iris-setosa
+31,4.5004761252437,2.3015906127305366,1.33134920518253,0.29601783285888783,Iris-setosa
+32,6.4921649830343595,2.938809135267891,4.3054999957273346,1.3500095910209564,Iris-versicolor
+33,6.392932752787408,2.8998856616500226,4.3066140157490524,1.298010850778955,Iris-versicolor
+34,5.020246986267143,3.3125583597847665,1.4085772397493477,0.2,Iris-setosa
+35,6.292700872710501,2.5235273928770576,4.872971288274599,1.5100976024956676,Iris-versicolor
+36,6.941284425530448,3.167439236857586,5.695738926036751,2.271264997390841,Iris-virginica
+37,6.346852705567538,3.416422570233413,5.608153744970645,2.4022488784346905,Iris-virginica
+38,4.78972743131028,3.3915624575870504,1.5836484511083675,0.2,Iris-setosa
+39,6.306572415601827,2.8096778285827027,5.14581018719961,1.4940397956929046,Iris-virginica
+40,7.130180708625178,2.9947353884662173,5.960530320444205,2.065472092262803,Iris-virginica
+41,6.3100157429197905,2.9027980386774126,5.588933997627595,1.7924299855811099,Iris-virginica
+42,5.495046979874222,2.4008857476992556,3.699594254027452,1.0850171454842998,Iris-versicolor
+43,5.6077803457158275,3.0015833716424813,4.11575745901275,1.2980031987244809,Iris-versicolor
+44,5.084882677215588,3.815404831265927,1.5928580680118156,0.2,Iris-setosa
+45,5.094865008989676,3.7892306006043235,1.5876164287497347,0.2,Iris-setosa
+46,4.592880054460354,3.198839423631489,1.4023701499203056,0.2,Iris-setosa
+47,6.345350439060045,3.2367332053974778,4.489705557979698,1.494384495749085,Iris-versicolor
+48,5.354609464611892,3.433311627800969,1.6491898839098607,0.2,Iris-setosa
+49,7.262292782063407,2.902996137019215,6.295503604570454,1.807741687276299,Iris-virginica
+50,6.31902002823031,2.5327896482756476,5.002893602757531,1.8932970077886253,Iris-virginica
+51,5.41644426885624,3.912230857405111,1.3078788192336899,0.3969547831993825,Iris-setosa
+52,5.997829071380715,3.0002154924257796,4.750556227864669,1.806185936835932,Iris-virginica
+53,4.91120349964217,3.1012876521401758,1.5118569577566927,0.10000010540432736,Iris-setosa
+54,6.300584350674741,2.3001200778684687,4.412593212616412,1.3019237789620413,Iris-versicolor
+55,5.985635042943572,3.389223505443643,4.4787031894457465,1.5992226200047706,Iris-versicolor
+56,6.414849418126035,3.087420746519499,5.4960995798539365,1.7985113159775357,Iris-virginica
+57,4.781049122270741,3.3811009266015675,1.5884449468419741,0.2,Iris-setosa
+58,4.400000663480979,3.090513302920314,1.32396634590147,0.2,Iris-setosa
+59,5.522615759316043,2.3996102825876653,3.490390584069593,1.1173323180897374,Iris-versicolor
+60,6.003403359570735,2.2000003708100095,5.0133012636833385,1.516397915800776,Iris-virginica
+61,5.40894590184744,3.8785430070435614,1.692106053419038,0.38668842618570176,Iris-setosa
+62,4.636415246931659,3.4066516008813337,1.3911753530244564,0.30923386170023714,Iris-setosa
+63,5.792956977715397,2.678822586314966,5.110924873037879,1.9187088117916578,Iris-virginica
+64,5.495127678996115,2.40179513994181,3.6314344136196195,1.088827309954894,Iris-versicolor
+65,5.109673371501665,3.3088030884325024,1.9297008235271802,0.5434683494096908,Iris-setosa
+66,6.288482171496987,2.714664720497178,4.8928953016771235,1.7830930065887431,Iris-virginica
+67,6.302608905666757,2.3029418281718943,4.422733726962206,1.3051114185364807,Iris-versicolor
+68,5.402929745988935,3.888523445613231,1.8193526194777012,0.4466189478436759,Iris-setosa
+69,5.7947903056079255,2.80165838575031,5.087240669243077,2.3940027948002904,Iris-virginica
+70,5.090368716630213,3.778747709032679,1.6732167957023916,0.39803885018964313,Iris-setosa
+71,5.55527361663574,4.187894099662283,1.3989152203672952,0.2,Iris-setosa
+72,5.089435321705916,3.331980434133489,1.3884689086224764,0.2,Iris-setosa
+73,4.605801262129797,3.194572756432158,1.3904458378344593,0.2,Iris-setosa
+74,5.206405367020526,3.480553158134831,1.5002432916519615,0.2,Iris-setosa
+75,5.100058874278951,3.7201651498265442,1.5503153867070625,0.4120359302004406,Iris-setosa
+76,6.60227723424594,2.9970458755234044,4.360973744051687,1.4040849327612674,Iris-versicolor
+77,5.197967370195629,2.7073444940498703,3.9259889019063916,1.4068849062546287,Iris-versicolor
+78,6.446192561572467,3.093243526734655,5.521770002203713,1.7970384794928551,Iris-virginica
+79,5.003105300676971,3.2577424950833085,1.2866666212458635,0.2,Iris-setosa
+80,5.668165069173963,2.999887663492618,4.502521217511233,1.4935568107123194,Iris-versicolor
+81,7.111823632177349,2.9985038554242527,5.94559039456848,2.076959659294248,Iris-virginica
+82,6.289094874761358,3.3961970608706302,5.581458358542049,2.398755231483073,Iris-virginica
+83,5.215816385433572,3.502957120108965,1.4986356744249938,0.2,Iris-setosa
+84,6.927260601483819,3.1927813478656146,5.743670518602955,2.3041150541981916,Iris-virginica
+85,6.302916078025768,2.5251525163908517,5.000541925859368,1.8924965165056447,Iris-virginica
+86,6.716051064834826,3.285394761559836,5.711741455551367,2.1047436526669054,Iris-virginica
+87,5.005540784973755,3.603089460694502,1.4024593349067618,0.2,Iris-setosa
+88,6.433775808797519,2.973722338501866,5.545760554380355,1.8101588699951772,Iris-virginica
+89,6.292687350371575,2.7899823018230108,5.13054750927783,1.5064885610349505,Iris-virginica
+90,5.795246531569518,2.6982876778704683,5.113931058696207,1.8990860558313867,Iris-virginica
+91,5.477530962775445,2.3914917832290254,3.8224171075663014,1.0684520319927355,Iris-versicolor
+92,6.3887140771579105,2.9151553320665924,4.297282572253085,1.2894330855460874,Iris-versicolor
+93,5.467367784252551,4.173325774958114,1.4132348778425832,0.2,Iris-setosa
+94,5.614881344851813,2.712920457565569,4.214450660164635,1.3048503581834285,Iris-versicolor
+95,5.0760795462383115,3.3928339367019476,1.4787079106929644,0.2,Iris-setosa
+96,7.157113922240698,2.997187538663086,5.92683588167288,2.0786904782694116,Iris-virginica
+97,5.611322521416957,2.998033005451049,4.467900584768654,1.504348623245391,Iris-versicolor
+98,5.063566628269517,2.4940370608604865,3.129164465561961,1.1321646768635352,Iris-versicolor
+99,5.501985870905565,2.6143537081930175,4.365026065767866,1.2202771072831708,Iris-versicolor
+100,4.6130251807600935,3.4041643528454766,1.4030706089137917,0.2931703856161634,Iris-setosa
+101,6.076886200891875,2.59327235599163,5.59417775023701,1.4082389374432938,Iris-virginica
+102,4.603954465802182,3.4139959600751673,1.3909291104705495,0.30420827595220873,Iris-setosa
+103,4.606809507107703,3.6009130694365448,1.0000005173790811,0.2,Iris-setosa
+104,5.51072061594157,4.207722901174846,1.3837516497584503,0.2,Iris-setosa
+105,4.4,2.9168307109700655,1.4014574046324186,0.2,Iris-setosa
+106,5.107583184516176,3.49320661437157,1.4000422125303067,0.3128073942747517,Iris-setosa
+107,5.085306160007657,3.741209192772948,1.543921233585901,0.461653784615307,Iris-setosa
+108,5.700050741438332,2.4988693723396413,5.000926215475669,2.011418178809045,Iris-virginica
+109,7.7,2.8310917053678857,6.7,2.021569657675185,Iris-virginica
+110,6.399494011364957,2.8931336508311496,4.292450928496106,1.286352097487928,Iris-versicolor
+111,6.689818247248532,2.9956267939326278,4.989158240757001,1.7007523376432327,Iris-versicolor
+112,4.590313134281641,3.1952077705356756,1.4045629103224766,0.2,Iris-setosa
+113,7.69999897422206,2.8109372105136594,6.6999986801428495,1.9863108088972725,Iris-virginica
+114,6.676611946726926,3.005359084443953,4.986386418486379,1.7117700122133142,Iris-versicolor
+115,6.124014183811354,2.5928593431529867,5.628684171201401,1.4062902342482102,Iris-virginica
+116,6.268498146195688,2.505829460233117,5.006841185090059,1.8894042814964211,Iris-virginica
+117,6.295852554240932,2.677455504917765,4.892572417119149,1.8071044951264585,Iris-virginica
+118,5.797196380741216,2.8184265833624074,5.096723943710795,2.405555494231149,Iris-virginica
+119,5.4991580703585985,2.3958366059835,3.8147416912212186,1.0487854419595068,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..13881f4dadd05a270fcc4fb5bad9c48bacb76157
--- /dev/null
+++ b/iris/tab_ddpm/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.635332941612435,3.0144190251009464,4.375357409278052,1.5014724255927507,Iris-versicolor
+1,4.500632326108142,2.2940258594582104,1.312612185959694,0.28829137569854335,Iris-setosa
+2,5.154248229723597,3.4518914959658353,1.504332891692436,0.2,Iris-setosa
+3,4.790010895054628,3.400976845921078,1.597951484295519,0.2,Iris-setosa
+4,4.79074440457925,3.3932401913538723,1.6010195683220276,0.2,Iris-setosa
+5,6.410654443802501,2.685068116467896,5.284291187502446,1.9054037834936197,Iris-virginica
+6,5.624740716061456,2.685648022256858,4.260399708101885,1.293162529666702,Iris-versicolor
+7,6.887943532440205,3.200674930889155,5.713401176785282,2.3049109988231917,Iris-virginica
+8,6.9467817966336565,2.992052833230669,5.6198307140485895,2.1019143748940046,Iris-virginica
+9,5.970019667767526,3.4335531210981896,4.517820238544688,1.610547277103599,Iris-versicolor
+10,4.603062863416882,3.5963590907221716,1.0000004131555744,0.2,Iris-setosa
+11,4.606844848007675,3.401523147865349,1.395468256977836,0.30151702775670336,Iris-setosa
+12,7.7,2.7545844671442556,6.7,1.9914869077087034,Iris-virginica
+13,5.13674767255942,3.7274161088771236,1.5718131692345472,0.2,Iris-setosa
+14,5.319591160728498,3.4747372981207145,1.6367978927297884,0.2,Iris-setosa
+15,5.101901810849993,3.665582741534916,1.4839946323139148,0.40540305579795827,Iris-setosa
+16,5.695167148862479,4.4,1.4932715941335617,0.38759349132567383,Iris-setosa
+17,4.805781743564592,3.3931418926224977,1.607047037849466,0.2,Iris-setosa
+18,6.451461836305759,2.9935930733688174,5.501479269107108,1.7917958681606696,Iris-virginica
+19,6.499653050125225,3.1890092627940287,4.4867978519803255,1.4666659057803921,Iris-versicolor
+20,6.6936805365266805,2.996508839168658,4.996236269416029,1.7096815850935503,Iris-versicolor
+21,5.642600875782417,2.7437171214265295,4.179773227564417,1.2989284594672839,Iris-versicolor
+22,4.4,3.1815646713257797,1.3162752086485758,0.2,Iris-setosa
+23,5.156585749946432,3.4709544263864553,1.493794922924726,0.2,Iris-setosa
+24,6.016269345756204,3.0108474510826375,4.78551348096264,1.795491171793773,Iris-virginica
+25,5.027266047920496,3.508587621670731,1.2963719404466723,0.3026178643429968,Iris-setosa
+26,5.372900508445853,3.8079979752196724,1.332872958001095,0.34981999940149044,Iris-setosa
+27,4.986504344090745,3.5908322856311434,1.400027555800433,0.2,Iris-setosa
+28,6.373874067970262,3.2048662667766723,4.4702915239251215,1.5042552969501186,Iris-versicolor
+29,5.804490825680618,2.792362826167184,5.108812630079475,2.399172113514964,Iris-virginica
+30,6.28829479437783,2.8164936361390183,5.09077803844198,1.4933722225385841,Iris-virginica
+31,6.296738529347167,2.527631086373655,4.983260190435794,1.8971182489947531,Iris-virginica
+32,4.566528016966584,3.6086976147315633,1.0,0.2,Iris-setosa
+33,5.992808450706268,3.3905515094522256,4.449700948128042,1.5849858532521044,Iris-versicolor
+34,6.309056922622025,2.892543872706864,5.583882654157534,1.7998302750759567,Iris-virginica
+35,4.40000061344456,3.185229323923419,1.3239179807146035,0.2,Iris-setosa
+36,4.590737912741824,3.3939105032400514,1.3981751534896742,0.303445026378312,Iris-setosa
+37,6.807384683221219,3.208386519280437,5.693915794774804,2.2764248600214265,Iris-virginica
+38,4.616651359371995,3.400737154402225,1.4062553206816053,0.2986050388571664,Iris-setosa
+39,5.49821124526474,2.3862215803042006,3.805687012819325,1.0940998376579563,Iris-versicolor
+40,5.496579474948863,2.4241609592396904,3.692122582942081,1.0374191097811472,Iris-versicolor
+41,6.305853056338106,2.3030725311031355,4.4111853064950495,1.2997661497570476,Iris-versicolor
+42,6.379680749443454,2.7090085513721665,5.312386338230838,1.8938573507934704,Iris-virginica
+43,6.386363672095647,3.0891290193286216,5.514105196729068,1.810339059267343,Iris-virginica
+44,6.693863523185709,3.000353998292164,5.006411854329679,1.7142061368779746,Iris-versicolor
+45,6.113505104424267,3.000929397497765,4.602599480612999,1.408520116376317,Iris-versicolor
+46,5.41336259339343,3.3993727134269056,1.8703512301429586,0.2,Iris-setosa
+47,5.236346796302417,3.5116211814835054,1.49694780943121,0.2,Iris-setosa
+48,5.100670019304732,2.5128981206795187,3.0081739587083325,1.1496621869744184,Iris-versicolor
+49,4.57490722215886,3.5891074937413876,1.0,0.2,Iris-setosa
+50,5.705109629190433,2.501620163339473,5.003978276371495,1.991930580630964,Iris-virginica
+51,5.515245113530635,4.194904826896799,1.4003236244430757,0.2,Iris-setosa
+52,5.418273224206711,2.9899633805279464,4.445759300890434,1.512312092134778,Iris-versicolor
+53,5.3748951645585565,3.9123694604605967,1.6696161404949876,0.4682906436612473,Iris-setosa
+54,5.313736617148451,3.734692917289125,1.4940241536615135,0.2,Iris-setosa
+55,6.729393084897708,2.99922058877435,5.020525711673179,1.7319562889122253,Iris-versicolor
+56,5.095436448372957,3.798649316152821,1.7762937248555368,0.3878520311157045,Iris-setosa
+57,6.933154417338022,3.1993324813920534,5.648902595584671,2.311250922093515,Iris-virginica
+58,6.692562847742105,2.999567359797915,4.997267065169538,1.691252087675789,Iris-versicolor
+59,4.901785620158518,2.995197725740672,1.3706047452924788,0.2,Iris-setosa
+60,5.160931128777395,3.3765316200666566,1.3950384481293518,0.2,Iris-setosa
+61,6.35309885260761,2.7417879943078627,5.377940035758984,1.8717402475196516,Iris-virginica
+62,6.797871309847307,2.997844696595098,5.485332397581122,2.090646021990305,Iris-virginica
+63,4.823284898466367,3.407185261288334,1.6066216305216041,0.2,Iris-setosa
+64,4.880436335957146,2.9852009149085896,1.390640703264425,0.2,Iris-setosa
+65,5.8229405580620535,2.720790694814014,5.111785769448694,1.8842959341550418,Iris-virginica
+66,6.0218089510952275,2.6949748611878737,5.104562820152475,1.6023531833964066,Iris-versicolor
+67,5.916098305676075,3.0012016874306013,5.147518303112091,1.7941456775096538,Iris-virginica
+68,6.306671208361397,2.808010256414932,5.07789394963901,1.503336585035209,Iris-virginica
+69,6.408410652906037,2.9056700395505297,4.2846289121231145,1.2921396968518466,Iris-versicolor
+70,5.804706059739441,2.8144159731759797,5.098387201264807,2.399763123711439,Iris-virginica
+71,5.869609020818253,3.2034240236710083,4.798028673575847,1.800419856066803,Iris-versicolor
+72,6.283561609971558,2.2933777734287477,4.435879216449699,1.3127584189333288,Iris-versicolor
+73,5.0061680426807715,3.2063741828567918,1.1850150333250158,0.2,Iris-setosa
+74,5.425352301711703,3.9014081205647644,1.298517177999655,0.3929552360193982,Iris-setosa
+75,4.4000006616453495,3.18722890869301,1.2979905912961753,0.2,Iris-setosa
+76,6.091775613398552,2.9968313088785186,4.590005471964046,1.4070490261918034,Iris-versicolor
+77,6.709121636568517,3.1008082865573208,4.3868482210655975,1.4015272656131177,Iris-versicolor
+78,5.086192478966751,3.793137306984269,1.6139189272019587,0.2,Iris-setosa
+79,6.2487717496488475,2.705450641479144,5.303327022541128,1.4808535336271584,Iris-virginica
+80,5.020758288922016,3.1960358996174127,1.172286487163332,0.2,Iris-setosa
+81,5.767226868109695,2.685151802001231,5.101704704920017,1.9024947687571907,Iris-virginica
+82,5.495233318006957,2.61201942713272,4.407780610091747,1.2592146738581786,Iris-versicolor
+83,5.423249869404601,3.0052593153761507,4.465374255027975,1.5021810366403536,Iris-versicolor
+84,5.608735609606657,3.0042348108391748,4.117357398959218,1.3051827117954673,Iris-versicolor
+85,5.046302213795758,3.384563086076317,1.5137945541366142,0.2,Iris-setosa
+86,5.102503411179673,3.3055655978675134,1.816872572002329,0.4898551688972631,Iris-setosa
+87,5.0107159521462385,3.2992690694288744,1.368319621619698,0.2,Iris-setosa
+88,7.042373733341161,3.0125996740059495,5.828670894850225,2.1138897655420394,Iris-virginica
+89,4.821795996740668,3.400824135775102,1.5925544428801297,0.2,Iris-setosa
+90,5.196625016186188,2.692306252988192,3.932776789700763,1.4009063158255213,Iris-versicolor
+91,6.503201381170286,3.1540296275600648,4.438504403355112,1.471414348539868,Iris-versicolor
+92,6.374162411924989,2.912963782422295,4.312140557858274,1.310712104728387,Iris-versicolor
+93,6.280296972678439,2.7020927295278736,4.900359485886056,1.7915091706425463,Iris-virginica
+94,5.005543623973998,3.4989483156441548,1.312513351045812,0.30827384076736913,Iris-setosa
+95,5.4901783553522945,2.3940923446727616,3.7513979268830244,1.023162565895337,Iris-versicolor
+96,5.89921492213196,2.998045050720403,4.205388753425959,1.4959037612266413,Iris-versicolor
+97,5.807621640349643,2.70449254080375,5.100238258441976,1.9155845378570038,Iris-virginica
+98,6.31835418154806,2.8122788158270065,5.128595001978906,1.5011047305103087,Iris-virginica
+99,6.129903466371568,2.9941072062846255,4.620793040278531,1.392441997868461,Iris-versicolor
+100,5.892306747339802,2.9925074877585587,4.211116869535575,1.4974098005847334,Iris-versicolor
+101,5.3811330464931375,3.8964410336354476,1.2895392819142502,0.3978002599936207,Iris-setosa
+102,5.57029763168158,2.705828150860482,4.167021819721292,1.300121416819035,Iris-versicolor
+103,5.141325718027733,3.4400332411943797,1.520531875395315,0.2,Iris-setosa
+104,6.318433122011485,2.486332476894883,4.873970233515984,1.4944031213687123,Iris-versicolor
+105,6.654763727100226,3.024067617003191,4.41019659738201,1.4092524377827507,Iris-versicolor
+106,5.520815746915739,4.206504841145521,1.3969861735207085,0.2,Iris-setosa
+107,5.695796719990316,4.399999063700723,1.4872342873565534,0.37629196234098117,Iris-setosa
+108,4.400000476980741,3.1856191368224556,1.3137484980959948,0.2,Iris-setosa
+109,5.101637812414271,3.400558201304345,1.5019108044719907,0.2,Iris-setosa
+110,6.006964523548411,2.9937518886316723,4.827949971413238,1.7933045875220623,Iris-virginica
+111,5.151768249810004,3.454051909072857,1.5038910421755236,0.2,Iris-setosa
+112,5.478560041492072,4.196810455058848,1.4012341727915656,0.2,Iris-setosa
+113,5.50268512914941,2.405049924945383,3.830365221740454,1.1429701238747092,Iris-versicolor
+114,5.812590240813091,2.739304940188991,5.10066095178115,1.889947306325842,Iris-virginica
+115,5.060330989123624,2.4851646864469834,2.982042171387377,1.1344119269550546,Iris-versicolor
+116,6.091390385294853,2.6013745710953087,5.594544162520629,1.4020049380392567,Iris-virginica
+117,6.441927183498795,3.207956228890587,4.486124970653411,1.4905055552027942,Iris-versicolor
+118,7.225766610374258,2.91801099293023,6.203029991606476,1.8752516486493571,Iris-virginica
+119,5.979304643923018,3.309450611676837,4.529122292959638,1.6606894808664687,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..a1b6776a5634408e84e84977c6cb89a4284e2630
--- /dev/null
+++ b/iris/tab_ddpm/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.425430581535784,2.900988936363233,4.327091221655257,1.309722033181079,Iris-versicolor
+1,6.802836951098016,2.999879929361735,5.510293367739877,2.1072133305678142,Iris-virginica
+2,6.261578923661148,2.7078472677699152,4.921290858983084,1.776292916362529,Iris-virginica
+3,5.4756610229169205,3.0057668447740995,4.49435378427037,1.4980811136477539,Iris-versicolor
+4,6.359734263100279,2.903839204950842,4.320950029871802,1.2965269380055784,Iris-versicolor
+5,6.317588734523079,2.5067229059280414,4.905257305543805,1.5118528389933763,Iris-versicolor
+6,5.010066943186393,3.5938010053921756,1.3980071065540232,0.2,Iris-setosa
+7,7.7,2.79433015770253,6.699998961095232,1.9980606006958244,Iris-virginica
+8,6.28658014932855,2.9034929897995347,5.580087952982698,1.7899509969349432,Iris-virginica
+9,6.737963169575737,3.292933923047012,5.674912343369052,2.1135491948167755,Iris-virginica
+10,5.382967355218486,3.888860646320292,1.2983494509835134,0.4061369957610897,Iris-setosa
+11,4.870070121548069,2.9904006668843524,1.3914991910666203,0.2,Iris-setosa
+12,6.799461292836604,3.036479824250251,5.536546928387071,2.1424735631047005,Iris-virginica
+13,6.419364420352365,3.203414794290222,4.566852864552119,1.489982113962391,Iris-versicolor
+14,6.721635187808952,3.3048010520764977,5.699613721215369,2.094234400436487,Iris-virginica
+15,6.330528755039978,2.7269854991930313,5.300992644557899,1.8910373147618333,Iris-virginica
+16,5.104460745277719,3.3120877419004247,1.6773181085904116,0.5446943911411342,Iris-setosa
+17,5.385665111193112,3.4516941439334246,1.6518653793366371,0.2,Iris-setosa
+18,6.398964051448011,2.886673665770535,4.286294234446686,1.304859829820922,Iris-versicolor
+19,5.412350709526663,3.931795946235384,1.8097687484466423,0.3871681649922504,Iris-setosa
+20,6.632177505816214,3.0465918342037632,4.404338189696063,1.4071605246206291,Iris-versicolor
+21,5.792720123267681,2.7901218524116205,5.1087631219961045,2.400160511313161,Iris-virginica
+22,6.501619512839166,3.01037169778804,5.514812253018951,1.8046230806752817,Iris-virginica
+23,4.992377231243425,3.2971566777170978,1.4036194385845346,0.2,Iris-setosa
+24,4.950507283674717,3.1692838048919865,1.351634031999041,0.2,Iris-setosa
+25,7.349428535948809,2.900158095133521,6.347809160244038,1.7456144982892674,Iris-virginica
+26,6.696196621813569,3.00071454373182,5.0032756953606,1.699345718093887,Iris-versicolor
+27,5.196366326706212,3.3940110275581072,1.3870240371608464,0.2,Iris-setosa
+28,6.002749912622755,3.000455051682484,4.769214313530015,1.7928556717765405,Iris-virginica
+29,5.092970026913751,3.3042836133242255,1.8202791624260952,0.48179189537304157,Iris-setosa
+30,6.082393674315895,2.6090038694412154,5.647577911455011,1.4010524627451189,Iris-virginica
+31,5.102202380049173,3.295522569759266,1.6937523581782312,0.49185218338958575,Iris-setosa
+32,5.913047972678852,3.2071965678182632,4.825119592749513,1.8183910044969842,Iris-versicolor
+33,6.292279151980034,2.509517914843411,5.004681034137201,1.896712160851688,Iris-virginica
+34,5.813712447807751,2.795829345794691,5.108802365437398,2.404171240888659,Iris-virginica
+35,5.107671954924052,3.3224848950886003,1.6720384397464425,0.4553260019806463,Iris-setosa
+36,6.374494407619294,3.0900240643264176,5.475967436858934,1.8002859956911952,Iris-virginica
+37,6.699488919845601,2.992378492469201,4.989468419770842,1.6879198714540158,Iris-versicolor
+38,6.62743711582124,3.0107210510533533,4.406476113107385,1.4025174300948837,Iris-versicolor
+39,5.0123307303284985,3.213198995589765,1.206154511094689,0.2,Iris-setosa
+40,6.494941791206435,2.999692631332498,5.47368180869103,1.7916454699192936,Iris-virginica
+41,6.775989974303298,3.309871125143085,5.691280490932897,2.5,Iris-virginica
+42,6.122551886980883,2.604903118261807,5.607005354501116,1.432102503756389,Iris-virginica
+43,4.901140579787229,3.1176600079688512,1.4969986426128519,0.1,Iris-setosa
+44,6.663162613936834,3.0815007324681747,4.384950291391319,1.4212745539309861,Iris-versicolor
+45,5.566770138677735,2.9970940369909354,4.4786521104850125,1.505752586272999,Iris-versicolor
+46,5.292669267619449,3.6488798398645304,1.506009471851218,0.2,Iris-setosa
+47,6.304762624540141,2.61409045554153,4.917019380592408,1.856618313021333,Iris-virginica
+48,7.311418322307026,2.9093094358145835,6.311644937464344,1.7835581393765028,Iris-virginica
+49,6.288486826862083,3.404474228881421,5.59550227893334,2.399057870385597,Iris-virginica
+50,4.400000497185809,2.940746941285378,1.3928112437125681,0.2,Iris-setosa
+51,5.373770829815173,3.8867692573791257,1.3014788597442004,0.3842700477629484,Iris-setosa
+52,5.110135379538809,3.7842865737814235,1.9621596826592755,0.42495889818216026,Iris-setosa
+53,5.20153620866316,3.4871481725409073,1.411752930225977,0.2,Iris-setosa
+54,5.77386421397614,2.8098920284724755,5.123158394253049,2.3988137245656453,Iris-virginica
+55,5.799919386480526,2.781662363491004,5.0942744765002335,2.392990119406179,Iris-virginica
+56,5.690564074634688,4.4,1.4951479820363558,0.4582808209451733,Iris-setosa
+57,5.103690738075872,3.838004643803728,1.8344410652641387,0.3907471099084473,Iris-setosa
+58,6.104654577321949,2.5961090199176344,5.580448399206216,1.4086700211086827,Iris-virginica
+59,5.216389757287431,2.6952996473756583,3.983829269282766,1.3960892492571806,Iris-versicolor
+60,5.17794759143356,3.3165556063706734,2.0295936269053003,0.32381870658151074,Iris-setosa
+61,5.783229544020336,2.6686833669451695,5.069644528867847,1.9306891149148393,Iris-virginica
+62,6.391511321225277,3.0744186023439113,5.495836236238382,1.8005673604888384,Iris-virginica
+63,5.145079424499879,3.4284156093691145,1.4973684295404737,0.2,Iris-setosa
+64,5.893060955638811,3.2009073904252268,4.799427430633222,1.8041404734622952,Iris-versicolor
+65,4.400000472114807,2.8770752271020847,1.405976066036664,0.2,Iris-setosa
+66,6.36525637205894,3.120694771933212,5.457715338750015,1.7881835098463401,Iris-virginica
+67,5.557979907559589,2.996201255634505,4.099279670097501,1.2953637138693983,Iris-versicolor
+68,5.5091963383739655,2.393755870444218,3.770834299397185,1.0502548463919048,Iris-versicolor
+69,5.380681822469545,3.886096939669178,1.7309855171823931,0.3904539429380932,Iris-setosa
+70,4.911633920219805,3.0438369756461756,1.3801978406860589,0.2,Iris-setosa
+71,6.569909045139007,3.0495464156614767,4.916188751381252,1.6525452579983957,Iris-versicolor
+72,5.883398534738584,3.1925170748792886,4.807678010003205,1.7918370442773652,Iris-versicolor
+73,5.582604352027629,2.6925345649654586,4.200558258761797,1.2872433510327503,Iris-versicolor
+74,6.475062887309626,2.7856423106069617,5.428718019618059,1.9079622649887265,Iris-virginica
+75,4.902890860066538,2.4122057243052812,3.153530436728862,1.0029844739886,Iris-versicolor
+76,6.328675231803838,2.718310042272427,4.8934375781997606,1.8184704807395295,Iris-virginica
+77,5.74848623821174,4.4,1.538649693550107,0.6088183859522138,Iris-setosa
+78,6.019767191109287,2.993043459471052,4.794941027856438,1.8006771996312136,Iris-virginica
+79,6.674008443769641,3.0751336382162817,4.401049178008017,1.407659032213721,Iris-versicolor
+80,5.09835299743646,3.295722030552235,2.076580326813185,0.5234056155751385,Iris-setosa
+81,5.748377332635828,2.5944924390571873,5.055677337387468,1.9614717458269957,Iris-virginica
+82,5.3971017931694885,2.998528548228793,4.467916550998308,1.5053505947615053,Iris-versicolor
+83,6.013986650242592,3.3950624347401903,4.488582256744827,1.5941188878770363,Iris-versicolor
+84,5.180588902679832,2.668684179830499,3.7986344707618382,1.3708278851976172,Iris-versicolor
+85,5.796005880214601,2.706152856216402,5.099669705651069,1.8953930837406041,Iris-virginica
+86,7.111418921168259,3.0105760457250215,5.893238241963214,2.1204724179303818,Iris-virginica
+87,5.206169237875528,2.7044194239755295,3.8952165965670487,1.3893804877701121,Iris-versicolor
+88,6.861407030439684,3.008992039361701,5.5620236737146405,2.08941881662871,Iris-virginica
+89,6.092919652033322,3.0023575470239527,4.536104542987413,1.3947317230548872,Iris-versicolor
+90,6.309876079524074,2.693106128313196,4.912027057202983,1.8033670753982058,Iris-virginica
+91,5.4049496127492525,3.887574761954772,1.7966575191159309,0.3897347577043525,Iris-setosa
+92,5.816966544223711,2.8060523347363,5.132824845876681,2.4043636475719397,Iris-virginica
+93,4.894711154760416,3.0930294975926014,1.5104829729393514,0.10000011105929794,Iris-setosa
+94,6.504830113292463,3.020195782691408,5.522822236993986,1.773136286234134,Iris-virginica
+95,6.946336246476841,3.184556466794374,5.748538544702761,2.309257638884842,Iris-virginica
+96,6.4397189713022644,3.1810122289411593,4.49732367090737,1.4856059238520625,Iris-versicolor
+97,5.985253250100979,2.200000360660063,5.001740266270639,1.5006209882848254,Iris-virginica
+98,6.302173239882068,2.3010149591723965,4.3992663202485565,1.301863184784744,Iris-versicolor
+99,5.389459630257041,3.3974635905999726,1.7331028111862439,0.2,Iris-setosa
+100,5.117549166584566,3.3099460550462876,1.8424576013489762,0.5363550878683329,Iris-setosa
+101,6.097862591955261,2.587715315926659,5.67564035232489,1.3983764939815122,Iris-virginica
+102,5.087137707061591,3.279199039724094,1.6881561031022823,0.49561185450641826,Iris-setosa
+103,6.108117444861846,2.9955748686356407,4.579909716693623,1.4036019135908233,Iris-versicolor
+104,5.920340947702587,2.9999043935520002,4.214359565809941,1.4977111811124866,Iris-versicolor
+105,5.495029240904435,4.197648902477822,1.3930916996017504,0.2,Iris-setosa
+106,5.107909509359889,2.5027751502231927,3.024621857120497,1.0441655267429892,Iris-versicolor
+107,5.112140320879844,3.3075717940335494,1.8876538752506047,0.44097460016258244,Iris-setosa
+108,5.490891709998798,4.182923525169603,1.4008128661681458,0.2,Iris-setosa
+109,6.295123635768792,2.2913740423664746,4.386774480915416,1.2931424218886272,Iris-versicolor
+110,5.420241546774143,2.999058751210774,4.4870431702812565,1.4997030354166876,Iris-versicolor
+111,5.422623770365947,3.3981840687224505,1.8116764267226082,0.2,Iris-setosa
+112,7.7,2.7931578111871525,6.699999006291861,2.005486497748645,Iris-virginica
+113,6.0047365948632105,2.2,5.013177616375675,1.498182086665421,Iris-virginica
+114,7.285810844226662,2.903884207187841,6.276387711381349,1.807733668199138,Iris-virginica
+115,6.458536658174282,3.0602673025416154,5.505538911689722,1.790690722817308,Iris-virginica
+116,5.520552152375378,2.400196816613102,3.8457080305780327,1.1186257680066043,Iris-versicolor
+117,6.509025206417203,3.0236940399443024,5.468275005858625,1.8148658121309469,Iris-virginica
+118,6.419418208263077,2.9817775263573507,5.546703431293914,1.800103302924781,Iris-virginica
+119,6.45412526653248,3.078367237482812,4.70747496965356,1.5157883360808924,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..1e07dc00e3921c7c13d73dd16a36675b57c9a3a0
--- /dev/null
+++ b/iris/tab_ddpm/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.50205863879381,2.2976780565413355,1.3002392516252124,0.2915351093135676,Iris-setosa
+1,4.592346057645194,3.192112687391854,1.401453371546631,0.2,Iris-setosa
+2,6.847275428957327,2.9961341892113538,5.493329865596734,2.0979109804369545,Iris-virginica
+3,5.789267817979082,3.008252529417411,4.18056029222041,1.4629608363027455,Iris-versicolor
+4,5.9603289937586945,2.2,5.005487091910347,1.5142223452802055,Iris-virginica
+5,7.7,2.793711985330584,6.7,2.0175851401581184,Iris-virginica
+6,5.081636477076197,3.5019506708195403,1.3865969454417482,0.2971972153004047,Iris-setosa
+7,5.581814604863962,2.6818054896821817,4.231258731331406,1.2899959150828273,Iris-versicolor
+8,6.278288120981713,3.4169300519349606,5.586917699517317,2.40597942001534,Iris-virginica
+9,5.895239772505594,3.003326622435038,5.111267782019868,1.8006640086699464,Iris-virginica
+10,4.400000610211346,2.923064561524566,1.4008579705840063,0.2,Iris-setosa
+11,4.902736866208693,3.110411366536562,1.494451866897466,0.1,Iris-setosa
+12,5.11556558579821,3.676290411022669,1.5515003829835419,0.2,Iris-setosa
+13,4.60950492244623,3.607018666071448,1.0,0.2,Iris-setosa
+14,5.099521109257685,3.780784679354658,1.6934757952233968,0.44888202948447803,Iris-setosa
+15,6.114212788713636,2.592001048296244,5.602068762795121,1.3966972064492649,Iris-virginica
+16,4.400000521020566,2.910734296891724,1.4017375600395956,0.2,Iris-setosa
+17,6.2945320261226225,2.4866588294843517,5.009785873136078,1.8885896297703901,Iris-virginica
+18,5.399638105756157,3.8924186974130075,1.3010503776288864,0.38318379129455893,Iris-setosa
+19,5.813100633908997,2.7224393786640197,5.122276517171653,1.8865977783503751,Iris-virginica
+20,7.7,2.783780682516421,6.7,1.9707480788316691,Iris-virginica
+21,7.021984432138585,3.0046139491144275,5.784817389349987,2.134307385831344,Iris-virginica
+22,6.109676436388669,2.9979847094253773,4.637383559796509,1.3934163942139224,Iris-versicolor
+23,4.878729118310581,3.1015629946753465,1.4961298813121842,0.10000009073172429,Iris-setosa
+24,6.318780553247272,2.683995018900295,4.899221896158482,1.7996197347653409,Iris-virginica
+25,5.976465650943039,3.007461765501159,4.955320542928046,1.7771948563054527,Iris-virginica
+26,6.300545148323715,2.884192375468893,5.671683482619097,1.8040869706434797,Iris-virginica
+27,7.301749118625864,2.8856859190810282,6.298773668686414,1.8013186340449192,Iris-virginica
+28,5.035079831592979,3.506081456510618,1.336640988465151,0.31929615997074323,Iris-setosa
+29,5.791184044723099,2.7083269626654407,5.090834560356684,1.9009956901939702,Iris-virginica
+30,6.303577983539424,3.040262179083756,4.561385529845459,1.415217175979403,Iris-versicolor
+31,5.702197362228655,4.399999239434659,1.4914668545385383,0.38162302127391623,Iris-setosa
+32,5.497929791024692,2.393012789063529,3.7938238375634654,1.0513497139032248,Iris-versicolor
+33,6.112980052646016,2.5934738992160313,5.59110346803421,1.405564698698074,Iris-virginica
+34,5.484165828145201,4.199751529972238,1.3930982734340105,0.2,Iris-setosa
+35,4.989438589571884,3.515762224430635,1.3200837122331806,0.2935694016201936,Iris-setosa
+36,4.8691613266711355,2.9922594941636276,1.4005002682849907,0.2,Iris-setosa
+37,5.147717051049918,3.4450397901055116,1.5019897474122645,0.2,Iris-setosa
+38,7.699998322824745,2.8169338394538,6.699998488893751,1.9984962764798104,Iris-virginica
+39,4.490457381976972,2.2971286789863146,1.2951291477876177,0.28202052260334276,Iris-setosa
+40,6.6908436163006915,3.0895620161459245,4.40782841741908,1.4097485323990226,Iris-versicolor
+41,7.7,2.8054028245920226,6.7,1.997550305682523,Iris-virginica
+42,5.1817893084743885,3.3910796264437844,1.353079954656165,0.2,Iris-setosa
+43,5.607194696671301,2.9968654025119954,4.5123303698737764,1.4918233094283566,Iris-versicolor
+44,5.356063656932875,3.8370146781601107,1.3105981531380084,0.39511165321275254,Iris-setosa
+45,5.014044602736139,3.621514111689014,1.400659080750091,0.2,Iris-setosa
+46,6.299361909922442,2.501601066338295,4.996744405038446,1.9046071546558963,Iris-virginica
+47,5.218011828528205,3.3951585511433526,1.3961235353992811,0.2,Iris-setosa
+48,5.5915321794242026,3.0011195125982266,4.11693319424225,1.2990573003024086,Iris-versicolor
+49,6.888903088899654,3.188867013794508,5.678159127949229,2.2979858669507864,Iris-virginica
+50,4.581497525148324,3.6068038910482993,1.0000004080113416,0.2,Iris-setosa
+51,6.140419360850545,3.007083143981063,4.6110910958588045,1.3936924628087095,Iris-versicolor
+52,4.5870968729767085,3.4035573085221102,1.4000274351554953,0.3066361542464598,Iris-setosa
+53,6.322821292638602,2.492392176947182,5.000416378398799,1.8982949097923283,Iris-virginica
+54,7.30048863569168,2.8963459885742266,6.286539928576623,1.7556285952224677,Iris-virginica
+55,5.892042559637349,2.9994109591072706,5.0715738349835675,1.8022520901881445,Iris-virginica
+56,6.100738372200066,2.6047945082211554,5.587353657427799,1.3974201169821179,Iris-virginica
+57,6.105675770178276,2.604947540493485,5.626102449381546,1.3753578099002406,Iris-virginica
+58,7.7,2.767687426836093,6.7,2.0343065168355166,Iris-virginica
+59,5.7916911675306455,2.709920639629976,5.121193446834426,1.897935585018356,Iris-virginica
+60,7.2917855807069705,2.920946892925203,6.278360413143725,1.8172869350347083,Iris-virginica
+61,5.500106885682412,2.393075009765961,3.7609650171980373,1.0365757729174472,Iris-versicolor
+62,5.814737318409376,2.7225932637365764,5.111033385694045,1.8956682685333919,Iris-virginica
+63,5.4943328510307685,2.3939758940173177,3.8775368653076274,1.0070874808555326,Iris-versicolor
+64,5.590536634203466,2.9979955019278477,4.0807830240820016,1.2964426222191325,Iris-versicolor
+65,5.0970440469241485,2.4983634438762587,2.8170488597462384,1.0971112274739627,Iris-versicolor
+66,5.1534918771810005,3.437184804877532,1.4998729239626334,0.2,Iris-setosa
+67,6.011339689736138,2.698739858902197,5.104092759905607,1.6118955380277264,Iris-versicolor
+68,5.482832533342308,2.996860311808319,4.526705179266885,1.4956846840997033,Iris-versicolor
+69,4.99523873536198,3.5967721143551694,1.4007428555123869,0.2,Iris-setosa
+70,5.094231157131596,3.818710094882339,1.5966071147224759,0.2,Iris-setosa
+71,6.007048309280394,3.369650570022656,4.5086298955369175,1.6247074278734552,Iris-versicolor
+72,5.30716229240937,3.8464578743813673,2.049394995029236,0.41349605031415454,Iris-setosa
+73,5.732725048923827,4.4,1.5222607499230116,0.6652049336803525,Iris-setosa
+74,5.3890503523433315,3.8820520103018703,1.6769856923188833,0.4390342309205499,Iris-setosa
+75,5.984127548845426,2.2,4.993803089041149,1.483946321249516,Iris-virginica
+76,4.604318845463877,3.6015872981784636,1.0,0.2,Iris-setosa
+77,6.294202097959822,2.2986841665184206,4.386878004561455,1.2943924867469008,Iris-versicolor
+78,6.0775069234012875,3.3377079499786215,4.503581158024575,1.570332713375093,Iris-versicolor
+79,4.400000460394032,2.904734997137762,1.4053448943993974,0.2,Iris-setosa
+80,6.684149316995535,3.3030085946777983,5.597545210464499,2.499999447368437,Iris-virginica
+81,5.906885544638766,2.991891023452148,5.090743037692258,1.8075298460605178,Iris-virginica
+82,5.785613459158495,2.702388371522702,5.101132651378492,1.900866575236554,Iris-virginica
+83,7.35058890532839,2.9000158357869847,6.328933558525254,1.788550087589052,Iris-virginica
+84,5.453495664266897,3.891461567083969,1.7145799741979748,0.3966946907516541,Iris-setosa
+85,5.791263795046307,2.7147581518920094,5.118589892204068,1.8864862958043889,Iris-virginica
+86,5.042148913965896,3.600496458187762,1.4331481648446989,0.2,Iris-setosa
+87,6.792290178389966,3.2740566229594044,5.723668845091903,2.5,Iris-virginica
+88,4.595298252782482,3.4251905510835914,1.396717580892053,0.2780637214553675,Iris-setosa
+89,5.087211871592958,3.8337100703974705,2.1247888846863203,0.3930950692102558,Iris-setosa
+90,5.895391471037542,3.189773143266027,4.799684105874179,1.7967161514497405,Iris-versicolor
+91,4.998518963393419,3.2867037218511648,1.3611050848264084,0.2,Iris-setosa
+92,4.60486357505948,3.6180143327877463,1.0,0.2,Iris-setosa
+93,6.116353100333989,2.996508045361933,4.634114851918244,1.405389251458,Iris-versicolor
+94,5.5791170929899625,2.6890799842192106,4.191130445700487,1.3027234202466604,Iris-versicolor
+95,5.260936155075264,3.6603977831058696,1.3445897960075683,0.34745373880892844,Iris-setosa
+96,6.675192307158437,3.324104062637374,5.720544924692209,2.5,Iris-virginica
+97,6.743547247279822,3.315592020890144,5.691019062451777,2.5,Iris-virginica
+98,5.386327314752299,3.896360788541596,1.3002270585831157,0.40897093867903594,Iris-setosa
+99,5.149427319427949,3.6442903451311865,1.4517594128275524,0.3802183110727444,Iris-setosa
+100,6.299081479131648,2.572139113671164,4.93646252211227,1.8342725978757501,Iris-virginica
+101,5.121961664303008,3.382814965249892,1.5189898431352007,0.2,Iris-setosa
+102,5.5097838423931025,2.996113674128332,4.483403234506162,1.5028245226681314,Iris-versicolor
+103,7.325122478173483,2.9027962727467442,6.3114276031126995,1.7923497351782496,Iris-virginica
+104,6.293402741046189,2.486825912391539,4.883459418388028,1.495439321140637,Iris-versicolor
+105,5.091240173375919,3.696961434457896,1.4773403232198072,0.3971655835003731,Iris-setosa
+106,5.788381899194928,2.6969777578158394,5.0989372570895934,1.891166020534571,Iris-virginica
+107,5.984879499491582,3.4115214410292842,4.508288038963204,1.6138137458077788,Iris-versicolor
+108,5.51567871799339,2.393911053437482,3.8829965013233068,1.1536782772630785,Iris-versicolor
+109,6.2977624158419205,2.8143168204885214,5.0987295886855675,1.5136871624068502,Iris-virginica
+110,5.889842183794582,3.198139677821836,4.801210782197253,1.7927086476350003,Iris-versicolor
+111,5.107183627934443,2.501756704164199,2.942779719442875,1.0750011703168583,Iris-versicolor
+112,6.502639922262953,3.355020072117212,5.6552262969798575,2.282649502585262,Iris-virginica
+113,6.508215829865328,3.012226406686301,5.507744803617143,1.7877889820010116,Iris-virginica
+114,5.861630518583698,3.198804945601255,4.77562826047794,1.8040612796357227,Iris-versicolor
+115,6.716793343968088,3.2984460367822415,5.75984110890707,2.5,Iris-virginica
+116,6.00616974514536,3.436405604828955,4.504991174172606,1.6140022448866356,Iris-versicolor
+117,5.89588640239207,3.001175412366596,5.116795086983845,1.7915516218115282,Iris-virginica
+118,7.3088800796433375,2.9015986760081702,6.293032484201633,1.8061920417404234,Iris-virginica
+119,5.209611651650307,3.500920319578891,1.496108797796024,0.2,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..b4c8a8c94acbc69daf06c5eba58e16dfe1063d50
--- /dev/null
+++ b/iris/tab_ddpm/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.294318736451178,2.7066339534053356,4.8831201498165955,1.7946729111333546,Iris-virginica
+1,5.411656428191454,3.006624768932285,4.544374756825136,1.501781704851548,Iris-versicolor
+2,5.28195141945598,3.6070287042984766,1.5027784139911688,0.2,Iris-setosa
+3,5.112954542667643,3.7889955775732655,1.6053004153973573,0.2,Iris-setosa
+4,6.410197918583467,2.9023236609974297,4.295494689760223,1.3004595762420923,Iris-versicolor
+5,5.106581602189195,3.420677160793137,1.495830117338187,0.2,Iris-setosa
+6,6.282439979136173,2.3011124835612304,4.417698628183055,1.300105669416124,Iris-versicolor
+7,5.411700894772044,3.906644562898481,1.3009670383343526,0.4593295989798273,Iris-setosa
+8,6.04514904761912,2.9894807262335985,4.515167941101779,1.4066651836252946,Iris-versicolor
+9,6.478636438742379,3.0362399515715026,5.511900077978147,1.781190720101904,Iris-virginica
+10,4.591602430856322,3.2030919984299797,1.4004558724957705,0.2,Iris-setosa
+11,7.327973953725598,2.9014117424748274,6.3322783222949575,1.799519985835536,Iris-virginica
+12,4.5103934392695155,2.2989313155085584,1.3047734759059537,0.3016622425922999,Iris-setosa
+13,6.296984880902534,3.4140913779520763,5.596530620516729,2.3900229247741596,Iris-virginica
+14,5.020127668889691,3.5078194293162848,1.3110149969148686,0.30364656395924927,Iris-setosa
+15,6.291380256712533,2.2942275278704813,4.401743479081723,1.2986065107730718,Iris-versicolor
+16,5.114178147031738,3.8103499832456387,1.7529460448192387,0.4085614452418187,Iris-setosa
+17,5.093543842643716,2.505360610147185,3.069843502791468,1.10294634256013,Iris-versicolor
+18,5.957331347970707,3.3809200101392776,4.5176412607899445,1.63736546541511,Iris-versicolor
+19,4.988682413132344,3.217473456862623,1.1809225010654,0.2,Iris-setosa
+20,6.035352102369352,2.2000003627667706,4.9765786630861255,1.5209270749904213,Iris-virginica
+21,6.130630134798006,2.5977144961200938,5.627530748168415,1.4035329451647238,Iris-virginica
+22,5.66826662045866,2.4875435256993237,4.996667700333487,1.9896907642751063,Iris-virginica
+23,6.264793521757634,3.389321271219748,5.6799360330496445,2.3980779772522407,Iris-virginica
+24,4.607452087393195,3.643113560037764,1.0,0.2,Iris-setosa
+25,4.795420781207258,3.4041148880269763,1.6230652141175081,0.2,Iris-setosa
+26,5.399255174163601,3.4190700400903906,1.7133316992061485,0.2,Iris-setosa
+27,5.089322062618271,3.3208702515725963,1.6928197539302106,0.4226696596226273,Iris-setosa
+28,6.693955525686486,2.993039165700102,4.99557537168084,1.7016400011375103,Iris-versicolor
+29,6.296689550875207,2.491088889793593,4.994752055247237,1.899555962725755,Iris-virginica
+30,7.7,2.809235547802208,6.7,2.0129784186921356,Iris-virginica
+31,4.4,3.1979592640089947,1.2885564163164909,0.2,Iris-setosa
+32,4.804616464689727,3.39500333551663,1.6008636519514452,0.2,Iris-setosa
+33,5.80433969684234,2.6907242156514304,5.087141908441284,1.9084913725673502,Iris-virginica
+34,4.921090417307236,2.4142900546822066,3.286599197143544,1.0833185657846398,Iris-versicolor
+35,5.808474267669667,2.710548776304905,5.138853305131875,1.8978802528233398,Iris-virginica
+36,7.180064522340592,2.9927276093798754,6.047237488333307,2.057768545777121,Iris-virginica
+37,5.202357327396104,3.51154982590598,1.4890162359965127,0.2,Iris-setosa
+38,6.3104685422296285,2.3018333896642518,4.439656654461601,1.3011073931778603,Iris-versicolor
+39,5.1612479502518305,3.4531233785314344,1.5141836765740346,0.2,Iris-setosa
+40,6.087489752721246,3.010361836763091,4.6186963245084405,1.403029205417493,Iris-versicolor
+41,5.113588891273515,3.7081332150681057,1.5198949712929688,0.3961131737740632,Iris-setosa
+42,4.584995121254237,3.410956447013774,1.3894107065577455,0.301813323110143,Iris-setosa
+43,5.987029921958251,2.707860348490811,5.0991397389460715,1.6168699828601656,Iris-versicolor
+44,5.88159321154554,3.0017288468911056,5.091601420809286,1.8029634503350422,Iris-virginica
+45,5.503446986708476,4.160706451286211,1.4021364643327325,0.2,Iris-setosa
+46,4.915005028264735,2.4119382574197634,3.6082830658348493,1.0158996010917718,Iris-versicolor
+47,6.295566080934602,2.7974084653448656,5.114142436727416,1.4929276276695553,Iris-virginica
+48,6.299774285044088,2.8298465820523706,5.112186918079198,1.5047250215153751,Iris-virginica
+49,4.400000554731916,3.2038050513202374,1.326260005629379,0.2,Iris-setosa
+50,5.8784510167887385,3.196113950128582,4.797066231439351,1.8148169142683066,Iris-versicolor
+51,5.018554682939013,3.5091332806524838,1.4020162593922862,0.2,Iris-setosa
+52,6.30432371003248,3.4011331393229884,5.638067368752423,2.3830547587557014,Iris-virginica
+53,5.121539176138999,3.40191387180816,1.498168709760968,0.2,Iris-setosa
+54,5.277115977299589,3.6667931980757036,1.5261058906249663,0.2,Iris-setosa
+55,6.294883464488835,2.29962664210689,4.3921335405818205,1.2886032887443089,Iris-versicolor
+56,5.9985735241347236,2.7048306354578955,5.101406101367413,1.6057968255104897,Iris-versicolor
+57,5.208874632741415,2.7020473070568376,3.723872061224977,1.393751828810624,Iris-versicolor
+58,7.7,2.8221301831613923,6.7,2.0342254906899955,Iris-virginica
+59,5.902506197552133,3.2147323094054974,4.803384478470943,1.80858382511279,Iris-versicolor
+60,5.0274008197899445,3.3870522874639217,1.550316728270191,0.2,Iris-setosa
+61,6.267171256603356,2.905341303781916,5.622122302522819,1.8018821549168922,Iris-virginica
+62,5.885367199029218,3.007447739454479,4.149717753801384,1.5044059402993466,Iris-versicolor
+63,6.68773659826903,3.098869237021153,4.402062369908596,1.4034357613386335,Iris-versicolor
+64,5.047417211956711,3.508227709942575,1.362134942859468,0.30796511153320777,Iris-setosa
+65,5.390520971074595,3.397568599563848,1.8051209669547883,0.2,Iris-setosa
+66,5.447566132942927,2.9953544874913307,4.4239268224228105,1.5019975475223408,Iris-versicolor
+67,5.98243817156547,3.005640070652689,4.78705234325716,1.7896720857306712,Iris-virginica
+68,7.7,2.763468573559648,6.7,2.0088928082653594,Iris-virginica
+69,7.699999004029918,2.7796717492283975,6.699998952918481,1.9869642719087681,Iris-virginica
+70,6.014707484098686,3.015238923053764,4.776795868680657,1.7923060452400073,Iris-virginica
+71,5.898888361126234,3.1922403333271734,4.808931497418822,1.8127134619308445,Iris-versicolor
+72,5.990643024855931,3.4059703087733855,4.528980082638617,1.604023842509028,Iris-versicolor
+73,4.603601885716653,3.58974146794174,1.0000004519194896,0.2,Iris-setosa
+74,4.810787185375374,3.2800480797115013,1.4330271193044593,0.2,Iris-setosa
+75,5.516616997095578,2.610345828037949,4.404523362213827,1.2615822995246448,Iris-versicolor
+76,6.675197343559836,3.295455456974733,5.659249426175811,2.0617503456544015,Iris-virginica
+77,5.201435684914656,2.7096003837568134,4.013970547293364,1.413209233446999,Iris-versicolor
+78,5.98494777007308,2.200000341182829,5.012995385187477,1.494137762832918,Iris-virginica
+79,6.879883450615359,3.1658562226311115,5.67383105565394,2.275703822388617,Iris-virginica
+80,4.985303021832246,3.294111286379909,1.3673698121296174,0.2,Iris-setosa
+81,6.331803057092771,2.8813149399166362,4.314822651088768,1.2863158393104048,Iris-versicolor
+82,5.58802322853962,3.065240094253807,4.6027641724855926,1.577675167580741,Iris-versicolor
+83,5.6178907484541964,2.9999062596895607,4.143049824304267,1.2988205573251919,Iris-versicolor
+84,6.722536401423445,3.3236603410425984,5.758716543674923,2.5,Iris-virginica
+85,5.995697647559574,3.4058711697995654,4.520311933256805,1.5873780727906304,Iris-versicolor
+86,4.589528854664761,3.191350319408654,1.4028595638737111,0.2,Iris-setosa
+87,7.281531171087467,2.9028197292128675,6.300088645467653,1.8026452562599158,Iris-virginica
+88,5.889310779083266,3.0056772868291612,4.212226506902736,1.4999868844483615,Iris-versicolor
+89,5.082175507370114,2.496164708348489,3.034051264235101,1.0531878357560505,Iris-versicolor
+90,5.122096429552642,3.502764811904002,1.4082326090613668,0.29845757435234094,Iris-setosa
+91,4.721587666325212,3.444179049670042,1.3466751292104178,0.3292871476281415,Iris-setosa
+92,6.6868920763454565,3.0011230382358494,4.994593925458831,1.694333752590899,Iris-versicolor
+93,6.454758796126304,3.1878396299581855,4.504946360524904,1.480357330315505,Iris-versicolor
+94,4.500432439469825,2.3036452635201754,1.2906659914103575,0.2986841976688104,Iris-setosa
+95,5.533484209695306,2.393625853502165,3.795248864139599,1.0205302604293047,Iris-versicolor
+96,5.99223935409381,3.3870629266643437,4.554974161034383,1.6408995214422042,Iris-versicolor
+97,5.389338172345666,3.4071673962125764,1.6856475494493726,0.2,Iris-setosa
+98,5.101051609709322,3.4122527881205826,1.5218156593576933,0.2,Iris-setosa
+99,5.168087904975062,3.505863244988074,1.5063118746341104,0.2,Iris-setosa
+100,4.914665919795928,3.054631750282587,1.3152168397905757,0.2,Iris-setosa
+101,5.377750602816321,3.909081520128835,1.7944815755139032,0.43048647314257016,Iris-setosa
+102,5.0724686844245195,3.2831596538402033,1.6885869677346226,0.5184998322739827,Iris-setosa
+103,5.669907483011917,4.4,1.5132013306985834,0.38325680287058794,Iris-setosa
+104,5.814012464930291,2.6957710404305644,5.094162704543054,1.8981641323337648,Iris-virginica
+105,6.6692623531093975,3.075595258590657,4.401239709523163,1.4158950622391275,Iris-versicolor
+106,6.697990808894367,3.00433258324661,4.9967061760167395,1.7086886678488056,Iris-versicolor
+107,5.086756696496442,3.816568481247364,1.5916899294016553,0.2,Iris-setosa
+108,4.798972148228656,3.409446576618537,1.6018829295710066,0.2,Iris-setosa
+109,4.897719335449044,3.091736200851783,1.498074405378195,0.1000000900589671,Iris-setosa
+110,6.316030824697846,2.887015565632926,5.61939423925666,1.789547672388965,Iris-virginica
+111,4.611000100040117,3.6017114127828584,1.0,0.2,Iris-setosa
+112,7.310949657073655,2.904374339011184,6.311469097628432,1.7783156479828481,Iris-virginica
+113,6.620257691118427,3.018092689809856,4.422275472787238,1.3995349951507712,Iris-versicolor
+114,4.4,3.1964802871349027,1.289561604935396,0.2,Iris-setosa
+115,4.503372206780212,2.2958483910250913,1.3162814370736047,0.28874237838379735,Iris-setosa
+116,6.404636427149972,3.0747408405699157,5.474560773183651,1.8022664293281112,Iris-virginica
+117,6.777846428564155,2.9845734823161165,5.492435734572395,2.1190821587910325,Iris-virginica
+118,6.301230194759522,2.302345398072915,4.408369845293957,1.3047394192985424,Iris-versicolor
+119,6.400052024173809,2.9029436129705344,4.3163850523023175,1.3061136778955005,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..07f1115e3da3e2117883328f18a35ba702144f42
--- /dev/null
+++ b/iris/tab_ddpm/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.200222542163278,3.470584076905489,1.4983508082596442,0.2,Iris-setosa
+1,6.295158081718088,2.4979569517171774,4.99496073046372,1.8998882868127174,Iris-virginica
+2,4.61769054307146,3.2139286869637784,1.402323186021451,0.2,Iris-setosa
+3,5.0405439946483055,3.347663380752895,1.4224036648185117,0.2,Iris-setosa
+4,5.385898123023675,3.3929619085473974,1.7017150793963214,0.2,Iris-setosa
+5,5.572466791821189,2.993758999650513,4.079973447473269,1.2984020604258588,Iris-versicolor
+6,4.900053946767152,3.108049760822255,1.4956698717214258,0.10000010612682782,Iris-setosa
+7,5.02288237772821,3.652485031637682,1.4052354339989244,0.2,Iris-setosa
+8,5.110734038471656,3.7760971839490054,1.6231007144023686,0.39334282342514115,Iris-setosa
+9,5.192491849744186,2.712167111382952,4.038885060836144,1.4081949123186028,Iris-versicolor
+10,6.285481804562683,2.2989004232646995,4.428889770690688,1.2900744286340207,Iris-versicolor
+11,5.198336183890797,3.4044157672861726,1.3991163344592739,0.2,Iris-setosa
+12,5.886686241516731,3.188977527678689,4.7855355589921365,1.7918408664399224,Iris-versicolor
+13,5.499387395445525,4.215869877272166,1.4009586501174813,0.2,Iris-setosa
+14,7.7,2.8016610475822374,6.699998951725169,1.9672134015082017,Iris-virginica
+15,5.513514138302622,4.194709630542469,1.392709970408227,0.2,Iris-setosa
+16,4.587016535187167,3.6158913492385616,1.0,0.2,Iris-setosa
+17,6.739875815297715,3.0170884573013845,5.522509865700321,2.120210820114678,Iris-virginica
+18,6.685915632275194,3.308823338654772,5.68007298586241,2.104536337975525,Iris-virginica
+19,6.554737398702185,2.9721136948240168,4.367285011781463,1.3840632855771335,Iris-versicolor
+20,5.59721004645002,2.999336774237023,4.502249434307824,1.5026950439935547,Iris-versicolor
+21,5.096790304211765,3.7977409096349857,1.931795601592353,0.4203118658909229,Iris-setosa
+22,5.136238929082318,3.4149394866500096,1.4956210176510465,0.2,Iris-setosa
+23,5.791193656478938,2.6984935010423685,5.09491080754604,1.895818028703152,Iris-virginica
+24,5.05678938700192,3.3993396050524307,1.5035949559476598,0.2,Iris-setosa
+25,5.206361707073658,3.5309681850835166,1.5034941277734946,0.2,Iris-setosa
+26,7.1874954365983825,2.987766771117343,6.033289668353189,2.0432178198121185,Iris-virginica
+27,6.7273151639476065,3.0051971838764633,5.024028030493817,1.7069388632208748,Iris-versicolor
+28,4.400000468697814,3.202388061369552,1.3118876431410813,0.2,Iris-setosa
+29,5.647260982323066,2.7206379246318066,4.201539794933704,1.3093995691692337,Iris-versicolor
+30,4.607065408599231,3.390146080557159,1.4014698057308252,0.29671960245890494,Iris-setosa
+31,6.83138188885767,3.004706993858882,5.513022518810851,2.126636283811422,Iris-virginica
+32,5.068393134573698,3.3215139779269482,1.3813354265541515,0.2,Iris-setosa
+33,6.291168062460233,3.3939977460911135,5.649354657979364,2.3955154471065296,Iris-virginica
+34,6.8503743722761,3.211126173907396,5.708672247149431,2.3122229713470865,Iris-virginica
+35,5.978962717942334,2.9974510601551043,4.800480860134985,1.774491518788182,Iris-virginica
+36,5.490470949556883,4.197841077032764,1.3747814685198303,0.2,Iris-setosa
+37,6.019811524561909,2.995941561096806,4.804594475684121,1.8036358520762483,Iris-virginica
+38,6.3787429278224135,2.8904699853599514,4.267051155297344,1.3118213273767063,Iris-versicolor
+39,5.122283121424084,3.7251728809993216,1.5257166046089288,0.3918687661655687,Iris-setosa
+40,6.393388690868234,2.8891615673492055,4.3632712498602535,1.2970720810058056,Iris-versicolor
+41,5.9175142332525335,3.208226860982788,4.859330606021832,1.7960802058844332,Iris-versicolor
+42,5.821242360186075,2.701964452993102,5.100694905412136,1.9053392083725043,Iris-virginica
+43,4.505810315039253,2.3010477014295825,1.3136611692422835,0.3052005922002718,Iris-setosa
+44,5.448006414895533,2.9996210716786065,4.5009941211449895,1.4936212782510718,Iris-versicolor
+45,5.809189289435695,2.706518434887857,5.095532150493891,1.8899432760611186,Iris-virginica
+46,5.386101656786565,3.880710495338037,1.807580162430009,0.4635313493644751,Iris-setosa
+47,5.985759472881408,2.2,5.005757149078665,1.5118242993893563,Iris-virginica
+48,5.9968215694165385,3.0042897620284608,4.907445077997336,1.7794338435342218,Iris-virginica
+49,7.318866889471454,2.8888847903062342,6.309636100047353,1.8063097069752683,Iris-virginica
+50,5.102008405589339,3.831224834710398,1.5925708855062002,0.2,Iris-setosa
+51,6.901385272721181,3.2198548506474722,5.683133599284441,2.3140782679396574,Iris-virginica
+52,6.342008112069653,2.477879233775863,4.879902401186449,1.5040482876629493,Iris-versicolor
+53,6.55199647943637,2.977515206111793,4.341455261044823,1.3764800642921053,Iris-versicolor
+54,5.9921213230910775,2.997847370174975,4.7440407334770684,1.8029903480424136,Iris-virginica
+55,5.389409257179705,3.405159924288725,1.7034742563699268,0.2,Iris-setosa
+56,5.249333213411363,3.447386315011886,1.4008588824315262,0.2,Iris-setosa
+57,4.9853422659666755,3.2866136067807106,1.3977895543275034,0.2,Iris-setosa
+58,5.161152452569219,3.4728785074057447,1.491016732277532,0.2,Iris-setosa
+59,6.287106305210693,3.38475584060357,5.618791007915054,2.3983307126902145,Iris-virginica
+60,5.113971711672693,3.7733713816122925,1.5829932606440378,0.2,Iris-setosa
+61,5.996769512777531,2.2,5.003846117126507,1.5060571959049442,Iris-virginica
+62,6.376829560059733,2.6370409440698697,5.238703762824665,1.910626786970437,Iris-virginica
+63,4.899530557308462,3.101943884955033,1.496348876690268,0.1,Iris-setosa
+64,5.4930918379533145,2.397634563236605,3.673636519466816,0.9850565060271411,Iris-versicolor
+65,6.815655306525887,2.9995638846969275,5.487710064979378,2.0890565714894183,Iris-virginica
+66,5.383118066272667,3.8623607257686676,1.3087298224344623,0.48187468507515296,Iris-setosa
+67,7.7,2.778364009320758,6.7,1.9967192783989174,Iris-virginica
+68,4.4,2.8979871276528697,1.3989450989265593,0.2,Iris-setosa
+69,4.909711420839929,2.402957933001784,3.196872930929267,1.0850820012451403,Iris-versicolor
+70,5.267208262975849,3.6098870254742472,1.5080312630100021,0.2,Iris-setosa
+71,6.448697611094258,2.923005681732233,4.3221959078709515,1.3133597101388614,Iris-versicolor
+72,6.35029580892108,2.9246361473125537,5.613514351739455,1.7953685666421133,Iris-virginica
+73,6.705463692698799,3.0918547184229594,4.390164850618218,1.3851000698393,Iris-versicolor
+74,6.6741146866678385,3.2721538687486866,5.698616099224364,2.4999990279331796,Iris-virginica
+75,5.4032814440779635,4.1877218059535,1.3989749350491938,0.2,Iris-setosa
+76,6.293700610072292,2.73926644940839,4.954163748084668,1.7228946693325902,Iris-virginica
+77,5.801201579457175,2.6940440153570306,5.0967138312208755,1.9037075106973982,Iris-virginica
+78,5.601539858863068,2.999579807826273,4.484332822517061,1.4892064372743206,Iris-versicolor
+79,6.3122304482622305,3.394771788623695,5.595806494606279,2.3993316133270564,Iris-virginica
+80,7.124246130196439,2.998925859709949,5.940034006506046,2.0996267769288393,Iris-virginica
+81,4.61005797600309,3.402502615709542,1.4022055270269937,0.3091633779734313,Iris-setosa
+82,6.002109999650474,2.2000002914140246,5.013735089552694,1.5170098925342128,Iris-virginica
+83,5.393609224226828,3.9117291888390957,1.6944019459185553,0.3831943226814699,Iris-setosa
+84,5.594700323257895,2.7010757228551148,4.171473527232664,1.2992997943796867,Iris-versicolor
+85,5.066925703359544,3.501111673567657,1.351453491242744,0.2977824342473512,Iris-setosa
+86,6.442770596825775,2.931054727281726,4.310567327262088,1.3255714087316421,Iris-versicolor
+87,5.590810534284918,2.9918407733640207,4.107375580590481,1.300489825511375,Iris-versicolor
+88,4.8634364288619,3.094065958561928,1.5089773977158056,0.1,Iris-setosa
+89,6.925502377155857,3.210487927607391,5.6637218762044865,2.311877032014827,Iris-virginica
+90,5.356419442784163,3.8846349174392816,1.6761005771478346,0.3889067723510291,Iris-setosa
+91,5.808518096488182,3.012500063742367,4.25757738722642,1.5000691398252193,Iris-versicolor
+92,4.592057492689653,3.601716612507433,1.0,0.2,Iris-setosa
+93,5.802032130947679,2.704426484566956,5.099379153395437,1.8991920890448877,Iris-virginica
+94,6.704403374988142,3.000506920545232,4.991256271620323,1.7114981197185273,Iris-versicolor
+95,6.497168972309454,3.008100300202031,5.49299847227998,1.799599412958834,Iris-virginica
+96,5.248727019225161,3.6918373067744032,1.4997871602907213,0.2,Iris-setosa
+97,5.009116585654734,3.6049221457809995,1.4026986876637562,0.2,Iris-setosa
+98,5.5051599599477665,2.3966311992033313,3.7816931155741305,1.0360399411204295,Iris-versicolor
+99,6.387449088767609,3.1982552931038604,4.496856808171611,1.517293905677661,Iris-versicolor
+100,5.114018098489503,3.299279796674514,1.9927444460910044,0.538051101489535,Iris-setosa
+101,5.910041538012506,3.189132655416953,4.779050890305893,1.8112305684274097,Iris-versicolor
+102,5.9932449669254355,2.704110244865516,5.094366668353928,1.578785157265556,Iris-versicolor
+103,6.69149299067568,3.2965152270544027,5.637984510713584,2.1152305231673627,Iris-virginica
+104,6.673411634175962,3.0012084738898857,5.019090890914586,1.697301609329381,Iris-versicolor
+105,6.697063201139445,2.998980916197694,5.002177554159343,1.6942178617357022,Iris-versicolor
+106,7.7,2.799619658232459,6.7,2.0331413408790038,Iris-virginica
+107,5.084664780020834,3.3478304257274014,1.4002938009742807,0.2,Iris-setosa
+108,6.012604632195297,2.6973352870485137,5.141430416628344,1.6137086988797125,Iris-versicolor
+109,4.626491658197837,3.402536597383295,1.3870804527170433,0.2967429244864699,Iris-setosa
+110,6.305647781845072,2.4863970697434183,5.0090027003335775,1.9037611660483684,Iris-virginica
+111,5.431950338685084,3.3887115700517487,2.0680846706428007,0.2,Iris-setosa
+112,6.869011297558161,3.2025338472742475,5.704616610027215,2.284012068689244,Iris-virginica
+113,5.482175242512199,2.3965509892623746,3.643217850710127,1.099606511287719,Iris-versicolor
+114,6.706824079620508,3.1030290215415683,4.407016829064233,1.3984823463504539,Iris-versicolor
+115,6.008771020537513,2.701642951546748,5.081456895353176,1.5995266218770625,Iris-versicolor
+116,6.695039419273785,3.105168549895306,4.3902133470968865,1.3991488917149846,Iris-versicolor
+117,5.0111534927593,3.609603694131374,1.402311690203119,0.2,Iris-setosa
+118,6.30425028428115,2.4973754498900567,5.00425461147635,1.9030516806914504,Iris-virginica
+119,5.098812456944784,3.8073701781518943,1.9038716895766807,0.3876811506388276,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..1dad623683ecca85ee042371a34b9175f86725dc
--- /dev/null
+++ b/iris/tab_ddpm/1/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf80697c9d1ea431ddcc3d37a4e2096abadd7deabbbb82de7764c75a5925c462
+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..2afe227c2ee68dbf20b524670697a2305f96fbf0
--- /dev/null
+++ b/iris/tab_ddpm/1/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f600d00bf8c46b48b2f3971ba83d73eb7b050c08885523b95ee8a616f3021a8
+size 6480710
diff --git a/iris/tab_ddpm/1/model.pt b/iris/tab_ddpm/1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a4472a8b6ec8d785a09b39f5ea77a8642226aeb1
--- /dev/null
+++ b/iris/tab_ddpm/1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc44671507b2ab4fc7a8c88bdd967bdc5c8a95272d90fc483810f3ab37d3405d
+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..8db434368672e5a159244fb0d8a8af87a38b74a0
--- /dev/null
+++ b/iris/tab_ddpm/1/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c76e475050f94becf214a39c0908583c85aae0bd3d8b6cf513af3d5ae498b5ec
+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..a4543565cbff0a112fe411cdcc84a652fa1d7ce7
--- /dev/null
+++ b/iris/tab_ddpm/1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2285 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d543cf66",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:37.197775Z",
+     "iopub.status.busy": "2024-07-21T13:29:37.197382Z",
+     "iopub.status.idle": "2024-07-21T13:29:49.554845Z",
+     "shell.execute_reply": "2024-07-21T13:29:49.553612Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.371261,
+     "end_time": "2024-07-21T13:29:49.557738",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:37.186477",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 43%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\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"
+     ]
+    },
+    {
+     "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... 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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\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... 56%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d477fc9c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:49.585945Z",
+     "iopub.status.busy": "2024-07-21T13:29:49.585501Z",
+     "iopub.status.idle": "2024-07-21T13:29:49.594244Z",
+     "shell.execute_reply": "2024-07-21T13:29:49.593347Z"
+    },
+    "papermill": {
+     "duration": 0.026295,
+     "end_time": "2024-07-21T13:29:49.596397",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:49.570102",
+     "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": "3c09b5ec",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011424,
+     "end_time": "2024-07-21T13:29:49.619238",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:49.607814",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a37f4a71",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:49.644911Z",
+     "iopub.status.busy": "2024-07-21T13:29:49.643980Z",
+     "iopub.status.idle": "2024-07-21T13:29:49.652732Z",
+     "shell.execute_reply": "2024-07-21T13:29:49.651654Z"
+    },
+    "papermill": {
+     "duration": 0.024274,
+     "end_time": "2024-07-21T13:29:49.655111",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:49.630837",
+     "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": "22402bef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:49.681340Z",
+     "iopub.status.busy": "2024-07-21T13:29:49.680627Z",
+     "iopub.status.idle": "2024-07-21T13:29:49.687252Z",
+     "shell.execute_reply": "2024-07-21T13:29:49.686235Z"
+    },
+    "papermill": {
+     "duration": 0.02251,
+     "end_time": "2024-07-21T13:29:49.689665",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:49.667155",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 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",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0f3bf5ee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:49.717513Z",
+     "iopub.status.busy": "2024-07-21T13:29:49.717120Z",
+     "iopub.status.idle": "2024-07-21T13:29:49.723611Z",
+     "shell.execute_reply": "2024-07-21T13:29:49.722640Z"
+    },
+    "papermill": {
+     "duration": 0.023247,
+     "end_time": "2024-07-21T13:29:49.726050",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:49.702803",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "036f3425",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:49.751815Z",
+     "iopub.status.busy": "2024-07-21T13:29:49.750913Z",
+     "iopub.status.idle": "2024-07-21T13:29:51.044135Z",
+     "shell.execute_reply": "2024-07-21T13:29:51.042071Z"
+    },
+    "papermill": {
+     "duration": 1.310539,
+     "end_time": "2024-07-21T13:29:51.048349",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:49.737810",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\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": "60c4871d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:51.080749Z",
+     "iopub.status.busy": "2024-07-21T13:29:51.080097Z",
+     "iopub.status.idle": "2024-07-21T13:29:52.281154Z",
+     "shell.execute_reply": "2024-07-21T13:29:52.279884Z"
+    },
+    "papermill": {
+     "duration": 1.221108,
+     "end_time": "2024-07-21T13:29:52.283682",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:51.062574",
+     "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": "fe9e9fb9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:52.310950Z",
+     "iopub.status.busy": "2024-07-21T13:29:52.310545Z",
+     "iopub.status.idle": "2024-07-21T13:29:52.321969Z",
+     "shell.execute_reply": "2024-07-21T13:29:52.320934Z"
+    },
+    "papermill": {
+     "duration": 0.027936,
+     "end_time": "2024-07-21T13:29:52.324348",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:52.296412",
+     "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": "4d07664a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:52.353549Z",
+     "iopub.status.busy": "2024-07-21T13:29:52.353210Z",
+     "iopub.status.idle": "2024-07-21T13:29:52.783074Z",
+     "shell.execute_reply": "2024-07-21T13:29:52.781845Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.447811,
+     "end_time": "2024-07-21T13:29:52.785964",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:52.338153",
+     "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": "fccfbfbf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:52.813688Z",
+     "iopub.status.busy": "2024-07-21T13:29:52.813334Z",
+     "iopub.status.idle": "2024-07-21T13:29:54.663372Z",
+     "shell.execute_reply": "2024-07-21T13:29:54.662416Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.866837,
+     "end_time": "2024-07-21T13:29:54.666083",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:52.799246",
+     "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": "6b986544",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:54.694385Z",
+     "iopub.status.busy": "2024-07-21T13:29:54.693959Z",
+     "iopub.status.idle": "2024-07-21T13:29:54.702695Z",
+     "shell.execute_reply": "2024-07-21T13:29:54.701980Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.025714,
+     "end_time": "2024-07-21T13:29:54.705225",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:54.679511",
+     "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": "61cd6848",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:54.729723Z",
+     "iopub.status.busy": "2024-07-21T13:29:54.729412Z",
+     "iopub.status.idle": "2024-07-21T13:29:54.733731Z",
+     "shell.execute_reply": "2024-07-21T13:29:54.732887Z"
+    },
+    "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": 0.019135,
+     "end_time": "2024-07-21T13:29:54.735957",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:54.716822",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "668cba6e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:54.761892Z",
+     "iopub.status.busy": "2024-07-21T13:29:54.761545Z",
+     "iopub.status.idle": "2024-07-21T13:29:54.896427Z",
+     "shell.execute_reply": "2024-07-21T13:29:54.895514Z"
+    },
+    "papermill": {
+     "duration": 0.151015,
+     "end_time": "2024-07-21T13:29:54.899085",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:54.748070",
+     "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": "a2ed263c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:54.931061Z",
+     "iopub.status.busy": "2024-07-21T13:29:54.930467Z",
+     "iopub.status.idle": "2024-07-21T13:29:59.805525Z",
+     "shell.execute_reply": "2024-07-21T13:29:59.804447Z"
+    },
+    "papermill": {
+     "duration": 4.894035,
+     "end_time": "2024-07-21T13:29:59.808289",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:54.914254",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:29:56.894221: 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",
+      "2024-07-21 13:29:56.894281: 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",
+      "2024-07-21 13:29:56.895947: 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"
+     ]
+    }
+   ],
+   "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": "22fb7b7a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:59.840522Z",
+     "iopub.status.busy": "2024-07-21T13:29:59.839260Z",
+     "iopub.status.idle": "2024-07-21T13:29:59.847144Z",
+     "shell.execute_reply": "2024-07-21T13:29:59.846090Z"
+    },
+    "papermill": {
+     "duration": 0.026551,
+     "end_time": "2024-07-21T13:29:59.849567",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:59.823016",
+     "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": "b4fc07ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:59.877383Z",
+     "iopub.status.busy": "2024-07-21T13:29:59.877045Z",
+     "iopub.status.idle": "2024-07-21T13:30:02.994722Z",
+     "shell.execute_reply": "2024-07-21T13:30:02.993828Z"
+    },
+    "papermill": {
+     "duration": 3.134559,
+     "end_time": "2024-07-21T13:30:02.997250",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:59.862691",
+     "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": "99025dfa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.027654Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.026710Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.035211Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.034258Z"
+    },
+    "papermill": {
+     "duration": 0.025805,
+     "end_time": "2024-07-21T13:30:03.037410",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.011605",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, 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": "82f21bed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.065357Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.065007Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.609930Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.608978Z"
+    },
+    "papermill": {
+     "duration": 0.562188,
+     "end_time": "2024-07-21T13:30:03.612565",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.050377",
+     "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": "6d0e4c8d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.643969Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.643478Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.651693Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.650179Z"
+    },
+    "papermill": {
+     "duration": 0.027598,
+     "end_time": "2024-07-21T13:30:03.654116",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.626518",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "4dbc2177",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.682979Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.682610Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.735577Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.734757Z"
+    },
+    "papermill": {
+     "duration": 0.070063,
+     "end_time": "2024-07-21T13:30:03.738185",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.668122",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "358aff7f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.769776Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.769383Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.775626Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.774645Z"
+    },
+    "papermill": {
+     "duration": 0.02494,
+     "end_time": "2024-07-21T13:30:03.777763",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.752823",
+     "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": "a4e96b30",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.805965Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.805365Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.810593Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.809643Z"
+    },
+    "papermill": {
+     "duration": 0.021732,
+     "end_time": "2024-07-21T13:30:03.812708",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.790976",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "195e04ad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.841423Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.840603Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.847121Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.846136Z"
+    },
+    "papermill": {
+     "duration": 0.023274,
+     "end_time": "2024-07-21T13:30:03.849506",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.826232",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "ccec3d9d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.878480Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.878141Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.885364Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.884515Z"
+    },
+    "papermill": {
+     "duration": 0.024614,
+     "end_time": "2024-07-21T13:30:03.887612",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.862998",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "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": "1d1a62ca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.915444Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.915081Z",
+     "iopub.status.idle": "2024-07-21T13:30:03.924846Z",
+     "shell.execute_reply": "2024-07-21T13:30:03.923824Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026247,
+     "end_time": "2024-07-21T13:30:03.926987",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.900740",
+     "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": "919b19d2",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:30:03.957542Z",
+     "iopub.status.busy": "2024-07-21T13:30:03.957160Z",
+     "iopub.status.idle": "2024-07-21T13:37:32.981570Z",
+     "shell.execute_reply": "2024-07-21T13:37:32.980407Z"
+    },
+    "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": 449.043281,
+     "end_time": "2024-07-21T13:37:32.983992",
+     "exception": false,
+     "start_time": "2024-07-21T13:30:03.940711",
+     "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: 0.3453 Sum: 0.3453\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.2986 Sum: 0.2986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
+    },
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+     "name": "stdout",
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+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.1989 Sum: 0.1989\n"
+     ]
+    },
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+     "name": "stdout",
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+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
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+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
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+     "name": "stdout",
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+     ]
+    },
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+     "name": "stdout",
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+     ]
+    },
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+     "name": "stdout",
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+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.1985 Sum: 0.1985\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.1978 Sum: 0.1978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1955 Sum: 0.1955\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.1948 Sum: 0.1948\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1924 Sum: 0.1924\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1951 Sum: 0.1951\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1935 Sum: 0.1935\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1921 Sum: 0.1921\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1926 Sum: 0.1926\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1918 Sum: 0.1918\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1914 Sum: 0.1914\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1921 Sum: 0.1921\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1893 Sum: 0.1893\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1916 Sum: 0.1916\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1873 Sum: 0.1873\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1891 Sum: 0.1891\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1896 Sum: 0.1896\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1894 Sum: 0.1894\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1877 Sum: 0.1877\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": "d0e8c368",
+   "metadata": {
+    "papermill": {
+     "duration": 0.021035,
+     "end_time": "2024-07-21T13:37:33.025500",
+     "exception": false,
+     "start_time": "2024-07-21T13:37:33.004465",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "e439c2ed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:37:33.069080Z",
+     "iopub.status.busy": "2024-07-21T13:37:33.068688Z",
+     "iopub.status.idle": "2024-07-21T13:37:33.139767Z",
+     "shell.execute_reply": "2024-07-21T13:37:33.138685Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.095273,
+     "end_time": "2024-07-21T13:37:33.142260",
+     "exception": false,
+     "start_time": "2024-07-21T13:37:33.046987",
+     "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": "1c088bbf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:37:33.186782Z",
+     "iopub.status.busy": "2024-07-21T13:37:33.186432Z",
+     "iopub.status.idle": "2024-07-21T13:37:53.427848Z",
+     "shell.execute_reply": "2024-07-21T13:37:53.426896Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 20.266645,
+     "end_time": "2024-07-21T13:37:53.430410",
+     "exception": false,
+     "start_time": "2024-07-21T13:37:33.163765",
+     "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": "9df1bbb9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.020904,
+     "end_time": "2024-07-21T13:37:53.472707",
+     "exception": false,
+     "start_time": "2024-07-21T13:37:53.451803",
+     "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": 500.27419,
+   "end_time": "2024-07-21T13:37:55.935786",
+   "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": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "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": "2024-07-21T13:29:35.661596",
+   "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