diff --git a/iris/tab_ddpm/1/0/synth.csv b/iris/tab_ddpm/1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c132beacde95e611ae4a78a1600176160a025103
--- /dev/null
+++ b/iris/tab_ddpm/1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.699998949265047,2.86561383668265,6.6999983860051255,1.9888168123301115,Iris-virginica
+1,5.7924669549544925,2.6884885541291235,5.099790146495237,1.8878563811646698,Iris-virginica
+2,6.2999550442447525,2.5137881282475423,4.872876078010003,1.5057255947683184,Iris-versicolor
+3,5.84056925295906,2.806860275223557,5.0995420129412485,2.392137401041829,Iris-virginica
+4,5.414905931237161,3.0019174633183945,4.531129536663727,1.503084021279338,Iris-versicolor
+5,7.699998656457442,2.8229668499218215,6.6999980206081675,1.993537348248171,Iris-virginica
+6,5.016210749660852,3.59030252769728,1.3949107471553357,0.2,Iris-setosa
+7,5.16060297005416,3.377636119489119,1.385007613118721,0.2,Iris-setosa
+8,6.628384041292179,2.9852105193632337,4.401049999588367,1.3937432087019368,Iris-versicolor
+9,5.0543515356712945,3.479574351723037,1.3741534920678142,0.2827545803245026,Iris-setosa
+10,5.362871178806772,3.006732925963026,4.526525287550984,1.5221957724164383,Iris-versicolor
+11,5.53299235021619,4.223417750194501,1.4008242867200182,0.2,Iris-setosa
+12,4.950351967895533,3.367902696723615,1.6197018051239984,0.2,Iris-setosa
+13,5.090792480023843,2.4871652181497734,3.2045003806325214,1.0823122117726236,Iris-versicolor
+14,5.524813787128723,2.3849629477277263,3.4883874029055004,0.9774371493549473,Iris-versicolor
+15,6.387434230536846,3.2003929400314552,4.542585871237139,1.5079045519431082,Iris-versicolor
+16,5.543534685539151,2.653440316085933,4.29915972955844,1.2813590223842906,Iris-versicolor
+17,5.731215563792217,4.4,1.535776358263506,0.39348020092131336,Iris-setosa
+18,4.924152065368445,2.4068234044895442,3.3178608736950483,0.9657333999837329,Iris-versicolor
+19,6.783739003017246,2.997813198442291,5.500122801551333,2.0960378914514375,Iris-virginica
+20,5.021999245541423,3.4742005862150496,1.3001619273529366,0.29803218989766594,Iris-setosa
+21,5.209220342837177,2.692903927683347,3.7822758673361587,1.3966347034767148,Iris-versicolor
+22,5.080335953873545,3.642962720766871,1.459276364514505,0.3658444834245034,Iris-setosa
+23,5.463898170421851,2.4198806521966936,3.7503952221433625,1.1135002926629187,Iris-versicolor
+24,5.189164749886293,3.439768302095332,1.5341101393070395,0.2,Iris-setosa
+25,5.905125502234392,3.1981603760951067,4.826069224885335,1.7961078509149582,Iris-versicolor
+26,5.891245880452032,3.1879681521623935,4.751364877174919,1.737793330651242,Iris-versicolor
+27,6.008087363233601,2.994972117022076,4.806798898824686,1.792880169570417,Iris-virginica
+28,6.247437675750179,3.3984479820643108,5.55068792670451,2.4110163785596517,Iris-virginica
+29,5.1449238390659575,3.428696040358464,1.4996267755241932,0.2,Iris-setosa
+30,6.404659425058033,2.731683194261882,5.313367118318443,1.9059887734206975,Iris-virginica
+31,5.547221128465111,2.6224331516378463,4.311714483186079,1.269006126582369,Iris-versicolor
+32,4.979024117056782,3.159028373047057,1.196378141687652,0.2,Iris-setosa
+33,5.1546390236922015,3.455686043172837,1.507259394636259,0.2,Iris-setosa
+34,5.595005073974342,2.3985337580213377,4.0777242169855,0.8079300989968266,Iris-versicolor
+35,7.6999986181256626,2.8164616786532584,6.699998233509161,1.9931115763892344,Iris-virginica
+36,6.690728941744696,2.992096501416846,4.977650177310064,1.6610546595077014,Iris-versicolor
+37,6.690061542173328,3.0476886051990295,4.594105740244751,1.45416384918419,Iris-versicolor
+38,6.394984408435641,3.1006516404290387,5.4647148149387945,1.8020301255755997,Iris-virginica
+39,5.094948642857352,3.83630755209748,1.6455903166324044,0.4619532541980918,Iris-setosa
+40,4.617214196425356,3.667859746216937,1.0,0.2,Iris-setosa
+41,5.333192543771823,3.391054865753354,1.6705024886669977,0.2,Iris-setosa
+42,6.792124812433263,2.9858146789312303,5.500488455360103,2.087446528794298,Iris-virginica
+43,5.521713131417522,4.225543991634693,1.384643398776303,0.2,Iris-setosa
+44,6.0100943940239855,3.3745452812128054,4.505501476869879,1.5845886046175923,Iris-versicolor
+45,6.334357610813871,2.8561319534895238,4.289164778617881,1.2832379169427237,Iris-versicolor
+46,6.2881238378500415,2.69167769489886,4.913806068292152,1.7934317088670504,Iris-virginica
+47,4.873742825170687,3.1289717989595953,1.2931319118609952,0.2,Iris-setosa
+48,6.026459608226845,2.981409393857681,4.833116888978331,1.8021295312403245,Iris-virginica
+49,6.719424285022688,3.2976310754969704,5.696512005049278,2.0693059082061285,Iris-virginica
+50,7.699998737827126,2.7418660277949454,6.7,1.995652509851739,Iris-virginica
+51,5.015416243114799,3.5359205072678708,1.451202619371319,0.33733729644167765,Iris-setosa
+52,4.400000634800188,3.1767181432100084,1.3092271853027995,0.2,Iris-setosa
+53,6.288973787071053,3.3935314630897495,5.593595476434427,2.3978015712382437,Iris-virginica
+54,7.281420412811566,2.916031305110449,6.280656134050225,1.8022278632348863,Iris-virginica
+55,4.4000004855959975,3.2032366139089437,1.318421626684658,0.2,Iris-setosa
+56,4.87229229611092,2.3911064565236924,3.428804700108656,0.9931617611317256,Iris-versicolor
+57,6.9094257306955384,3.2080624520939276,5.71637717457202,2.27025447479586,Iris-virginica
+58,5.104373676939158,3.6462197320106897,1.4727893964147758,0.39536959755850304,Iris-setosa
+59,5.228946918645019,2.7154989864562156,4.066388821829875,1.406621869548494,Iris-versicolor
+60,5.041728920382042,2.4588074802180384,3.0292269014762256,1.1369674121639024,Iris-versicolor
+61,5.166803280524441,3.461630661832394,1.5073823658127026,0.2,Iris-setosa
+62,5.102157153011453,3.309102835712899,1.6948686569905842,0.4320595353298863,Iris-setosa
+63,6.302695293915974,3.399894464156088,5.590595607980994,2.4043029312989384,Iris-virginica
+64,6.354395915059927,2.8421084474275027,4.252981259179315,1.2926725128929195,Iris-versicolor
+65,4.780406372606686,3.401001541128854,1.587417145707696,0.2,Iris-setosa
+66,5.516434357191654,2.402408167595707,3.8581008870578346,1.0208296792830187,Iris-versicolor
+67,5.907305554699963,3.007070016365526,5.098008145320608,1.804088507133417,Iris-virginica
+68,4.498752960200546,2.3022657401836173,1.3119012301293758,0.30870274182124574,Iris-setosa
+69,6.0922472900321925,2.4806493193097174,5.013558248742285,1.9300774978585251,Iris-virginica
+70,6.407869584122239,3.1012373213326163,5.534413017296005,1.809059742334114,Iris-virginica
+71,6.691465332126736,3.305075523862264,5.673154530538052,2.123346700951317,Iris-virginica
+72,5.858215146721881,3.2153769377450714,4.855364515089492,1.835721284414587,Iris-versicolor
+73,6.335571450258753,2.778860228940816,5.086913081661241,1.4951494597540413,Iris-virginica
+74,4.591197762134063,3.585904054231502,1.0000004886038238,0.2,Iris-setosa
+75,4.971959683215081,3.4875311965877804,1.281496153020818,0.30343041221631845,Iris-setosa
+76,5.20293294713664,3.486227799834932,1.4385448370807188,0.2,Iris-setosa
+77,4.489342933419676,2.2960249491118105,1.2961106621737306,0.29387911578160086,Iris-setosa
+78,5.478980872104997,2.4126836745294695,4.034418427864046,0.8572513636194479,Iris-versicolor
+79,5.091970429799974,3.3088411016729617,1.7109549193915787,0.5294953519320145,Iris-setosa
+80,4.8743172881516985,2.9846923632068827,1.4040214630102017,0.2,Iris-setosa
+81,5.971387822525942,3.4064472777838857,4.565836456239573,1.6567883430350074,Iris-versicolor
+82,4.901286219344568,3.0043602259076585,1.4073441430336668,0.2,Iris-setosa
+83,5.189370414541474,3.4184305497471947,1.4168833308297908,0.2,Iris-setosa
+84,5.92028246767192,3.186885449065578,4.8090865016041855,1.7803995193946938,Iris-versicolor
+85,5.622008555787968,3.019644650191965,4.516184925471824,1.5041140783434601,Iris-versicolor
+86,5.080231163562203,2.47724463841104,3.1235354968236386,1.0853972721127865,Iris-versicolor
+87,6.017485084760242,2.692857943961895,5.1063254883282,1.6144774830594824,Iris-versicolor
+88,6.69279273614979,3.0881946732387417,4.4282948186563065,1.411725422471512,Iris-versicolor
+89,5.4251258131831035,3.4370510251974733,1.732362668060614,0.2,Iris-setosa
+90,5.984503640777526,3.390716720308003,4.476296397441634,1.586342342684723,Iris-versicolor
+91,5.986672235122949,2.2,5.014142845155007,1.5021855486859694,Iris-virginica
+92,7.026554213543211,3.0102007243046214,5.815891842504859,2.097450230031288,Iris-virginica
+93,5.334138817413355,3.3995478436114843,1.6891409436459117,0.2,Iris-setosa
+94,6.449425991504924,3.0125224634783843,5.5198154937432555,1.7763921446256414,Iris-virginica
+95,4.400000635394837,2.9335937566221832,1.4001805695453335,0.2,Iris-setosa
+96,4.497551198685261,2.3000332797633978,1.3209860202243275,0.3053470214021762,Iris-setosa
+97,4.610566240063616,3.4012958325408285,1.3952197600697362,0.28358776392013163,Iris-setosa
+98,6.375311399578398,2.8951837444310207,4.296231797940343,1.3087856110064955,Iris-versicolor
+99,6.322905452874535,2.9194633627533246,4.9931139151058455,1.5646159477168002,Iris-versicolor
+100,5.087798107778449,3.74393296892219,1.5112096166029347,0.44424048199126326,Iris-setosa
+101,5.7752526784842075,2.6085679560949107,5.0717763833543446,1.9251292367376407,Iris-virginica
+102,5.543237450167005,3.000316653735077,4.487801762158005,1.506952248950694,Iris-versicolor
+103,4.903012872433611,2.4183790758450483,3.3344538307709533,1.101645440910767,Iris-versicolor
+104,6.393085507534008,3.186944232498133,4.487190263059703,1.4979350849769428,Iris-versicolor
+105,6.019173834813902,2.2,5.000517757148609,1.500424752951346,Iris-virginica
+106,5.908482124362218,3.212736591692288,4.78861330163892,1.7790942546450117,Iris-versicolor
+107,6.9163475728731845,3.183147589185575,5.7020163559848465,2.278182162809978,Iris-virginica
+108,5.960111398924624,2.2,5.013705855684247,1.4791132198005985,Iris-virginica
+109,4.40000075420779,3.180935693768273,1.3292670598750933,0.2,Iris-setosa
+110,6.642688527765942,3.2781147760676084,5.679169283140094,2.4999994200461777,Iris-virginica
+111,6.083398637521496,3.0032109459945633,4.626680433369276,1.3928431525950153,Iris-versicolor
+112,6.318298654442138,3.219206877849236,4.540748999892951,1.5188217252863443,Iris-versicolor
+113,5.112595402482269,3.823690628261178,1.6069765102152371,0.2,Iris-setosa
+114,6.393835573099029,3.1850751731992197,4.514251896332105,1.4959764850166708,Iris-versicolor
+115,5.231299277589023,3.3811686766981497,1.6016648245742122,0.2,Iris-setosa
+116,5.216956450022631,2.737800634685189,4.03865409514575,1.4157354208077835,Iris-versicolor
+117,6.665573346972886,2.9708763296423637,4.9768063838197545,1.682766320106286,Iris-versicolor
+118,6.37261516008195,2.664839273897021,5.274890419865368,1.888867389300605,Iris-virginica
+119,4.985360891803269,3.5197708439421875,1.259186616245293,0.3067270392829025,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..5edf309dde798ba9a21748c1572e7a648b988203
--- /dev/null
+++ b/iris/tab_ddpm/1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.986153032564117,3.172872584294896,1.2449734837178423,0.2,Iris-setosa
+1,4.977106636961002,3.2935060980346322,1.3959834404460454,0.2,Iris-setosa
+2,5.3677356451466425,3.9198774800034304,1.3286548112925414,0.4450505220136218,Iris-setosa
+3,5.693480283374217,4.3999988870541955,1.4986838374338853,0.3865536126332019,Iris-setosa
+4,5.574959707628285,2.669137745922897,4.2508429533970284,1.2872277324576737,Iris-versicolor
+5,5.020915296674764,3.2593086130342788,1.250562219330722,0.2,Iris-setosa
+6,5.5283777980573,2.60255922498261,4.354254480283008,1.2740173315976413,Iris-versicolor
+7,5.8028162639003265,2.698631385534515,5.11020477956373,1.9001850033680912,Iris-virginica
+8,6.032013028656816,3.410536399690035,4.505068243664776,1.6027155091513468,Iris-versicolor
+9,4.85370958516906,2.4045996644275176,3.218689150959906,0.8850470936294652,Iris-versicolor
+10,6.593291847802298,3.0204513324852114,4.787186735219122,1.5027944575095136,Iris-versicolor
+11,4.4,3.2159252233647755,1.2910064220873307,0.2,Iris-setosa
+12,6.414405712229459,2.9283471928984253,5.539664954893098,1.8045928374149334,Iris-virginica
+13,6.696443247721804,2.9965458367931035,5.000488210540269,1.718776404604739,Iris-versicolor
+14,4.901403870144587,3.0219475416211594,1.380822151898281,0.2,Iris-setosa
+15,4.4000005653642935,2.8953819363902475,1.396805521917388,0.2,Iris-setosa
+16,5.045069002561114,2.4703015119189486,3.016615593733567,1.10724533656562,Iris-versicolor
+17,5.436327534309268,3.397966349039827,1.8880566566809502,0.2,Iris-setosa
+18,6.044314339009544,2.7315797812295544,5.096350261236724,1.612120512881972,Iris-versicolor
+19,5.984973737447135,3.0050831014735193,4.860650315085389,1.8071807917318117,Iris-virginica
+20,6.824030180960124,3.2417301999549966,5.7004983149262,2.227533194747686,Iris-virginica
+21,6.823175904597866,3.278931296862467,5.669715299449302,2.5,Iris-virginica
+22,6.293837690492655,3.3857065077433495,5.592911142469029,2.4088650949015085,Iris-virginica
+23,7.7,2.7911286868407363,6.7,2.001454913464118,Iris-virginica
+24,6.977936606293824,2.9994539501237396,5.682157430132994,2.1012982132002467,Iris-virginica
+25,4.983613720782145,3.2624491163420037,1.4094749449030166,0.2,Iris-setosa
+26,5.1856273581244405,3.4218322447374034,1.4039727220094542,0.2,Iris-setosa
+27,7.213772894510342,2.9850091718787333,6.032130516523795,2.0441784065867137,Iris-virginica
+28,6.692829453663472,3.312659816849199,5.7359732488263155,2.0951197276718676,Iris-virginica
+29,5.888959468004016,3.1975489474302115,4.825311050372685,1.8219910246044624,Iris-versicolor
+30,6.1023703187069405,2.999467779980592,4.567159067062108,1.3787615435348854,Iris-versicolor
+31,5.570019301488325,2.6565427610956363,4.227984938750033,1.273830670054557,Iris-versicolor
+32,6.347290066673105,2.718760146108786,4.9044899990668425,1.7927036450339076,Iris-virginica
+33,7.292763721860316,2.9079535635191087,6.303841268617926,1.7829265167451462,Iris-virginica
+34,6.309146005710856,2.8936444627528513,5.600672162464034,1.8119585006875012,Iris-virginica
+35,5.391055516644438,3.876637916820382,1.3300438418547902,0.38270534040857573,Iris-setosa
+36,6.005103765192965,2.958460807639351,4.768401388830037,1.7882769218985244,Iris-virginica
+37,5.399599073557566,3.9279596957958947,1.272621687848917,0.5910987635274774,Iris-setosa
+38,6.015693205954173,3.381199627895354,4.494922726175871,1.5840125926218749,Iris-versicolor
+39,4.5850521623965,3.6095164335502754,1.0,0.2,Iris-setosa
+40,5.052169610414937,3.486486348378023,1.3051391140156388,0.27043091153364734,Iris-setosa
+41,4.834815219811838,3.0750883580210324,1.4967879371036288,0.10000014485556544,Iris-setosa
+42,5.093766719532986,3.3011852132955606,1.6969626036183183,0.4551341728642475,Iris-setosa
+43,6.4654521489298835,2.9292526682695708,4.342314844591501,1.345658607714231,Iris-versicolor
+44,5.704173081597482,2.7495830106153534,4.165425382522197,1.2952947036676719,Iris-versicolor
+45,5.416171076758889,3.892754752272692,1.861568271834821,0.42165616641792797,Iris-setosa
+46,6.333347237794775,3.391046954828716,5.597742732434344,2.405405233504204,Iris-virginica
+47,4.9059721215434795,2.9907755943465095,1.3944341421719648,0.2,Iris-setosa
+48,5.489980317697291,4.2221840662872285,1.392409742072426,0.2,Iris-setosa
+49,5.15745189902545,3.4550237731332443,1.4911959874684158,0.2,Iris-setosa
+50,5.884126121627388,3.193060124595502,4.833599463699289,1.8044137780592184,Iris-versicolor
+51,4.911187859234934,3.0595160710461786,1.3949290322463868,0.2,Iris-setosa
+52,5.54356536877635,2.632057150223905,4.284898434376748,1.2660090574362057,Iris-versicolor
+53,6.725037579706441,3.307540357850693,5.6816814847068695,2.5,Iris-virginica
+54,5.763681362946316,2.668087367773278,5.087332405782929,1.9284108671806999,Iris-virginica
+55,5.0882990524306315,3.51179372729481,1.387761267490768,0.30420591332723346,Iris-setosa
+56,6.391284304348946,3.102218769681478,5.50679228616937,1.806070219696978,Iris-virginica
+57,5.615892054373095,2.9997102766196253,4.140849577093933,1.2985870487819704,Iris-versicolor
+58,6.348743190213185,2.9413460164599767,5.555752739936643,1.8109886378703381,Iris-virginica
+59,5.21228792639437,3.40950353619849,1.4032924502137782,0.2,Iris-setosa
+60,6.069995444163611,3.007685708818516,4.582932589977369,1.3966267013969111,Iris-versicolor
+61,6.0037427495003355,2.990319347928679,4.79682690655209,1.792770031077354,Iris-virginica
+62,5.109811937165544,3.778115215540143,1.8756791324013276,0.37139716304391357,Iris-setosa
+63,4.813803943572561,3.4066711901068416,1.5911377594316327,0.2155812929875261,Iris-setosa
+64,4.4,2.9141425784058077,1.4059032677945285,0.2,Iris-setosa
+65,5.46677128594456,2.9995095570551404,4.549339790077678,1.5030010861518412,Iris-versicolor
+66,5.15006552312282,2.4650560183446926,3.2490883659040453,1.0717707734185198,Iris-versicolor
+67,4.860905714930573,2.384915060034979,3.3206108588208245,0.9635474585071053,Iris-versicolor
+68,5.11901159927509,2.4867377969928453,3.0589102093626392,0.984844047130763,Iris-versicolor
+69,4.984768809633994,3.1828797109345355,1.2139077193727463,0.2,Iris-setosa
+70,5.193403115787649,3.4116854523356603,1.463628974787941,0.2,Iris-setosa
+71,5.480738511216344,2.4129431167174573,3.9218014426645995,1.117585868456458,Iris-versicolor
+72,4.630923025803645,3.2003716836066958,1.3909741009070986,0.2,Iris-setosa
+73,5.500213928550715,3.0077981060074954,4.535912593249709,1.5085176196147565,Iris-versicolor
+74,5.497192095193402,2.3956491086952583,3.6384331115172115,0.89219615085727,Iris-versicolor
+75,5.588366163708069,3.0034955394397054,4.498779829650339,1.4988006244220367,Iris-versicolor
+76,4.911811196563685,2.4085516056746785,3.2576383113185177,1.0328724911437652,Iris-versicolor
+77,4.4,3.1547456633289275,1.3341417515864837,0.2,Iris-setosa
+78,4.900070846696836,2.403175040646942,3.1882648295273315,0.9890085612892623,Iris-versicolor
+79,6.3052849904649175,2.7016328055418164,4.919150005864145,1.8118579837468975,Iris-virginica
+80,5.0765920968311145,3.516206183969728,1.402331379079985,0.3252537518516438,Iris-setosa
+81,5.091676923922518,3.37100892188921,1.380820488335703,0.2,Iris-setosa
+82,6.090856783543255,2.600968647552552,5.575690444755867,1.3959180321055902,Iris-virginica
+83,5.992624815761356,3.3926919082788087,4.483515022845039,1.5615170692598062,Iris-versicolor
+84,5.8170334392280445,2.7941902952136783,5.118000628091674,2.4063688192106265,Iris-virginica
+85,6.661331475159096,3.318963645493801,5.590108303970153,2.4999994192416315,Iris-virginica
+86,6.001569796351587,2.200000287739515,4.988072273366391,1.5010725870543709,Iris-virginica
+87,6.688358309964233,3.28585027994318,5.778758730847954,2.49999937789962,Iris-virginica
+88,6.6864989888895705,3.317904773092553,5.715016818118283,2.499999227072821,Iris-virginica
+89,4.4,2.9236936541401444,1.3789025256420275,0.2,Iris-setosa
+90,6.096242061265997,2.5933013239018132,5.601422764113777,1.3961398109846286,Iris-virginica
+91,6.095554805627328,3.3088525961488116,4.493521471106787,1.6013441462180746,Iris-versicolor
+92,6.255736169107583,2.6171380895879173,4.967162636276129,1.555012532485119,Iris-versicolor
+93,6.568022423962706,2.9637840432866334,4.344334050771073,1.378343536701494,Iris-versicolor
+94,6.304952762962392,2.5043705364773086,4.999285874546829,1.8995913558618582,Iris-virginica
+95,5.444988050338779,2.999905455669602,4.498559180988923,1.5002505431475976,Iris-versicolor
+96,5.063778408370231,3.492280086294902,1.3423205903783801,0.28393737504956085,Iris-setosa
+97,5.817156916345627,2.7078202047076214,5.113731848401538,1.9144130162997504,Iris-virginica
+98,7.7,2.806532547395304,6.7,1.9959895515610986,Iris-virginica
+99,6.396255567997861,2.7268297581254513,5.329610274628191,1.8912974629980988,Iris-virginica
+100,7.7,2.8130798758175426,6.7,1.9991063137912244,Iris-virginica
+101,5.999509822699778,3.4023691765753155,4.545072483447398,1.5918655031894224,Iris-versicolor
+102,5.896598286075403,3.196856159534822,4.807434298001823,1.7819714251844492,Iris-versicolor
+103,6.284683763463593,2.7215015585450684,4.905593934276939,1.7794286890829478,Iris-virginica
+104,6.607677601341258,2.9901951809788443,4.396154325381884,1.4073412285410267,Iris-versicolor
+105,5.998253308387433,3.397533383957441,4.486616071363495,1.589405981494251,Iris-versicolor
+106,5.584609622890769,2.7290241515600266,4.156676031052207,1.2948176751200051,Iris-versicolor
+107,5.576254226691701,3.0156224906252342,4.092147719609923,1.3200222868471194,Iris-versicolor
+108,6.463738914170043,3.076113930752049,5.500057864778501,1.8182109673110367,Iris-virginica
+109,5.482346198734512,2.6089102934659176,4.44160550927741,1.1595813178819427,Iris-versicolor
+110,5.760470801129358,2.657719554502308,5.09099688510186,1.9218967367285065,Iris-virginica
+111,6.904452847412236,3.2014880748249652,5.69944260790539,2.294138600190902,Iris-virginica
+112,5.9715980321419435,2.2,4.988077925219175,1.4865925705989511,Iris-virginica
+113,4.582950866974553,3.2135957756365925,1.3624210493519306,0.2,Iris-setosa
+114,4.59970352337912,3.368954765044128,1.3818192453154525,0.29074653553009766,Iris-setosa
+115,4.884817142146755,3.1000609719133196,1.5098017010713167,0.1,Iris-setosa
+116,6.293844852708467,2.6875527504889796,4.911783340197137,1.794167308296578,Iris-virginica
+117,5.208645549202891,3.4061260994303786,1.3930932790065333,0.2,Iris-setosa
+118,5.385419347008005,3.911011335333886,1.4531602834658155,0.2,Iris-setosa
+119,5.910321294911485,3.2025195030596345,4.786446862673191,1.7718614106518877,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..18aeefd277e6b41603613376aa2170688996e3b0
--- /dev/null
+++ b/iris/tab_ddpm/1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.531749276297764,2.420817643233048,3.8301998921104268,1.0798796356282403,Iris-versicolor
+1,6.021131969998005,2.7067542620152363,5.185298088313915,1.6053079680271316,Iris-versicolor
+2,5.999760409182319,2.9871042446055074,4.812517073775996,1.8105222253828603,Iris-virginica
+3,6.0078524704807394,3.4034170711221168,4.46897599740433,1.590591996593162,Iris-versicolor
+4,6.698534137070848,3.2907400148719055,5.746921666004321,2.4999993568960237,Iris-virginica
+5,5.929647198632992,2.9907105413373922,4.2116492207504805,1.4909993156737498,Iris-versicolor
+6,4.860138479322789,2.4109989610908285,3.1044944999198947,0.8107959914817278,Iris-versicolor
+7,6.439265311245168,3.191328632105217,4.496872308377932,1.4898914557202891,Iris-versicolor
+8,5.310355012801355,3.578134514801942,1.5702170010367824,0.2,Iris-setosa
+9,6.578871449565429,3.2352888430352484,5.610191662479128,1.9970544682189004,Iris-virginica
+10,6.352136940699934,2.2950764275564586,4.468664425993674,1.2874510243158686,Iris-versicolor
+11,5.922243681233081,3.2006316084883655,4.767417822115607,1.8168463004555886,Iris-versicolor
+12,4.992481647846891,3.2667511924638357,1.4003544509639116,0.2,Iris-setosa
+13,6.315363462942123,2.522867134567579,5.027038040834955,1.9029151782595104,Iris-virginica
+14,5.085928591419121,3.6526264780006064,1.4632945338781396,0.3985735143042217,Iris-setosa
+15,5.509921863567464,2.3942300381365698,3.789829359520848,1.093349057758181,Iris-versicolor
+16,5.094462632133397,3.7686031861297726,1.6040781549149206,0.2,Iris-setosa
+17,5.980126215698044,2.2,5.011184796571438,1.4896217327428278,Iris-virginica
+18,5.695246144016878,2.9984229701802834,4.380383744088048,1.4982582145471104,Iris-versicolor
+19,5.995934116247325,3.3979561205426285,4.501252174494113,1.5913767135881116,Iris-versicolor
+20,5.121593936364643,3.702582343345724,1.5769164730644616,0.2,Iris-setosa
+21,5.0938754309429966,3.3056007661544378,1.6927684100390499,0.34487276148570206,Iris-setosa
+22,6.183721508797797,3.0448823148242923,4.603006998655278,1.4475046083686036,Iris-versicolor
+23,5.882218854770357,3.1931560762999722,4.835901296838673,1.790974301317138,Iris-versicolor
+24,5.7990368412907625,2.8242563264313287,5.09884730360691,2.3850681087301093,Iris-virginica
+25,6.855056674539267,3.2044304959263425,5.6796628688135735,2.3021205568476826,Iris-virginica
+26,5.3930813753919855,3.8399742889158146,1.3028847382496207,0.40540652147123074,Iris-setosa
+27,7.699999085058122,2.7772794800593896,6.699998562566476,1.9675442347926078,Iris-virginica
+28,5.37290116731154,3.947224972878767,1.2998333848430268,0.5287747593637773,Iris-setosa
+29,5.993398569352442,2.2,4.958881562285007,1.5025581790360565,Iris-virginica
+30,4.48690021628789,2.3000729154863016,1.3056968317644821,0.28837130665908745,Iris-setosa
+31,5.398015424559995,3.9145632391089054,1.681404963373929,0.39644848567195046,Iris-setosa
+32,6.3016181935604525,2.7046023843664635,4.9012823355872035,1.767190969336138,Iris-virginica
+33,7.117388524182081,2.9981373485509404,5.894243816215391,2.107006009708534,Iris-virginica
+34,5.5036974183034575,4.210661140286407,1.4041539378082717,0.2,Iris-setosa
+35,6.299415289243902,3.4122960932949904,5.624037069209049,2.410635340140979,Iris-virginica
+36,5.9886405523167605,3.4205142219492335,4.517349613779817,1.6315000068164762,Iris-versicolor
+37,5.098082430953084,3.7763060647335798,1.9289397460667768,0.3989167251712944,Iris-setosa
+38,5.218235820975731,3.469061132084491,1.5275045954966675,0.2,Iris-setosa
+39,5.9901484005305035,2.703947326436617,5.082321912848779,1.578333889058889,Iris-versicolor
+40,6.122947568255765,2.9908962292683796,4.583618744167978,1.382925913848829,Iris-versicolor
+41,6.684108675993217,3.285798852909546,5.688813704991803,2.09006387080605,Iris-virginica
+42,6.723962952925173,2.987981617011409,4.992810998189042,1.7046922385176406,Iris-versicolor
+43,5.765139725186199,2.681514373335729,5.0877370194038845,1.9156677879665396,Iris-virginica
+44,5.524615071082031,4.211771260980506,1.409094541570797,0.2,Iris-setosa
+45,5.603659148496163,2.4012312695708067,3.893293412279726,1.0654020662871002,Iris-versicolor
+46,5.101287096204932,3.7930501593066106,1.8395258965240608,0.4682823884049796,Iris-setosa
+47,5.334142970358702,3.8454942640063567,1.4871724521581557,0.2,Iris-setosa
+48,5.502427859286942,2.5678960234157016,4.356707567328989,1.0218981636209534,Iris-versicolor
+49,7.699998816072565,2.809763807837824,6.699998286294683,1.9932766717729995,Iris-virginica
+50,5.791000452109804,2.6601901599835225,5.1131932477673105,1.9090226995429216,Iris-virginica
+51,6.413717263848346,2.567328376418568,4.879844060609765,1.5279806716410111,Iris-versicolor
+52,5.4180079104647545,2.998334941434014,4.457135008053933,1.4859742187352951,Iris-versicolor
+53,6.326962248591726,2.481485270790165,4.882278433999641,1.4926683201629853,Iris-versicolor
+54,5.556321783522694,2.645513811822926,4.35712685429479,1.267604134429464,Iris-versicolor
+55,5.7278998756977675,2.5221267158115226,5.007237836220079,1.992402398212594,Iris-virginica
+56,5.877332696145258,3.1888115486768673,4.79831854835769,1.7855215761143086,Iris-versicolor
+57,5.900307843165267,3.2001294127683244,4.806061985188072,1.7945584718653076,Iris-versicolor
+58,5.702820461262918,2.506979159242538,5.011245350605088,1.9958322158440236,Iris-virginica
+59,6.404709657897061,2.8681666687923544,5.438464103205709,1.8518834123483334,Iris-virginica
+60,6.283330434875251,2.501448795400698,4.889180159425565,1.5030828082820622,Iris-versicolor
+61,6.74982314654915,3.2843015404927063,5.805577250459838,2.5,Iris-virginica
+62,5.87266998207137,3.0061726802338073,5.125568069348333,1.808980830555005,Iris-virginica
+63,7.699998769877378,2.8112035592059255,6.699998214240474,1.9835063709748044,Iris-virginica
+64,5.544468880877562,3.0219136405856286,4.567140722900522,1.5120354312576423,Iris-versicolor
+65,5.079578853159269,2.5013544701771555,2.87312343006602,1.2299591255871205,Iris-versicolor
+66,5.3145887913814684,3.9229536287781825,1.684184118162232,0.3613142478259873,Iris-setosa
+67,5.747628471790585,2.383615839962001,4.1341527930437465,1.190967369754183,Iris-versicolor
+68,5.0803266840479,3.388339025617587,1.51122414400582,0.2,Iris-setosa
+69,6.521272431544917,2.9931955120432567,5.525803460174988,1.8029165513847134,Iris-virginica
+70,6.114481702097041,2.607119953309955,5.587005421375638,1.4319951787677914,Iris-virginica
+71,6.6664382435044,3.0858515263533963,4.406152628759876,1.4097158262808707,Iris-versicolor
+72,6.383589075973576,2.672944773926538,5.355352114096882,1.8865918896251506,Iris-virginica
+73,5.560333020898388,3.009197147715468,4.109458314871221,1.3038087899292352,Iris-versicolor
+74,4.972164257805952,3.5946711220680667,1.4033871517206487,0.2,Iris-setosa
+75,4.6243523960992325,3.267373365627113,1.4236769898082147,0.2,Iris-setosa
+76,5.228310719798419,3.469238385740887,1.4241750097946417,0.2,Iris-setosa
+77,4.4,2.9200105207075304,1.4132724971856354,0.2,Iris-setosa
+78,5.289509928975676,3.6852414372561677,1.5065043689527122,0.2,Iris-setosa
+79,4.4,2.8940471743291902,1.3641680869840824,0.2,Iris-setosa
+80,5.058420126940286,3.3928983186478954,1.4994160454918688,0.2,Iris-setosa
+81,5.597452808592091,3.0008099841554565,4.019121079981827,1.2971430175781722,Iris-versicolor
+82,5.135300471343872,3.841990483505335,1.8911647983763777,0.42771056045132616,Iris-setosa
+83,4.604494936942625,3.334578097446234,1.3964326151591364,0.23603865856913703,Iris-setosa
+84,4.918228420030184,3.027978891867712,1.3949523838064768,0.2,Iris-setosa
+85,5.009186567964808,3.6032411319981885,1.3775128883774572,0.2,Iris-setosa
+86,6.592177563518596,2.9563091865129794,4.3541679081448,1.390067375847102,Iris-versicolor
+87,6.684403149911959,3.3559131277129817,5.748389789892627,2.5,Iris-virginica
+88,5.812175654950645,2.7160144015749528,5.089574354439458,1.884272881484896,Iris-virginica
+89,5.088147870030079,3.7306384897218106,1.4852061151243565,0.4772506821466202,Iris-setosa
+90,5.01736200849016,3.3905773678941014,1.4022730981802445,0.2,Iris-setosa
+91,6.276429328628564,2.3242374023832566,4.4997654565213265,1.3291169042898838,Iris-versicolor
+92,6.012175505980158,2.7014814531720632,5.0897052569893475,1.6391588746074748,Iris-versicolor
+93,5.20339001228597,2.725830984330877,3.9408666964586985,1.414703542945924,Iris-versicolor
+94,5.78873876223666,2.6944743444633628,5.1194883648627565,1.8958733746395953,Iris-virginica
+95,7.1972656112339095,2.9830227896743864,6.044633457080361,2.0698662464760056,Iris-virginica
+96,5.106416413474306,3.641118500016767,1.5809186535972621,0.2,Iris-setosa
+97,7.6999990236571225,2.8508325052648487,6.699998999501867,2.019333378695576,Iris-virginica
+98,6.766600378548092,3.0041965346560793,5.508723278569632,2.096618866613045,Iris-virginica
+99,5.503362622536752,2.4082177467895707,3.720059519857675,1.0877764726345296,Iris-versicolor
+100,5.406817649354926,3.8476463528503717,1.3029574291399248,0.3932456220136451,Iris-setosa
+101,7.055936720457291,3.0041831229055647,5.800036685871419,2.096756140514009,Iris-virginica
+102,5.994182130632739,3.4228723886048638,4.4538440936279375,1.5910396457792197,Iris-versicolor
+103,5.387289761593792,3.870354847775656,1.6517043394082576,0.3938514518406665,Iris-setosa
+104,4.991876468140852,2.4548988778273424,3.459186866940112,1.1455478542311694,Iris-versicolor
+105,5.6715346155826705,2.506697026100858,5.028499525377601,2.039269354769586,Iris-virginica
+106,4.400000649626576,2.9058285152039325,1.4012416729960293,0.2,Iris-setosa
+107,7.1798702635883425,3.003905423528481,5.9708335257361576,2.0931327121951404,Iris-virginica
+108,4.582397485708143,3.612369973161071,1.0000003875231938,0.2,Iris-setosa
+109,5.5208201213538155,2.592713275157498,4.427779367079361,1.1653369425626439,Iris-versicolor
+110,7.7,2.845995863972311,6.7,1.9886529793684464,Iris-virginica
+111,5.0027459035586705,3.509239661919096,1.3264995544643305,0.29471825473272517,Iris-setosa
+112,4.602048992243688,3.600213899719248,1.0000003817571095,0.2,Iris-setosa
+113,4.995375465992083,3.2748749832036914,1.4097651037984216,0.2,Iris-setosa
+114,6.697799878635968,3.006317604292756,4.97540172872923,1.666894505668095,Iris-versicolor
+115,5.787610435576703,2.701931263270329,5.105739890674352,1.9043951588713832,Iris-virginica
+116,5.254578255741257,3.3912260528137947,1.6280462354439924,0.2,Iris-setosa
+117,6.718514597385026,3.0298010277343463,4.972406664072548,1.6777676427625863,Iris-versicolor
+118,5.104975148347599,3.351935815789909,1.3831344689525036,0.2,Iris-setosa
+119,4.945524037497989,3.105347388482247,1.372291551957191,0.2,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..769347ef92f20af5460907ade287da047bb6caf2
--- /dev/null
+++ b/iris/tab_ddpm/1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1092624682339025,3.5983737972224965,1.4843496284989588,0.39916540219867325,Iris-setosa
+1,6.2831970528100385,3.3978512170175086,5.607052970093941,2.3968698698908444,Iris-virginica
+2,6.427867933365185,2.910666676779263,4.3147125974596605,1.3166539866552802,Iris-versicolor
+3,5.559638002284902,2.689208364720361,4.204347929231487,1.3106077938632896,Iris-versicolor
+4,5.0616760379685,2.475237437286991,2.873331686782534,1.1563439468687933,Iris-versicolor
+5,4.595939329284041,3.6209783604701693,1.000000442523262,0.2,Iris-setosa
+6,4.837569861053409,3.0660612849306896,1.5065326080660144,0.10000011036672662,Iris-setosa
+7,5.003557891489158,3.1766766640999737,1.1878847442037677,0.2,Iris-setosa
+8,7.69999898661826,2.8072085512408025,6.699998934661329,1.9923277054648458,Iris-virginica
+9,5.443229099909834,3.004762248171653,4.553579091528991,1.50994825851295,Iris-versicolor
+10,6.925000328801785,3.1901523981726125,5.746224057235736,2.288503641398374,Iris-virginica
+11,5.79588119792873,2.602110314499229,5.051158661205119,1.9456164697379872,Iris-virginica
+12,6.296726533749398,2.5423549357289628,5.030508081808795,1.8781051132780402,Iris-virginica
+13,5.042442515502004,2.470134455654728,3.20531528425,1.0596378100686104,Iris-versicolor
+14,5.112999676589605,3.813628574128738,1.6855614289317744,0.49793922762224907,Iris-setosa
+15,5.34273513564944,3.837997410546651,1.583625032981493,0.2,Iris-setosa
+16,6.757951633315373,3.001314494613412,5.503391430021361,2.1068214450764984,Iris-virginica
+17,4.874612878748865,3.0944905492357377,1.4919042734490657,0.10000011700862271,Iris-setosa
+18,5.692065341705996,2.491564807853493,5.005607975136865,1.9988692707398035,Iris-virginica
+19,5.973254575971669,3.3689529167362515,4.486939287486357,1.598423624540321,Iris-versicolor
+20,6.115882742065265,3.0167639232364203,4.555710915829774,1.4020553249929173,Iris-versicolor
+21,7.699998895016538,2.832597328741048,6.699998673226325,2.0166522957073063,Iris-virginica
+22,6.695373162878012,3.3009152007245723,5.671054343109004,2.499999350273615,Iris-virginica
+23,6.380598814991579,3.122394738759072,5.518754217817319,1.8108753192403306,Iris-virginica
+24,7.699997637466024,2.828064252552377,6.69999787808577,1.9982923764102505,Iris-virginica
+25,7.074178100895637,3.010055797169958,5.871607306321096,2.129721756283538,Iris-virginica
+26,5.498716872260365,2.4303610596896923,4.026710829183328,1.166647327853286,Iris-versicolor
+27,7.287865986269287,2.9069105797927053,6.302340506289891,1.8083193114890315,Iris-virginica
+28,4.918923082243719,3.0844867635466797,1.3917553936267217,0.2,Iris-setosa
+29,6.708297890329618,3.0741011736689496,4.430158510609311,1.3916116412561548,Iris-versicolor
+30,6.284976683845916,2.304585766962232,4.433774578104542,1.2857575503013507,Iris-versicolor
+31,5.998160190680113,2.6996270188455758,5.11656068732995,1.611255119091468,Iris-versicolor
+32,5.480792811444879,4.1752987735592395,1.3424939404798963,0.2,Iris-setosa
+33,5.372629874510988,3.411725327144382,1.6719490335061125,0.2,Iris-setosa
+34,5.08027645935405,3.293116542797434,1.6951781281039051,0.5270085182989173,Iris-setosa
+35,6.39504774209396,2.9268506284936318,5.331183543152155,1.7960389051819703,Iris-virginica
+36,6.287996860792659,2.9140478576181748,5.568926547865218,1.7838327834575654,Iris-virginica
+37,5.3155927472101165,3.449763150089969,1.6228759903655658,0.2,Iris-setosa
+38,4.998180439702091,3.5426606355515444,1.3478355281393108,0.2874571249638875,Iris-setosa
+39,5.094983928964552,3.3808077196357025,1.499375576351475,0.2,Iris-setosa
+40,5.184275774903273,2.6937851784962676,3.8701676443589754,1.399875700901267,Iris-versicolor
+41,6.681042204080002,3.297314626458329,5.639095176974663,2.5,Iris-virginica
+42,5.515603029619659,2.5862054462958266,4.366431766245805,1.1331308139947855,Iris-versicolor
+43,5.0026689576856604,3.605062727869277,1.4021464563798698,0.2,Iris-setosa
+44,5.3181927548718715,3.7255905559362095,1.4959817955003976,0.2,Iris-setosa
+45,5.198817687859816,2.4546942801168528,3.3149646922450433,0.8950438478584773,Iris-versicolor
+46,5.08408519880074,3.809317029820196,1.6198034311302318,0.27423855724654317,Iris-setosa
+47,4.888402190408207,3.1005834247299786,1.5004966931921508,0.1,Iris-setosa
+48,4.4,3.205284956027282,1.3104146261482903,0.2,Iris-setosa
+49,5.517642184626411,2.3871740213631405,3.682567117839617,0.9943976302326829,Iris-versicolor
+50,6.014151861747799,3.3864033564670484,4.519354907837394,1.6033494013903484,Iris-versicolor
+51,5.077387918151822,3.4920087770721606,1.402609739243856,0.3095571171363174,Iris-setosa
+52,6.77097262421259,2.9958750775648815,5.472887231880131,2.1013058948848062,Iris-virginica
+53,6.357930097767034,2.8643912448688145,4.301116728731662,1.2897820113236673,Iris-versicolor
+54,6.673624223533705,3.2940063819736483,5.738004196756987,2.499999532357891,Iris-virginica
+55,6.317149251866888,2.523990617507009,5.035885663367159,1.9039293903610113,Iris-virginica
+56,6.0031058025269655,3.4155072629441565,4.514706415525811,1.5985241332087827,Iris-versicolor
+57,4.4,3.079892129633632,1.3261830331153575,0.2,Iris-setosa
+58,5.108344819615292,3.8687550165774476,2.1534108998127333,0.3958461479936898,Iris-setosa
+59,6.709091328277542,3.2745548869830725,5.672862642838753,2.4999993245597905,Iris-virginica
+60,6.013846398573932,3.3854435716270084,4.467529796389863,1.6035810839026463,Iris-versicolor
+61,6.294496876784218,2.3119293241548586,4.401562008696935,1.2916799772684608,Iris-versicolor
+62,6.800255434748759,2.9774906177246985,5.451219860214378,2.0845205462890473,Iris-virginica
+63,4.628176799556525,3.2551733624186996,1.4042794038884603,0.2,Iris-setosa
+64,6.340945076987053,2.8927850159552273,5.564761448251425,1.817979738396203,Iris-virginica
+65,5.569955525833399,2.6630715647574474,4.293060180500407,1.262500060257628,Iris-versicolor
+66,6.727652229952875,3.004824626469516,5.009502427307844,1.7003940704960832,Iris-versicolor
+67,6.700829569971389,3.3007418773361175,5.6508036524809055,2.087097711511913,Iris-virginica
+68,5.084431093833083,3.5070763218333036,1.3963400810067534,0.3046602212974538,Iris-setosa
+69,5.942742248660438,2.2,5.002482429364464,1.4845500187552885,Iris-virginica
+70,6.316619122924133,2.5282331344835915,5.0235471452968845,1.8977426443844114,Iris-virginica
+71,6.302469737695326,2.5172635389832525,4.9775000406831875,1.860853146263654,Iris-virginica
+72,4.588588129896587,3.1941519717502858,1.377163373236863,0.2,Iris-setosa
+73,7.699998795149011,2.822612542866352,6.699998803302202,1.9987742121912253,Iris-virginica
+74,6.102798811743508,3.0035956891615427,4.649285703461558,1.4007465577848177,Iris-versicolor
+75,5.809185208154879,2.780875165404931,5.086624571453366,2.4005521117961983,Iris-virginica
+76,5.484793500907123,4.185288735533815,1.356585132146368,0.2,Iris-setosa
+77,6.475610689602473,2.9330989603891164,4.3187639324018345,1.322851828944641,Iris-versicolor
+78,5.990516599183756,2.691385673780914,5.09667006080087,1.6144631087612173,Iris-versicolor
+79,5.697292850423863,2.521310133749782,5.003004805851114,1.9850884484955333,Iris-virginica
+80,5.239310904622986,3.3822238107791955,1.6071497779208195,0.2,Iris-setosa
+81,6.447137006992742,3.157351320738541,4.5729642425330335,1.495598502316447,Iris-versicolor
+82,5.42674864005571,2.990802558611695,4.484436134526376,1.5056614520401885,Iris-versicolor
+83,5.9949328813918905,2.7000170428595704,5.096682140619326,1.583070396600601,Iris-versicolor
+84,5.800923062340505,2.700951692044837,5.103378165795282,1.9049953555526722,Iris-virginica
+85,4.9998600098479,3.2144378432532674,1.2039173396523033,0.2,Iris-setosa
+86,5.796597087842536,2.7063826086092004,5.099226019207805,1.8913757251243029,Iris-virginica
+87,5.095625711066627,3.751215084166334,1.844962938848041,0.4211764861897146,Iris-setosa
+88,5.472429985570413,2.3941019457235404,3.633977529208218,0.9776500539540111,Iris-versicolor
+89,5.90622964084342,3.204186671647326,4.846167539676649,1.7814317161804405,Iris-versicolor
+90,5.720491926590204,4.4,1.4978985516594185,0.5362053395129707,Iris-setosa
+91,5.614993704616987,2.995133136748176,4.171888824379168,1.3019077225621765,Iris-versicolor
+92,5.068515023017113,3.7789952553358788,1.60918609117601,0.2,Iris-setosa
+93,5.0927266064748515,3.8052409758477763,1.9056097309560496,0.3881969263473539,Iris-setosa
+94,5.0058465717645735,3.51122623979519,1.2907275771602469,0.27995235508616423,Iris-setosa
+95,7.699999078411597,2.806564030782188,6.7,2.0019918768152927,Iris-virginica
+96,5.098698724313211,3.30599888504276,1.826298308877231,0.575070218420336,Iris-setosa
+97,5.715028371871122,2.497196359442101,4.995155315465066,1.9981519273168602,Iris-virginica
+98,5.35906708901259,3.392116051047806,1.6590515368941432,0.2,Iris-setosa
+99,5.795261562424978,2.8035414848268183,5.16723887482252,2.401083423716876,Iris-virginica
+100,6.687103104620283,3.0055616335775337,4.98764247698862,1.6685071419062025,Iris-versicolor
+101,5.551009790350286,2.9524624983708896,4.119239268523209,1.2910696415968044,Iris-versicolor
+102,5.089917147623287,2.523771247859349,3.252576842820758,1.2793883962002146,Iris-versicolor
+103,5.801756262009321,2.7168082165160246,5.119573368727702,1.8983865944473415,Iris-virginica
+104,5.51572348564599,2.468499929547778,3.8893128412332665,1.1844665255531772,Iris-versicolor
+105,5.075384715989941,3.2998914256434646,1.7863335277881918,0.4934429264809186,Iris-setosa
+106,5.924508967325078,3.010373885103685,4.222648052617085,1.5038788457206689,Iris-versicolor
+107,5.42826431478344,3.0047890705437936,4.471970874170717,1.5030315734938078,Iris-versicolor
+108,6.403466320661528,2.699464036380676,5.309296913665878,1.9055480251054249,Iris-virginica
+109,6.672937982945329,3.0320846356451012,4.428080346829759,1.4113491474099698,Iris-versicolor
+110,6.686118345260145,3.282086923753403,5.722699786445011,2.4999991549432528,Iris-virginica
+111,6.634592550985234,3.019748522470782,4.457830649860382,1.412515193678957,Iris-versicolor
+112,5.772044662243313,2.9882855470775453,4.160291876933785,1.3491283217901913,Iris-versicolor
+113,6.302692014593638,2.8913052695415975,5.591042121879007,1.8053817545797843,Iris-virginica
+114,4.595376151358486,3.6460971173635253,1.0,0.2,Iris-setosa
+115,7.269558152963661,2.921181570894564,6.261723611129958,1.8480006825510764,Iris-virginica
+116,5.211143468724769,3.7377188276188478,1.5801094618568616,0.43693562923256707,Iris-setosa
+117,6.100033677029542,2.6041104792571423,5.598615574564853,1.4007086022417208,Iris-virginica
+118,6.284775774973243,2.5689376611758896,5.047442380179137,1.9029689289056546,Iris-virginica
+119,6.881139126216814,3.029816328775057,5.5627852845562895,2.1520902919038205,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..9f181571a9debd4c5cbd838c10d055a6763b875f
--- /dev/null
+++ b/iris/tab_ddpm/1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.909067699737986,2.988532445143089,5.090255018395347,1.805866885762695,Iris-virginica
+1,6.645630165781342,3.022343700949065,4.422804004599749,1.4012639996405511,Iris-versicolor
+2,5.663070870667228,4.4,1.4894328338245948,0.41062143769823484,Iris-setosa
+3,5.066917526542973,3.3792505531057904,1.4795730339650242,0.2,Iris-setosa
+4,5.8056025924849655,2.706532621427691,5.098645971726547,1.900565433076128,Iris-virginica
+5,6.1070021506772,2.6158114739007465,5.009359649042917,1.526259192378363,Iris-versicolor
+6,5.903039165981571,3.0139351809154236,4.20633802262784,1.514580079734899,Iris-versicolor
+7,6.356458271745474,2.8774559488849087,4.2809935862006245,1.2657061864132375,Iris-versicolor
+8,5.950698227776334,2.2,4.9804575836771035,1.482390953374425,Iris-virginica
+9,4.899502292730011,3.0936455002774643,1.4918574042300234,0.10000009223991078,Iris-setosa
+10,4.991934704114165,3.305626008852607,1.4151043222153148,0.2,Iris-setosa
+11,5.3769702759122735,3.8838900529204814,1.3058522105834809,0.42647501521875714,Iris-setosa
+12,7.301339023171376,2.915090214745374,6.309569225507374,1.8179137974832178,Iris-virginica
+13,5.518806862841955,2.424171321538064,3.997285477982868,1.2090504974778744,Iris-versicolor
+14,5.4042451613905005,3.0025549775955613,4.492678219489835,1.4950963954198364,Iris-versicolor
+15,5.52039600259255,2.4103254755772268,3.772637040088239,0.8917262261710391,Iris-versicolor
+16,5.907406752024927,3.211205274040261,4.8215365455952695,1.7946321063473245,Iris-versicolor
+17,5.104941402277264,3.290616691786252,1.8016088488459716,0.5560439319798055,Iris-setosa
+18,5.16446914445141,3.6884559857469443,1.5586507559403677,0.2,Iris-setosa
+19,5.358131775355859,3.905024083772124,1.574538331762846,0.23507078858900193,Iris-setosa
+20,6.836050254316888,3.185283742139797,5.657644887956949,2.2750711174560814,Iris-virginica
+21,6.279562126093911,3.1194079183762895,4.557448559032076,1.4688024559361783,Iris-versicolor
+22,6.323340266214689,2.489288413895593,5.004104932037544,1.8903652524475014,Iris-virginica
+23,5.009602714551697,3.1921568769269735,1.2081427166185552,0.2,Iris-setosa
+24,5.943317704199362,2.7020496091156496,5.058757805118785,1.542928968358989,Iris-versicolor
+25,4.6047795707714805,3.226358616267034,1.3818643852104238,0.2,Iris-setosa
+26,4.568599709475523,3.3991959618321035,1.3780605335002276,0.27770452517323296,Iris-setosa
+27,6.57954302475853,2.9939347386804416,4.376928213500091,1.386221117317094,Iris-versicolor
+28,4.400000595807795,3.2077982263639884,1.302617966683755,0.2,Iris-setosa
+29,5.665430263071231,2.724953738268924,4.176107674690742,1.3149668682765332,Iris-versicolor
+30,5.7190893908671665,2.5373871963047785,4.990263095950726,2.0038297923907904,Iris-virginica
+31,6.272041374756276,2.6898098186459367,4.930731699452022,1.8044173934391914,Iris-virginica
+32,4.992807500581186,3.591616806322938,1.3931154035112026,0.2,Iris-setosa
+33,5.101881990447587,3.3159475248321306,1.6729098746262643,0.5016797736154964,Iris-setosa
+34,5.146906220963743,3.354017986842542,1.3440633408220597,0.2,Iris-setosa
+35,5.402514989404141,3.3844529041893865,1.8689322934406107,0.2,Iris-setosa
+36,6.673639528341613,3.295925399155581,5.6840896748279635,2.065546164656268,Iris-virginica
+37,6.457471297373894,2.8715351207567523,4.280653729521655,1.2945923647541036,Iris-versicolor
+38,7.699999074539522,2.78381418576613,6.7,1.9950030197141457,Iris-virginica
+39,5.504951389704397,4.177732164484651,1.397027739555565,0.2,Iris-setosa
+40,5.989424532869634,2.6919032298305203,5.087251264676196,1.6110541787770014,Iris-versicolor
+41,5.1752571724446845,3.412002308932021,1.4300750732138219,0.2,Iris-setosa
+42,5.627836081020345,2.9929112876133384,4.142386685447579,1.3202158737382983,Iris-versicolor
+43,5.346356445838699,2.9782888976945197,4.395635636445348,1.4904790297813628,Iris-versicolor
+44,6.422596814100539,2.8928641117311598,4.235103269426932,1.3351196521741366,Iris-versicolor
+45,5.012271923134776,2.457342866525115,2.897340244343121,1.0292394074856857,Iris-versicolor
+46,6.498243792179857,2.941715503196693,4.366998764670078,1.3608343093953086,Iris-versicolor
+47,5.602380075236283,3.000198323651256,4.1347816330615546,1.2949548956703847,Iris-versicolor
+48,5.104510520852885,3.4611075590210314,1.5372435407044236,0.2,Iris-setosa
+49,5.069048993765666,3.7755565828778708,1.6130413937809505,0.39090534843996494,Iris-setosa
+50,5.591155439781525,2.711210965566856,4.177217013208648,1.2882778822583483,Iris-versicolor
+51,5.042142439180207,3.3286699056273785,1.3761263020994594,0.2,Iris-setosa
+52,7.699998372005733,2.803440619551266,6.69999846800016,1.9966820828101277,Iris-virginica
+53,4.59201169506453,3.5963742093017816,1.000000438101896,0.2,Iris-setosa
+54,6.245817030062741,2.7628404589199103,5.175061154098483,1.4598719933474922,Iris-virginica
+55,5.472434965320739,4.046486675887465,1.3472219740908113,0.3143368420492305,Iris-setosa
+56,6.90281677331602,3.119539253604306,5.636883636938451,2.212600456456328,Iris-virginica
+57,6.686785370635535,3.1194860493404484,4.41292267555595,1.4099638999311852,Iris-versicolor
+58,6.28687016041051,3.4151328977092867,5.632925521835009,2.4061938389325173,Iris-virginica
+59,7.110122130888802,2.985040658432319,5.929513918185333,2.073178713174183,Iris-virginica
+60,4.90873277890817,3.104216426102671,1.4897114718664273,0.1,Iris-setosa
+61,5.150664241483648,2.536705697444717,3.438879011526203,1.181012838524802,Iris-versicolor
+62,6.398600854557437,2.8909990024906387,4.274498320407302,1.2799988467246926,Iris-versicolor
+63,5.925297828246642,3.235708682391336,4.8396572543909135,1.7926616268528326,Iris-versicolor
+64,4.946601335541482,3.395572708485109,1.5607257055764086,0.2,Iris-setosa
+65,5.175795187037056,3.4480722618355086,1.5019420317477106,0.2,Iris-setosa
+66,6.2847643038853285,2.4981917972647416,4.899351485906536,1.4863711096541439,Iris-versicolor
+67,5.178051039984956,3.501497955380707,1.4796014330515972,0.2,Iris-setosa
+68,5.509445142301289,2.5799555410897286,4.457145440012435,1.1394858935159797,Iris-versicolor
+69,5.916089649285257,3.2147697991427675,4.819124048649463,1.7956630613546496,Iris-versicolor
+70,6.7811013770209785,3.0114704854050545,5.0142069793311075,1.7166891056658475,Iris-versicolor
+71,5.645732117238128,4.39999926745588,1.4980680278593035,0.6499321942120109,Iris-setosa
+72,5.496367102643182,4.2009609703795885,1.3820661278931847,0.2,Iris-setosa
+73,5.193397312043544,2.6401774526536372,3.7666629363981796,1.3561394644864608,Iris-versicolor
+74,5.237731234446533,3.5903645148053585,1.3741316836610487,0.31711880334221587,Iris-setosa
+75,6.12960495000097,3.0030016312063896,4.652038942154536,1.393016660583357,Iris-versicolor
+76,5.5411222113900624,2.6711675480369657,4.202017540517203,1.2868724107195344,Iris-versicolor
+77,6.325729150921673,2.6991960628860103,4.916158534442913,1.8065009594312416,Iris-virginica
+78,7.699998827958593,2.8008503429450022,6.699998796986055,1.975176043194498,Iris-virginica
+79,5.407288867243854,3.003803085062614,4.476795394783094,1.5031004759108697,Iris-versicolor
+80,5.361826419369045,3.4199454457342937,1.6818238431785175,0.2,Iris-setosa
+81,4.400000640485302,2.926491883328866,1.3678106531424916,0.2,Iris-setosa
+82,4.904439417233412,2.4031166819384415,3.3499939850188776,1.0382981510636253,Iris-versicolor
+83,5.059903484018895,2.4669668831899254,3.0031417966682024,1.0072473804333266,Iris-versicolor
+84,5.119228262488899,3.3077491461042134,1.8384550158458888,0.46261275898300513,Iris-setosa
+85,4.886622659059451,3.08161494789858,1.4883322545289657,0.1,Iris-setosa
+86,6.012671656789035,3.386372207396095,4.542936748107134,1.6104640875310292,Iris-versicolor
+87,6.249403145754376,2.3103524168155785,4.336196870379401,1.2789711311793983,Iris-versicolor
+88,5.0679997424030985,3.494286532920097,1.345526791574202,0.29708415669946475,Iris-setosa
+89,7.699998867667267,2.7888963203581025,6.699998744593051,1.9848134617009014,Iris-virginica
+90,6.007744923801904,2.993705632059037,4.7601831608559255,1.7948632694681943,Iris-virginica
+91,5.9153733549290575,3.1992153044071188,4.769876285840149,1.7956671409336937,Iris-versicolor
+92,5.503035082847181,2.618867250762143,4.391774491725826,1.2352153787452052,Iris-versicolor
+93,4.890908941388203,2.404945417985691,3.0758969084063494,1.01881957787944,Iris-versicolor
+94,7.195089788940778,2.9924884453580116,6.034332056370574,2.0586060611264076,Iris-virginica
+95,6.696596241908079,3.2853986348563744,5.684685140223324,2.118499471596755,Iris-virginica
+96,6.450563121775437,3.190889873676256,4.5498091380582695,1.5180642391732042,Iris-versicolor
+97,7.7,2.7585358891195972,6.7,2.006748495308353,Iris-virginica
+98,4.493547972356901,2.293678496221108,1.2947661364375538,0.2891433164838912,Iris-setosa
+99,5.961940408141588,2.2,4.96455730992246,1.4704272942296666,Iris-virginica
+100,6.376836082073489,3.110134079149157,5.513882406707651,1.8098353603205015,Iris-virginica
+101,4.6169760102745085,3.2166857738449255,1.4016217531254478,0.2,Iris-setosa
+102,5.789120372509422,2.761566275747295,5.145688654150728,2.391662407608977,Iris-virginica
+103,5.2895132255119375,3.6258873479887765,1.4970104989530189,0.2,Iris-setosa
+104,5.091404342561562,2.500135284019757,2.9756217203887534,1.1261383910500937,Iris-versicolor
+105,4.620545837523034,3.610378663297129,1.0000003894508442,0.2,Iris-setosa
+106,6.39800634111437,2.931744018295498,5.549582759448079,1.7888902822453292,Iris-virginica
+107,5.916465882447238,3.1908726668523975,4.811095560735667,1.7848655822310073,Iris-versicolor
+108,7.317976636310547,2.8994075205097882,6.325460572265966,1.805105382788696,Iris-virginica
+109,4.934855604733398,3.063206644182882,1.3613961247673547,0.2,Iris-setosa
+110,6.64799189679666,3.279640515219938,5.627987203751695,2.5,Iris-virginica
+111,5.249542325298997,3.6094268860164083,1.460587871230528,0.2,Iris-setosa
+112,7.699998325946185,2.7862396634310582,6.7,2.0587529930332633,Iris-virginica
+113,5.100320232152881,3.302250681097358,1.7073118657766422,0.3913908983503406,Iris-setosa
+114,4.9949650014443625,3.223020044317367,1.2255881363385224,0.2,Iris-setosa
+115,5.045634000242554,3.677372133145995,1.4214814590295304,0.2,Iris-setosa
+116,7.2848568619338545,2.889586302983412,6.298438636686834,1.7909194905281915,Iris-virginica
+117,6.088524000658451,2.606920496641357,5.585143417783276,1.4074609512073923,Iris-virginica
+118,5.313105460899966,3.37625437457486,1.6576504887019134,0.2,Iris-setosa
+119,5.55609471760838,4.228934745939451,1.4008839782052218,0.2,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..395a38f9e1851d4a5f67278ccbd80e1040391896
--- /dev/null
+++ b/iris/tab_ddpm/1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.707368483727825,2.472914056401644,4.983416217152237,1.9930952973613971,Iris-virginica
+1,6.000934450312444,3.394087801318732,4.495081604025862,1.5602266342764808,Iris-versicolor
+2,4.804868945144275,3.3666163694098574,1.5555865119532113,0.2,Iris-setosa
+3,5.7941046290384035,2.7009609890285513,5.107599706062946,1.899619429703855,Iris-virginica
+4,5.663394250304078,2.4769024886123803,5.008674109868101,2.0339941569664557,Iris-virginica
+5,6.305673653198226,2.4848068953664866,4.877512356859571,1.4882322511280508,Iris-versicolor
+6,4.990459115284709,3.5986274631362836,1.394296515542196,0.2,Iris-setosa
+7,5.464775893926397,3.915515408679347,1.3048360620824453,0.3994088491414647,Iris-setosa
+8,4.502150910430623,2.2916836421805438,1.2937700105630154,0.2845202134945948,Iris-setosa
+9,5.990608655545292,2.200000278804029,5.010227172347506,1.4856866273194067,Iris-virginica
+10,6.38622509603669,3.0761625140775757,5.4840523723917585,1.7947991883262142,Iris-virginica
+11,4.400000572022869,2.901733271322524,1.4028495396477363,0.2,Iris-setosa
+12,6.388246008774972,3.0803719520976687,5.524168877232586,1.7851214732563225,Iris-virginica
+13,5.248095949044196,3.5830274610473625,1.4995704177480653,0.2,Iris-setosa
+14,6.289137158829035,2.2955779248231085,4.388759381893298,1.2832232520411007,Iris-versicolor
+15,5.177841694563921,3.3845307160565423,1.402024518129504,0.2,Iris-setosa
+16,5.971542882286556,2.2,4.982287713617043,1.5019305825323928,Iris-virginica
+17,5.978973406673951,2.999480636934092,4.759109565204985,1.782465575497037,Iris-virginica
+18,4.400000467634966,3.201590643857917,1.2949205093198484,0.2,Iris-setosa
+19,7.7,2.8102424315852548,6.699998512420963,1.9884668117253024,Iris-virginica
+20,6.768277683379652,3.2337874949934426,5.62463041820193,2.299960686065365,Iris-virginica
+21,5.263125146338705,3.4695592547220846,1.4013327360878665,0.2,Iris-setosa
+22,4.6033301394954655,3.19505367107907,1.3991781556423397,0.2,Iris-setosa
+23,6.675182757673907,3.1250582260381963,4.447072373415798,1.4132415982310291,Iris-versicolor
+24,5.134821967976763,3.51734296172827,1.3793029426267052,0.2836329071664179,Iris-setosa
+25,5.0947723060293475,3.298733624063301,1.6916777737792923,0.48826280744124256,Iris-setosa
+26,5.79282755291461,2.7958769716545864,5.099985624049721,2.397875011045879,Iris-virginica
+27,5.205213518664449,2.6958066070137314,3.62062222902415,1.4078384733701133,Iris-versicolor
+28,5.789676916694413,2.694179736342703,5.089900477720844,1.9107081099333114,Iris-virginica
+29,7.366589470619485,2.897769303225397,6.324551452878987,1.8013611366157605,Iris-virginica
+30,6.277070847200656,2.6940327641538113,4.908489523442486,1.8090445141791596,Iris-virginica
+31,5.395325482570075,3.9732686312881103,1.2960049806123672,0.5239682727209973,Iris-setosa
+32,6.7416491606894775,3.012606358700686,5.0164373684589085,1.7211458180907466,Iris-versicolor
+33,7.7,2.7980327890768386,6.7,1.987912741255834,Iris-virginica
+34,5.886128083867993,3.009488651549996,5.106183126368085,1.8082673762850991,Iris-virginica
+35,5.0549489626707516,3.2900830484991395,1.6346737178802864,0.34841395425704846,Iris-setosa
+36,5.31665266724745,3.723876587331006,1.500215937895113,0.2,Iris-setosa
+37,7.699998638282119,2.8065997068995827,6.699998571501609,1.9532415966200674,Iris-virginica
+38,6.010499527981649,3.3808629646842125,4.504740965918093,1.616128038639071,Iris-versicolor
+39,5.789668536512214,2.712511480507331,5.096323006445345,1.8966252574228666,Iris-virginica
+40,4.997836606778889,3.2319111258471542,1.2108134494332772,0.2,Iris-setosa
+41,5.107110631627609,3.7276106078630447,1.5489678970908975,0.4591838466545345,Iris-setosa
+42,5.035196798845319,3.294842676164807,1.4020877283903666,0.2,Iris-setosa
+43,6.315612550609478,2.908507362191916,5.636013387053329,1.796834710069491,Iris-virginica
+44,4.490547316751055,2.3005679704364286,1.289326122394633,0.3077323921389692,Iris-setosa
+45,4.4000006102092035,3.1801929016346193,1.2981895772792555,0.2,Iris-setosa
+46,6.12554550844214,2.612913353402023,5.590419756825205,1.4129356101431647,Iris-virginica
+47,5.1830071060116465,3.3796875549114183,1.393880895242282,0.2,Iris-setosa
+48,6.405687053684484,3.097718249767363,5.495010415436666,1.8027623300927114,Iris-virginica
+49,4.629749126082194,3.285661508207126,1.4095282184539826,0.2,Iris-setosa
+50,5.506729204191045,4.217899355188582,1.4020728120916364,0.2,Iris-setosa
+51,5.883536339195369,3.003047134151829,5.096773385242386,1.7895712731765387,Iris-virginica
+52,4.896319854392263,2.390897516209685,3.2997563320584007,0.9534487162296102,Iris-versicolor
+53,5.300028598761262,3.6676571917967995,1.528058437305314,0.2,Iris-setosa
+54,6.39483083035173,2.701991843329105,5.31464030964845,1.9059257558869804,Iris-virginica
+55,6.734920311526756,3.315135657821163,5.684362394791953,2.1097575959905615,Iris-virginica
+56,5.906237103159421,3.0040426513577985,4.20876226087045,1.5007801851994627,Iris-versicolor
+57,5.766395210287773,2.642432694131439,5.094615830069753,1.923772321878995,Iris-virginica
+58,6.423911906543382,3.1001401702693925,5.493000468430127,1.797636314205418,Iris-virginica
+59,5.107707515086724,3.3041597396713134,2.0354258410231405,0.48271231780361545,Iris-setosa
+60,5.787977441231882,2.683718475201775,5.096827827873824,1.9061054473903565,Iris-virginica
+61,7.6999990975372095,2.8197190922280297,6.699998966384254,2.0155675213585273,Iris-virginica
+62,7.699998659163374,2.813434453568148,6.6999985927890835,2.001959919712198,Iris-virginica
+63,5.015921660163844,3.6149500386110973,1.411569339068078,0.2,Iris-setosa
+64,7.25550467893688,2.8871866258175305,6.272444438968861,1.786618573027944,Iris-virginica
+65,5.116299406784804,3.8055301770505126,1.5972573953859095,0.2,Iris-setosa
+66,6.719849466082466,3.2953656696552733,5.711993750468654,2.5,Iris-virginica
+67,5.686630434298203,4.399999131862642,1.4970561248052696,0.3614516995955539,Iris-setosa
+68,5.742828098818153,4.4,1.5103167810959084,0.6214245155878264,Iris-setosa
+69,5.5169442491091205,2.639354581037204,4.260783735230285,1.2693061817376061,Iris-versicolor
+70,4.499710972466532,2.314292178888638,1.3076830460844455,0.3282391235204912,Iris-setosa
+71,5.70108939258299,2.4963017160426033,4.988552246747314,1.9988754349198454,Iris-virginica
+72,4.999805285111038,3.289455390040736,1.3698312213726305,0.2,Iris-setosa
+73,5.1138861496127275,3.8137269697103444,1.5775776818711447,0.2,Iris-setosa
+74,4.874603978237823,2.967640977868405,1.3798208983912286,0.2,Iris-setosa
+75,7.2951774597271415,2.902893255247646,6.224167698457043,1.8089322298907733,Iris-virginica
+76,4.585904768021169,3.390062921829597,1.3870211008137798,0.29416240314118525,Iris-setosa
+77,4.59613751666351,3.2059283387760393,1.400783398966752,0.2,Iris-setosa
+78,6.292740512220937,2.5072286278356244,4.9251480425301635,1.5025720560456433,Iris-versicolor
+79,6.3111993407784635,3.4355691849320293,5.5957910080028475,2.3971367447813856,Iris-virginica
+80,6.042074187264148,2.2000002804223864,4.985584699714745,1.5151925859242843,Iris-virginica
+81,5.1295903698059515,3.4221886385434765,1.4861312035529854,0.2,Iris-setosa
+82,4.88569478541486,3.0046168038453436,1.3841186874913567,0.2,Iris-setosa
+83,5.195034308847973,2.6590947420878703,4.029958516495656,1.3849478214108442,Iris-versicolor
+84,6.688412196287979,3.2947495768978268,5.6739080835731,2.499999324893977,Iris-virginica
+85,6.83839941677172,2.993580706204287,5.53782797307817,2.1018913260884142,Iris-virginica
+86,5.044310281528258,3.4932009924498164,1.3699618994140401,0.2543513788516852,Iris-setosa
+87,6.300316491785998,2.812058201600828,5.111233928395106,1.5056559688887372,Iris-virginica
+88,6.642865851928827,3.273029208019332,5.69147883875418,2.5,Iris-virginica
+89,5.811697006942234,2.803363916338003,5.1104187436506265,2.405164654658653,Iris-virginica
+90,6.103448025709849,3.0030912407244883,4.642108614485803,1.3957033452428198,Iris-versicolor
+91,6.011530919657787,2.2,5.02012959072871,1.4887053983697693,Iris-virginica
+92,6.444998777738388,3.0172772125065848,5.482527588976467,1.7968637021011342,Iris-virginica
+93,5.81991879709479,2.816558514398821,5.092058518224814,2.365895790561575,Iris-virginica
+94,4.904536743095956,3.1259351274077116,1.4883016076252558,0.10000009554938452,Iris-setosa
+95,6.735484251778408,3.3071089881754734,5.729518479920634,2.5,Iris-virginica
+96,7.7,2.8121374823841907,6.7,2.065836079472869,Iris-virginica
+97,6.724702121532976,3.3521715594389767,5.782453524112506,2.5,Iris-virginica
+98,4.89099449780085,2.4045800255142638,3.082421441928434,1.0002406805944428,Iris-versicolor
+99,6.529336249440488,3.1062900130228273,5.558052653661386,1.8099501801598847,Iris-virginica
+100,5.792738656956899,2.8248246145883447,5.132284038896899,2.401883145575432,Iris-virginica
+101,6.005591280769419,3.4051652564036066,4.52388058964197,1.5946637035107258,Iris-versicolor
+102,6.885650209083716,3.2055476255477813,5.660874490349221,2.29657760369099,Iris-virginica
+103,5.996160357876124,3.418422976765542,4.503913942352231,1.6000147466844827,Iris-versicolor
+104,7.274624286534586,2.933770550259134,6.2188102670369885,1.8666532002118335,Iris-virginica
+105,5.005501541557445,3.2064814983252443,1.1996415306096122,0.2,Iris-setosa
+106,7.05883098881935,3.016431290230673,5.786360133775369,2.1120150545427805,Iris-virginica
+107,4.62553381773985,3.388639908136137,1.4042313888381672,0.2985462469735799,Iris-setosa
+108,6.0389615111159465,2.2,5.025754735220662,1.5039321587116228,Iris-virginica
+109,5.918034935437931,2.998538534234214,4.140585958795498,1.5143777773889409,Iris-versicolor
+110,5.784729612098327,2.7961797631400898,5.161117089542987,2.414244233369236,Iris-virginica
+111,6.0362251663930495,2.2000002988586425,5.002983483245421,1.513914752343108,Iris-virginica
+112,5.620264094652494,3.005202960770054,4.085672607767263,1.3167727761565649,Iris-versicolor
+113,5.6094727702943095,2.7224209324974122,4.180728765837575,1.1623653874566353,Iris-versicolor
+114,4.97897888818434,3.565281923999172,1.6157240438816067,0.2,Iris-setosa
+115,5.109749854658387,3.5217231596119634,1.3958525855194992,0.31162288845527364,Iris-setosa
+116,5.437835588246534,3.4103840673167207,1.9679804834613817,0.2,Iris-setosa
+117,7.7,2.7960827205359093,6.7,1.9545034835446093,Iris-virginica
+118,5.046540708305315,3.5197718143251135,1.370447126053174,0.30593868706144633,Iris-setosa
+119,6.35245045635031,2.7866658802156232,5.099564235822232,1.494110740769403,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..acf7807ed8ce9d8279c96d486a6c7927e8aadc38
--- /dev/null
+++ b/iris/tab_ddpm/1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.501777484744441,2.403406653142354,3.7376469833302695,0.958942474717177,Iris-versicolor
+1,6.388607819340515,2.8979253197156964,4.299794661233711,1.2897419278251738,Iris-versicolor
+2,5.962416677632981,2.689280010530765,5.084040953007448,1.5781652545576554,Iris-versicolor
+3,4.908237460401232,2.400600647936824,3.0160535971569535,1.001832581552471,Iris-versicolor
+4,4.977057807868921,3.4815678062434814,1.2665085362213355,0.30248908638714933,Iris-setosa
+5,4.6100268076936715,3.6370861052350283,1.0,0.2,Iris-setosa
+6,6.455771296947155,3.040290447795592,5.515855399109089,1.8019881799861959,Iris-virginica
+7,6.321786015889282,2.7991263175531014,5.097436252336614,1.5129228287210352,Iris-virginica
+8,4.96796240658535,3.526291662131523,1.400514171099509,0.2,Iris-setosa
+9,5.008157192132498,3.3295307186191314,1.3990659815563982,0.2,Iris-setosa
+10,5.749687897466513,2.7716713073338206,4.32215174788748,1.3433434886463682,Iris-versicolor
+11,6.30601250933788,2.712218913218976,4.912586432006939,1.7704835190054693,Iris-virginica
+12,6.061076387130046,2.9931977300835055,4.570890440164564,1.3789937828588439,Iris-versicolor
+13,5.193990069645525,3.5018040107875628,1.5009826680551617,0.2,Iris-setosa
+14,5.507955041299058,2.60157179185012,4.415624099029906,1.0650801615405345,Iris-versicolor
+15,4.4,2.8950020888976424,1.400963017345261,0.2,Iris-setosa
+16,6.323329609091414,2.9123824729824195,5.595074444608234,1.786288186249139,Iris-virginica
+17,5.994098600174332,3.4044158763035415,4.461899716687572,1.5932921529869155,Iris-versicolor
+18,6.012665498840951,3.0073796622472284,4.748619775598784,1.7972914806659612,Iris-virginica
+19,6.3312928085109,2.8306415819207107,5.518045189857449,1.8288462405565142,Iris-virginica
+20,6.707414202850151,3.3055244420583794,5.718125655286042,2.0949833153669517,Iris-virginica
+21,4.877682986961008,2.393879814546754,3.0839700963356718,0.9817741489018922,Iris-versicolor
+22,5.702974791541899,2.7711167902908773,4.20529851598933,1.315922001462829,Iris-versicolor
+23,6.797463009948697,3.100278947537808,4.430776341749814,1.4091508504556909,Iris-versicolor
+24,5.257334457509229,3.873824619730356,1.708537613468936,0.4399487473703635,Iris-setosa
+25,6.298309479532807,2.3087351833388596,4.42489591222084,1.297693919876896,Iris-versicolor
+26,6.481974325315405,3.002429742838229,5.495355155118072,1.8076083247472965,Iris-virginica
+27,6.005595318977107,2.7129806585243395,5.097347546191226,1.6118878932030547,Iris-versicolor
+28,6.688547441211978,3.2886203662137303,5.770819865860262,2.0870622299080908,Iris-virginica
+29,6.0937232887373565,3.002333657701242,4.615701374924752,1.3976847898061555,Iris-versicolor
+30,5.885000349098646,3.00427423517223,4.217578155464845,1.5028695194045085,Iris-versicolor
+31,6.046537423293407,2.2000002973057713,5.0197883088889705,1.5071588715716635,Iris-virginica
+32,5.717888442032577,2.519332361958068,5.011440252609008,1.985453943144917,Iris-virginica
+33,6.510006791911309,2.9812829613149954,5.416776475966743,1.8006298792735558,Iris-virginica
+34,4.5983077531731436,3.2337993716183644,1.395015892881331,0.2,Iris-setosa
+35,6.3481263135607975,2.2941798608903707,4.389791153419442,1.303362496451034,Iris-versicolor
+36,6.015692356464698,3.394905886029103,4.520974881946901,1.5959661147376099,Iris-versicolor
+37,5.110056256102871,3.680925485811094,1.4934187629649756,0.45739239535404647,Iris-setosa
+38,6.825568461668639,3.2509983942139073,5.676405129486248,2.2341726551591923,Iris-virginica
+39,6.287752051285793,2.685560231322558,4.988473923272844,1.8731065674785046,Iris-virginica
+40,5.091049190186691,3.3080556090640925,1.315131435652348,0.2,Iris-setosa
+41,6.114723568134677,2.615102154709923,5.584084717185962,1.4124017655947425,Iris-virginica
+42,5.072627272199946,3.6528078494819045,1.6127063838100588,0.2,Iris-setosa
+43,5.9461117575201685,2.2,4.997244967520321,1.4896720170490396,Iris-virginica
+44,5.388850322500013,3.891073208786562,1.691343756263621,0.3943173077719202,Iris-setosa
+45,5.505470944193867,2.605671021479047,4.4297254081752095,1.1218857527511137,Iris-versicolor
+46,5.53323195457395,2.60239617556382,4.417313819397901,1.1719279331856782,Iris-versicolor
+47,6.3201968539694615,2.9073864028670005,5.592455030869378,1.779125007010771,Iris-virginica
+48,7.7,2.7800238797992143,6.7,1.9990153373746495,Iris-virginica
+49,6.289301956811735,2.297817563962514,4.3702890921927375,1.3047432749192844,Iris-versicolor
+50,4.981733545918994,3.5775140570801987,1.3806748961037916,0.2,Iris-setosa
+51,4.680453070335121,3.452422472559785,1.393191610167626,0.30339586067281615,Iris-setosa
+52,4.4,2.9112035639155796,1.4102525451009638,0.2,Iris-setosa
+53,6.534905930184909,2.962232015848874,4.309835436432665,1.338949000899133,Iris-versicolor
+54,5.001344307353434,3.634533743469503,1.393464450330526,0.2,Iris-setosa
+55,5.080985938041018,3.6787783815571724,1.4932210942440793,0.38637215734894026,Iris-setosa
+56,5.480358001730991,2.595706314327863,4.387605571786789,1.0337556788961986,Iris-versicolor
+57,5.788606177220231,2.800528475747605,5.099531263909419,2.4059532779454575,Iris-virginica
+58,4.991300370676519,3.2986348245320913,1.4008153771308214,0.2,Iris-setosa
+59,5.38378007525346,3.9014326142619855,1.8242223373814919,0.4035798203758111,Iris-setosa
+60,7.699998114992063,2.781290756537847,6.699998228945611,1.9781171889977716,Iris-virginica
+61,6.0102061776062685,3.0001673051732625,4.798307386418198,1.8012700850772727,Iris-virginica
+62,6.674565088134559,3.0936157664954247,4.412829145841013,1.3987949184683572,Iris-versicolor
+63,5.479550317934919,2.988761365947479,4.464215126583082,1.5108060189086425,Iris-versicolor
+64,5.911107515872713,3.208193186877556,4.775752867009296,1.8034769793226972,Iris-versicolor
+65,5.519875818437035,2.589337981330359,4.311436039404985,1.113017781949309,Iris-versicolor
+66,5.762599028474396,2.7061202651990657,5.079800890825744,1.9068537860501162,Iris-virginica
+67,6.723233816128108,3.2841275704221355,5.730751858308405,2.089110824673977,Iris-virginica
+68,5.4835468309329105,2.4006266817009907,3.8185611008122633,1.1002836614103153,Iris-versicolor
+69,5.615815727312593,2.670648191245682,4.241416858147981,1.296342497019934,Iris-versicolor
+70,6.694819137351665,3.3005058887169634,5.660218025433447,2.086381866648015,Iris-virginica
+71,5.504132691891038,2.394313678190305,3.7279201665303363,1.0910625755247243,Iris-versicolor
+72,4.903734986941639,2.4103863455130847,3.2575838357367366,1.073068837269376,Iris-versicolor
+73,5.184632840319768,3.485522271576498,1.5120852773483444,0.2,Iris-setosa
+74,6.946932380321314,3.201000187359707,5.687164134896454,2.287081608170774,Iris-virginica
+75,4.603937448228841,3.2127238796796553,1.371659553768473,0.2,Iris-setosa
+76,4.8551431485810435,2.949767649092764,1.4027089257324286,0.2,Iris-setosa
+77,5.009768979201971,3.494689875581256,1.3187763297255621,0.3009846981138814,Iris-setosa
+78,4.4,2.909104651110933,1.4034360312722958,0.2,Iris-setosa
+79,7.699999009181157,2.7782248363330857,6.7,1.9955817634663502,Iris-virginica
+80,5.103572369813873,3.855954606963812,1.5962302731193114,0.2,Iris-setosa
+81,4.5891495951453996,3.6036937044486685,1.0,0.2,Iris-setosa
+82,5.027405481268051,3.497107893462946,1.3207751393083191,0.2969419886759567,Iris-setosa
+83,5.9149913676035615,2.9957074083065347,5.101349874144736,1.8018961720181195,Iris-virginica
+84,5.11491010993451,3.7967875795893544,1.692793168069759,0.2816819596821565,Iris-setosa
+85,6.05537157912275,3.3661826041180514,4.484902453889447,1.5949531292294423,Iris-versicolor
+86,5.98981969252416,2.704538979747109,5.081806499427589,1.6046775616190512,Iris-versicolor
+87,5.23353693765162,3.4445364393985853,1.400907823079601,0.2,Iris-setosa
+88,4.4,2.907633762633131,1.4067558662901305,0.2,Iris-setosa
+89,5.08070377520584,3.506651126953619,1.372480845204068,0.33466782341398776,Iris-setosa
+90,5.746154681765592,2.515136889720928,4.979544081977789,1.99259938442953,Iris-virginica
+91,6.255021370926724,3.4048460145525783,5.596508754812818,2.398178165267281,Iris-virginica
+92,5.1815977487283815,2.513174795715058,3.076059526273297,1.2090918260032382,Iris-versicolor
+93,4.585614537681019,3.610845684469267,1.0000003733009863,0.2,Iris-setosa
+94,6.055602590571553,3.264769589548517,4.672264523545566,1.6781537056380418,Iris-versicolor
+95,5.145867776085786,3.8254003848039755,1.5820116331475693,0.33842788496144355,Iris-setosa
+96,6.35071826800722,2.2912326176774296,4.427196128445441,1.2953701689730464,Iris-versicolor
+97,5.903948286384717,3.017195143656047,5.125032936838231,1.8051904594341064,Iris-virginica
+98,5.984167072126763,2.6983101122096356,5.112537282163467,1.6022178113880412,Iris-versicolor
+99,6.315929577022103,2.797091895656836,5.115886741521241,1.500008132750678,Iris-virginica
+100,4.906591314714535,3.116748413005408,1.5177172587550922,0.1,Iris-setosa
+101,5.106219583004044,3.786996571871938,1.903431822279524,0.3997305140001458,Iris-setosa
+102,5.185074785757807,3.3881539354116113,1.4020032802973084,0.2,Iris-setosa
+103,6.018765720895627,3.3838636725515228,4.502447944689946,1.5817948320155468,Iris-versicolor
+104,6.004655468448173,2.997756074647647,4.804188936708212,1.8044392248727703,Iris-virginica
+105,6.707768582030927,2.984653801634642,5.435145769176049,2.075556405662287,Iris-virginica
+106,4.610360591048949,3.183179329148605,1.3554320193567893,0.2,Iris-setosa
+107,5.089122012727218,3.4812580776026016,1.4364348670377065,0.2,Iris-setosa
+108,5.207957648193148,2.6786229203731926,3.934131889213676,1.3888620540683851,Iris-versicolor
+109,5.983990193376054,3.3767988764543557,4.498009111348137,1.6032760555407553,Iris-versicolor
+110,5.711795209792093,2.8247857631103437,4.132174533941083,1.3124592866334133,Iris-versicolor
+111,6.315451684856595,2.906942812901706,5.6893284696752655,1.8118059843754455,Iris-virginica
+112,6.347578902820514,2.7029383352314484,4.947789455973434,1.8061963968500703,Iris-virginica
+113,4.697389455795885,3.4351324221364443,1.3699762308454404,0.2811117593795023,Iris-setosa
+114,5.121033949120644,3.5293019162753296,1.4104995613221598,0.2,Iris-setosa
+115,5.173272312475917,2.6834286122088296,3.846763818402702,1.400268827318501,Iris-versicolor
+116,4.63515178154503,3.4004866703575662,1.404758057138121,0.30103402594017736,Iris-setosa
+117,4.975212291120678,3.5934494844702445,1.3762652958251116,0.2,Iris-setosa
+118,6.752403829542801,3.2863253126056726,5.671479870965418,2.5,Iris-virginica
+119,5.777295999831684,2.7884995462808813,5.078453027456343,2.4087214461769273,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..62068d1b54b0675ee556393b01a1fb85ef5d7560
--- /dev/null
+++ b/iris/tab_ddpm/1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.669247572567399,2.877074003977694,4.201191886493685,1.3172952951113528,Iris-versicolor
+1,6.355194927952564,2.8674030764308336,4.26189051110758,1.2902892118704035,Iris-versicolor
+2,4.8214535386310295,3.399710146187541,1.6009699359623062,0.2,Iris-setosa
+3,4.900692574286584,2.407346463344401,3.458549631450255,0.9351176699909871,Iris-versicolor
+4,4.59655802379023,3.5848553480901977,1.0,0.2,Iris-setosa
+5,5.551958435177205,2.654096121090356,4.285542261482782,1.2832643786521647,Iris-versicolor
+6,5.881399167853872,3.010526607425819,4.262846504696809,1.508859724061237,Iris-versicolor
+7,6.278745515093227,2.302411391364494,4.378338697668882,1.3034339305671714,Iris-versicolor
+8,6.980918262819806,3.0088841764191905,5.742365414626044,2.082681630624149,Iris-virginica
+9,7.284184528128829,2.8852622679751474,6.305775905287953,1.7951090797556923,Iris-virginica
+10,5.1134158299488455,3.783489283240884,1.6835580398609258,0.4499080318608626,Iris-setosa
+11,6.283943193056715,2.693235496936865,4.873849862718819,1.7953488812226857,Iris-virginica
+12,4.880739113390001,3.0947036958646486,1.4930538730239482,0.1,Iris-setosa
+13,6.864637871344127,3.202598669593739,5.7446188994303835,2.2637078182490358,Iris-virginica
+14,7.699998939516912,2.78781832220303,6.7,1.9895285553489943,Iris-virginica
+15,5.003895194279597,3.6053466537021333,1.373196399388717,0.2,Iris-setosa
+16,5.122636731860219,2.4898571981967104,3.011212484329283,1.0172258699281733,Iris-versicolor
+17,5.653102030403458,2.724018791986787,4.129211977985019,1.3145279485442103,Iris-versicolor
+18,6.218092281990178,2.64888646056937,5.494671740131503,1.4726879723706632,Iris-virginica
+19,5.4134318078125006,3.8976560655396186,1.3052136817985365,0.399613528120175,Iris-setosa
+20,5.385900597048784,3.900080341463846,1.7792898151614804,0.5146271377109407,Iris-setosa
+21,5.991262580474697,2.7039245150022397,5.092405482578026,1.5878558237188496,Iris-versicolor
+22,5.675334400344979,2.705004625087834,4.156908767837703,1.3172005588042524,Iris-versicolor
+23,6.717013582137525,2.991911630047677,5.006900263534018,1.7048443730469602,Iris-versicolor
+24,6.290377067455289,2.6497096242830764,4.904849784003184,1.7962130587695087,Iris-virginica
+25,5.513211103139365,2.385747078078915,3.5027564880169777,1.1449688063150871,Iris-versicolor
+26,4.785556341795677,3.3965488661992502,1.6130281487159883,0.2,Iris-setosa
+27,5.961159395832647,3.3298835726380123,4.630625480091491,1.661316785803002,Iris-versicolor
+28,6.736272226702424,3.2677371117306118,5.692525508413864,2.499999503420931,Iris-virginica
+29,5.872558945656621,3.2138405171435838,4.742649479703316,1.8233444797369875,Iris-versicolor
+30,5.387681690662051,3.8935971947353476,1.6838901075153518,0.3912805853641711,Iris-setosa
+31,4.502466743326324,2.2992150445239123,1.3148967627157206,0.32288484618628893,Iris-setosa
+32,5.500617360060742,4.231355832548781,1.3738902129145232,0.2,Iris-setosa
+33,4.870769617408518,3.109338697025062,1.486179847352292,0.10000020892943615,Iris-setosa
+34,6.108006591448518,2.5932372073171828,5.587176405739574,1.427077852564717,Iris-virginica
+35,4.604559833469565,3.6046354929802713,1.000000530240372,0.2,Iris-setosa
+36,5.0626373279482095,3.4633520017798114,1.3451656735131836,0.24658593186333955,Iris-setosa
+37,6.491375983350335,3.0251996113106943,5.518193264010914,1.7830929919635503,Iris-virginica
+38,5.029426158226546,2.4677735886732726,3.1908965318315228,1.2491820544327201,Iris-versicolor
+39,6.474897475793715,2.9953413163406535,5.477781297086756,1.7998903333542682,Iris-virginica
+40,4.900880780828837,3.007214630310685,1.3797858497719826,0.2,Iris-setosa
+41,4.897595821654092,2.3967827335520644,3.7417459259480097,1.0127750652895027,Iris-versicolor
+42,6.002520064406855,3.3792654056707825,4.544834574427666,1.6094993765175776,Iris-versicolor
+43,5.815241173153867,2.7180539694801786,5.09703180607385,1.900591917935695,Iris-virginica
+44,6.399832831895991,2.720945133727522,5.350276423275212,1.903497163465012,Iris-virginica
+45,6.685603728306188,3.2854654637973937,5.6868825631880435,2.1130905783210494,Iris-virginica
+46,6.4353344305939375,2.916169536939276,4.310647221206797,1.329453954276723,Iris-versicolor
+47,5.801327640358909,2.8117631921610777,5.136201178539846,2.3977448747451606,Iris-virginica
+48,6.314988130837592,3.2329833511227006,4.493972517533864,1.5166608557327739,Iris-versicolor
+49,5.0195584272064755,2.4553726331771197,3.085954719772633,0.9879199975130655,Iris-versicolor
+50,7.699998471474489,2.822100178101081,6.699998644072023,2.00185325235347,Iris-virginica
+51,4.4000006069759285,2.8991536230464416,1.4069410939323592,0.2,Iris-setosa
+52,5.246500370343837,3.42979988665541,1.4008894613659335,0.2,Iris-setosa
+53,7.69999863884949,2.8151234311577533,6.6999989727222236,2.021221480072071,Iris-virginica
+54,5.663946083606805,4.4,1.4832537198266194,0.3842557943753372,Iris-setosa
+55,5.084429668693533,3.511257423808096,1.3715230949911636,0.30282448325745814,Iris-setosa
+56,6.424445382393737,3.2011394206745303,4.480118281942594,1.4968241778841866,Iris-versicolor
+57,5.421553999113252,3.3929178872961137,1.805478211090012,0.2,Iris-setosa
+58,6.259889669692586,2.4303548661319563,4.703385508990272,1.423274227359355,Iris-versicolor
+59,5.800724616223092,2.7938461459256603,5.098225913992165,2.4067670539128274,Iris-virginica
+60,6.236092803978151,2.52489103115869,4.9256396997871805,1.5150707592983075,Iris-versicolor
+61,4.974562109959014,3.5825798923490275,1.4023539671038252,0.2,Iris-setosa
+62,5.794819950175138,2.744607679284557,5.142461016352799,1.8953286269163887,Iris-virginica
+63,6.60278927528937,3.2103540017152974,5.595064123660968,1.9784281679639881,Iris-virginica
+64,5.703254401458262,2.4892244286518235,5.00921195230566,2.003842570112378,Iris-virginica
+65,6.286819455586692,2.7815824437469385,5.062775154448012,1.5212029447658844,Iris-virginica
+66,7.7,2.797393918264464,6.7,1.9929317538165165,Iris-virginica
+67,6.649814209998023,3.2806109571781215,5.668890398861102,2.499999242437891,Iris-virginica
+68,5.44700900481509,3.3923899223964122,1.9049998338956011,0.2,Iris-setosa
+69,6.001351034267324,3.3561606514224716,4.555526891463322,1.6219456851014773,Iris-versicolor
+70,6.395895831783075,3.195278718352687,4.477396598632448,1.4958899306359295,Iris-versicolor
+71,6.021869211581138,2.69982488839401,5.143229413607936,1.6061114698581387,Iris-versicolor
+72,6.009027309905974,2.2000002859579215,5.011273832618711,1.4977083306622299,Iris-virginica
+73,6.281371527347185,2.4837596574889007,4.8469172305827035,1.497894760683893,Iris-versicolor
+74,6.765987748115998,3.3139878564189287,5.653190245604699,2.5,Iris-virginica
+75,6.7678464004133,3.3194438052074116,5.708775530097582,2.5,Iris-virginica
+76,4.4,3.2231152030298857,1.3039059505656543,0.2,Iris-setosa
+77,6.00352185866611,3.39696812392396,4.507861414390367,1.6155769087238523,Iris-versicolor
+78,7.255537095063971,2.897821303541035,6.274942475981017,1.8200170300422045,Iris-virginica
+79,5.678941633789215,4.39999924258262,1.491146546460284,0.5264306443702664,Iris-setosa
+80,5.49857604976434,4.217636574382565,1.4011925068930522,0.2,Iris-setosa
+81,5.805503415285564,2.6909777614915837,5.104517516574072,1.9039132216300931,Iris-virginica
+82,6.473121018399985,3.0009810476226395,5.458539972340509,1.8035976450372018,Iris-virginica
+83,6.313269860633076,2.4729200224551433,4.830503043866495,1.491902808175737,Iris-versicolor
+84,5.520089040418907,3.018426426107961,4.540180785347211,1.5103553995397985,Iris-versicolor
+85,6.325153166944346,3.387065970034826,5.651888194509996,2.383012084742824,Iris-virginica
+86,6.438576906698951,3.0786889216263065,5.4937198482751075,1.8048579885908687,Iris-virginica
+87,5.653094756859188,4.399999002318916,1.485174029859799,0.3939152647899088,Iris-setosa
+88,6.018193856216525,2.2,5.00224718648001,1.50693130436565,Iris-virginica
+89,6.000884848044094,2.6916479175900347,5.098956695524893,1.6191389009313355,Iris-versicolor
+90,4.601712055284913,3.5986856186639633,1.0,0.2,Iris-setosa
+91,6.704064983280508,3.288118060099956,5.674350984641959,2.4999991145767666,Iris-virginica
+92,5.425429804027684,3.932413727845968,1.3082399729589962,0.4374309501710729,Iris-setosa
+93,6.333810662549011,2.940541196138102,5.541155366260661,1.8114386758738457,Iris-virginica
+94,4.6106464546058294,3.637752321372517,1.0000005669007563,0.2,Iris-setosa
+95,4.60491635854024,3.5937329730789265,1.0000004616609062,0.2,Iris-setosa
+96,5.022176745072057,3.343870196809131,1.3257512989438505,0.2,Iris-setosa
+97,5.491242038074308,2.4161574015392606,3.785396722593771,1.1390728959636345,Iris-versicolor
+98,5.506781712263153,4.201300705311328,1.3954419508325495,0.2,Iris-setosa
+99,4.596103750067656,3.170223540323169,1.4061082386239787,0.2,Iris-setosa
+100,6.333801500384711,2.5133181045703483,5.020718895376346,1.885849604523362,Iris-virginica
+101,5.625163553897916,2.677317439064995,4.174972281965605,1.287680677589567,Iris-versicolor
+102,5.127650561478008,3.294487559940775,1.8630131841442357,0.39453426104671196,Iris-setosa
+103,5.600851758490866,2.9739128810716777,4.54887010486399,1.5009707345000884,Iris-versicolor
+104,5.691487535995859,4.399999146858364,1.5002850050378564,0.36798855910878514,Iris-setosa
+105,6.748422281426705,2.9993679113664964,5.009385738278926,1.7102740040303464,Iris-versicolor
+106,6.625234791852102,3.299841383034861,5.633504881317167,2.2441251185561515,Iris-virginica
+107,4.585001568461035,3.6622262815733495,1.0,0.2,Iris-setosa
+108,5.180927003189034,3.4804443198139623,1.504338785516239,0.2,Iris-setosa
+109,6.745279068056027,3.2407063874627595,5.786550570949043,2.224949160084721,Iris-virginica
+110,6.358614056140741,2.8422759969019307,4.245528586333866,1.2696231070698654,Iris-versicolor
+111,5.7841456237029565,2.820073258391679,5.095184785614424,2.401288520918821,Iris-virginica
+112,6.283557931433788,2.4956309014314413,4.911099661897153,1.520444757120717,Iris-versicolor
+113,6.008281265251677,3.426751254267296,4.540269615214289,1.628824325779486,Iris-versicolor
+114,5.506619900717822,2.459956762688467,4.1835692007319105,0.8724307048343739,Iris-versicolor
+115,5.495341885621531,2.3830912091668646,3.6889375698053124,0.9735458362523033,Iris-versicolor
+116,6.880889842324941,2.9887487272977835,5.555127290907149,2.1070573708231213,Iris-virginica
+117,6.005171992941445,2.2,5.023855246234802,1.495976314594403,Iris-virginica
+118,5.115891113102512,3.8320345947299725,1.8369977812561598,0.530022713738468,Iris-setosa
+119,4.49754279371682,2.306189479994902,1.3161166023315083,0.3009870954406615,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..f7bbe2154e749ad1c2366971bed81dceb17373db
--- /dev/null
+++ b/iris/tab_ddpm/1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8828150514595094,2.994590412043889,1.3819117288179585,0.2,Iris-setosa
+1,5.654894533935734,3.0738172341919103,4.608441846423885,1.6207494471561592,Iris-versicolor
+2,6.735335148673172,3.3270917720039836,5.705512336171339,2.5,Iris-virginica
+3,6.67222143925653,3.089983248352338,4.721183035296677,1.5327748706640762,Iris-versicolor
+4,5.91278367297236,2.975367907381419,5.131022084517489,1.7988233189353982,Iris-virginica
+5,5.779128126126248,2.7045151264016742,5.106626199650755,1.8990284967968074,Iris-virginica
+6,6.64622459991444,3.113566510159864,4.447830648156735,1.4188305124410523,Iris-versicolor
+7,4.860184128806021,2.9842729872602978,1.40138155984339,0.2,Iris-setosa
+8,5.010226754864906,3.517188782240488,1.3104421047839818,0.33004968245818045,Iris-setosa
+9,5.107190900744592,3.3975292048938397,1.4878373330330323,0.2,Iris-setosa
+10,4.980917679785697,2.443726067166229,3.0040263600187993,0.9569449392856895,Iris-versicolor
+11,6.305028020486833,2.6954811174947335,4.893029901749865,1.7831270517940505,Iris-virginica
+12,6.010560630818199,2.20000032360957,4.9681474925924345,1.506146986641989,Iris-virginica
+13,5.431024161983247,3.00640167465671,4.487950118632286,1.498759778940595,Iris-versicolor
+14,4.908281177391046,2.396861146930924,3.219322533640354,0.9120618317016965,Iris-versicolor
+15,5.0491256183880795,3.325543227378339,1.4017317731753487,0.2,Iris-setosa
+16,5.299995626541739,2.8830938229493803,4.211434311016286,1.4360502412058977,Iris-versicolor
+17,6.6502475729967525,3.2776326641493365,5.701015090162669,2.499999227398928,Iris-virginica
+18,5.595395352663279,2.7062128367869547,4.213725201682424,1.304064845932969,Iris-versicolor
+19,4.4,3.175387697124859,1.308343696189806,0.2,Iris-setosa
+20,5.503145237864288,2.3988342128856295,3.515065715661816,1.1012289994578657,Iris-versicolor
+21,4.915324741933988,2.410798325961486,3.418439413699926,0.9434437347152533,Iris-versicolor
+22,5.112377267326781,3.7920273827845237,1.6852540995187257,0.4770377387626834,Iris-setosa
+23,5.787299323730963,2.6975853518016,5.111337799048596,1.898195864488274,Iris-virginica
+24,5.325601713577715,3.7423922443743383,1.4977481596552111,0.2,Iris-setosa
+25,5.893165114739576,3.0023738970940452,4.15947371715028,1.4932609043937428,Iris-versicolor
+26,4.4,3.2137092319879175,1.29413679361998,0.2,Iris-setosa
+27,6.675606622958123,3.0536493014268626,4.375810087959627,1.3983788136861843,Iris-versicolor
+28,5.73815498762938,4.399999073564896,1.4974287125069656,0.361765742703087,Iris-setosa
+29,6.376491596073983,3.0639456067001887,5.503911783877997,1.8096419822368979,Iris-virginica
+30,5.804781541163221,2.714357484528856,5.099275861190269,1.907240765561394,Iris-virginica
+31,5.075821634107401,3.7671900555069286,1.6056620406532005,0.2,Iris-setosa
+32,4.4000004594158675,2.932631943143059,1.382592793549926,0.2,Iris-setosa
+33,6.808600588797353,3.204654134240735,5.688928972143211,2.2590851608415656,Iris-virginica
+34,6.390609757625131,3.018947563160121,5.507306674687135,1.7761453994498098,Iris-virginica
+35,5.481758661551058,2.5976176542399587,4.361751060429589,1.1742963404201174,Iris-versicolor
+36,6.296802348091557,2.785592330338212,5.095183061022905,1.4880238112313469,Iris-virginica
+37,4.589717192085248,3.6100521395411325,1.0000003640396196,0.2,Iris-setosa
+38,4.954534277095425,3.271548745404239,1.3010042542132028,0.2,Iris-setosa
+39,5.127011368761052,2.4792987835503766,3.424624800511226,1.2276874765040842,Iris-versicolor
+40,5.096980018444848,2.4863032762336656,3.0667479655861065,1.0974760676640103,Iris-versicolor
+41,5.908631229828445,2.9952380985379956,4.189434553298444,1.5013083180649414,Iris-versicolor
+42,6.810485142231033,2.9990583101163573,5.472046814197228,2.0978259788708504,Iris-virginica
+43,5.801447167005661,2.81791744611059,5.1476385220505465,2.305266977236663,Iris-virginica
+44,7.7,2.733886830056169,6.7,2.0702799787681845,Iris-virginica
+45,5.940817373915868,3.3148874883509416,4.695525481205872,1.7359994024024796,Iris-versicolor
+46,7.699998926907538,2.805210702410183,6.7,1.9589608859767773,Iris-virginica
+47,5.101084797675916,3.795481113253458,1.8722744079141806,0.4433316637756905,Iris-setosa
+48,5.508389882365733,2.3995680740720164,3.8974666731954803,1.04222696804612,Iris-versicolor
+49,5.191034036506747,3.720919101107666,1.6521420383454337,0.40993714122605324,Iris-setosa
+50,6.631498173700555,3.3030447572178936,5.7159105711199665,2.499999513996305,Iris-virginica
+51,6.002027031882336,2.2000003028989426,4.992050364269783,1.482409187941354,Iris-virginica
+52,4.626897156077231,3.2144006612279754,1.3968584361400502,0.2,Iris-setosa
+53,5.981967239305236,2.2000003659925684,4.989390158376889,1.4895924290086489,Iris-virginica
+54,4.998394933814831,3.322862747365393,1.3954428543801745,0.2,Iris-setosa
+55,6.754235045372534,2.9943812018016347,5.020371261979277,1.7101339289108617,Iris-versicolor
+56,5.132513597148223,3.4027327137212193,1.4724250648333863,0.2,Iris-setosa
+57,5.995952827969557,3.418904171837153,4.553120505728036,1.5878655369590322,Iris-versicolor
+58,6.726324406857123,3.2887632174852794,5.687530602283082,2.5,Iris-virginica
+59,5.835899672176788,2.9176068473380026,5.108045019938021,1.8340759598281213,Iris-virginica
+60,6.01703174865127,2.9781725520295184,4.86909693811381,1.7883338700517593,Iris-virginica
+61,5.016660191212949,2.4585210025226183,3.041347412289901,1.0193682106841349,Iris-versicolor
+62,6.01398462937324,2.2,4.97821442382879,1.4992478500308488,Iris-virginica
+63,5.76565825771906,2.6646974280136586,5.08950973174979,1.9038559549391092,Iris-virginica
+64,7.699998804372833,2.778180099281857,6.6999986677681935,2.056173841556822,Iris-virginica
+65,4.588889574086774,3.6017599261269684,1.000000463700676,0.2,Iris-setosa
+66,5.053539144116315,3.5430583722887583,1.401255608672005,0.2,Iris-setosa
+67,6.10066898434212,3.322840527708831,4.50245862665635,1.5332919354188406,Iris-versicolor
+68,6.3314990385739796,2.707759487458483,4.861358655520569,1.7828417655817768,Iris-virginica
+69,6.094471271771907,2.6050300576116907,5.602556642609365,1.3941414525369789,Iris-virginica
+70,4.96724616120152,3.385654276861404,1.5216690460084983,0.2,Iris-setosa
+71,5.918083074504504,2.2000003470175034,5.028761296280682,1.4972680551258253,Iris-virginica
+72,5.102587408925018,3.7976171331873103,1.6175294433103442,0.2,Iris-setosa
+73,5.471092666216461,2.4089376441255306,3.592904897474104,1.0858692457853423,Iris-versicolor
+74,5.481335743451931,2.3967841836090535,3.863863959447558,1.0636441954902738,Iris-versicolor
+75,5.090391538515717,3.3831956254926157,1.517523092839747,0.2,Iris-setosa
+76,5.853096382304161,2.8072770692183138,5.10816849556983,2.400586915528901,Iris-virginica
+77,5.337338488894141,3.6041569390912924,1.523611186346187,0.2,Iris-setosa
+78,5.818148572195613,2.8042858819004395,5.120187574724636,2.39994137603127,Iris-virginica
+79,5.994525133013028,2.2000002767777884,4.978914948644787,1.461300845086711,Iris-virginica
+80,4.896053634644002,2.4126628395501313,3.136351747275964,0.9886690953445467,Iris-versicolor
+81,6.62190973511026,3.0909095815015912,4.413832311041443,1.42454757393441,Iris-versicolor
+82,7.256594841871889,2.922004324084246,6.217484830285647,1.8402835014438206,Iris-virginica
+83,5.030492581741989,3.324019908581573,1.402162596673461,0.2,Iris-setosa
+84,5.420934210672134,3.9330300659226993,1.292883402217039,0.524229784202122,Iris-setosa
+85,6.063909765403265,2.995892392507098,4.578616841163926,1.3906948979227682,Iris-versicolor
+86,5.098479401568847,3.8132208307887887,1.5914524434291977,0.2,Iris-setosa
+87,5.407739931993088,3.8916747815838457,1.653177986479279,0.39758163032169447,Iris-setosa
+88,5.885907328685213,2.999929992122283,5.106259456386541,1.8209087661192598,Iris-virginica
+89,5.3833971606882445,3.7897323641786342,1.366919850264165,0.39444642066964775,Iris-setosa
+90,6.6534054037124335,3.1182193012962984,4.402250105717242,1.4130008120357114,Iris-versicolor
+91,4.595166999723732,3.2110342295304015,1.378488513377075,0.2,Iris-setosa
+92,5.6693806551165205,4.4,1.4994545234349232,0.3527920789979335,Iris-setosa
+93,5.5849077311265205,2.9940993609113478,4.13651356645798,1.300450634141201,Iris-versicolor
+94,7.049802876473676,3.0068277697285004,5.800372764135872,2.129027439320878,Iris-virginica
+95,5.995319169589489,3.4397144889692552,4.551732570314832,1.6296028113606842,Iris-versicolor
+96,6.288326430768739,2.8069924860914557,5.467508195643942,1.8328261836402182,Iris-virginica
+97,5.701102045756309,2.9742138589934797,4.339677828652801,1.4813404024561192,Iris-versicolor
+98,4.4000006907005025,2.904497938493221,1.404102201228447,0.2,Iris-setosa
+99,5.025623809914749,3.3255636877585366,1.3911201174581167,0.2,Iris-setosa
+100,5.7047961227163615,2.4900075404139392,4.994559116378462,1.9944324989715052,Iris-virginica
+101,5.1098717965615545,3.3920437885828516,1.4876389856600918,0.2,Iris-setosa
+102,4.494511619352377,2.29429007196529,1.3056524313658753,0.2645111806387105,Iris-setosa
+103,5.3592849601387496,3.3975150650373402,1.6957061478273732,0.2,Iris-setosa
+104,5.438724201273026,3.408338109238748,1.674086745128223,0.2,Iris-setosa
+105,6.697687257270932,3.008032209253151,4.983001154886026,1.6894105385233635,Iris-versicolor
+106,5.522946236121221,2.638513200762505,4.340205126808422,1.1155784259813424,Iris-versicolor
+107,5.915107631909399,3.198940004186607,4.746231339397448,1.7330811132016182,Iris-versicolor
+108,6.615558683192065,3.0134111816597797,4.3814474135867405,1.398368877609237,Iris-versicolor
+109,4.400000548680156,3.183022367439249,1.3103741275583056,0.2,Iris-setosa
+110,6.28399905052764,2.887498482660775,5.618265851125508,1.8104791608149131,Iris-virginica
+111,5.365944068383684,2.990027125030214,4.4961250086964,1.4990287621319338,Iris-versicolor
+112,5.773238976275632,2.6974948461628574,5.101715588836048,1.9006943264537197,Iris-virginica
+113,5.8721371199601755,3.009492363152218,5.150215862664503,1.806560158425021,Iris-virginica
+114,4.4,2.896625172309864,1.4038311651153401,0.2,Iris-setosa
+115,5.266262922125493,3.8220883816956275,1.67762303442115,0.4398441239106833,Iris-setosa
+116,4.4,2.99125470298166,1.3860985969667372,0.2,Iris-setosa
+117,6.912949113896426,3.2017912069883043,5.716486044570984,2.2915512874951642,Iris-virginica
+118,5.32466038414348,2.971122953211647,4.401910107275136,1.4866980406222594,Iris-versicolor
+119,6.416327135214386,3.199340661678099,4.496544889584359,1.5066233942256708,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..5c1693b62496e9b90df4a2f92cf1122e29498554
--- /dev/null
+++ b/iris/tab_ddpm/1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.106468780213172,2.507785190037337,3.1245363958695123,1.1616531326473378,Iris-versicolor
+1,6.366167657903884,3.2061362811746266,4.5601509258450825,1.4964270657000553,Iris-versicolor
+2,5.3541617238619015,3.881279120095544,1.6795270341006183,0.39325481841501386,Iris-setosa
+3,5.225935851782317,3.5108948059071876,1.4974946094862358,0.2,Iris-setosa
+4,6.434548868826033,3.075593147661911,5.507086877848552,1.805414543048325,Iris-virginica
+5,4.596095880511813,3.602820730566353,1.000000649906024,0.2,Iris-setosa
+6,5.125015445325865,2.5001132642732644,3.085168030044939,1.1185236628729527,Iris-versicolor
+7,5.7612818565005774,2.709781544930478,5.102444566689725,1.9059108332002779,Iris-virginica
+8,5.086892169433242,3.736869826865186,1.6161770022581108,0.39760490401948145,Iris-setosa
+9,6.288015975897803,2.875547855326225,5.596378451887337,1.7851506440234308,Iris-virginica
+10,7.699998990480917,2.8044399287074624,6.699998776488426,2.000051678642009,Iris-virginica
+11,6.283874321476161,2.8888266099623965,5.646686626279233,1.8089935042105703,Iris-virginica
+12,6.364508925970255,3.220728474921846,4.522793250623936,1.500848924451471,Iris-versicolor
+13,6.01390446490588,2.2,4.989641416516146,1.4608250009128505,Iris-virginica
+14,6.464587153978397,3.01205448118947,5.497686135056668,1.7937009573591192,Iris-virginica
+15,4.583200007109069,3.225931419496505,1.3950224808210803,0.2,Iris-setosa
+16,6.279054890880265,2.6878921443325834,4.9316478243422655,1.8124274494004884,Iris-virginica
+17,5.946826019625515,2.2,4.981486654063458,1.5241265118969722,Iris-virginica
+18,5.715242603723097,4.4,1.519373119950481,0.5298893674219566,Iris-setosa
+19,5.235224976314013,2.7402578626854237,4.01159763909258,1.4098513739224585,Iris-versicolor
+20,6.76859865584067,3.319219731311314,5.618724310944653,2.5,Iris-virginica
+21,5.810304511362695,2.8179970790855986,5.107845417448085,2.3979754063603798,Iris-virginica
+22,5.087523979076548,3.7407748192648587,1.597065792192149,0.44437558936902477,Iris-setosa
+23,4.594011844701454,3.631145833665973,1.0000004308578088,0.2,Iris-setosa
+24,5.6822073335929035,4.399998727013681,1.4973388566796957,0.41309264610689433,Iris-setosa
+25,7.699998984046117,2.8277841967163635,6.699998993431194,1.985873608902868,Iris-virginica
+26,4.986538727993629,3.5639908176752195,1.4011344582727225,0.2,Iris-setosa
+27,5.251767289651928,3.4623238820437945,1.5666245666476577,0.2,Iris-setosa
+28,5.986929356352171,3.3956215903995566,4.456605392461207,1.5534446725408548,Iris-versicolor
+29,6.407505233964223,2.885857579594399,4.333922911957203,1.315080658547374,Iris-versicolor
+30,5.396921621346575,3.90272292135505,1.6887103815752322,0.39273485761691057,Iris-setosa
+31,5.863002318705831,3.191544588203982,4.860350042719055,1.7915819470615715,Iris-versicolor
+32,5.226301507737398,3.411375019257377,1.4101724053683662,0.2,Iris-setosa
+33,5.911917763375208,3.0043347326785903,4.198262976602025,1.5072609079205033,Iris-versicolor
+34,5.084088508966954,3.374192304656744,1.408255209242418,0.2,Iris-setosa
+35,5.491373848557083,3.009320498529364,4.547103799530378,1.5063172713104847,Iris-versicolor
+36,5.502692210032829,4.197493601067721,1.3852200060854196,0.2,Iris-setosa
+37,6.690235083970513,3.107878233733269,4.391409244760699,1.412237189157608,Iris-versicolor
+38,5.7081737943698485,4.399998929544192,1.4910033549364006,0.36530897287633185,Iris-setosa
+39,6.010068840907843,2.7250320456490185,5.108994840162872,1.5981003371961588,Iris-versicolor
+40,6.9901147895874205,3.088816460556585,5.730566774107259,2.2121526044310618,Iris-virginica
+41,5.095387834209874,3.284794298439903,1.945176428510418,0.4449816209451748,Iris-setosa
+42,6.865566829471747,3.2929005948523744,5.869304882231904,2.5,Iris-virginica
+43,5.278905627129349,3.602536671303545,1.4949156024138808,0.2,Iris-setosa
+44,5.139225304115205,3.4331116754840383,1.4961553538344423,0.2,Iris-setosa
+45,7.287533518196268,2.9004668262065763,6.308387901415391,1.7855495728292412,Iris-virginica
+46,4.4,3.2059881048494567,1.2658910795624179,0.2,Iris-setosa
+47,5.1466930378922795,3.461577939509651,1.505729836165874,0.2,Iris-setosa
+48,5.00092186824256,3.597377162820551,1.3988281148195487,0.2,Iris-setosa
+49,4.604786332102536,3.592178436888102,1.0000003641956139,0.2,Iris-setosa
+50,6.42466902749468,3.183334230301165,4.449840375680904,1.495076753866035,Iris-versicolor
+51,7.699998594629141,2.785985732201069,6.699998494350833,2.0149157521879575,Iris-virginica
+52,4.9459705856288645,2.4347945677835967,3.139787406083033,1.0288783550821714,Iris-versicolor
+53,5.541667267758552,2.4027392063621527,3.4698262414161363,0.7422067660103052,Iris-versicolor
+54,5.69462183370335,4.4,1.5104986505827964,0.3977763123267656,Iris-setosa
+55,5.870229963132793,2.999676768223386,4.334900592296508,1.507999712512329,Iris-versicolor
+56,4.625764265838977,3.600624014122032,1.0000004181520514,0.2,Iris-setosa
+57,5.505720253119244,4.195126076609439,1.4028102727618394,0.2,Iris-setosa
+58,5.464992791080226,2.9931403678771638,4.499727775827314,1.4876154090122438,Iris-versicolor
+59,5.109858433981184,3.316635363488944,1.6818961774384382,0.5155472477173286,Iris-setosa
+60,6.464506338398428,3.192488713389491,4.477110419146772,1.5112625544368408,Iris-versicolor
+61,6.413848270492877,2.9042687690554088,4.279525607064314,1.2997770513356293,Iris-versicolor
+62,4.595995239047969,3.6578208745456045,1.0,0.2,Iris-setosa
+63,6.368509947041726,3.201984013944201,4.539916170859825,1.5076108569399678,Iris-versicolor
+64,5.082444743118985,3.307360479193161,1.6905461122147432,0.5517472002682132,Iris-setosa
+65,5.409031829967032,3.390267928704841,1.6950722040189738,0.2,Iris-setosa
+66,5.499093403699808,2.3902285794509366,3.630873327708329,1.1184812654703888,Iris-versicolor
+67,4.60698667755862,3.6321483440388107,1.0000004347578764,0.2,Iris-setosa
+68,6.816154587344852,3.23450369327646,5.610839620371883,2.2543872902505893,Iris-virginica
+69,4.9951788619846145,3.523448483031899,1.3090524770521559,0.33182313321986723,Iris-setosa
+70,6.30928954288584,2.698761857394961,4.91163638091535,1.798588877861125,Iris-virginica
+71,5.321397351025737,3.7259032680642354,1.4971086352242966,0.2,Iris-setosa
+72,6.678408210739069,3.2799665538288925,5.764540682978208,2.104459173762747,Iris-virginica
+73,5.8744993496084055,3.18467290485933,4.7711639117710245,1.7481553573302115,Iris-versicolor
+74,6.336993683948005,2.2919670509612837,4.4086361868711395,1.2943899132123524,Iris-versicolor
+75,5.497890752825828,2.5919576833288276,4.366749950366869,0.994584985835925,Iris-versicolor
+76,5.014371742399971,3.209793881213691,1.3294271130903743,0.2,Iris-setosa
+77,4.915554236264851,3.0047094320190952,1.4014807383927401,0.2,Iris-setosa
+78,7.699999029192075,2.810464918167606,6.699998902360243,1.9837642795616313,Iris-virginica
+79,5.494185050409486,2.9900510892932513,4.465263603350058,1.4979702344092312,Iris-versicolor
+80,6.318518792650906,2.911669173750737,5.567103356918735,1.7945085169218413,Iris-virginica
+81,5.446146345813052,3.0088969758214974,4.526493430750571,1.5085846859585068,Iris-versicolor
+82,7.6999983577094975,2.7919382134740083,6.699998039512135,1.9879682853158485,Iris-virginica
+83,5.380139312512858,3.902419408095879,1.3174154840248502,0.3912420116685638,Iris-setosa
+84,5.070174996515671,3.3653470706736086,1.4759119506479996,0.2,Iris-setosa
+85,5.693391694533781,2.5185803224844125,5.038599910111122,1.9901018083139965,Iris-virginica
+86,5.386756594723411,2.9852325355560034,4.466888445712071,1.501432264312418,Iris-versicolor
+87,5.984408644653737,2.722837032200975,5.103957883199333,1.6023742231917197,Iris-versicolor
+88,6.493879200292484,2.967197686350659,5.563176252445065,1.8039359854430126,Iris-virginica
+89,6.038262368844095,2.2,5.003302316680601,1.5007643967880462,Iris-virginica
+90,4.601044722064201,3.2186734322767916,1.4049267670034076,0.2,Iris-setosa
+91,5.058562502800273,3.589302241816432,1.4901867766730676,0.2,Iris-setosa
+92,5.595800401365607,2.990830133890747,4.088628998358774,1.2935453468810618,Iris-versicolor
+93,6.289405305603325,2.6910395989553137,4.885817093231735,1.7962143132696688,Iris-virginica
+94,5.3754714046065475,3.4051922726977857,1.685873220638394,0.2,Iris-setosa
+95,5.116192544235613,3.820764147367088,1.5623745305566938,0.2,Iris-setosa
+96,6.349994077462983,2.7889148764354923,5.083401605130476,1.5020254602528824,Iris-virginica
+97,6.364739739997027,2.871558747389489,4.305147253865085,1.2767709861735819,Iris-versicolor
+98,4.4,2.881425262814167,1.4014525721475708,0.2,Iris-setosa
+99,5.711871014388689,2.4872185053242553,5.005730538591175,2.016732560641812,Iris-virginica
+100,5.781733256379312,2.701264087131761,5.118730573423041,1.9104857320116104,Iris-virginica
+101,6.12591634806347,2.6025961363635197,5.636967690162999,1.389015574001548,Iris-virginica
+102,5.6997059942745,4.399998481411159,1.490799807016169,0.4292692464573865,Iris-setosa
+103,7.3405089456033,2.8825949123790764,6.335621861271836,1.8082936767198388,Iris-virginica
+104,6.511687943281689,2.9782774761054065,5.513847337771869,1.8149346845969638,Iris-virginica
+105,5.764891689211262,2.8139676709874712,5.094603556224767,2.398911312510503,Iris-virginica
+106,5.442458793418297,2.996463297778264,4.544414224961949,1.5163598191884182,Iris-versicolor
+107,7.699998762259442,2.81865362597519,6.699998489933329,2.038259546292807,Iris-virginica
+108,5.4687217816724125,3.005880679513223,4.555640090018402,1.5088199696297633,Iris-versicolor
+109,4.912435647150975,2.388372821641284,3.2776280774973103,1.023963371901143,Iris-versicolor
+110,5.710214264750494,2.490068643915951,5.001723440370246,2.0044749223953144,Iris-virginica
+111,4.583952813002912,3.609708132679709,1.000000360311506,0.2,Iris-setosa
+112,6.682076603672449,3.2990276674886547,5.72402288121917,2.11974570873621,Iris-virginica
+113,5.4337437439176695,3.006671357984965,4.511671950273012,1.5068893527393181,Iris-versicolor
+114,5.694015954091672,4.399999245375142,1.5128590936191078,0.42032000837141015,Iris-setosa
+115,5.214030198187318,3.7500879153377396,1.603319350789456,0.39564640432178333,Iris-setosa
+116,5.9827149944307685,2.200000309569528,4.990323717866392,1.4866050566112106,Iris-virginica
+117,5.260437003783888,3.606828059316273,1.4941181498538807,0.2,Iris-setosa
+118,6.928215629317938,3.203437624193929,5.683894600912771,2.313258695360501,Iris-virginica
+119,6.005961861251939,3.3724823869091547,4.508722753854135,1.5807547827578985,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..7820da0d78af5147fcd5101eca5fec0936e5e362
--- /dev/null
+++ b/iris/tab_ddpm/1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7703184338544995,6.7,2.0141574067668024,Iris-virginica
+1,4.882488338985481,3.397005749176276,1.5791802754085518,0.2,Iris-setosa
+2,5.208292237710521,2.7036272462651465,4.018959695424336,1.3879483773704566,Iris-versicolor
+3,6.76636500650008,3.0931504632020808,4.400143290798216,1.3791857863820878,Iris-versicolor
+4,5.692627254864139,4.4,1.4966206718255837,0.44329295276174463,Iris-setosa
+5,5.1338954685633365,3.339918432634474,1.345430492479298,0.2,Iris-setosa
+6,5.48659302686628,4.213058735658748,1.3861008552811238,0.2,Iris-setosa
+7,5.201567067676921,3.3955279703064827,1.413231884909489,0.2,Iris-setosa
+8,5.0222530293382475,3.334584256043249,1.4086525941049421,0.2,Iris-setosa
+9,6.428206061864014,3.0907940777263043,5.506848977213903,1.8015055527376624,Iris-virginica
+10,6.517363256997076,3.354512079474909,5.615588169718016,2.3828901123800645,Iris-virginica
+11,5.434019051375835,4.0700891270751,1.4186925461176982,0.2,Iris-setosa
+12,7.699998104712258,2.800866453943574,6.699998137263682,1.996944823871588,Iris-virginica
+13,5.569372275245536,3.0003655802346056,4.104697931707005,1.3111445696372686,Iris-versicolor
+14,5.49126258153813,2.3874775567352726,3.5920511643792086,1.0479769190441321,Iris-versicolor
+15,6.305355215155944,2.9133382077322003,5.588997110609152,1.8146974298261995,Iris-virginica
+16,7.310571700922278,2.908260048688493,6.316523675646392,1.7868332590001943,Iris-virginica
+17,6.616653450900307,2.9864993784338676,4.913728184771673,1.6147672363128514,Iris-versicolor
+18,6.708889396928164,3.317664733966916,5.691420737124382,2.5,Iris-virginica
+19,7.028995207877422,2.989280418525726,5.595312895289121,2.157276844095609,Iris-virginica
+20,5.708200225638113,2.4975297457197767,4.996676516628671,1.9937354796252285,Iris-virginica
+21,6.790951671953346,3.261681445507537,5.690584272882452,2.207341273123927,Iris-virginica
+22,6.6931937508043315,3.2794485437178142,5.636617422849369,2.4999990690643887,Iris-virginica
+23,5.429612337081583,3.9202691570948165,1.2948579798239708,0.4108389200751217,Iris-setosa
+24,5.0030804070004065,3.2185351621228224,1.2042784487022848,0.2,Iris-setosa
+25,6.481284011953811,2.931360282750677,4.285764771156279,1.324614715854719,Iris-versicolor
+26,5.173753561836241,3.464371397138855,1.4927498428935186,0.2,Iris-setosa
+27,5.173769116553922,3.480312390306827,1.4998325018874905,0.2,Iris-setosa
+28,6.744444911651195,3.009504630352729,5.494055988828622,2.1010540350092763,Iris-virginica
+29,6.776269493651776,2.9560933798403353,5.880411321301233,1.8272518757065148,Iris-virginica
+30,7.7,2.8146467668778437,6.6999988855314,1.9990772907973549,Iris-virginica
+31,6.671837072256361,3.3199559686636793,5.760958054746659,2.5,Iris-virginica
+32,5.749150732022107,4.4,1.508780824462611,0.3923771040552127,Iris-setosa
+33,6.323385759874651,2.5098908032866882,4.913570332772261,1.515408117154572,Iris-versicolor
+34,5.879970315099979,3.003025631458968,4.214826466488998,1.4940911055495274,Iris-versicolor
+35,5.121319474502407,2.5047177582442646,3.5961261162073783,1.097149490710793,Iris-versicolor
+36,6.679981572893903,3.2589799240650232,5.63612287158198,2.0660324271403976,Iris-virginica
+37,6.714972561301103,3.01877578976854,4.966798103335144,1.6454383157162638,Iris-versicolor
+38,4.804845991354357,3.411541195492564,1.609872742628166,0.2,Iris-setosa
+39,5.195923584039997,2.705510241895205,3.9154430322818703,1.3991402686644467,Iris-versicolor
+40,4.834347553365572,3.3998035969478866,1.6273956823559075,0.2,Iris-setosa
+41,5.806786564957459,2.6972191668807826,5.104953877418898,1.9025789397415895,Iris-virginica
+42,6.3450275244774295,3.3777631432643083,5.608742051667735,2.381997728180398,Iris-virginica
+43,4.717673524708557,3.2800486785983503,1.4056485430928516,0.2,Iris-setosa
+44,6.461726182534308,3.0202362023625917,5.488920950685521,1.795194817722716,Iris-virginica
+45,5.100963589882425,3.7884528374293587,1.793910484116175,0.3955904212796619,Iris-setosa
+46,5.595890009555794,2.989493144752777,4.089037749770692,1.2759716560747083,Iris-versicolor
+47,4.987181438921441,3.183903892823327,1.203766059434488,0.2,Iris-setosa
+48,4.618227748326463,3.216106381484241,1.4059091517540632,0.2,Iris-setosa
+49,6.402409257465841,3.1947743978808294,4.487626562171105,1.500040272560551,Iris-versicolor
+50,5.5357456326960035,2.4081631491376214,3.9183188068099177,0.9509625609446839,Iris-versicolor
+51,5.025126571291106,3.319392977968746,1.498960368310087,0.2,Iris-setosa
+52,5.11534664887747,3.810950194199598,2.2376133803586598,0.42970524477137473,Iris-setosa
+53,4.617839381025746,3.6088313747073886,1.0,0.2,Iris-setosa
+54,5.4306962355351835,2.4162944250013334,3.721241639287051,1.1032070163533156,Iris-versicolor
+55,5.177633013618001,2.6992896829195314,3.7155298044542597,1.4030284943915121,Iris-versicolor
+56,6.664777710906578,2.991192150699062,4.900397533046813,1.5748386893337263,Iris-versicolor
+57,6.390420120413174,2.876707719854563,4.269348471600677,1.3032072482041672,Iris-versicolor
+58,5.047298239726826,3.5264806809772455,1.3487873193343607,0.28858016617500865,Iris-setosa
+59,5.094569759245736,3.8566139139741495,1.6106160379942958,0.2,Iris-setosa
+60,6.728553632950556,3.000104408995579,4.996577557158375,1.6869795110297308,Iris-versicolor
+61,5.913320656349617,3.004977413594124,4.418897076540484,1.4718538766824825,Iris-versicolor
+62,5.26503446461366,3.53688365882907,1.4807520429796839,0.2,Iris-setosa
+63,7.310175909109997,2.9077774263352416,6.298445826979715,1.8090482980957299,Iris-virginica
+64,5.090643580756557,3.3827761036216977,1.489415069431988,0.2,Iris-setosa
+65,4.400000522011571,2.8768712371546723,1.4079519039678934,0.2,Iris-setosa
+66,4.4,2.9056993868629517,1.390509257909179,0.2,Iris-setosa
+67,6.5841118206426525,2.9811513881655243,4.403447317487947,1.4074623333809426,Iris-versicolor
+68,6.925537697608891,3.169276205439528,5.724122755640886,2.3030218959229276,Iris-virginica
+69,5.120874105381998,3.7067683254067068,1.4831095398511116,0.4163695404873342,Iris-setosa
+70,6.424423571996406,2.7194902538096692,5.319150225999125,1.8952862205104257,Iris-virginica
+71,6.693503322697602,2.995412142087304,4.9958932291692255,1.7044484811140652,Iris-versicolor
+72,7.699999091525905,2.7947275877336697,6.7,1.9791549784717908,Iris-virginica
+73,6.47681200800202,2.9303634274407475,4.347739728282003,1.3324298236746408,Iris-versicolor
+74,7.699998959619136,2.824441158914345,6.699998822281656,2.018149328317779,Iris-virginica
+75,5.978049906818717,2.200000316284586,5.022701236379771,1.493115210584564,Iris-virginica
+76,6.7541009205017914,3.2951913966614184,5.660741016757489,2.1093649255171325,Iris-virginica
+77,7.305479413484937,2.8937392569162075,6.294975950636364,1.8079115091415736,Iris-virginica
+78,5.015249824183896,3.4749167386566127,1.2968131175073192,0.29063629183116413,Iris-setosa
+79,7.699998164836162,2.7751857753694504,6.6999981257832095,1.9794665551853778,Iris-virginica
+80,6.299739086829615,2.2968476608387554,4.433412161413314,1.2807999264618564,Iris-versicolor
+81,4.400000674941057,3.193388156655607,1.2640119681820168,0.2,Iris-setosa
+82,5.98970594521661,3.0073117751802667,4.803530172021358,1.798529768862575,Iris-virginica
+83,5.678455088146874,2.516562282969848,5.04603535100966,1.990239419102689,Iris-virginica
+84,4.902794735747164,2.405574022435179,3.325837285088721,1.047348309461122,Iris-versicolor
+85,4.567780776387684,3.21295965015016,1.4030073220886028,0.2,Iris-setosa
+86,5.028079050581168,3.5256775691054854,1.2990095471014942,0.2749047965154783,Iris-setosa
+87,5.889367263265771,3.002196028249176,5.088909545298484,1.8162403568354504,Iris-virginica
+88,6.421075849901325,3.044434971406361,5.509830297205087,1.7896963280109914,Iris-virginica
+89,4.487952749871104,2.3005001941177086,1.3044999385711367,0.29722665181980024,Iris-setosa
+90,5.4837709697546035,2.5955448812460857,4.348342104852743,1.2512496261907669,Iris-versicolor
+91,5.161404863310423,3.3800545037054337,1.4001000152477394,0.2,Iris-setosa
+92,5.192626758776919,3.4843036367625846,1.4955652878841001,0.2,Iris-setosa
+93,4.400000667761914,3.1709492534094914,1.3068213740025294,0.2,Iris-setosa
+94,5.080881598283553,3.499894765526849,1.4016179679069163,0.2936804712620649,Iris-setosa
+95,5.037302058493703,2.464620988604204,3.2867634359739415,1.0239479808243852,Iris-versicolor
+96,6.352614916809,2.872037908882162,4.268725221173752,1.2693540788305235,Iris-versicolor
+97,4.506425949369634,2.285664557619398,1.2943930630281777,0.2979172189458127,Iris-setosa
+98,5.337185090201284,2.7680715314654685,4.046027883345578,1.3641664664354418,Iris-versicolor
+99,4.481485172407991,2.2850845469300407,1.288474085483374,0.26979386959224505,Iris-setosa
+100,4.6354034618541755,3.2905533797038613,1.407003866766323,0.2,Iris-setosa
+101,4.9179957473403055,2.425179757248005,3.1047281914164375,0.9991104542925803,Iris-versicolor
+102,5.760655407645671,2.7827448126613756,5.096276928928012,2.384704861485213,Iris-virginica
+103,5.769112595556038,2.691188934701603,5.096978718935519,1.905468843248148,Iris-virginica
+104,5.7849804819323145,2.699453007276737,5.094490550294841,1.896194199920077,Iris-virginica
+105,5.482142024409892,2.596650493261107,4.386184713870185,1.1217041233829064,Iris-versicolor
+106,5.270374556557516,3.673987220939013,1.4908493091938413,0.2,Iris-setosa
+107,5.810171948853933,2.7076947234337405,5.128573515927679,1.9111564699556391,Iris-virginica
+108,5.373780973988668,3.9058024418103616,1.3559065807788504,0.40031278515901336,Iris-setosa
+109,6.987479908395627,3.12888740848802,5.742452935584167,2.2692082465250047,Iris-virginica
+110,4.4,2.9162573718514433,1.3882209932225353,0.2,Iris-setosa
+111,5.802768027551294,2.6910145423132876,5.107357149352424,1.8961907209415174,Iris-virginica
+112,5.156746136442257,3.36527454283337,1.4823699925689475,0.2,Iris-setosa
+113,6.674031690518656,3.350174019979713,5.64673114601883,2.5,Iris-virginica
+114,6.29306638498098,2.782803846650836,5.080577354223027,1.4883273027415,Iris-virginica
+115,5.800898961986493,2.706804582311308,5.104719343590406,1.8987721593994351,Iris-virginica
+116,5.5696272738275105,2.6269448062223835,4.402118819955629,1.2375686009248312,Iris-versicolor
+117,4.4,3.171221008038969,1.3227344106931336,0.2,Iris-setosa
+118,7.699999074107424,2.773873039044565,6.7,2.0077249356814373,Iris-virginica
+119,5.0981603218267395,3.3512470428481183,1.4035282044659032,0.2,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..31626848a981750c15b036414e670b4023fa9592
--- /dev/null
+++ b/iris/tab_ddpm/1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.030335212464483,2.998629582231289,4.837296208958466,1.7942966866478793,Iris-virginica
+1,5.401856865681338,3.933592275964712,1.275786898764319,0.4513216556689838,Iris-setosa
+2,7.7,2.7641901705875935,6.7,1.9781339706118255,Iris-virginica
+3,5.890565198151043,2.99696630397176,5.097679108111278,1.7921420273191655,Iris-virginica
+4,6.314940260863285,3.38861672230774,5.601162905278452,2.387136083340403,Iris-virginica
+5,6.2789601973326485,2.8061420505485555,5.095082266141508,1.524882900147478,Iris-virginica
+6,5.041390435971993,3.3284229687953877,1.426881715691512,0.2,Iris-setosa
+7,6.68213149148705,3.294446875525392,5.6983180954673465,2.499999357827304,Iris-virginica
+8,6.612855986130731,3.01227059381534,4.463006674569436,1.416808728500245,Iris-versicolor
+9,6.379580899746555,2.6063404729334194,5.192145581580465,1.897838368735397,Iris-virginica
+10,4.9030327637681665,3.096379796554501,1.5309991396698235,0.1000000913137868,Iris-setosa
+11,6.01652831256147,3.3907817149178445,4.478425535572741,1.6043605980808289,Iris-versicolor
+12,4.844443105821891,3.392500019877085,1.5882758923233424,0.2,Iris-setosa
+13,6.03826570013058,2.6941338308240366,5.09352604288642,1.5806110859277334,Iris-versicolor
+14,7.308793999519244,2.9015114242607307,6.313518618823892,1.813073128056121,Iris-virginica
+15,4.596086731649437,3.609551073169281,1.0,0.2,Iris-setosa
+16,6.117106273558883,3.0043107178601143,4.606270542014917,1.4073688905480624,Iris-versicolor
+17,5.652434389625671,2.5026002313345734,4.990377012468421,2.0002985458317752,Iris-virginica
+18,6.560329739499407,2.967328187313534,4.401136528204732,1.3720176255346728,Iris-versicolor
+19,6.697875096602846,3.2908122143521963,5.668543479441614,2.499999444851629,Iris-virginica
+20,5.767447878504164,2.697527309520034,5.1040998288835215,1.9025249766248429,Iris-virginica
+21,6.085829339267836,2.5930113180874583,5.599578287319045,1.3970869755830544,Iris-virginica
+22,5.731510534023369,4.399998938837218,1.514067161734823,0.4168730868364776,Iris-setosa
+23,5.011535501819935,3.3143836154645645,1.4048126637289646,0.2,Iris-setosa
+24,7.699998802670979,2.810994346566662,6.7,1.9778706869486962,Iris-virginica
+25,6.00718292905761,2.2000003288891294,4.963568450117078,1.5091527810662548,Iris-virginica
+26,5.794703337564334,2.8109362911876445,5.095509666896493,2.397648270396233,Iris-virginica
+27,4.4000006095877255,3.2037254342339843,1.3254056177979954,0.2,Iris-setosa
+28,5.588752809289255,2.6410842380346446,4.295741311248165,1.2677665967984255,Iris-versicolor
+29,6.696286992043307,3.3339336178896803,5.727993933872626,2.5,Iris-virginica
+30,6.384620563934076,3.1119967027535385,5.491915658065176,1.8332609750257993,Iris-virginica
+31,7.699998150493945,2.811422129334232,6.699998533058339,1.9777308847968569,Iris-virginica
+32,6.001004381738521,2.200000349794008,4.9853061530282785,1.5045195106687308,Iris-virginica
+33,4.610191992626233,3.5966488850148703,1.0,0.2,Iris-setosa
+34,7.7,2.8215284568893324,6.7,2.018489773795498,Iris-virginica
+35,4.9947698250588415,2.4508544840181408,3.085511325230221,1.022733960596954,Iris-versicolor
+36,6.875691826201516,3.1894607940695505,5.680721265429344,2.298292977000285,Iris-virginica
+37,5.000928861829699,3.500303372847555,1.3096088654762656,0.29874660392296487,Iris-setosa
+38,5.890081501682467,2.940602957607788,5.157490697157716,1.8331948519055603,Iris-virginica
+39,5.404951693013559,3.858050091128723,1.6887182879358094,0.38279195653650777,Iris-setosa
+40,5.432768243896824,2.9775262204437967,4.518987827319341,1.5032007675840846,Iris-versicolor
+41,6.287407711750237,3.3898445553856305,5.669388835202938,2.3968084386621595,Iris-virginica
+42,5.051225223042612,3.4955006979198395,1.3534068645744812,0.29420372973513575,Iris-setosa
+43,5.117971264704512,3.5497969481818497,1.3669865557272716,0.3149124335651642,Iris-setosa
+44,5.933503604787118,3.225550940645074,4.768294286179639,1.7716368858927396,Iris-versicolor
+45,5.164996645934314,3.4656632090775554,1.5184188117357955,0.2,Iris-setosa
+46,5.098814865935423,3.2908818851005175,1.955701860282526,0.4311417252876056,Iris-setosa
+47,5.232125678776011,3.415243214632108,1.4025766542510851,0.2,Iris-setosa
+48,4.608364804408094,3.3820155613895015,1.403126227971447,0.29184485664637244,Iris-setosa
+49,5.210610199166259,3.3962243179081253,1.3859207380288137,0.2,Iris-setosa
+50,5.730842742541224,2.5320134190214025,4.999630487488713,2.1064365823616726,Iris-virginica
+51,7.7,2.7480325459901063,6.699998817097985,1.9902495811185266,Iris-virginica
+52,5.349136440124521,3.3991837893236543,1.6708111224806586,0.2,Iris-setosa
+53,5.525013514110809,3.005732039310477,4.484797369520856,1.5010419575091811,Iris-versicolor
+54,6.7292592771377215,2.9905823100553945,5.009402790771878,1.6910263079142056,Iris-versicolor
+55,6.318433068006546,2.5106432218825825,5.0024139043256,1.8914917629058696,Iris-virginica
+56,4.597687093667843,3.3971302585077243,1.3869973734018954,0.2909126641890534,Iris-setosa
+57,5.7242838593067775,2.995494287675816,4.503810608141791,1.4992465859307775,Iris-versicolor
+58,5.5214035145397595,2.59789608831654,4.385832179841805,1.2470205627702728,Iris-versicolor
+59,4.7903970646882605,3.377622680441683,1.6129068288584727,0.2,Iris-setosa
+60,6.371449823629202,2.8823808570398555,4.297775460431806,1.2844490973156883,Iris-versicolor
+61,7.7,2.804398239934823,6.7,2.047521106008927,Iris-virginica
+62,6.003398355705757,3.409285805287658,4.523056254893812,1.6003892007395057,Iris-versicolor
+63,5.076017907745863,3.4962715920756504,1.3918921029285698,0.29095265327834496,Iris-setosa
+64,6.390698160769683,2.687895507234085,5.276279195565344,1.9053467887782753,Iris-virginica
+65,7.134507255871263,2.9737983602469176,5.903914254690611,2.11168316800014,Iris-virginica
+66,4.400000452633205,3.1715334802913837,1.3037611907338738,0.2,Iris-setosa
+67,5.013712901375063,3.475525891447909,1.3267587292528185,0.2946354517100317,Iris-setosa
+68,6.5969778476197005,3.0244419450461573,4.9981668402216055,1.7372564715081755,Iris-versicolor
+69,6.072496894644553,2.9978226624066537,4.618670079072397,1.4141485938379221,Iris-versicolor
+70,6.910277813192413,3.208663033449053,5.661438187560152,2.3025873761272635,Iris-virginica
+71,5.716656331623766,2.475531015742068,4.999068326378799,2.004565028945665,Iris-virginica
+72,5.694569877910855,4.4,1.5048819654007577,0.4219786390714603,Iris-setosa
+73,7.344488167893719,2.9067224226840014,6.333917223230776,1.7967555586465807,Iris-virginica
+74,6.335243730667663,2.524180602743335,5.001196920033804,1.8905074868058973,Iris-virginica
+75,4.891161358449824,2.398689934806448,3.1383376797292195,0.9331582748885799,Iris-versicolor
+76,6.3705003927547015,3.210178782546043,4.530818838136067,1.5102571728422873,Iris-versicolor
+77,6.307599155607025,2.858938228913536,5.58277066445699,1.7669755613331384,Iris-virginica
+78,5.978377927255834,3.3913572423038434,4.48048399747786,1.6105919933871093,Iris-versicolor
+79,5.862471540764512,2.9824336112217975,4.18723548631148,1.4880905500097232,Iris-versicolor
+80,7.699998744138521,2.781628860651932,6.699998285933803,2.0106806483012387,Iris-virginica
+81,6.3665402147139405,3.2129035366636125,4.512406288312783,1.5112123060108096,Iris-versicolor
+82,4.501255453936938,2.299610651903593,1.3227668114180364,0.3132956706564804,Iris-setosa
+83,5.063720782127374,2.490886414823654,2.936187650361715,1.069192705385126,Iris-versicolor
+84,5.727183414043597,3.003862554187135,4.517638419526576,1.4869522859701803,Iris-versicolor
+85,4.614711532504242,3.5998630602285986,1.0000004699025167,0.2,Iris-setosa
+86,5.259260826278648,3.898048743525517,1.8248308563139948,0.39968308248350487,Iris-setosa
+87,5.345265023037438,2.9487372217670718,4.405986389275462,1.4712404201735536,Iris-versicolor
+88,5.093523649478182,3.7945338846354644,1.6646347547752804,0.6111308097356476,Iris-setosa
+89,5.519201392664984,2.395233579784707,3.841334293476997,1.0612714452294736,Iris-versicolor
+90,6.697926645253746,3.326846662821877,5.737302974443009,2.5,Iris-virginica
+91,5.201222593800106,3.564358333414042,1.502588648326024,0.2,Iris-setosa
+92,5.915222027726303,3.1934866174502843,4.817012665270856,1.7666119347151383,Iris-versicolor
+93,5.57170886668356,2.632058925741191,4.248871062245084,1.2641217914476834,Iris-versicolor
+94,6.318438450336156,3.417366033645063,5.583657960481383,2.4078719908178177,Iris-virginica
+95,6.395046585954867,3.2096736587343098,4.47320103890818,1.4967368098371328,Iris-versicolor
+96,5.946803783162206,2.2000003420753047,4.997378526471214,1.494852535240861,Iris-virginica
+97,4.883838474808375,2.993050325307708,1.399323918795916,0.2,Iris-setosa
+98,5.495012601599634,2.4028461464928497,3.625709639425062,1.0804373074206088,Iris-versicolor
+99,4.400000489754128,3.191156049461506,1.3238407744198581,0.2,Iris-setosa
+100,5.0114159040415425,3.521039560733546,1.3103003610019712,0.2907467768276346,Iris-setosa
+101,5.571297014828999,2.9812359341587515,4.601753129618565,1.521791228215006,Iris-versicolor
+102,5.250586432052673,3.8213192159374265,1.5386799751738063,0.2,Iris-setosa
+103,6.093829155677653,2.59946827548911,5.582809291093131,1.3927940131191885,Iris-virginica
+104,5.763521488399454,4.4,1.4983471062301228,0.5274204394355654,Iris-setosa
+105,5.98614405257685,3.4102802391260547,4.431006690812212,1.5942156148466877,Iris-versicolor
+106,5.378733544650096,3.907596030561977,1.3072636820549488,0.4081200468480831,Iris-setosa
+107,7.294841079956353,2.917721064091501,6.3048132979321085,1.7842312876083448,Iris-virginica
+108,6.295827750230802,2.885054928848404,5.616478386752415,1.7975779346085816,Iris-virginica
+109,5.468879954069144,2.507439219978899,4.13130198056795,0.9988034472178838,Iris-versicolor
+110,4.40000083773474,3.212461698204324,1.288560018355679,0.2,Iris-setosa
+111,5.666644097992253,4.399999008669768,1.493622185385875,0.3954956324669329,Iris-setosa
+112,6.424012234041967,2.7373152455962177,5.360215018094425,1.8933683169503883,Iris-virginica
+113,4.891278380429027,2.9788385696160287,1.3821038367171057,0.2,Iris-setosa
+114,5.27927821192288,3.672072083251641,1.50711832759993,0.2,Iris-setosa
+115,6.3507819169440545,2.9038229270858813,5.593363346139047,1.8022346307677743,Iris-virginica
+116,5.566173202642087,2.994189745181271,4.495740248519346,1.5035755783442029,Iris-versicolor
+117,6.363460774006887,2.6388950002592266,5.205195422115532,1.8927899795666925,Iris-virginica
+118,4.603513902412826,3.3970511826991157,1.401418660065699,0.2852979418072814,Iris-setosa
+119,4.894772260057973,3.005141531189478,1.3981444214278107,0.2,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..6f448eeb86d0e3d75eaa860514ea140bf865fccc
--- /dev/null
+++ b/iris/tab_ddpm/1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.998020049946355,2.2000003589586656,4.979009446745182,1.5191829018173928,Iris-virginica
+1,4.601914013923651,3.6597917305440824,1.0000003960098232,0.2,Iris-setosa
+2,6.346500349203775,2.795529093088899,5.106526099700571,1.498792975165287,Iris-virginica
+3,6.767395352950287,2.9954601692800957,4.992820805132259,1.6785859382145005,Iris-versicolor
+4,7.699998925417585,2.8056054046071424,6.7,1.979367477847265,Iris-virginica
+5,6.42868422929442,3.2100409914415917,4.507110265939292,1.5016207336832132,Iris-versicolor
+6,4.980105134590688,3.23734764960996,1.346835084594473,0.2,Iris-setosa
+7,5.099724490171549,3.3837292279791944,1.4900526306219088,0.2,Iris-setosa
+8,6.704308890840052,3.279383528015972,5.6632725861161815,2.499999391475003,Iris-virginica
+9,5.513714208644849,3.0267255397558612,4.552330486295825,1.532586229651518,Iris-versicolor
+10,5.750093276226757,4.39999877942063,1.5145370220555987,0.49852722457521365,Iris-setosa
+11,6.325752071290269,2.8091756658420834,5.13344869190561,1.4940840259669264,Iris-virginica
+12,5.91663779704313,3.0047779661793177,4.179025065035988,1.5047960631540036,Iris-versicolor
+13,6.302703413393781,2.7983186434301524,5.0902846953827225,1.5048861374732347,Iris-virginica
+14,5.781016399463403,2.686277787356237,5.095195950811396,1.912609410568369,Iris-virginica
+15,5.053909189211176,3.498065416952663,1.3506253675300068,0.29872052580922526,Iris-setosa
+16,6.288852964428004,2.778936264880498,5.116329804745385,1.4974114663618483,Iris-virginica
+17,5.518310963083858,4.167712743477247,1.4009688783161756,0.2,Iris-setosa
+18,6.804771720014343,3.3199664014300505,5.705030244330225,2.5,Iris-virginica
+19,5.089147469805541,3.717106541112737,1.5055891898155638,0.41217333084769225,Iris-setosa
+20,6.81012574958968,3.324717175147632,5.855084356255503,2.5,Iris-virginica
+21,5.795727192618512,2.7124726910732972,5.0974123712848,1.896736200886558,Iris-virginica
+22,6.004154146319981,2.2,4.985322532531553,1.5166981406592346,Iris-virginica
+23,5.792579259774306,2.786836399900451,5.1009540862844265,2.4002450948046348,Iris-virginica
+24,5.535379935933971,2.6632096752463674,4.256925042670934,1.2747730519982763,Iris-versicolor
+25,5.099084684671431,3.8666619712181722,2.135398417632906,0.38602320112361244,Iris-setosa
+26,6.732687295339337,3.3029239771914365,5.684398945483085,2.5,Iris-virginica
+27,5.105825512070349,3.39705470132745,1.5281756184138717,0.2,Iris-setosa
+28,5.09979596630499,3.787106330087695,1.6965686935915965,0.3906546937551476,Iris-setosa
+29,5.469208642872165,3.002070731844946,4.507601011367979,1.5036087821699715,Iris-versicolor
+30,4.400000507171893,3.199798508786159,1.3016801048353115,0.2,Iris-setosa
+31,4.590443607680122,3.205313547366493,1.3723743351887652,0.2,Iris-setosa
+32,5.51716268260115,2.4016583667369242,3.949871592102201,0.9782829317641434,Iris-versicolor
+33,4.584971284971289,3.6191758379740566,1.0000004491,0.2,Iris-setosa
+34,7.7,2.770968672379039,6.7,1.9923421514221202,Iris-virginica
+35,4.4000010201230735,3.252393813985515,1.309967778778541,0.2,Iris-setosa
+36,4.608330376973462,3.2078402595581244,1.4006583578653344,0.2,Iris-setosa
+37,6.004603702745586,3.0001238666288463,4.814046046194674,1.8089615579166285,Iris-virginica
+38,6.472605309730895,3.19682975017775,4.504214962107154,1.4811105853480495,Iris-versicolor
+39,5.264725582624598,3.849734858388684,1.6586129130746783,0.3900349781092005,Iris-setosa
+40,5.430297267438405,3.0055184993157438,4.531788157101546,1.5078145840488564,Iris-versicolor
+41,5.397796340747773,3.942864087623501,1.3111569177965703,0.3872689794442459,Iris-setosa
+42,6.784094321633838,2.9903166478514436,5.493399051824489,2.06580293186909,Iris-virginica
+43,6.38995055731456,3.2057439644781027,4.496572284831896,1.4971266919786348,Iris-versicolor
+44,5.604816257464844,2.9916697897477453,4.08082464092433,1.3066031595136136,Iris-versicolor
+45,4.954719389987467,2.432433261290689,3.3990602895719992,1.099068048155745,Iris-versicolor
+46,5.999164634313807,2.669433477234479,5.12385319040654,1.599108457079717,Iris-versicolor
+47,6.023534468790702,3.400851951304925,4.515914305714635,1.647513499275067,Iris-versicolor
+48,6.8667790357703185,3.2063065635905987,5.734184782889698,2.2899117562552838,Iris-virginica
+49,5.042798379107417,3.344374135110167,1.3964265493112196,0.2,Iris-setosa
+50,5.663907741365646,2.724274385542893,4.103461230989546,1.312466872937024,Iris-versicolor
+51,5.692828294583113,4.3999990571488,1.4902433775405026,0.37425351187907724,Iris-setosa
+52,4.833508915549573,3.44501337909477,1.5959919396027118,0.2,Iris-setosa
+53,5.71970652091086,2.7704254842414393,4.233139929818294,1.3340726997082755,Iris-versicolor
+54,5.2007920038261455,3.353750516040141,1.6805485511264293,0.26312917857898954,Iris-setosa
+55,6.795622231266864,3.0012552640621486,5.521578091896341,2.105931930267916,Iris-virginica
+56,5.445058391910082,3.3874205476392714,1.781587773029941,0.2,Iris-setosa
+57,5.489542002850089,2.5924083060822616,4.409342139766139,1.2400920349823306,Iris-versicolor
+58,5.189406912359936,2.7006018642985623,3.7650921343901578,1.403140421555191,Iris-versicolor
+59,6.3263075008898575,3.4128297676793324,5.60352351994606,2.3993913483630123,Iris-virginica
+60,6.862066227361168,3.198826330643905,5.711630307813493,2.288665234910229,Iris-virginica
+61,5.856244303663482,3.0707026200470615,4.564018618372815,1.5907815683313598,Iris-versicolor
+62,6.108218403376876,3.2682370249831085,4.613291823379838,1.6057754802992195,Iris-versicolor
+63,6.010128325842943,2.7176270303575603,5.102350625220452,1.6016235260344576,Iris-versicolor
+64,5.265427856835482,3.577238393251914,1.5333654040604667,0.2,Iris-setosa
+65,4.4,2.9188599311802057,1.4025531829490854,0.2,Iris-setosa
+66,5.0710118252378855,3.7307145710399183,1.6786180820038514,0.38413384218756796,Iris-setosa
+67,5.396178701099459,2.999973109145834,4.51798047915213,1.5179587092965248,Iris-versicolor
+68,5.91097817493557,3.1946771499499276,4.83557836636233,1.7788348560399876,Iris-versicolor
+69,6.87518321151204,3.204833415862514,5.637975880739032,2.308413960981736,Iris-virginica
+70,5.084251837987264,3.324917443602431,1.3737080603740406,0.2,Iris-setosa
+71,6.004426492044845,3.3958653945224415,4.476328022442255,1.620056329183122,Iris-versicolor
+72,5.722468517735663,2.5005950485230137,5.003752142668998,1.9947724032741068,Iris-virginica
+73,5.0098104834755794,3.4894332113853976,1.291795891633044,0.3095159594904771,Iris-setosa
+74,6.511761452673386,2.998369114108121,5.469560052082412,1.8083325785237443,Iris-virginica
+75,5.7767220963413175,2.6794082151328107,5.1137068713027345,1.9041506512039423,Iris-virginica
+76,5.137468284054827,2.5844337928592385,3.4354390026408463,1.3104284904838774,Iris-versicolor
+77,5.627065063069121,2.9959004081350606,4.079487442775097,1.3059815933314174,Iris-versicolor
+78,4.498354935246118,2.302394089073142,1.2867052651787891,0.27769896453746773,Iris-setosa
+79,5.798636648489166,2.70995304456476,5.0984786323771045,1.892755937415037,Iris-virginica
+80,4.4,3.2135960589100576,1.2907984001940052,0.2,Iris-setosa
+81,5.360215036391228,3.8667406491533365,1.6893073905176372,0.4060796563492854,Iris-setosa
+82,4.594704149672784,3.211026415672336,1.3988766711493885,0.2,Iris-setosa
+83,5.494185819810868,2.3953182002499696,3.675462269851652,1.1341264505417004,Iris-versicolor
+84,5.004248289445269,3.4811972039013495,1.2756696955271472,0.29674089195050135,Iris-setosa
+85,5.888268946637122,2.988449149726098,5.09859062016064,1.8090436319497034,Iris-virginica
+86,5.520898501408183,3.000595936505649,4.166384632251724,1.3396297629199696,Iris-versicolor
+87,5.218680650076353,2.714732655313187,4.031661117921383,1.40694945645647,Iris-versicolor
+88,6.332218801152903,2.300786776587248,4.4066551391912085,1.295783483612139,Iris-versicolor
+89,6.41004578733556,3.0921301030942674,5.474806585672668,1.8053292826555383,Iris-virginica
+90,5.586510780841363,2.737320483990387,4.154280378445028,1.3002898914366392,Iris-versicolor
+91,4.90966762953354,2.39862407722878,3.4615893034726817,1.0306565588674919,Iris-versicolor
+92,5.105533575455169,3.316111869696392,1.3003464573351167,0.2,Iris-setosa
+93,5.482119700785932,2.5913103741814174,4.402585975452416,1.0783213643921115,Iris-versicolor
+94,6.430686918944567,2.8981653456252965,4.260614083535421,1.293006421108963,Iris-versicolor
+95,6.0099722020354545,2.6967517157161875,5.083207542898816,1.5936614290866529,Iris-versicolor
+96,6.653604836053315,3.0167787362320317,4.953412846014509,1.6777763237768446,Iris-versicolor
+97,6.091004124280212,2.606258483801291,5.6160741972773796,1.3904647363239386,Iris-virginica
+98,4.599643035324605,3.6060314008240617,1.0000004262666105,0.2,Iris-setosa
+99,5.138842076128891,2.4992164726973214,3.280060304209705,1.172710187332885,Iris-versicolor
+100,5.127172925352773,3.586464549894913,1.4537119654780903,0.3466222371853345,Iris-setosa
+101,4.608605716908672,3.628736183401652,1.0000005877673939,0.2,Iris-setosa
+102,5.423508756491364,3.001931013794772,4.503560440157142,1.5020606605614741,Iris-versicolor
+103,6.71777608508578,3.102032861727869,4.411269500952521,1.401068989668313,Iris-versicolor
+104,6.349252332794297,2.879238945824852,4.285342726875684,1.2951631981343399,Iris-versicolor
+105,5.760094051347952,2.8292968600561723,5.10928647465081,2.392940215464141,Iris-virginica
+106,4.400000470948413,2.9202733794841773,1.401182340664023,0.2,Iris-setosa
+107,5.080686040189317,3.7963570371646385,1.6912238462536107,0.4132489016023385,Iris-setosa
+108,6.281197953285402,2.7758686050538945,4.18919436722401,1.305634851362433,Iris-versicolor
+109,5.200952604969488,3.493871427567781,1.502822799085565,0.2,Iris-setosa
+110,5.400743966143534,3.90607125038171,1.6807663529540764,0.3937546500802197,Iris-setosa
+111,7.7,2.80488763005941,6.7,2.0000191562848575,Iris-virginica
+112,5.743942462260668,3.009252586655604,4.447147874747027,1.50582967582516,Iris-versicolor
+113,4.778770621957776,3.3792399580147516,1.5898942602622064,0.2,Iris-setosa
+114,4.991283540937303,3.1883360939363152,1.2104706063262136,0.2,Iris-setosa
+115,4.4,2.8688331880619,1.4010474632506662,0.2,Iris-setosa
+116,5.014113648617574,3.211713065297117,1.1929503068147629,0.2,Iris-setosa
+117,6.316568908561125,2.5257440707328844,4.987925123285048,1.8847669026102178,Iris-virginica
+118,6.279232809803805,2.806929427147027,5.092236331506389,1.5043431104674274,Iris-virginica
+119,5.287996562946221,3.5978052162770187,1.5023303922519087,0.2,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..e75a56f4156f6ab0ffbcd02e0fe3128fd68c5236
--- /dev/null
+++ b/iris/tab_ddpm/1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.908594869448207,3.202728099845346,4.807498054358092,1.8188487727964497,Iris-versicolor
+1,5.437301332486104,2.987293849127595,4.4902089327004475,1.5025350434828435,Iris-versicolor
+2,5.976808077812049,2.2000003567218553,5.008835266972434,1.4903320924754635,Iris-virginica
+3,6.348349761460932,2.932381813999493,5.581121758828291,1.7976032177127126,Iris-virginica
+4,5.21133354591585,2.7116833270498923,3.984636615575903,1.3999175693920591,Iris-versicolor
+5,7.7,2.817910039430027,6.7,2.0404995277971083,Iris-virginica
+6,5.715054732520429,2.9995184733619076,4.390255677712869,1.5019220809979024,Iris-versicolor
+7,6.672020615439844,3.311741066978807,5.702127951697911,2.4999995499662333,Iris-virginica
+8,5.606396511734656,3.008570033670473,4.100649009473215,1.307986434865142,Iris-versicolor
+9,5.102326389986387,3.307091317485695,1.7383125689554046,0.5243908801600933,Iris-setosa
+10,6.720144555729475,3.284854567349548,5.70742974223899,2.120326077214928,Iris-virginica
+11,6.006573821194029,3.005078084241716,4.864426173819507,1.7804747324593426,Iris-virginica
+12,6.282177154597758,2.306520821619026,4.373000729169233,1.31678154523123,Iris-versicolor
+13,5.561873377957405,3.0067006793340623,4.482816002355157,1.5131773765956715,Iris-versicolor
+14,5.90659878426394,3.0088520697034533,5.120804569750855,1.803012298185799,Iris-virginica
+15,4.497933007756586,2.304829393721819,1.2906391551360672,0.3028946733262642,Iris-setosa
+16,6.03082953512853,2.2,4.985876717878972,1.5037581570992493,Iris-virginica
+17,5.454309867894339,3.0244359215955687,4.5438177230003856,1.5188675386775388,Iris-versicolor
+18,6.828909215289855,3.2089160445341984,5.719122145861204,2.2469884427113906,Iris-virginica
+19,6.279460879042875,3.3926112551972425,5.621547572154993,2.406982986406022,Iris-virginica
+20,5.624710728619274,2.7144105248655577,4.181784101630866,1.3046773449053604,Iris-versicolor
+21,5.393399874007745,3.9221756677375796,1.3007407625268173,0.5028082541242708,Iris-setosa
+22,5.0792154656923625,3.3093785796546644,1.4335684360768686,0.2,Iris-setosa
+23,4.9012821069588295,3.090124485797652,1.487414431527785,0.1,Iris-setosa
+24,4.928699931036314,2.4422014330055184,3.341602439614757,1.013682818829981,Iris-versicolor
+25,6.378238030128363,2.8852196722543204,4.283855715864987,1.2912928053252732,Iris-versicolor
+26,5.78856444791891,2.695091244583467,5.087863303105957,1.920121022360204,Iris-virginica
+27,4.4,3.1981895183071973,1.2978404712374778,0.2,Iris-setosa
+28,5.198527898467094,3.3932786372760804,1.401321515412737,0.2,Iris-setosa
+29,5.87995878487722,2.989279485902251,5.099339688411693,1.8032306349793084,Iris-virginica
+30,5.909145607326626,3.186394053390714,4.800026438519216,1.7841773034930513,Iris-versicolor
+31,6.008482429151554,3.0133272774628126,4.781853226541536,1.798315435143667,Iris-virginica
+32,6.301824509904459,2.296702319106269,4.404828437858225,1.3001463414390448,Iris-versicolor
+33,5.89436521167671,3.016060143721095,5.088308382743615,1.795616633781549,Iris-virginica
+34,7.109247322499853,2.9966982309426355,5.855734054294729,2.1233598459361946,Iris-virginica
+35,5.10501423277757,3.7985824613912826,1.601703407797749,0.2,Iris-setosa
+36,5.507679056269397,4.214697103135182,1.3819269583351466,0.2,Iris-setosa
+37,7.699998620548492,2.789374955387848,6.699998532158233,2.014179250102864,Iris-virginica
+38,6.03286426099836,2.990624051157474,4.764764450619895,1.7786101730322235,Iris-virginica
+39,6.024101215052443,2.2,4.975779927424926,1.5133356595658856,Iris-virginica
+40,6.678100790737072,3.309807673806935,5.807156053359873,2.5,Iris-virginica
+41,5.514564326243053,2.4055781672339958,3.770902776182923,1.0186512153731888,Iris-versicolor
+42,6.088117380224875,2.99906268783179,4.586442138147735,1.4005811772747527,Iris-versicolor
+43,6.284133267228642,3.2054440545352745,4.444447843025049,1.4835445521265194,Iris-versicolor
+44,5.399744266443077,3.3952195534870797,1.6701409778364187,0.2,Iris-setosa
+45,5.970978289604175,3.3616343153940518,4.669556071838206,1.6997383219937916,Iris-versicolor
+46,4.982556983174173,3.622892712272843,1.404240584423881,0.2,Iris-setosa
+47,5.81623595755534,2.695611870047302,5.0936079086213955,1.9033230568894925,Iris-virginica
+48,4.578583926940733,3.3952528155420714,1.4004249332239744,0.23583548529473566,Iris-setosa
+49,5.153946136208147,3.3818490785101902,1.4004834302542661,0.2,Iris-setosa
+50,6.299076956529889,2.817881366455272,5.116976101759155,1.5035905294677867,Iris-virginica
+51,7.699999067897595,2.8091461383961303,6.7,2.0050241552646373,Iris-virginica
+52,5.810137495151789,2.7936790471354067,5.110075060631215,2.4030367802081676,Iris-virginica
+53,6.001677316333658,2.7026098724590795,5.08385258866857,1.6100752680079502,Iris-versicolor
+54,5.767323455084668,2.698238478309522,5.107382256087454,1.903832045541146,Iris-virginica
+55,4.587946750194921,3.218638672912572,1.4005022987940483,0.2,Iris-setosa
+56,6.103971002542252,2.608805894445469,5.589294080782035,1.4124841654705884,Iris-virginica
+57,5.444253528515282,3.391738294477023,1.6898120605597975,0.2,Iris-setosa
+58,7.339173422845012,2.892945024337024,6.275489903169697,1.7725085124858295,Iris-virginica
+59,6.73213686774309,3.2976890568425374,5.723152749153484,2.1181817701031855,Iris-virginica
+60,6.514099386524398,2.938846567073418,4.341989128697438,1.3490440832512454,Iris-versicolor
+61,6.669479267112834,3.3077703727526706,5.722440901098351,2.5,Iris-virginica
+62,4.630548947187271,3.577563522052243,1.0000004052506513,0.2,Iris-setosa
+63,5.903899130249115,3.2199244055025784,4.854392904270742,1.8046626410360196,Iris-versicolor
+64,6.110385075726619,2.614522308142702,5.572492090496132,1.4105483447585596,Iris-virginica
+65,7.69999878597034,2.801633633638316,6.699998976496062,1.9849774716122384,Iris-virginica
+66,6.500059810749363,2.9905406213649686,5.49564660971401,1.8016276190018345,Iris-virginica
+67,6.357085127582582,2.655694369877967,5.212963286787687,1.9045530378054703,Iris-virginica
+68,4.949668479020659,3.1004713921355664,1.325527176257197,0.2,Iris-setosa
+69,4.491132254310795,2.292073701235301,1.3064830201835393,0.3066580323058729,Iris-setosa
+70,7.240964297030525,2.8551039210209597,6.301681402429094,1.8015564847570644,Iris-virginica
+71,5.6072573640397865,2.982123997404887,4.109058372582388,1.295702383248822,Iris-versicolor
+72,4.904316928916345,3.1046253461880133,1.488127538808022,0.1,Iris-setosa
+73,4.626082193221504,3.5928937480234664,1.0000005385388653,0.2,Iris-setosa
+74,4.6100397249420695,3.564191843673916,1.0,0.2,Iris-setosa
+75,5.7442000794877215,2.7141706310279314,5.129034209113049,1.9079788000264337,Iris-virginica
+76,7.1268114637497755,2.9899063513310042,5.948161076094854,2.0892740834148946,Iris-virginica
+77,4.852076714293247,3.0991365070721137,1.4777535741207433,0.1,Iris-setosa
+78,5.454413690945999,3.015837624793457,4.485283782204016,1.5103642917334998,Iris-versicolor
+79,6.904099529447765,3.210818987778765,5.6843211700508895,2.3151892916050514,Iris-virginica
+80,6.3964802888662,3.201438316964368,4.5015073692190715,1.49173845604967,Iris-versicolor
+81,6.002952497650706,3.396360550622993,4.478365971008869,1.5904517747745577,Iris-versicolor
+82,6.298875464118997,2.5086259005886613,4.994383079867818,1.9102504441362398,Iris-virginica
+83,5.34593987177042,3.810401846679442,1.6304536712524906,0.376940635906029,Iris-setosa
+84,5.517048958196136,2.6002387517917964,4.453603895732381,1.1853289453564078,Iris-versicolor
+85,7.209493087023821,2.88274164699613,6.222697740181231,1.7804548119344743,Iris-virginica
+86,5.159790377208908,3.3755996685011844,1.3928829168640684,0.2,Iris-setosa
+87,5.989071716087826,2.9942674288153017,4.7704655691242195,1.8048839294516297,Iris-virginica
+88,4.893159423430471,2.4140897690414134,3.509131003331559,0.9791998528171508,Iris-versicolor
+89,5.183758644107074,2.6146186587995057,3.469766266868528,1.3251305442606858,Iris-versicolor
+90,5.17885707562722,3.3887667712284557,1.3874827368594402,0.2,Iris-setosa
+91,5.3708623236933155,3.5860144876838085,1.5728066278402566,0.2,Iris-setosa
+92,6.641422535234766,3.248145234696605,5.719979557792954,2.499999422920828,Iris-virginica
+93,6.428630131337195,2.96633040199539,5.499219484314439,1.7930007039612108,Iris-virginica
+94,6.90054668095142,3.2307939206545417,5.682145217439417,2.2006870166102264,Iris-virginica
+95,6.793200306887592,3.30146374547194,5.682532423553245,2.5,Iris-virginica
+96,4.622838639316653,3.2310138746781547,1.374356480608874,0.2,Iris-setosa
+97,5.966106340597562,3.3548800411010293,4.600240724662713,1.6811502782204724,Iris-versicolor
+98,5.630042295842762,2.734598584622212,4.1869152178704825,1.3259772934228276,Iris-versicolor
+99,5.910036639026677,3.167454096727423,4.738728975786468,1.7792984624050194,Iris-versicolor
+100,5.869439569956983,3.01299953676945,4.1950299830094,1.5003811540529974,Iris-versicolor
+101,5.100791920978502,3.807664490884722,1.9253571708055848,0.45281300861220103,Iris-setosa
+102,5.801634923637822,2.693026320876635,5.089701693289564,1.9102210179500787,Iris-virginica
+103,6.320737897369506,2.768278314288382,5.078133588614731,1.5264702458025883,Iris-virginica
+104,5.091327532566684,3.2973658944575304,1.8554379425821297,0.536156457654563,Iris-setosa
+105,6.324620641545013,2.7759085559131678,5.098088289972764,1.5003296790583436,Iris-virginica
+106,5.472380263875287,2.405018701720506,3.7254001432365715,1.0720553899333485,Iris-versicolor
+107,6.6426192212660595,3.2877057468883373,5.642950317978488,2.5,Iris-virginica
+108,5.972952526072003,2.200000463839119,4.987727816034463,1.508569023853008,Iris-virginica
+109,5.068697867756793,2.4398586965986113,2.904321263111665,0.9534515317411423,Iris-versicolor
+110,5.934680068469401,3.211361371809786,4.838203086999426,1.8103014421734724,Iris-versicolor
+111,5.16624663248504,2.610274292663149,3.599779159454446,1.3410966702490978,Iris-versicolor
+112,5.205900112050929,2.719238546085073,4.014699635409722,1.4013113683618028,Iris-versicolor
+113,5.194324189371917,2.6986948901795373,3.9476302955349034,1.3866516202693258,Iris-versicolor
+114,5.124575613620451,2.5325890878476556,3.0810460655064276,1.274842109688666,Iris-versicolor
+115,6.391133793373156,3.4410865507616166,5.607241479945458,2.306555033560658,Iris-virginica
+116,4.496819154211173,2.301302878275043,1.2897837110797254,0.28256097809754066,Iris-setosa
+117,5.496975338395601,4.161881165167065,1.4056454962008658,0.2,Iris-setosa
+118,5.108087332603743,3.283131455317341,1.817378482195421,0.37800336659214406,Iris-setosa
+119,5.609297500770903,3.017926744090272,4.126109575136141,1.3060014130118232,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..838f2a3c6329734bf48d41752488c9d77bfe6749
--- /dev/null
+++ b/iris/tab_ddpm/1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.46904524144212,2.7884338961925277,5.312802454885212,1.9296897104846154,Iris-virginica
+1,5.461517777261493,3.903985176236628,1.6402042336861684,0.3771568544433028,Iris-setosa
+2,6.003260537882994,2.695033446131456,5.085987410082169,1.5976750578917447,Iris-versicolor
+3,4.4,2.909607632916183,1.4001424291585163,0.2,Iris-setosa
+4,7.298806029158109,2.875575495988076,6.312294253959986,1.8240723006056487,Iris-virginica
+5,6.098026039340809,2.6257819146343055,5.557668610337748,1.4216383454785635,Iris-virginica
+6,4.804142004482871,3.3639709988642466,1.559507757463652,0.2,Iris-setosa
+7,6.6819583068041135,3.2870191659610093,5.678897867734471,2.5,Iris-virginica
+8,5.209510926370747,3.415641624946532,1.3665350436175758,0.2,Iris-setosa
+9,5.107096559925045,3.3062212267031685,1.9822060464055438,0.5362421423561365,Iris-setosa
+10,6.314911701410247,2.9100846780574785,4.332468269164829,1.302903173851262,Iris-versicolor
+11,5.630525650327057,2.7074700552089466,4.198444758867906,1.2861971259111693,Iris-versicolor
+12,6.69591113597952,3.302807318324384,5.694232491809384,2.145862351961551,Iris-virginica
+13,5.990357862695005,3.0015223951295673,4.852576340867063,1.7888792780516294,Iris-virginica
+14,6.482942197126436,2.916049516280092,4.3182576154180845,1.3442790934183677,Iris-versicolor
+15,6.318427298919231,2.791185296755318,5.127701123540779,1.5007383388305062,Iris-virginica
+16,5.323385718397384,3.682084771571172,1.49587103078334,0.2,Iris-setosa
+17,4.91254887523539,2.4112395420954273,3.3775802490048936,0.9222952112489677,Iris-versicolor
+18,4.989255281822096,3.1945320015355665,1.1876753210145856,0.2,Iris-setosa
+19,5.999147732292877,2.200000372566101,5.009489383183685,1.48964600965843,Iris-virginica
+20,4.901037307466074,3.014131310854983,1.4050527857393629,0.2,Iris-setosa
+21,6.713079071065515,3.257685457389486,5.6835167677625655,2.140198136752217,Iris-virginica
+22,5.036255883186823,3.5035495014623828,1.3630334132758697,0.31787094170585944,Iris-setosa
+23,4.595555496178331,3.2040571979915726,1.3765641519592986,0.2,Iris-setosa
+24,5.735652750884176,4.4,1.5017971976777997,0.3983686456316785,Iris-setosa
+25,4.610256485848176,3.5960941294234012,1.0000005480972753,0.2,Iris-setosa
+26,4.602302935946644,3.4003075771939706,1.3892251539291194,0.2903587697977409,Iris-setosa
+27,7.699998686757271,2.8094135508907767,6.699998537450422,1.9778544750501832,Iris-virginica
+28,5.9250317410721935,3.0097348099401953,5.157113514211898,1.8039093604065264,Iris-virginica
+29,5.873776675296984,3.2119289654411336,4.770976675028434,1.8135127100816426,Iris-versicolor
+30,4.400000540872269,3.1192086347228143,1.3050399823691436,0.2,Iris-setosa
+31,4.4,3.1943864324023528,1.3042369685197548,0.2,Iris-setosa
+32,5.776898706784922,2.8283551866089116,5.093070441517805,2.412438025835828,Iris-virginica
+33,4.791697675420105,3.390720359062098,1.6106138826019045,0.2,Iris-setosa
+34,5.149050657311654,3.512543186554047,1.4065295072958368,0.2895524289406557,Iris-setosa
+35,4.990173940487721,3.2340728152050118,1.2191357939446976,0.2,Iris-setosa
+36,5.197320457530289,3.4099032668213245,1.5521214533997743,0.2,Iris-setosa
+37,5.89539216285068,2.992493535390297,5.0866330814012946,1.8140510157933467,Iris-virginica
+38,5.413624087465092,4.030084515569739,1.44888703473671,0.2,Iris-setosa
+39,6.76693350239248,3.281815150012556,5.714878544892208,2.117686046917496,Iris-virginica
+40,5.364296016241234,3.3977070181758187,1.6838647040554222,0.2,Iris-setosa
+41,6.371971928079368,2.888906046767261,4.290123133414413,1.285407571155173,Iris-versicolor
+42,5.391101491924221,3.8984907265992916,1.6722900101637457,0.38102781661563845,Iris-setosa
+43,5.102257900365972,2.4867952413933505,2.79656848324409,1.0668498178656431,Iris-versicolor
+44,5.746761150255161,2.5341056573485634,5.036539251372079,1.97899734732818,Iris-virginica
+45,6.394807370856406,2.8963657727070693,4.278153277744377,1.3049771648073074,Iris-versicolor
+46,5.4783982005442295,2.404083861994804,3.570328397677625,0.9779606655625473,Iris-versicolor
+47,5.741611231368857,4.4,1.4991681088650715,0.41414192242747366,Iris-setosa
+48,5.998741360348596,2.2,5.013836573202546,1.519375507508574,Iris-virginica
+49,5.694865454208608,2.509943455138959,5.0029176354316345,2.0287355331436068,Iris-virginica
+50,4.981043251559762,3.191347257490633,1.2178135048096344,0.2,Iris-setosa
+51,5.52896958842577,2.9976679083253543,4.508045147439617,1.5023573130022152,Iris-versicolor
+52,5.3974990601319,2.9886925683326457,4.481165403191448,1.4988821635251544,Iris-versicolor
+53,6.41601676117782,3.198875372081693,4.468093490301254,1.4844216788137028,Iris-versicolor
+54,4.601662886645904,3.5813132647273394,1.0000004348737292,0.2,Iris-setosa
+55,7.062155082959142,2.9202050115527336,6.073530790272514,1.7818702147213765,Iris-virginica
+56,4.9067621207948475,2.39347652447406,3.279098353731938,0.9917666897026907,Iris-versicolor
+57,4.503397209852039,2.2926286009717938,1.3230554462832653,0.33231584245597445,Iris-setosa
+58,4.4851451672994935,2.3153611209662395,1.300076221550634,0.2897962125412343,Iris-setosa
+59,5.097965479440172,3.817296617158972,1.6733712145357638,0.4684060848816135,Iris-setosa
+60,5.687982991165129,2.5214925802796384,5.004992155374857,2.0458487420590217,Iris-virginica
+61,4.906917508291655,3.017435015897216,1.4045274262327814,0.2,Iris-setosa
+62,4.655754962495361,3.353224118428601,1.4498323995252171,0.2,Iris-setosa
+63,6.771394667717199,3.2876241965693778,5.603700324881841,2.5,Iris-virginica
+64,5.1155287577076045,3.8132382599699417,1.7414031622844277,0.49647188257087765,Iris-setosa
+65,5.503271523590181,2.394757167288262,3.521036427233158,1.0714504272238248,Iris-versicolor
+66,6.705155555006097,3.2903919706535953,5.694580521954728,2.499999520598874,Iris-virginica
+67,5.895922425997467,3.1966147542295036,4.790996850513226,1.7867077889843823,Iris-versicolor
+68,5.90874812526649,3.204466109039073,4.8213947012304725,1.810804429147211,Iris-versicolor
+69,5.349569723519722,3.827476670146395,1.652283582203462,0.34335779546006473,Iris-setosa
+70,4.617648631012924,3.597193429380035,1.0000004024709535,0.2,Iris-setosa
+71,4.844686609910462,3.430283964929949,1.631726272525839,0.2,Iris-setosa
+72,6.284121654898587,2.298790120385129,4.402556189680976,1.316264348519833,Iris-versicolor
+73,5.877179347714585,2.990188466899677,5.107581469223249,1.7921279720378236,Iris-virginica
+74,5.289033240291766,3.763309904339495,1.5523247732113785,0.2,Iris-setosa
+75,5.966478123727026,3.3860739629708583,4.5406663002964684,1.6036218852992525,Iris-versicolor
+76,5.97311872145972,2.2,5.009412636281137,1.4904374021037488,Iris-virginica
+77,7.03935134248047,3.135237335730406,5.7549314112797,2.2338950449528925,Iris-virginica
+78,6.316483467448524,2.818395082292671,5.08961037034447,1.507256404902193,Iris-virginica
+79,5.9974929395659835,3.002408535798733,4.783237147099554,1.8026234478166387,Iris-virginica
+80,7.7,2.7917765844449978,6.7,1.9793933061931992,Iris-virginica
+81,5.7003152191671855,2.517879432735988,5.0001156269329385,2.039789153034652,Iris-virginica
+82,6.690184751794066,3.318426584906617,5.71258779578225,2.4999995238414936,Iris-virginica
+83,6.696752149172949,3.3146330329912472,5.7164160988852535,2.5,Iris-virginica
+84,6.374420782148585,2.733122804137763,5.290155477764112,1.8956581872577445,Iris-virginica
+85,5.819391003563463,2.796588869537053,5.095474846469209,2.3953808194495463,Iris-virginica
+86,5.6142504495165015,3.0024102420544327,4.479890103878716,1.4943189941200785,Iris-versicolor
+87,6.299396558128409,2.302357911527435,4.402115521345138,1.2845140221953688,Iris-versicolor
+88,5.6518211617874625,3.0094401639988213,4.087269659469097,1.315605097272851,Iris-versicolor
+89,7.69999909383468,2.8016306991459037,6.7,1.985967644610538,Iris-virginica
+90,6.4173539438573,2.904353644015605,4.32489383995491,1.3002950191145495,Iris-versicolor
+91,5.102098588877392,3.296502708791776,1.6944189943525003,0.4961627414198102,Iris-setosa
+92,5.061977351601878,3.494125186505571,1.3744980284282415,0.2926745491391719,Iris-setosa
+93,5.499669138064566,4.2126752480627845,1.3974520543337832,0.2,Iris-setosa
+94,5.490075318388776,2.42863479612377,3.953299537558273,1.0322632415077693,Iris-versicolor
+95,5.017408547523336,3.4628295584982594,1.5641966001575065,0.2,Iris-setosa
+96,4.613554343699152,3.6409489877601957,1.0000003680053966,0.2,Iris-setosa
+97,6.350775688766278,2.9508067985000874,5.593510364583176,1.804502442702551,Iris-virginica
+98,5.472905343729581,2.382010859104611,3.787029651182337,1.0398659735285813,Iris-versicolor
+99,6.097244855950763,2.99558066917496,4.601674903165929,1.4015742681793626,Iris-versicolor
+100,4.993218041916543,3.212867074722295,1.1861429938531596,0.2,Iris-setosa
+101,6.107548340606338,2.604166811516343,5.634369256817496,1.3987959323695132,Iris-virginica
+102,6.663048057071576,3.2717169203688,5.6295607663600125,2.5,Iris-virginica
+103,6.329305953597463,3.418854447495163,5.569967803647799,2.3933415735496952,Iris-virginica
+104,6.399973418750523,2.6723815010647254,5.2466540779123,1.8935345375799253,Iris-virginica
+105,6.027895755960742,2.2000003526464638,4.979957171582339,1.480538400425156,Iris-virginica
+106,6.482397784055976,2.825704433650004,5.449928239912776,1.9203330550415434,Iris-virginica
+107,5.477853731228828,4.214994680414888,1.3926495513681305,0.2,Iris-setosa
+108,6.496011153172095,3.0137057495221438,5.508495551840587,1.7960493430190498,Iris-virginica
+109,5.532074607944798,2.4214693954539,4.02161933837693,1.0872528588197183,Iris-versicolor
+110,5.921478243371385,3.1940491741057113,4.792124635889136,1.7800400318459209,Iris-versicolor
+111,6.329487704371804,2.4919016701779997,4.935006974837002,1.5013945994668454,Iris-versicolor
+112,5.681767640001815,4.4,1.5168714275612019,0.4752153302314561,Iris-setosa
+113,5.80700376240782,2.7091106374563756,5.104266595704317,1.8920727059009061,Iris-virginica
+114,6.350070023283622,2.935726094028298,4.374738629213331,1.3273835043161109,Iris-versicolor
+115,5.297364376735299,3.454390814925753,1.5923154275032754,0.2,Iris-setosa
+116,5.038340789325571,3.5077894381246266,1.3216444440768895,0.2955129691838851,Iris-setosa
+117,5.295496042700801,3.713571576529802,1.5112223543317207,0.2,Iris-setosa
+118,4.4,2.9275679608120235,1.384709054632294,0.2,Iris-setosa
+119,4.99335621718629,3.219059378884801,1.1985184153694102,0.2,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..16deb0af0e555ab2c4c21883332deedc1889263e
--- /dev/null
+++ b/iris/tab_ddpm/1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.303609058159868,2.7410220277072077,4.963445807275643,1.6837177573638635,Iris-virginica
+1,5.553796126385864,2.9949224850820637,4.505269658319146,1.4976078569123634,Iris-versicolor
+2,5.099269899096791,3.2912784267436264,1.7710074588749782,0.6429327225938322,Iris-setosa
+3,5.8667210033317,3.2011331045731617,4.882426197270426,1.790517311469968,Iris-versicolor
+4,6.27615421243879,2.3068988827651697,4.362383363764722,1.2913140461037105,Iris-versicolor
+5,6.292327367846441,2.888296201808174,5.581954515905999,1.7995132419539681,Iris-virginica
+6,5.214134258069352,3.8802554586148097,1.6801967508323965,0.45678068799229143,Iris-setosa
+7,5.493168774736102,4.19980163344768,1.4052543554228,0.2,Iris-setosa
+8,6.396297009272506,2.8933794958491346,4.269595377047913,1.2710707802662928,Iris-versicolor
+9,5.945658412803628,2.200000283619598,5.002400348943801,1.4930920572136623,Iris-virginica
+10,5.774852319442623,2.991688068562469,4.405831583481587,1.4898462155497698,Iris-versicolor
+11,5.085151835488346,3.7579199718535614,1.565021879712844,0.483723068049304,Iris-setosa
+12,5.445130967856846,2.9909998491916037,4.501975041348454,1.5046648444423425,Iris-versicolor
+13,6.109635507463343,2.600477113925108,5.597615523446246,1.3888767097400074,Iris-virginica
+14,5.05306306682932,3.5078457120285593,1.332255097164987,0.30093834064974545,Iris-setosa
+15,5.999558511572461,2.6906594147588674,5.186773576610763,1.5799273906186573,Iris-versicolor
+16,5.16811305017175,3.4588585648896983,1.489827058172632,0.2,Iris-setosa
+17,6.425953212122093,3.194501892024093,4.470511148438527,1.5023459223127569,Iris-versicolor
+18,6.586680278735387,2.9866891908701665,4.387592559971239,1.3898296336797302,Iris-versicolor
+19,5.51741362072955,2.6438824275748387,4.2684685089993515,1.279487523803939,Iris-versicolor
+20,6.4406542690625574,2.950863419247025,5.46468581204737,1.7666254277791553,Iris-virginica
+21,5.196236469583059,2.7016726176226156,3.9567486035587187,1.4094164295661957,Iris-versicolor
+22,6.952186476111155,3.008184786356937,5.6443275462347255,2.1422042074537617,Iris-virginica
+23,6.3023391910390965,3.385836813481929,5.59000870082845,2.3910063457307884,Iris-virginica
+24,5.524265419683394,2.393082586451051,3.691175617430259,1.0548526446789745,Iris-versicolor
+25,6.0501326695812025,2.962077497938328,4.734337517314103,1.4128333020284523,Iris-versicolor
+26,6.019271910082056,2.2,5.011552328794268,1.50179318226708,Iris-virginica
+27,5.014982601850967,3.316866631928175,1.3346995788537521,0.2,Iris-setosa
+28,6.736431555737697,3.3162956394894745,5.853026271356081,2.5,Iris-virginica
+29,4.588971140031846,3.4062862169183767,1.3807970711806736,0.29312452506016695,Iris-setosa
+30,5.487134897015788,4.2093660372812485,1.3887158448763772,0.2,Iris-setosa
+31,5.5007853639902695,3.0032370853396415,4.541083904694298,1.528247153907894,Iris-versicolor
+32,5.975177422729611,2.696218504648069,5.106611942380638,1.6147236669013643,Iris-versicolor
+33,5.256822171609036,3.4042645897800416,1.614339312869088,0.2,Iris-setosa
+34,6.757175136535698,3.2927343360379977,5.740027375339944,2.0938545910069495,Iris-virginica
+35,5.58061167740414,2.9947179961067385,4.098281737541541,1.2880827249464044,Iris-versicolor
+36,5.9945229221546805,2.9976675581629824,4.29402473411605,1.4671151778040101,Iris-versicolor
+37,6.364504134192599,2.6780917768495938,5.193951392469371,1.911365723389262,Iris-virginica
+38,6.889337949162609,3.1804043210179196,5.674345567507386,2.272148830810374,Iris-virginica
+39,5.106358041711067,3.801832770342107,1.5911887849849424,0.2,Iris-setosa
+40,5.1756582128401165,2.4955998554699956,3.4279515830460348,1.1355344922983592,Iris-versicolor
+41,5.4773481562864905,3.0002472654301133,4.510862480358563,1.498028145889422,Iris-versicolor
+42,5.704807714054311,4.3999992691927,1.4990661827624716,0.559146969262138,Iris-setosa
+43,4.618210042598302,3.631501443321683,1.0000005327615935,0.2,Iris-setosa
+44,5.671141035647563,2.644243746806238,4.6263914779489905,1.3076122918739292,Iris-versicolor
+45,5.494520925580615,3.002238870773973,4.5055019544149175,1.50741006721952,Iris-versicolor
+46,5.2045045818174005,3.5094726022113125,1.4991726290528846,0.2,Iris-setosa
+47,5.504990757066957,2.40285411833131,3.8650710411745317,0.9368689288884633,Iris-versicolor
+48,5.406134175519994,3.4070096978806497,1.7744884042553761,0.2,Iris-setosa
+49,6.472174426230933,2.987981401348134,5.486203093131671,1.7743493656964286,Iris-virginica
+50,5.923058026528781,3.249689311639796,4.777325171869168,1.7638657698939058,Iris-versicolor
+51,6.273796730552048,3.394214235122738,5.707571085831484,2.4006005427719104,Iris-virginica
+52,5.687833981015846,2.4926113221292185,5.013949005559718,1.9907349730765054,Iris-virginica
+53,5.06694929254083,3.319819115564873,2.3833003431998634,0.41699127049708773,Iris-setosa
+54,5.016072261225437,3.2085111231866628,1.1914090942580113,0.2,Iris-setosa
+55,5.732013785475625,2.5337161645300394,5.014276754517961,1.981108277072597,Iris-virginica
+56,5.897402082636459,2.999417879449444,5.109920882174254,1.799211165647109,Iris-virginica
+57,4.612769771637942,3.198089802938123,1.3967039383278155,0.2,Iris-setosa
+58,6.096125721860094,2.9833980804271434,4.563125019271774,1.3956478694674297,Iris-versicolor
+59,6.652264750251687,3.340674494738054,5.67618721953383,2.5,Iris-virginica
+60,5.819390392453117,2.7164090009883752,5.099392784422685,1.8970419695943304,Iris-virginica
+61,5.921215380901834,3.0079295547321583,4.2320178542712785,1.5093511218103222,Iris-versicolor
+62,5.1002015407298815,3.803426824587406,1.5890781520318265,0.2,Iris-setosa
+63,7.6999980657746026,2.7903662833331233,6.699998242165303,1.9979742396563154,Iris-virginica
+64,6.5103998294156735,3.1389441963272873,5.553696419733107,1.8408685116719845,Iris-virginica
+65,5.692416531840547,2.4869758080693525,4.986715113545439,2.018366331005213,Iris-virginica
+66,6.286062633130013,2.504113242757551,5.005256082068574,1.880617902445665,Iris-virginica
+67,5.576390289327092,2.6924972271675087,4.264034997896917,1.3005890568866174,Iris-versicolor
+68,5.103664011354055,3.5139264969764823,1.4036754746914146,0.3291067319929326,Iris-setosa
+69,5.319692647346458,3.7437406665905955,1.5021106829956372,0.2,Iris-setosa
+70,6.113790109400437,2.603039553247131,5.022404577990436,1.5312960089008472,Iris-versicolor
+71,4.509151881547978,2.318450547762423,1.2902301375374898,0.3085363034150913,Iris-setosa
+72,5.7828501381562365,2.817663282440717,5.173827754281381,2.3966015522574176,Iris-virginica
+73,4.400000456934022,3.050896972486431,1.3174191376050177,0.2,Iris-setosa
+74,4.992542352279733,3.2187728230625656,1.2329276199293082,0.2,Iris-setosa
+75,4.903099556634104,3.0722935296563754,1.4907131721689644,0.10000011385638849,Iris-setosa
+76,6.692595267483415,2.9957663001825536,5.006342236734552,1.6906795429160661,Iris-versicolor
+77,6.890379380120498,3.2026812705779855,5.706871663187616,2.2960678475647405,Iris-virginica
+78,5.347968789427373,3.4033955721267732,1.8096266524002296,0.2,Iris-setosa
+79,4.4,3.1913975069532894,1.2729989600382872,0.2,Iris-setosa
+80,5.022669251882032,3.510376490349565,1.3254629220479175,0.2967701730094992,Iris-setosa
+81,5.2042587707566526,2.742782781004449,4.07231291650731,1.4115934659494358,Iris-versicolor
+82,7.079162535149045,3.0080396163179475,5.879472946005348,2.1535221517127567,Iris-virginica
+83,4.990017261682046,3.2034689620330776,1.2188184757340834,0.2,Iris-setosa
+84,6.459623633817287,2.6999141483715676,4.940224228118924,1.53245941590189,Iris-versicolor
+85,7.69999809553029,2.766650748906865,6.699998352118663,1.9870842391164922,Iris-virginica
+86,5.6657136781545745,2.9967733264638188,4.094254483957917,1.3021452003674812,Iris-versicolor
+87,6.901655395482675,3.2208025719979134,5.722140815788561,2.2833784627495293,Iris-virginica
+88,6.047937929080649,2.2,5.012230087120086,1.4863131256383861,Iris-virginica
+89,4.400000502395048,3.193972010560467,1.3189012854053317,0.2,Iris-setosa
+90,4.631258728290612,3.2085336400899327,1.3725581684893207,0.2,Iris-setosa
+91,6.441596310082847,3.1995559103641646,4.493239629933666,1.494832535375633,Iris-versicolor
+92,6.32908074220416,3.1980851841573044,4.504190316325565,1.5116769278991073,Iris-versicolor
+93,4.619228973237713,3.2209921365948926,1.3861390365714792,0.2,Iris-setosa
+94,6.293424872629596,2.8454455878139,5.1098101637914315,1.5348068632312375,Iris-virginica
+95,5.567508878058773,2.644633487435796,4.249033978816559,1.2662436779796191,Iris-versicolor
+96,4.989656008324632,3.1950324910641954,1.210106899591781,0.2,Iris-setosa
+97,5.016145341946655,3.529620545460223,1.3442047836610138,0.2572335360396879,Iris-setosa
+98,5.992620687791689,2.2,5.001606770330411,1.499505324199535,Iris-virginica
+99,6.6413622935356,3.0390227112534105,4.401161840451687,1.408796839626822,Iris-versicolor
+100,6.864788494748233,3.008786418129422,5.538772682503804,2.102624586984555,Iris-virginica
+101,4.903447140791395,3.0877840616284855,1.4960051164602257,0.1,Iris-setosa
+102,4.603672082131453,3.5758017987447306,1.0000004027411011,0.2,Iris-setosa
+103,5.871951872572046,3.0092055503501265,4.23157089949074,1.5044487521370906,Iris-versicolor
+104,5.707485064779796,4.4,1.5044701107024971,0.35929103632264514,Iris-setosa
+105,5.093050594177956,3.80378010570301,1.6003902971392845,0.2,Iris-setosa
+106,6.319182489190388,2.4949561304986054,4.90048909279408,1.4988225934897201,Iris-versicolor
+107,6.28007316183122,2.4668378253080068,4.9999934133212145,1.9125047372437256,Iris-virginica
+108,5.588150626086318,3.0109953474756948,4.10665847291202,1.3005419557008358,Iris-versicolor
+109,4.897884782752662,2.3964384149918057,3.3168692410397633,1.03935021435533,Iris-versicolor
+110,6.778573223677222,3.049159354339112,5.544188050721847,2.18131281779022,Iris-virginica
+111,5.695257541570655,4.399999271767626,1.4918628572616988,0.4521405808788289,Iris-setosa
+112,5.992255862835629,2.200000318867171,5.020857014970797,1.502769747815066,Iris-virginica
+113,6.839236029849623,3.0967441765693544,5.634921231240411,2.1951104300371296,Iris-virginica
+114,6.437092723555753,3.368044714783831,5.57709642581078,2.3350574255878236,Iris-virginica
+115,6.723122194261336,3.276366481769988,5.687611674208103,2.4999994322523467,Iris-virginica
+116,6.4591501183183375,3.393774929714323,5.6187439672788635,2.2634239197971597,Iris-virginica
+117,5.546470062044418,2.6522795682518154,4.357215820087136,1.269214894523161,Iris-versicolor
+118,5.771792373210365,2.6934364833373543,5.1036375185456535,1.89127634538792,Iris-virginica
+119,4.882733669492638,3.0882788528325915,1.4921684988855748,0.10000010181950258,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..9b406770c8e824086382f9dc16fc9252ed848a76
--- /dev/null
+++ b/iris/tab_ddpm/1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.015830076897084,2.703657151539447,5.096023522487916,1.6084363746931478,Iris-versicolor
+1,6.4315145620989655,3.198201536327442,4.465905890193812,1.4909301966519353,Iris-versicolor
+2,6.022878173418021,3.410379748333508,4.489542347320954,1.611926837624167,Iris-versicolor
+3,4.400000542468837,3.1771437136751053,1.3090587710463262,0.2,Iris-setosa
+4,7.32167278379454,2.8968693664697702,6.320619281960788,1.7908515941912244,Iris-virginica
+5,5.916949551971925,3.2225905006881184,4.797981971695869,1.8142579737971714,Iris-versicolor
+6,5.51575652684671,4.194894970387314,1.3987400372987966,0.2,Iris-setosa
+7,6.709114126187901,3.2854841068704355,5.666478944930892,2.49999949424852,Iris-virginica
+8,5.687771006946447,2.4986253670821212,5.030527467680706,1.992023452111832,Iris-virginica
+9,4.936109421956337,2.4176224791108853,3.3847545278031133,0.9265156878122415,Iris-versicolor
+10,5.1041446995869535,3.678193093757686,1.5162977877121888,0.4481775241256517,Iris-setosa
+11,5.414949450229584,3.0117517527546545,4.581480917925369,1.5028022097334794,Iris-versicolor
+12,5.018625423838824,3.228965921737707,1.234137590170121,0.2,Iris-setosa
+13,5.215705040147375,3.5080099695842457,1.5284016231275586,0.2,Iris-setosa
+14,6.68583986720751,2.9875148886704563,4.991874534365842,1.6923886597210576,Iris-versicolor
+15,6.048553212145153,2.200000287580088,5.001432006969125,1.5091365717765877,Iris-virginica
+16,6.687264294857806,3.3039862128239674,5.6877986285465845,2.0925818359855106,Iris-virginica
+17,4.9780907819069835,3.275359029342377,1.2598546942376687,0.2,Iris-setosa
+18,6.700093386433836,3.001182883735479,4.98721312046059,1.7073137419897382,Iris-versicolor
+19,6.311193631413851,2.5083496302136217,4.989712495671392,1.8993725278936275,Iris-virginica
+20,6.4321502591642,2.9116151045968213,4.307074380517535,1.3230848802401989,Iris-versicolor
+21,5.892977908964888,2.9922440173506017,4.2044118751752455,1.4995497751513782,Iris-versicolor
+22,4.904764080340803,3.0161606877766225,1.4004879610537346,0.2,Iris-setosa
+23,4.400000643842871,3.2044531672944965,1.2815505600033819,0.2,Iris-setosa
+24,5.455868677607652,2.6137232071132206,4.303503428125825,1.2672332200017196,Iris-versicolor
+25,6.6771078040977345,3.290446977471021,5.686760277931416,2.0779987741946293,Iris-virginica
+26,6.404873488205756,3.2118194488633236,4.455925037540566,1.4922909905723583,Iris-versicolor
+27,6.671870397295208,3.0085692866943874,4.939553593959603,1.6122276192474128,Iris-versicolor
+28,5.119267568739906,3.509316863483707,1.3983190182360814,0.3033813191927101,Iris-setosa
+29,5.897726804848725,2.9998285277562275,5.103699976887611,1.7908399398874615,Iris-virginica
+30,4.4,3.1931731007306516,1.2972798944456316,0.2,Iris-setosa
+31,5.066173968629647,3.5031594500748433,1.3330578394754682,0.3029785123748771,Iris-setosa
+32,4.601153557440948,3.408058083698998,1.4111301210691858,0.3127172730351585,Iris-setosa
+33,6.747704500603275,3.0927820323078388,4.3475972220139045,1.388265242885068,Iris-versicolor
+34,6.730320927599364,3.3043475938848124,5.741059669773935,2.499999516280157,Iris-virginica
+35,6.2927533457979195,2.7174339666428446,4.9034871269800675,1.806811646461746,Iris-virginica
+36,5.022750436235696,3.5238937096516447,1.324633105360883,0.2996773934766058,Iris-setosa
+37,4.592353160985389,3.5987133189643465,1.0000004261500375,0.2,Iris-setosa
+38,6.912279411707923,3.1903809923455544,5.665087648452102,2.2939963817706204,Iris-virginica
+39,5.10608268813493,3.4049102089409966,1.496356518162953,0.2,Iris-setosa
+40,5.692600452045216,4.4,1.4891066530169976,0.3734544843016018,Iris-setosa
+41,4.400000548944809,3.184534594134482,1.3191568792539448,0.2,Iris-setosa
+42,5.177480797951624,3.626232164483215,1.4728395466732116,0.22530525559868794,Iris-setosa
+43,5.094907945492696,3.7459228804340983,1.5827990283191875,0.2,Iris-setosa
+44,4.613481521370298,3.3971545407347166,1.4039375508110181,0.3013577525761277,Iris-setosa
+45,6.016587858065402,2.926269019770608,4.912850856489421,1.7986117857122224,Iris-virginica
+46,5.879376835706214,3.201215105268761,4.815695483576723,1.8115772304993787,Iris-versicolor
+47,5.599227180262058,2.9703461629623793,4.106336059402878,1.292964229953181,Iris-versicolor
+48,4.503005314524745,2.3065880737394555,1.3170528118923734,0.3068074647061879,Iris-setosa
+49,5.523020140194919,4.205436496930698,1.3914939556203647,0.2,Iris-setosa
+50,5.896479291458568,2.984209502131009,4.193949233729579,1.4901775907031223,Iris-versicolor
+51,5.926550402105585,2.996930240876678,5.08090469835454,1.8089434599891971,Iris-virginica
+52,6.354611278301421,2.6580011055794057,5.1807984641544005,1.8946080378959127,Iris-virginica
+53,4.494408885969395,2.2965224892548046,1.2927655588645512,0.2943928928508887,Iris-setosa
+54,6.304632291782186,2.4627148858471144,5.022928101428285,1.8970576102796544,Iris-virginica
+55,5.904053035787005,2.9942596439052993,4.919961963366529,1.7912985629015714,Iris-virginica
+56,5.783150197464144,2.68917462683065,5.1113077502649285,1.9034930797112286,Iris-virginica
+57,4.6053186891055855,3.395793187606551,1.3953877081020432,0.30767298060225845,Iris-setosa
+58,4.500797094162249,2.3051509010009594,1.2993930591413574,0.28301447849606787,Iris-setosa
+59,5.976924561039421,2.7002427737548063,5.0825206019717895,1.629286705784366,Iris-versicolor
+60,5.712993031109707,2.5203844253368155,5.0036782362084695,2.0024783018962666,Iris-virginica
+61,4.91447400094346,3.120823185265036,1.5191721398290239,0.10000012099297356,Iris-setosa
+62,6.324907122419597,2.8209742261536066,5.072862584040088,1.4833833467310646,Iris-virginica
+63,6.292807366312892,2.5036992642061855,4.97991966211065,1.8986935273862622,Iris-virginica
+64,6.145336180558681,2.665052887793411,5.043611059799402,1.618835113346674,Iris-versicolor
+65,6.0077042315341425,2.9994264344182735,4.778561113306937,1.7928968633925195,Iris-virginica
+66,5.118803904152103,2.492301208590097,2.8194791147685514,1.049348886581525,Iris-versicolor
+67,5.097267133926128,3.7994447300050704,1.594866662563545,0.2,Iris-setosa
+68,6.681642807211847,3.3029752961191843,5.6734868857576375,2.0713125367998395,Iris-virginica
+69,5.0063947028888265,3.606790389810875,1.3945914309992893,0.2,Iris-setosa
+70,6.4204867080944545,2.659761389953198,5.28569570116223,1.8978773837372223,Iris-virginica
+71,5.694150260009075,2.5111811415057232,5.0064560654512364,2.0142680031831874,Iris-virginica
+72,6.1352310079132355,2.9947921119904377,4.640582172313572,1.4068899006843991,Iris-versicolor
+73,6.483032243955704,3.1780085295427347,4.483525980185493,1.4892123166828208,Iris-versicolor
+74,4.873063291385344,2.3913641951739435,3.300607440361669,1.0971897296163413,Iris-versicolor
+75,6.38539895214731,2.8854069114224874,4.291031510200978,1.335645092040869,Iris-versicolor
+76,6.8801097561873625,3.155304408333463,5.725571276099714,2.2946178625394182,Iris-virginica
+77,4.400000543220126,2.8750266654240626,1.3878649593532795,0.2,Iris-setosa
+78,6.636457276441882,3.0140241019264047,4.4039995421829685,1.4047354471372722,Iris-versicolor
+79,5.477160871366479,2.995784948264164,4.54345948274573,1.4872487428783248,Iris-versicolor
+80,5.900363102624758,3.209835713691398,4.8402100820573475,1.803471090180947,Iris-versicolor
+81,7.699999028126004,2.8013491425473807,6.7,2.005210199642118,Iris-virginica
+82,6.697933677226814,2.993557738435776,5.505189986177531,2.06513610869959,Iris-virginica
+83,5.5042111535644604,2.5980848546416433,4.3611731510660645,1.266777919747885,Iris-versicolor
+84,5.532407251401735,3.0008069566812847,4.201852264349077,1.3397914936026534,Iris-versicolor
+85,6.733951709792632,3.2855364062093746,5.645131836107348,2.131540904921602,Iris-virginica
+86,4.592108737215178,3.1842344996100476,1.4010387214547628,0.2,Iris-setosa
+87,4.792971536181759,3.3984415777993533,1.5850319550908236,0.2,Iris-setosa
+88,5.888917507178153,3.1966631758262367,4.848267723742015,1.810035560673659,Iris-versicolor
+89,6.955788408664803,3.162697168051599,5.7448652652407555,2.256740293521331,Iris-virginica
+90,6.320632380236901,2.508159061022175,5.015125984820065,1.8996361003605136,Iris-virginica
+91,6.804989845825249,3.000069353212632,5.515240910378069,2.0420228117131916,Iris-virginica
+92,5.868606511566409,3.0064052668177235,4.228978592169939,1.5048308172042526,Iris-versicolor
+93,6.005140132008254,2.2,5.026840690495518,1.4810646983780955,Iris-virginica
+94,5.1070665935612745,3.823803477028441,1.6965357705290292,0.5457551584030684,Iris-setosa
+95,4.591563498075705,3.37721902740877,1.3951662288887814,0.2801557239656336,Iris-setosa
+96,6.284525268630879,2.931952286928196,4.383626649666123,1.3179704129455696,Iris-versicolor
+97,5.646526458506082,2.706799316245966,4.227976309181926,1.3036594468642584,Iris-versicolor
+98,6.277916766616106,2.7013245867728677,4.905900062288638,1.8030260982588406,Iris-virginica
+99,6.321064410381366,2.689490692350093,4.908249507824687,1.780907233668306,Iris-virginica
+100,6.031152373496788,2.20000039687803,4.996426081145978,1.497919122975583,Iris-virginica
+101,6.328204494492099,2.49947002643341,5.016190235089724,1.8958053518902702,Iris-virginica
+102,6.296472650018363,2.6821264088004853,4.888486024124158,1.8037311137219603,Iris-virginica
+103,6.157618619073121,3.0383430394748285,4.639996406094451,1.4315228311367751,Iris-versicolor
+104,5.410968028128732,3.936537015347648,1.3124386515601127,0.39062438850168046,Iris-setosa
+105,6.715118234891887,3.277516947921924,5.7115345524967704,2.0656152020099365,Iris-virginica
+106,6.825165597933523,3.365888854483393,5.779946576328084,2.5,Iris-virginica
+107,4.400000584064847,3.212706286023576,1.3176831341047237,0.2,Iris-setosa
+108,6.842895479729213,3.2762817543908063,5.767991390632733,2.5,Iris-virginica
+109,6.320048063761251,2.699541005802648,4.92188208125321,1.7687450801340705,Iris-virginica
+110,5.046788703767159,3.3166439356755375,1.3324528568244334,0.2,Iris-setosa
+111,5.454191383466765,3.9322438036790777,1.869018729572062,0.4539398168575668,Iris-setosa
+112,5.246730623555504,3.44695929087853,1.404970983407681,0.2,Iris-setosa
+113,6.4019465530483455,2.956644062196439,5.018735232039493,1.5809563683642127,Iris-versicolor
+114,7.699998791112681,2.832542015191943,6.699998737603977,2.0463468916778242,Iris-virginica
+115,5.024210967269962,3.350580941966683,1.4402704822007415,0.2,Iris-setosa
+116,5.678334378926854,2.5092161570871303,4.964642123347595,2.0006568763792116,Iris-virginica
+117,5.481289551819975,4.125848311584195,1.4077322161725792,0.2,Iris-setosa
+118,5.217420755058803,2.723738838901526,4.018324501713247,1.4114437076045363,Iris-versicolor
+119,5.496496828868857,3.00110226434569,4.490189413451603,1.5010943566045587,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..c9b7a558029ecc78b799da1454b3a97c6723b92c
--- /dev/null
+++ b/iris/tab_ddpm/1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.99873941507921,3.5120308382517127,1.3209497093310107,0.29351745724669576,Iris-setosa
+1,5.20694834840419,2.704346607633397,4.017845937660311,1.4000261479219338,Iris-versicolor
+2,6.819032250876745,3.162950611162368,5.661849336520423,2.2708586538193845,Iris-virginica
+3,7.699998452165957,2.7567670466150527,6.699997821947794,1.991095088356721,Iris-virginica
+4,5.412227083239643,3.0021129178656367,4.496162256500255,1.5036761066550843,Iris-versicolor
+5,4.995438695840243,3.5827240136799166,1.3984300700697743,0.2,Iris-setosa
+6,5.7034466971709605,2.5009212437969826,5.001809759814164,1.9913033557819084,Iris-virginica
+7,7.092737000872462,3.0107232746849855,5.924470294626959,2.1154651944225766,Iris-virginica
+8,6.673938017858053,3.020565131901428,4.879910258256277,1.6125032367131173,Iris-versicolor
+9,5.740977033526417,2.8157277512667713,4.184069427265907,1.342010700528237,Iris-versicolor
+10,5.4656265345069235,2.40120952486757,3.679743826426436,1.0597491358348121,Iris-versicolor
+11,5.257286046324622,2.7525713290862748,4.0181196669910255,1.3864520523407018,Iris-versicolor
+12,5.384163971160116,3.394814026502925,1.751900711921317,0.2,Iris-setosa
+13,5.667769900262098,3.010429518611823,4.0905093202625125,1.3208969079392479,Iris-versicolor
+14,6.285076165560559,3.4068399740946855,5.6114478668432675,2.388694415677402,Iris-virginica
+15,5.846738051146631,2.9881534094511375,4.271502253568243,1.5016583387792735,Iris-versicolor
+16,6.446301256222909,3.0230853696169433,5.48707265224594,1.7793006567636553,Iris-virginica
+17,5.481224149410402,2.579486669690674,4.319376486032675,1.1700342979061513,Iris-versicolor
+18,5.107490285093226,3.4011535305157325,1.453961095843058,0.2,Iris-setosa
+19,5.990598611898172,2.991293001053668,4.827979404649781,1.791717581759086,Iris-virginica
+20,4.4001969892222395,3.3097603783642366,1.0192480081476183,0.2,Iris-setosa
+21,5.78359365107721,2.7921532840818437,5.093731017490833,2.397008353911987,Iris-virginica
+22,6.4391127006536095,3.2019743689216345,4.521345076528199,1.5018215228973582,Iris-versicolor
+23,4.4,2.8332273126509366,1.4044057116857123,0.2,Iris-setosa
+24,5.051249941868005,2.445004862243127,3.032238973776658,1.093654892315913,Iris-versicolor
+25,5.357307618426284,3.8371919938967123,1.3607404456722143,0.2545739977380531,Iris-setosa
+26,5.001352553579054,3.182734572663849,1.1792918120980846,0.2,Iris-setosa
+27,5.722800717685712,4.39999892671953,1.5083513667951898,0.3797384971611585,Iris-setosa
+28,6.325412973613335,3.394822123538327,5.5909908244033355,2.373586955098807,Iris-virginica
+29,4.4,3.2164016564703544,1.2884924403387232,0.2,Iris-setosa
+30,5.1411706860098345,2.5744617399735064,3.083409109079633,1.301816515782012,Iris-versicolor
+31,5.175363626327231,3.374918601115681,1.3806525543427406,0.2,Iris-setosa
+32,6.418659408963711,2.9111244624096906,5.300025577030288,1.7020900096440146,Iris-virginica
+33,5.04404493667945,3.7284052424646745,1.4858085725176828,0.2,Iris-setosa
+34,6.776334025792765,3.3201217245408836,5.827863084518142,2.5,Iris-virginica
+35,4.983258510439661,3.5999118528795355,1.4018056415280395,0.2,Iris-setosa
+36,5.517861885891796,2.52628577326699,4.233680229358663,1.1218546600988044,Iris-versicolor
+37,5.66571023284342,4.399998997545749,1.4966133291074106,0.4695957966334605,Iris-setosa
+38,6.0791995332101125,3.1730533495343725,4.479765974892182,1.7045533774249602,Iris-versicolor
+39,6.000921719450347,2.684399903875704,5.099667057739954,1.620251040831199,Iris-versicolor
+40,6.47680823933884,3.0473963140216016,5.507393419615449,1.7941216441407908,Iris-virginica
+41,6.387997351804825,2.618956401576159,5.062698979714672,1.8882923957869457,Iris-virginica
+42,6.305411750445236,2.8086720699340777,5.083363454248048,1.5131269578408695,Iris-virginica
+43,5.48401626443747,2.4080017958573157,3.6989829314011837,0.8992825537693137,Iris-versicolor
+44,6.065842932434569,2.659443463345232,5.0651044849091935,1.6208080117139942,Iris-versicolor
+45,6.370746990861138,2.9429227995917295,4.356361077596522,1.3781760809467751,Iris-versicolor
+46,5.136236427211384,3.334208730242854,1.7018654251560805,0.33597855494157525,Iris-setosa
+47,4.400000649550827,3.1829845358524125,1.3098246800009794,0.2,Iris-setosa
+48,6.313224102441162,2.9033526861143413,5.587842795457806,1.7842792613109286,Iris-virginica
+49,7.699998792487651,2.803699081029289,6.6999989832143605,1.9896391829702595,Iris-virginica
+50,5.10411759477319,3.5067679380221692,1.4078892064322728,0.29200614352762416,Iris-setosa
+51,5.0943661729374154,3.486077454969824,1.3865314373495414,0.30167501438140154,Iris-setosa
+52,5.081199441124889,3.624292262119141,1.4679697587811795,0.349895846338086,Iris-setosa
+53,6.7397674929598175,3.3293407973901585,5.645988512370538,2.5,Iris-virginica
+54,5.892689272363518,3.1834339951018116,4.809545128368626,1.8009418749172532,Iris-versicolor
+55,5.907307887456409,3.0006815505431583,5.135052944085376,1.7920744875284027,Iris-virginica
+56,5.488473573036895,2.4021346570993596,3.829083773587832,0.9846594992581247,Iris-versicolor
+57,5.561615704211269,2.679508195224813,4.1708476202514015,1.2603607191259347,Iris-versicolor
+58,6.009904767081031,2.200000438099001,4.990887484396621,1.507749986592767,Iris-virginica
+59,5.103689706972132,3.3077352730539267,1.8786615997060738,0.5212815949188448,Iris-setosa
+60,5.02989243637918,3.4777640822692386,1.311705255033229,0.2837895146066111,Iris-setosa
+61,6.419673161889405,3.198903908570323,4.477617238450829,1.4998774371005084,Iris-versicolor
+62,5.107023445086211,2.475385457346591,2.9627793662530078,1.1272206388473662,Iris-versicolor
+63,6.394146776256636,3.21658498828417,4.535668471503581,1.513758603550153,Iris-versicolor
+64,4.4,3.2188130274470823,1.2847420911906695,0.2,Iris-setosa
+65,5.381401992823366,3.862051404986435,1.3121154112133917,0.3932854571059412,Iris-setosa
+66,5.100840695532281,3.3086752371790817,1.699424283759104,0.5626500857916643,Iris-setosa
+67,5.568482159054548,2.622343882452017,4.221004309937656,1.2833375677548795,Iris-versicolor
+68,6.48731754028978,3.1705607169738976,4.527546433467211,1.4966023509609399,Iris-versicolor
+69,4.971558532666824,3.2033531731185825,1.2165524921532396,0.2,Iris-setosa
+70,5.507645755165271,2.3970639215757426,3.978949572989091,0.8571418643702025,Iris-versicolor
+71,5.066037800228433,3.2553959306728486,1.703007710637527,0.4930159475754326,Iris-setosa
+72,5.378586623764824,3.880260694216372,1.3028594726117824,0.4762756602023573,Iris-setosa
+73,6.693599561072119,3.2918144258558275,5.613288626654368,2.5,Iris-virginica
+74,6.720387024640856,3.29720464239733,5.7642294558249,2.5,Iris-virginica
+75,5.758539266772193,2.6910090295233764,5.095586918244583,1.905476519870011,Iris-virginica
+76,5.977919544776461,2.2000003207433076,4.992661561909841,1.511715391237499,Iris-virginica
+77,5.998901988869245,3.4048903282145515,4.505309153186567,1.607008268674762,Iris-versicolor
+78,5.174305382735135,3.46253269841821,1.4057999240037422,0.20498541096080108,Iris-setosa
+79,6.669636685243573,3.2987011466184164,5.712484275123913,2.49999950161694,Iris-virginica
+80,4.400000545599217,2.910121311173381,1.4032670075189233,0.2,Iris-setosa
+81,6.497835143885233,3.3397803729209055,5.695883005767789,2.3594959125129353,Iris-virginica
+82,5.0941821556741855,3.745437290015358,1.6221148646835455,0.3953645321603939,Iris-setosa
+83,5.51502410608705,2.4052026726309923,3.4798545112835275,1.126161386173588,Iris-versicolor
+84,5.755597401079032,2.6514024263260265,5.080444331578776,1.9245825267739605,Iris-virginica
+85,5.632663036033941,2.995852334730515,4.094668995644004,1.3222939573176935,Iris-versicolor
+86,4.6551635379353975,3.28100474382859,1.4147203393181873,0.2,Iris-setosa
+87,5.191227127192229,2.701830322325932,4.032271000938847,1.4046317431143118,Iris-versicolor
+88,5.60749466004394,3.0158292576772996,4.450867655185886,1.4996787537720022,Iris-versicolor
+89,4.60879994047051,3.5987265244958544,1.0,0.2,Iris-setosa
+90,6.038244065973491,2.705794860021637,5.103143044475567,1.5889521077812314,Iris-versicolor
+91,5.390016349431719,3.8679747213957025,1.3197163389689144,0.3959239609909706,Iris-setosa
+92,6.346352887655171,2.686684807045003,4.917278985475049,1.7954410637113214,Iris-virginica
+93,5.1010654306374335,3.385242038944819,1.5000172982033935,0.2,Iris-setosa
+94,5.889897433732603,2.989930540345097,5.113554161292524,1.7829147116625952,Iris-virginica
+95,5.212518293613371,2.7154632515577126,3.5211840348371353,1.413717894289839,Iris-versicolor
+96,6.715393305926026,2.9837354835432657,5.483347995758604,2.0886452760346375,Iris-virginica
+97,5.120744539223212,3.2963988044944688,1.690517834179051,0.4300897046063865,Iris-setosa
+98,5.515900273681776,2.9989983724755094,4.4660858818088,1.4905175618466,Iris-versicolor
+99,6.665288240698324,3.2685990578861754,5.65023313485822,2.4999994890944572,Iris-virginica
+100,5.313844987059024,3.412443420448214,1.655906807657948,0.2,Iris-setosa
+101,5.963078939444393,2.2000003349655533,5.032176974054826,1.4954600868711687,Iris-virginica
+102,4.902409424949909,3.3794986695064675,1.5240294376550436,0.2,Iris-setosa
+103,5.7057752135378355,2.462033495004334,5.000573641916113,2.007977179497102,Iris-virginica
+104,6.7421878415896765,3.3083591598286333,5.734209716902838,2.4999993918799217,Iris-virginica
+105,6.649478744580864,3.0688652611759406,4.375699680873462,1.385033195162452,Iris-versicolor
+106,5.762989841445341,2.79541606921976,5.089683917175002,2.399650257395905,Iris-virginica
+107,5.498242070942211,2.3962294656294825,3.756942240771579,0.975405996763982,Iris-versicolor
+108,6.322506566805369,2.495392409906701,4.991735806125682,1.9290165551887992,Iris-virginica
+109,4.944159709465044,3.5150751454947913,1.601062948361846,0.2,Iris-setosa
+110,5.1006121583686195,2.4976667021742998,3.0035428679257326,0.9412411139033761,Iris-versicolor
+111,5.02976887706774,3.4776351827657477,1.3218371121265742,0.30063290711597124,Iris-setosa
+112,7.699998824448538,2.803873260038085,6.699998649326406,1.9908720127788357,Iris-virginica
+113,4.892902759686754,2.3901462375962894,3.2429956485348033,0.9967313456080381,Iris-versicolor
+114,4.4,2.9109963280397038,1.4088322643796527,0.2,Iris-setosa
+115,5.5194434960578205,2.613524098291615,4.388070907062183,1.138274741129654,Iris-versicolor
+116,5.749193348158479,4.4,1.5137756217955063,0.3876328348362039,Iris-setosa
+117,4.4,3.19595721971188,1.319688329162854,0.2,Iris-setosa
+118,5.4734456078417315,2.416346192406027,3.750150794092045,1.1397602003108491,Iris-versicolor
+119,5.5687200626651085,2.6532697158021996,4.31963073742328,1.263003858269981,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..f689c8eabfe26b76d03ef9390ac7b92e4d8085c4
--- /dev/null
+++ b/iris/tab_ddpm/1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.281962437211015,3.5977354563765185,1.5031447820172372,0.2,Iris-setosa
+1,6.344466733947698,2.2784738546903966,4.455703718075698,1.3078470408699792,Iris-versicolor
+2,4.58809341766368,3.600966223969964,1.0,0.2,Iris-setosa
+3,7.060749752118775,3.0051221774429084,5.753643013107735,2.1197573039019244,Iris-virginica
+4,5.956331764520993,2.9817488744103957,4.959703987208339,1.7977821208236335,Iris-virginica
+5,6.119539888688587,2.993191904110813,4.574722489357341,1.3976973659806649,Iris-versicolor
+6,6.962163028067653,3.01664331399481,5.673011739461001,2.1130846134841312,Iris-virginica
+7,5.140946647312342,3.421600736997415,1.4724993440861385,0.2,Iris-setosa
+8,5.0988501701660125,3.849576433457785,2.0313999389503246,0.4483435357504889,Iris-setosa
+9,5.997701944995093,2.2,4.97659986403184,1.519540013887629,Iris-virginica
+10,5.225296072849693,3.4289465909794785,1.407131723802343,0.2,Iris-setosa
+11,6.303078305885572,2.298608390715196,4.402335252929189,1.2767748801073115,Iris-versicolor
+12,6.713838797712887,3.0959580627600563,4.420437307422152,1.3981951747863532,Iris-versicolor
+13,5.99878115015319,2.2,5.0003870447774545,1.5127065719954556,Iris-virginica
+14,6.300090336094996,3.3865937577605116,5.607029605839947,2.402148918517954,Iris-virginica
+15,6.691043592024485,2.999402498211718,4.980364970673762,1.697906835200012,Iris-versicolor
+16,6.860569211760425,3.207804168244752,5.67247358858796,2.288039034314569,Iris-virginica
+17,6.9398129145336185,3.181420540720201,5.784670555091557,2.3081971046531047,Iris-virginica
+18,6.331353703822472,2.539748548547515,4.903121914431091,1.4903107423698037,Iris-versicolor
+19,6.821115544466538,3.2181499511138223,5.69810928690566,2.1914798586631816,Iris-virginica
+20,6.468789371865435,3.1515799639940685,5.555332347071642,1.8816075785161308,Iris-virginica
+21,6.75672105556315,3.2933917694322647,5.708676033509448,2.1257057587933113,Iris-virginica
+22,5.918029363600381,2.9719054869240464,4.364437774978934,1.4067178930644944,Iris-versicolor
+23,6.687053937836337,3.271160592709579,5.784385996265186,2.5,Iris-virginica
+24,4.555811603948248,3.3619311837131454,1.398488119057585,0.30031169423029036,Iris-setosa
+25,7.7,2.824140212312847,6.7,2.013716864063324,Iris-virginica
+26,5.399230599356763,2.98906829402516,4.525564206080433,1.5001664403027848,Iris-versicolor
+27,5.474582359749577,2.4001758205583847,3.848655128268682,0.9959831682632689,Iris-versicolor
+28,5.450771101300171,4.173153900963734,1.401317924036419,0.2,Iris-setosa
+29,7.699998929286775,2.817779828996834,6.699998480931024,2.0038922452663104,Iris-virginica
+30,7.274523144267695,2.8862630347010274,6.26453864518543,1.7876897309384616,Iris-virginica
+31,6.386385608410189,2.9503558407587382,5.50983337492612,1.797306093404984,Iris-virginica
+32,5.08240230120309,3.523914518571245,1.3794935784570403,0.3086364123146612,Iris-setosa
+33,5.111700314327607,3.4106538513817246,1.4855872352336676,0.2,Iris-setosa
+34,6.294177844711261,2.298020110811408,4.445858268674202,1.3194095340379013,Iris-versicolor
+35,6.815195260242907,3.0072014189779077,5.508563171283426,2.126999634819737,Iris-virginica
+36,5.371476621581017,3.9337904711021254,1.3172095592496154,0.38815871206524366,Iris-setosa
+37,5.114842540298322,3.3002217584660474,1.872526657735515,0.5003755220745763,Iris-setosa
+38,6.338306392310509,2.300087916971585,4.39654603840452,1.2815616737699793,Iris-versicolor
+39,5.799352219022485,2.7092010744075545,5.094576379597499,1.88683499770762,Iris-virginica
+40,6.292599351581766,2.657733439234502,4.910784648330007,1.824014805957945,Iris-virginica
+41,6.385658388166871,3.1690680170309347,4.483843922956846,1.4898769852299552,Iris-versicolor
+42,5.103192254103665,3.466390068662599,1.4986962459293502,0.2,Iris-setosa
+43,6.313497749229166,2.5077280297887294,4.917968884229084,1.5208206887881883,Iris-versicolor
+44,5.298671055595659,3.611044368505866,1.5133980174603887,0.2,Iris-setosa
+45,6.087813266631094,2.6061814712268974,5.568029024643023,1.4126552283413745,Iris-virginica
+46,5.070930115704973,3.804918076160397,1.6373192837219852,0.2,Iris-setosa
+47,4.698353610329191,3.282107333759341,1.4400816801728447,0.2,Iris-setosa
+48,5.2047798901803555,2.7299742349211953,4.014308753376957,1.4029984353279146,Iris-versicolor
+49,5.392356520674412,3.4146666583091863,1.6967339907614627,0.2,Iris-setosa
+50,5.086990538170323,3.744267865687681,1.681317733709088,0.3885253982206104,Iris-setosa
+51,6.2873677360708475,2.64732381698033,4.9271468982866375,1.8326725708496863,Iris-virginica
+52,5.092142329723863,3.7577066644104717,1.679897811648002,0.4322315196128956,Iris-setosa
+53,6.680456452874659,3.2740686623846136,5.690056896720095,2.0866891351918464,Iris-virginica
+54,5.494727325667975,4.180815479183709,1.400716148040324,0.2,Iris-setosa
+55,6.853065082808124,3.0012824443532313,5.529891004364054,2.107666771283973,Iris-virginica
+56,6.326877086422664,2.9152444551252836,5.584947204567512,1.8045115919169656,Iris-virginica
+57,5.504553326984235,4.22651352918847,1.3763903171901744,0.2,Iris-setosa
+58,6.424918335073919,3.192622724901772,4.486615534020806,1.5035983867307878,Iris-versicolor
+59,5.503076362594323,4.1841572853534155,1.3940995970401737,0.2,Iris-setosa
+60,5.107085224707033,3.506983097873093,1.3973015128022905,0.3073269887433715,Iris-setosa
+61,6.691905330919641,3.2996386419507804,5.697467561071705,2.0814920579713325,Iris-virginica
+62,5.377979388269876,3.9064810472780778,1.2779949088519673,0.3970079595016198,Iris-setosa
+63,6.681281399361779,3.0001587159398597,4.987514462611152,1.7009493446884578,Iris-versicolor
+64,6.287891165970106,2.780448890013381,5.083657587931938,1.4952400683125453,Iris-virginica
+65,6.697970154730898,3.3170567287425614,5.7789524532036625,2.4999992160134967,Iris-virginica
+66,6.393770301768536,3.1005744555465777,5.49398394890184,1.8025841724275065,Iris-virginica
+67,4.630148696653554,3.59779536942389,1.0,0.2,Iris-setosa
+68,6.804457126026082,3.2960052670062034,5.692301834293263,2.4999995121831717,Iris-virginica
+69,6.30445474629964,2.5013558428943865,5.005493347934975,1.8840132050321357,Iris-virginica
+70,5.287928599801582,3.6675598327432812,1.5013149209927705,0.2,Iris-setosa
+71,6.698146346000588,3.0915190153398857,4.392972592274422,1.4106414852533067,Iris-versicolor
+72,5.13289809719429,3.3053752208784366,1.921302176263966,0.5145244517666966,Iris-setosa
+73,5.3857407260406465,3.8900973986647167,1.6944697574556886,0.3904975076791487,Iris-setosa
+74,4.891546767894559,3.0773924936758026,1.4970323483832468,0.10000015316442666,Iris-setosa
+75,6.277465566444066,2.491216969111253,4.909277891663843,1.5059790428136244,Iris-versicolor
+76,5.23180277630998,3.433815198802061,1.4000888220048775,0.2,Iris-setosa
+77,6.694069174765608,3.300569327318935,5.747408208454586,2.4999991007690983,Iris-virginica
+78,5.837473369114139,2.8202313782284447,5.130874966013836,1.8540824846807038,Iris-virginica
+79,6.439158565407753,3.187672497381375,4.539797645935227,1.5006475411577298,Iris-versicolor
+80,6.280562564487074,2.5089293140129394,4.900705920689716,1.5050981468004594,Iris-versicolor
+81,6.691211857240692,3.289165385812568,5.727325962726737,2.5,Iris-virginica
+82,6.315587320837834,2.500410982548616,4.999668023673022,1.9076498732811578,Iris-virginica
+83,4.90791799524869,2.3864559254244178,3.1595650149903087,0.9736107700360253,Iris-versicolor
+84,6.099030131812361,2.60125287193858,5.65833874194831,1.382212307449471,Iris-virginica
+85,6.463201369438525,2.9429463126782966,4.306310858617421,1.3471221691765982,Iris-versicolor
+86,5.997014091701513,3.3933549980280735,4.541694043675033,1.618429319743498,Iris-versicolor
+87,4.916784340952118,3.2705589073134345,1.4136104886513983,0.2,Iris-setosa
+88,7.699998248519526,2.809080050934996,6.699998488277626,2.0397785418585404,Iris-virginica
+89,6.895860656501307,3.008867507303253,5.528921860680927,2.0895268530052515,Iris-virginica
+90,5.996301368701346,3.366785260916544,4.5789252548400325,1.6145632017493323,Iris-versicolor
+91,5.104539868737817,3.7772690009223027,1.6984311040670368,0.5011199644022655,Iris-setosa
+92,6.716180901020459,3.2992238206824998,5.759624684697689,2.5,Iris-virginica
+93,5.406059547621322,3.8846784323869414,1.3132860416689607,0.37753790179983904,Iris-setosa
+94,6.306956726137351,3.3966052306156227,5.613155434798048,2.3948471887944844,Iris-virginica
+95,5.519811378470593,4.226718978870193,1.368548837533505,0.2,Iris-setosa
+96,5.130820221214702,3.7748240073510377,2.105968360919597,0.3896155815516472,Iris-setosa
+97,4.637356061718105,3.1792314828478507,1.3965456902367528,0.2,Iris-setosa
+98,5.952464388838241,2.995780450204977,4.883995758223044,1.8112003228574156,Iris-virginica
+99,5.230665123951332,3.5102010924269944,1.5034555733804005,0.2,Iris-setosa
+100,6.790024223497686,3.0047030168316478,5.480611967495208,2.056556404577642,Iris-virginica
+101,5.479686417232727,3.0146848476610737,4.510258913054615,1.5169673019893752,Iris-versicolor
+102,5.500102378334274,2.4084911726120035,3.7872154594448615,1.0339748140722658,Iris-versicolor
+103,5.989935993793455,2.7350900894194474,5.098851797453946,1.5892489439086894,Iris-versicolor
+104,5.310183455910347,3.84201227042279,1.5207522619508007,0.3060442051457189,Iris-setosa
+105,5.956110756268329,2.2000003435734157,4.974280830634835,1.4944129449570287,Iris-virginica
+106,5.095491111514304,3.7989190166522238,1.7332257601274779,0.3794681997441821,Iris-setosa
+107,4.992255259117524,3.2863391463452793,1.4153381972102983,0.2,Iris-setosa
+108,4.912219653959657,3.010277853693295,1.4018851241239652,0.2,Iris-setosa
+109,5.437381362720288,4.1088388309246,1.415569262706719,0.2,Iris-setosa
+110,5.179678065646325,3.3978401957652635,1.4019402844462894,0.2,Iris-setosa
+111,5.315531168561857,3.60068128731083,1.503402368189768,0.2,Iris-setosa
+112,5.694041412686806,3.0243670898017467,4.545843900045145,1.5189282195962195,Iris-versicolor
+113,5.711408079008284,2.518904354995816,5.0094292362456905,1.9889170990897205,Iris-virginica
+114,6.6710784657789395,3.2755972024181252,5.7009010432183995,2.4999993448190123,Iris-virginica
+115,6.7176095446368045,2.9842090751271115,4.995924522616315,1.7220645087362274,Iris-versicolor
+116,5.201477339521543,2.6796207551508173,3.74601912203868,1.3926614108845174,Iris-versicolor
+117,5.224598348202397,2.724383904010844,4.021627456690091,1.3969534820262672,Iris-versicolor
+118,5.4831003558858935,2.998615303249881,4.494408563670993,1.5029612471972529,Iris-versicolor
+119,5.8854567610308415,3.0064379600742024,5.0814557399401155,1.8061119646255577,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..bb0a0a74caee28796dc0fc6d9cb5c1b596377099
--- /dev/null
+++ b/iris/tab_ddpm/1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.489670380506911,2.4113361274585823,3.5687741015159222,1.0836397614916997,Iris-versicolor
+1,6.689646628295083,3.3077719555617335,5.712041960510583,2.0998551405863433,Iris-virginica
+2,5.424739192766918,2.9968665311552765,4.52561460369435,1.5040068440905248,Iris-versicolor
+3,4.4,2.8948998618940625,1.402654029029933,0.2,Iris-setosa
+4,6.069339191252968,2.2,5.000011583700148,1.5032282380440407,Iris-virginica
+5,6.766694820987678,3.0091490530750438,5.527651626877098,2.0784212337267114,Iris-virginica
+6,6.317393573175673,3.3958963326418132,5.597946729108996,2.394298347923751,Iris-virginica
+7,4.400000580997874,3.1863421503887115,1.3357851386760329,0.2,Iris-setosa
+8,6.304655611899323,3.4105898523815856,5.707949079291959,2.3957984084788846,Iris-virginica
+9,5.103324058954907,3.6829648795923187,1.517527939200992,0.39687390766234654,Iris-setosa
+10,4.400000483892942,3.0990145261155586,1.315560177698461,0.2,Iris-setosa
+11,6.286973682137847,2.302429460969059,4.38525364399785,1.3160640557440577,Iris-versicolor
+12,5.094628817358209,3.309426159941884,1.6933703333172219,0.4261120838443674,Iris-setosa
+13,4.9706415921737035,2.429528200527112,3.4305648267194755,1.073163525616723,Iris-versicolor
+14,5.197535671225348,3.5024291856620318,1.4976873651348948,0.2,Iris-setosa
+15,5.5320256519119875,4.193379574413448,1.3938429707314761,0.2,Iris-setosa
+16,5.084936032068758,3.4839655030898062,1.3928946106658484,0.29402992605608574,Iris-setosa
+17,4.585865623157289,3.369805961165592,1.399038018502483,0.3063454026947704,Iris-setosa
+18,5.2143596817273385,2.754341575504938,3.956170887992453,1.427054549759141,Iris-versicolor
+19,4.626098235487988,3.2214675821224086,1.4170766184790309,0.2,Iris-setosa
+20,6.019525412460277,2.2000002970775854,4.944998134152288,1.5020200902757685,Iris-virginica
+21,4.5916871372213635,3.6027252343262828,1.0000004273979315,0.2,Iris-setosa
+22,5.036025905923456,3.484466857296866,1.297741706127704,0.2891630356748568,Iris-setosa
+23,6.423535447715959,3.0976377503396253,5.492859698796414,1.8049436825740162,Iris-virginica
+24,6.4892943043634705,2.9658092449018185,4.3671206662295825,1.3391264909416507,Iris-versicolor
+25,6.802553607178175,3.2418730776504137,5.700478653496054,2.2521400389697344,Iris-virginica
+26,5.530224471001966,2.387854201979418,3.724691930178804,1.112031646125455,Iris-versicolor
+27,4.584654600084653,3.5910573626911737,1.0000004978524357,0.2,Iris-setosa
+28,5.435505550295489,3.866482146829357,1.2830182243857775,0.3896883573448946,Iris-setosa
+29,4.60801657442229,3.6106147102333948,1.0,0.2,Iris-setosa
+30,6.248370015504506,2.7249662685146343,4.999208999798256,1.5375567435667472,Iris-versicolor
+31,6.338557751333439,2.768047733565846,5.0808295478786265,1.5308604363331664,Iris-virginica
+32,5.737856144275244,4.4,1.4992624254192586,0.7494251648031449,Iris-setosa
+33,4.6202309808717255,3.601227284071716,1.0,0.2,Iris-setosa
+34,6.423558730016584,2.9162302978747974,4.345614110367257,1.3082353922244334,Iris-versicolor
+35,6.092410523607775,2.5998558129564002,5.581623087950204,1.4028449107440686,Iris-virginica
+36,4.936206676669322,3.229190850658854,1.305468988817431,0.2,Iris-setosa
+37,5.819900652473939,2.8184836201960857,5.102338471525003,2.4059363152257496,Iris-virginica
+38,5.403924655763279,3.8829405664015018,1.2837938099162414,0.39623395604447764,Iris-setosa
+39,6.450229560660538,3.140861389962172,5.511225322984152,1.8416004787305693,Iris-virginica
+40,6.791980028197897,3.255060827382827,5.685728785340835,2.201891141343914,Iris-virginica
+41,5.96999466481449,2.2,4.988205620354099,1.4908112834133764,Iris-virginica
+42,4.676265055406026,3.4148445589420264,1.3825193487911906,0.3097257323223543,Iris-setosa
+43,6.289918688740007,2.7799310258405727,5.065657136839443,1.4667560732897267,Iris-virginica
+44,6.2848952327931435,2.795999859420383,5.085128201573225,1.5033854770060409,Iris-virginica
+45,5.0448215193500685,3.691680989607431,1.4534670796908116,0.2,Iris-setosa
+46,5.716418566458165,2.516038667618347,5.0069076317034105,1.9728912165151196,Iris-virginica
+47,4.999106341986213,3.199545422403634,1.1957912509445772,0.2,Iris-setosa
+48,6.003728916238173,3.410543075793545,4.540122463172789,1.6279173747965443,Iris-versicolor
+49,5.875815951990739,3.002994267908612,5.147421576559582,1.802547879550872,Iris-virginica
+50,6.7747916800873345,3.3118171555390936,5.774404945734916,2.4999995443743757,Iris-virginica
+51,4.9407868720148755,2.4277549751836203,3.2457907349241557,1.0466480659952433,Iris-versicolor
+52,6.291184587401769,2.479956187871468,4.873049937696882,1.4945500969556789,Iris-versicolor
+53,6.539337224105921,2.963474388326481,4.333821956128132,1.3370243866530536,Iris-versicolor
+54,4.876865742028263,2.3899049574249958,3.321981201156722,1.0614160965173185,Iris-versicolor
+55,5.061645737442202,3.7838444538450293,1.6053274228482362,0.2,Iris-setosa
+56,4.4,2.885693465992922,1.4054572237615666,0.2,Iris-setosa
+57,5.524385065497471,2.6429778282914405,4.271943120909544,1.2594039147733027,Iris-versicolor
+58,6.869708617837038,3.0867880116078195,5.624334431734137,2.2567020090144805,Iris-virginica
+59,5.493801625457168,2.3808051355561304,3.5444204286566245,0.8906173536360451,Iris-versicolor
+60,4.889757666003529,3.1126245784310753,1.4953824948429806,0.1,Iris-setosa
+61,6.742449907868246,3.2794543406884795,5.654386745610271,2.499999507834121,Iris-virginica
+62,6.376875416198548,3.1976263635921303,4.553121015865777,1.5175110678648573,Iris-versicolor
+63,7.2769088591174675,2.9161630026407455,6.224334429106109,1.830087653663833,Iris-virginica
+64,4.888123261927785,2.3992412046282174,3.1860647522180607,0.83984635079062,Iris-versicolor
+65,6.384388288847836,2.7222128826534036,5.305986059960718,1.8951243839246834,Iris-virginica
+66,6.362304879919213,3.097114429550738,5.491155994008756,1.8096555034543786,Iris-virginica
+67,4.492396346663225,2.306546867244467,1.3149251608295025,0.31228189527584843,Iris-setosa
+68,4.81634312391914,2.3915322320669774,3.3864532550891138,0.9695841009428409,Iris-versicolor
+69,7.699998184676466,2.821334626305314,6.699998342895192,1.9973767035572325,Iris-virginica
+70,7.032378275269641,3.007708267172583,5.753675740410317,2.0951710075611905,Iris-virginica
+71,5.090291996286805,3.2892455473760567,1.6901684814119142,0.636712374047226,Iris-setosa
+72,6.695183880635308,3.003410915027483,5.004697982203099,1.7425270155823886,Iris-versicolor
+73,6.012891472293832,3.4101905124295326,4.5080885898385175,1.6085750670582735,Iris-versicolor
+74,5.051168153223947,3.6073235987922394,1.3943587071931118,0.2,Iris-setosa
+75,5.002894178637445,3.196588679636159,1.2076072717488522,0.2,Iris-setosa
+76,5.083547810935861,3.3951177015706118,1.5052711050302148,0.2,Iris-setosa
+77,6.05348786494057,2.986332648304802,4.535280985196873,1.4174911059828756,Iris-versicolor
+78,4.585944245135332,3.197374413611715,1.402743623401513,0.2,Iris-setosa
+79,4.878114524425653,3.113120085944166,1.5022974804354714,0.10000012414444497,Iris-setosa
+80,6.738285268759432,3.3137347251881093,5.767790301221011,2.5,Iris-virginica
+81,5.020904970410223,3.588909285466743,1.4067275941429656,0.2,Iris-setosa
+82,4.900645904303699,3.098198043679021,1.4887859547694526,0.10000015247366713,Iris-setosa
+83,5.099268338899754,3.7302154193789736,1.5102974649734573,0.45658951417184607,Iris-setosa
+84,5.526800099431804,4.177678085006148,1.3991974155710751,0.2,Iris-setosa
+85,6.095459567468497,2.5975046384449074,5.592604033266119,1.4113683840153903,Iris-virginica
+86,6.325133447788729,2.796114372429932,5.093709281082225,1.5039395492378935,Iris-virginica
+87,6.294647911950142,2.303617563906439,4.438060223294061,1.307070122128995,Iris-versicolor
+88,5.107829563399324,3.7942242851545926,1.943113238124107,0.42257819148710385,Iris-setosa
+89,5.679492324819547,2.530441121495124,5.001415887608379,1.9882509645844288,Iris-virginica
+90,5.669339960272563,2.50593867758302,5.012635579973342,2.0005267983162645,Iris-virginica
+91,4.9010595552382314,3.0715483781803776,1.4889018485574244,0.1,Iris-setosa
+92,7.7,2.7427938931177356,6.699998970015633,2.02356585603526,Iris-virginica
+93,4.978947700080148,2.4417469159266245,3.0639224550266047,1.0553726880267291,Iris-versicolor
+94,5.996275285082397,2.2,5.010070749580799,1.5017650698615201,Iris-virginica
+95,5.769292992091994,2.77094954864952,5.113364546604959,2.397056380411624,Iris-virginica
+96,6.302364724395795,2.775885202130257,5.072725185099604,1.5544079261193036,Iris-virginica
+97,5.645235963442179,3.004435670896364,4.160097254039779,1.316711713196034,Iris-versicolor
+98,5.214470509602005,2.6885295012607937,4.041048804741815,1.3904177144664964,Iris-versicolor
+99,6.265700661027491,2.8445750854231093,5.58325925039276,1.8083830213330334,Iris-virginica
+100,6.289543358369815,2.7056940688693145,4.892930461085844,1.7858869363850036,Iris-virginica
+101,4.400000473266907,2.903687389905697,1.4022839260785207,0.2,Iris-setosa
+102,6.25409759278543,2.867435132819324,5.652397753445916,1.800447644763874,Iris-virginica
+103,5.716044458790917,2.500935367720406,4.987922138653986,1.9998427659920799,Iris-virginica
+104,6.007360646491258,2.693039976092063,5.0943379575609455,1.5790240310446144,Iris-versicolor
+105,6.087791856179801,2.6069161079782934,5.5865436569153,1.402876893097256,Iris-virginica
+106,5.943050034984356,3.1819989559490938,4.822832902914785,1.7655224639392475,Iris-versicolor
+107,4.902334348142506,3.0925111597044936,1.4934098184245497,0.1,Iris-setosa
+108,5.891347902381279,2.9996057184942186,5.095129709212406,1.7869410441001228,Iris-virginica
+109,5.201536536210204,3.420338393008338,1.57882209349912,0.2,Iris-setosa
+110,5.1696147829918235,3.4741766469666246,1.5311286226339789,0.2,Iris-setosa
+111,6.439559767724026,3.1973975278290463,4.504188202297168,1.4861650010549787,Iris-versicolor
+112,6.287424306872108,2.3069369823511536,4.420679165700929,1.2829271383564504,Iris-versicolor
+113,6.005422936946322,3.3979844567499393,4.458660733753635,1.598285000290783,Iris-versicolor
+114,6.330815060649936,2.9077833099358252,5.6206345320046855,1.811951182113826,Iris-virginica
+115,4.996193452807793,3.213659319076587,1.2191242109377107,0.2,Iris-setosa
+116,6.303773061829281,2.7019964038453352,5.271243182100756,1.88322972384006,Iris-virginica
+117,5.08583608198111,2.4776914810472097,3.173397597427571,1.1043559968696757,Iris-versicolor
+118,4.990190678878639,2.4611107309696303,2.963925063567693,1.0388175176890457,Iris-versicolor
+119,4.776021719163461,3.3914401638167146,1.6068774141685283,0.2,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..02254c84473057de17598784a03b8bf091983018
--- /dev/null
+++ b/iris/tab_ddpm/1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.642930782257215,3.2895195207279113,5.7294018757611935,2.0759663314142487,Iris-virginica
+1,4.886368044461887,3.007537326391723,1.4033052325957058,0.2,Iris-setosa
+2,5.15720835290075,3.4580421493931803,1.4992945652797929,0.2,Iris-setosa
+3,5.690647397436748,3.0028902980579963,4.113169547957676,1.3476876219459573,Iris-versicolor
+4,4.915443603324394,3.096127675863136,1.4922134950079158,0.1,Iris-setosa
+5,7.7,2.798894184504002,6.7,2.0080563170565755,Iris-virginica
+6,4.4000004753083095,2.881516109762548,1.3897398514026138,0.2,Iris-setosa
+7,6.285444348291986,2.301373036909036,4.452174667455315,1.3034240025334043,Iris-versicolor
+8,5.061347219092579,3.5087390020797398,1.406931801315171,0.2869861078151218,Iris-setosa
+9,4.899753370681347,3.0963207360617773,1.498113110007967,0.10000010198058207,Iris-setosa
+10,4.813957969294833,3.4076057744432875,1.5951280710248255,0.2,Iris-setosa
+11,4.605099493917221,3.63520475888988,1.0000004386896593,0.2,Iris-setosa
+12,5.548590778336822,3.006118358768522,4.542343982679509,1.499276231591423,Iris-versicolor
+13,4.615852939048647,3.224604739626246,1.4050609625891781,0.2,Iris-setosa
+14,6.374792509091559,2.376565755097905,4.574402554067316,1.370780165208176,Iris-versicolor
+15,6.29811263975347,2.9029949410490254,5.668467332898645,1.8144856859873029,Iris-virginica
+16,6.310682030144282,2.492969028780354,4.9821443354771375,1.9079203968544332,Iris-virginica
+17,6.007928084370709,3.4096152252378507,4.4943927652058555,1.625469873340596,Iris-versicolor
+18,4.4,3.1846805398525735,1.3317954830923149,0.2,Iris-setosa
+19,5.083889174228049,3.2979085090555036,1.66796847002735,0.41489234602301966,Iris-setosa
+20,5.097408609797822,3.8487622265851122,1.6508700242397731,0.2,Iris-setosa
+21,6.38251729595096,2.6342215490570458,5.185334349626772,1.9049504317210753,Iris-virginica
+22,5.2457688132580484,3.521459423875348,1.517257567779525,0.2,Iris-setosa
+23,5.8967900228497125,3.2113728952076963,4.754271006827729,1.7806147703545012,Iris-versicolor
+24,5.9076160449136745,3.2156351467345274,4.747036589121855,1.8075891528764203,Iris-versicolor
+25,6.020023454796451,2.2000003027726787,4.999706420273862,1.4900170734779201,Iris-virginica
+26,5.929058743113708,2.9982894449461477,4.203265784087195,1.498605159075558,Iris-versicolor
+27,4.870692757523634,2.407788391565709,3.290110505634847,1.0266232528253596,Iris-versicolor
+28,5.649826492446772,3.004053372284719,4.135155885301569,1.2880574994084442,Iris-versicolor
+29,6.725046310214475,3.2984819117523942,5.759621445581417,2.5,Iris-virginica
+30,6.2709369934496015,3.4151842013207308,5.588375744614646,2.4001822006692963,Iris-virginica
+31,7.7,2.8040288591221008,6.6999988578302965,2.060197798626397,Iris-virginica
+32,5.610819067972003,3.000770394287066,4.073721147607172,1.3030707443989895,Iris-versicolor
+33,4.590772300130897,3.4044551941860637,1.4028661545370316,0.30361424155212846,Iris-setosa
+34,5.099354705828684,3.810928646643802,1.6024123176755276,0.2,Iris-setosa
+35,4.610552537403235,3.610400358595357,1.0,0.2,Iris-setosa
+36,5.406545798613025,2.998005929298893,4.520761215467965,1.5056281269102247,Iris-versicolor
+37,5.51305453250267,2.591026015490491,4.431281842209499,1.0620925332929498,Iris-versicolor
+38,6.350920634333412,3.40745089810295,5.613610204667386,2.3911890997597114,Iris-virginica
+39,6.682587320389928,2.996970239419923,4.96963017008956,1.6997131203784452,Iris-versicolor
+40,5.077014846398481,3.4000684184938343,1.5174617933149754,0.2,Iris-setosa
+41,5.9241384320224,3.233429300985118,4.799554191723031,1.7851916687088731,Iris-versicolor
+42,4.993466809934139,3.517265473566204,1.3161601578871636,0.29949200189215974,Iris-setosa
+43,6.280225316615481,2.673127209908822,4.925037917760511,1.8192734729679945,Iris-virginica
+44,4.568357778388296,3.1891406403843727,1.351930744752511,0.2,Iris-setosa
+45,6.001500284624738,3.402392458769569,4.4729957109918175,1.5853486995960524,Iris-versicolor
+46,6.297906238834767,3.3891996452638993,5.5910797412278885,2.395470191172409,Iris-virginica
+47,5.987691700480729,2.7063615076756573,5.100582250061685,1.6091477163665278,Iris-versicolor
+48,5.097936560884381,3.666356521227745,1.4781273247981834,0.4155549100464546,Iris-setosa
+49,7.699998917267096,2.780040906922005,6.699998863627085,2.0198383986482957,Iris-virginica
+50,5.498503816667476,4.120643370916772,1.3715773827754676,0.2,Iris-setosa
+51,6.974026419649583,3.0034494604012107,5.628139731206764,2.117570489552927,Iris-virginica
+52,4.963689297576135,2.4378310315476246,3.078796999863135,1.0545817308178376,Iris-versicolor
+53,6.117950889619341,2.616723289801555,5.605801860869748,1.4258507207416196,Iris-virginica
+54,4.601233177764404,3.388570242855017,1.4005147612222666,0.31368367778735473,Iris-setosa
+55,5.691011534243359,2.5148289882270465,5.001882626414627,2.018527510506866,Iris-virginica
+56,4.94641827380813,3.0992596417869582,1.3369139583040044,0.2,Iris-setosa
+57,5.1259754954009615,3.3588231605678804,1.3434939424348198,0.2,Iris-setosa
+58,4.592242724403186,3.619828755464557,1.0,0.2,Iris-setosa
+59,6.413678305906539,3.0969267375836664,5.492506228666984,1.80748145776087,Iris-virginica
+60,7.699999099713983,2.7776114700519803,6.7,2.0213880989213693,Iris-virginica
+61,6.339011386097401,2.5831180066118615,5.108390874215969,1.8959765003113036,Iris-virginica
+62,6.675212661129343,3.098624062745776,4.366689140925316,1.4001817312769986,Iris-versicolor
+63,5.6395643213322275,4.399999231748812,1.4984117884821382,0.38573959351416515,Iris-setosa
+64,5.444344833828005,3.375250721322334,1.8503197424025077,0.2,Iris-setosa
+65,5.732764831782883,2.5767846868272364,5.036942074378654,1.9714562988759832,Iris-virginica
+66,6.005313394229674,2.2,4.987068376193813,1.5057494794223776,Iris-virginica
+67,7.296809765660844,2.893437747123691,6.296577783171848,1.791782742512709,Iris-virginica
+68,5.001307860761448,3.2047647072636707,1.1938524072165515,0.2,Iris-setosa
+69,5.123085513555025,3.5805588930110073,1.411726394908607,0.3253550339894965,Iris-setosa
+70,6.411575127311067,3.198422161605953,4.552851192934352,1.501117388794437,Iris-versicolor
+71,5.109710465952564,3.7741403824227993,1.6128952827093925,0.38096157605560055,Iris-setosa
+72,5.179839485792836,2.677562928815885,3.7424139309919857,1.3859987880000084,Iris-versicolor
+73,6.666947803186985,3.3189769556927717,5.687308250637814,2.5,Iris-virginica
+74,5.803239028335275,2.688026698176244,5.133004047888461,1.9023477366284085,Iris-virginica
+75,6.296518798253654,3.406776952013186,5.625817366636018,2.3756506788990985,Iris-virginica
+76,7.699998990776569,2.8063784430355647,6.7,1.9838951680899175,Iris-virginica
+77,5.409692637756462,3.9074670241946037,1.9191679242579358,0.4752452865555633,Iris-setosa
+78,6.414461507233631,2.7421540778584292,5.298247510026381,1.8814470461719282,Iris-virginica
+79,4.400000715663353,2.9032684338305534,1.40597531741524,0.2,Iris-setosa
+80,5.248234055965775,3.3602873057461595,1.8006065248577616,0.29318293289223923,Iris-setosa
+81,6.020706643901805,3.000056950827652,4.577554516928445,1.3648683293677994,Iris-versicolor
+82,5.519658857440338,2.5845544817287784,4.363859784721338,1.1618990597388805,Iris-versicolor
+83,5.6848199032630395,4.399999043221251,1.4974490556419484,0.3974116751795731,Iris-setosa
+84,5.514932420677538,4.209728585699709,1.3909769232400087,0.2,Iris-setosa
+85,6.059898460540613,3.0032850435892944,4.534195407440757,1.4006915469662824,Iris-versicolor
+86,5.924692759153814,3.0015127032610738,5.24226584968908,1.798431078960993,Iris-virginica
+87,4.903036195424523,3.022545435950263,1.3778785302878105,0.2,Iris-setosa
+88,4.4,2.972963935723205,1.3870802137316507,0.2,Iris-setosa
+89,6.315994839546107,2.7987617902182045,4.245615810658556,1.2820071488292206,Iris-versicolor
+90,6.922791558758465,3.199031155478716,5.706027347210844,2.2984611584670542,Iris-virginica
+91,5.985847456244068,2.2,4.993637127855428,1.4372352339832968,Iris-virginica
+92,6.258064451316707,2.8339704566550816,5.042727556692539,1.588374463065136,Iris-versicolor
+93,5.885947411166772,3.001849896227732,5.093018000244901,1.7992018699455405,Iris-virginica
+94,4.593801468153819,3.5650332045144606,1.000000697107595,0.2,Iris-setosa
+95,4.508048773062544,2.30168740842314,1.311114607763244,0.3047512663781254,Iris-setosa
+96,6.295691677353673,2.301787169422619,4.385547118562262,1.3003364146642984,Iris-versicolor
+97,7.269832152852283,2.8952977928868724,6.263081033847082,1.780562106375294,Iris-virginica
+98,4.898836054744702,2.98826763179206,1.3970613768546496,0.2,Iris-setosa
+99,5.407901534440355,3.4470488944640834,1.67834696864558,0.2,Iris-setosa
+100,7.7,2.806206439504184,6.7,1.9930304675670403,Iris-virginica
+101,6.33093057455305,2.913047829297136,4.2616040011765515,1.3106225327548855,Iris-versicolor
+102,6.380885137812873,2.9003459609930764,4.277744742141093,1.3050733847039822,Iris-versicolor
+103,5.012358517359608,3.5986331677749295,1.3990555949748247,0.2,Iris-setosa
+104,6.795935114746717,3.2541648765218785,5.690192828386485,2.499999212685561,Iris-virginica
+105,5.734760341037182,2.53887646601744,5.017023443303162,2.0570557873729776,Iris-virginica
+106,5.102488179296563,3.8222932983553837,2.0163651824120663,0.43286858130534195,Iris-setosa
+107,5.692736779647353,4.399998801531923,1.481115739351956,0.36162202111042574,Iris-setosa
+108,6.316355528558596,2.5152411797600336,4.897336074906256,1.4992080305761628,Iris-versicolor
+109,5.083418455123053,3.2964616945243392,1.7929992758012934,0.5156321798982075,Iris-setosa
+110,6.412910336847211,2.6900350526437817,5.306947478793644,1.9030579580987959,Iris-virginica
+111,5.439910271093625,3.9941124194788062,1.2997325645907638,0.4642460504662127,Iris-setosa
+112,6.45685824724123,3.03953506061919,5.507366927585823,1.7858977759849732,Iris-virginica
+113,5.708642132748802,4.4,1.5049025543666523,0.4378976413026274,Iris-setosa
+114,4.6068544034772,3.2009349797003033,1.4079518170173584,0.2,Iris-setosa
+115,4.919536232128255,2.407888798775928,3.322245175725652,1.0283184746867993,Iris-versicolor
+116,6.296058438050777,2.2993883062418705,4.417314987975514,1.2925910250902137,Iris-versicolor
+117,5.421711752365383,3.3966272203083356,1.7934767537941982,0.2,Iris-setosa
+118,6.316766195107041,2.5135737553178816,4.903146994376161,1.5202564978502733,Iris-versicolor
+119,5.015402357061275,3.49372173509214,1.3471038823222337,0.3197424488657253,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..b62c7bee0d12f5559c60a7bf13f9687924f7bbcd
--- /dev/null
+++ b/iris/tab_ddpm/1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.425602557833244,3.927903697079504,1.3151875523733176,0.4201936618429001,Iris-setosa
+1,6.167380804041256,3.0070436098548563,4.58111825055133,1.4185133600638682,Iris-versicolor
+2,5.917314171785932,3.002715815923327,5.031605820589185,1.797617460741479,Iris-virginica
+3,5.00101106254438,3.3134091366628735,1.3955410418419043,0.2,Iris-setosa
+4,5.373884609008122,3.863967733166472,1.6354072053615683,0.38439219365150024,Iris-setosa
+5,6.339055224700937,2.3101541157865255,4.35497071273566,1.2989791088053906,Iris-versicolor
+6,5.117480206096345,3.3754963626197623,1.4835070902288567,0.2,Iris-setosa
+7,6.491950189299166,3.028566776320625,5.489203216950353,1.7926581620797721,Iris-virginica
+8,6.014170857308715,3.3833815963871148,4.525996791287363,1.6045377480223455,Iris-versicolor
+9,5.514343472157219,2.4024657493089765,3.7717307940806775,1.014887228325353,Iris-versicolor
+10,5.908175908668328,3.189839159433766,4.882951248993895,1.7965218440904862,Iris-versicolor
+11,5.50677202030018,4.193894115130744,1.4008857900436285,0.2,Iris-setosa
+12,5.944367761486709,3.00477645617975,5.067428069735665,1.8013331303997775,Iris-virginica
+13,6.023818450288963,2.2000004096632684,4.99413939359171,1.5088872535071771,Iris-virginica
+14,6.022527140247062,3.395963198130228,4.518522131876538,1.6252784472906037,Iris-versicolor
+15,6.017333718007067,2.998656142676688,4.869431565836863,1.7993388679672946,Iris-virginica
+16,4.8461702111964415,3.415911154142651,1.5870158936528271,0.2,Iris-setosa
+17,5.023386398114348,2.4561032614814797,3.4557888288952854,1.1005458521320706,Iris-versicolor
+18,6.219033343991029,2.7000501904976875,5.301989384494694,1.4373545689923841,Iris-virginica
+19,6.492189930394485,3.0283646051878983,5.5256591808516085,1.798599195838183,Iris-virginica
+20,7.7,2.790114326408921,6.699998930636542,1.9643405808973466,Iris-virginica
+21,7.3363419135738175,2.9024283980818835,6.294290606325725,1.7842735471453062,Iris-virginica
+22,7.13343342002657,2.9971453888444386,5.930323714621397,2.0826936008507553,Iris-virginica
+23,6.8602163946192025,3.1942524759694404,5.734961168648352,2.2718048763217764,Iris-virginica
+24,5.88422571071374,3.200865950577171,4.872683665636765,1.7948194301263403,Iris-versicolor
+25,5.7997713502976875,2.705388041771799,5.091969644053025,1.8944430470028635,Iris-virginica
+26,5.105081829455824,3.375575874008546,1.4235261408734223,0.2,Iris-setosa
+27,5.490988749577341,2.404233793448742,3.8231103422746857,0.900261822071006,Iris-versicolor
+28,5.768018264979854,2.5090169525415713,5.007313197433942,1.9933321051421107,Iris-virginica
+29,6.295420357351181,3.4006609818966744,5.634681651372304,2.397367229126556,Iris-virginica
+30,6.329247527378152,2.519154998383168,4.923959094334876,1.515013830952731,Iris-versicolor
+31,4.400000621225169,3.172080440622752,1.3557754604292052,0.2,Iris-setosa
+32,6.034567332676785,2.2,5.021832307762956,1.507339326359967,Iris-virginica
+33,6.465270514257463,3.0447701848290682,5.484208750722446,1.7823127639789582,Iris-virginica
+34,5.558654013422747,2.4002140101373004,3.658957574602513,0.9766053645375422,Iris-versicolor
+35,5.088780556112279,3.7682925096383513,1.6053314377381556,0.4196621765369154,Iris-setosa
+36,5.118481887777456,3.8236147766826574,1.6044814856007747,0.2,Iris-setosa
+37,5.264234269186924,3.5654276643358314,1.5071070103205175,0.2,Iris-setosa
+38,5.551126438387613,3.002333892783488,4.14868224517794,1.3065426292429827,Iris-versicolor
+39,6.004513733904226,2.2000003431381914,4.992363551320022,1.5014484194096607,Iris-virginica
+40,6.00117074482249,2.702714215896718,5.140016554602412,1.6301520013589594,Iris-versicolor
+41,5.842972514279776,2.994225826596745,4.199974645932729,1.5021231674434354,Iris-versicolor
+42,6.486440962677807,2.9221841417303738,4.313084128182495,1.3720609462957134,Iris-versicolor
+43,5.418703954861363,3.9584980831361043,1.2891317914012401,0.39608415721661017,Iris-setosa
+44,5.114930940031777,3.3183826925502733,1.3181842097841807,0.2,Iris-setosa
+45,4.628578744406817,3.5990662599997623,1.0000003990814679,0.2,Iris-setosa
+46,5.013231580318167,3.49216438514705,1.3186004856033264,0.2989641085063263,Iris-setosa
+47,5.460123460011295,2.58642621921008,4.239570684991085,1.2190436802349147,Iris-versicolor
+48,5.9648803371302765,2.691355441568873,5.09629167501905,1.5907121033695195,Iris-versicolor
+49,5.989510185566914,3.401487994606983,4.418512413038465,1.6255074341258167,Iris-versicolor
+50,5.391039169551422,3.392406483770588,1.6743382629511927,0.2,Iris-setosa
+51,4.4,2.9058171775335473,1.4010488039895654,0.2,Iris-setosa
+52,5.420600851597197,3.3779658333831613,1.7489500782695462,0.2,Iris-setosa
+53,4.4,2.8923372167017356,1.4018976617206182,0.2,Iris-setosa
+54,6.340596420318943,2.2898354785239907,4.4049117650379355,1.296233067322956,Iris-versicolor
+55,6.59354888807101,2.9973130357767976,4.381157977761221,1.3726284881872242,Iris-versicolor
+56,5.202970749180199,2.7136187596838615,3.713202870379778,1.4046288216323823,Iris-versicolor
+57,6.880046586554778,3.2022307894390156,5.674622039613164,2.2986175079415943,Iris-virginica
+58,5.694099610553758,2.494457277240251,4.997242572543894,1.9997983450399546,Iris-virginica
+59,5.989474689737158,2.2000003115248834,4.994614618456917,1.4936935395303796,Iris-virginica
+60,6.315132570764384,3.4167308327177577,5.618771606485852,2.4034691001547075,Iris-virginica
+61,6.492991505031414,3.020383182383336,5.488610880262696,1.8092804434144052,Iris-virginica
+62,5.061194667190787,3.4945228678354066,1.3619976074933515,0.28185705447500703,Iris-setosa
+63,5.9265488550073195,3.000476927320014,5.1191111456443394,1.8031659422605355,Iris-virginica
+64,6.675757395538961,3.3291079702340856,5.709031335646447,2.5,Iris-virginica
+65,5.746859252131806,4.399998990350632,1.4882292702842794,0.4829645985000588,Iris-setosa
+66,4.499271923004684,2.3065093386810656,1.3011533557713886,0.3086741435306933,Iris-setosa
+67,6.685769053711757,3.2791181089093637,5.6155306427511436,2.5,Iris-virginica
+68,7.296237429951354,2.9059730507020824,6.300707551397178,1.8152424636435383,Iris-virginica
+69,4.907336718581255,3.1014950223405076,1.4780665405993583,0.1,Iris-setosa
+70,4.4,3.205301366191365,1.299077903796055,0.2,Iris-setosa
+71,5.102729609183062,3.6869418117590844,1.5267059129719753,0.3974357852911248,Iris-setosa
+72,7.7,2.8208724088615287,6.7,2.00521539375895,Iris-virginica
+73,5.305727142235767,3.749604767141057,1.3346232900556223,0.40410489617573003,Iris-setosa
+74,5.386094709593974,3.8876108484922764,1.3041804340119774,0.3773762405244686,Iris-setosa
+75,4.901383286522779,3.0252585022863445,1.4026997946588666,0.2,Iris-setosa
+76,5.368745063089445,3.4069450175802154,1.663245820778347,0.2,Iris-setosa
+77,5.586648344626304,3.001068662127109,4.536310618050245,1.5065282615355546,Iris-versicolor
+78,5.991109279276394,3.0276167290762315,4.2873716939206705,1.4889687875403717,Iris-versicolor
+79,5.362756900175875,3.8410465920173626,1.3188371193940374,0.39016385216266847,Iris-setosa
+80,4.602248841371202,3.230577000072034,1.4047168734760687,0.2,Iris-setosa
+81,4.791211003061234,3.384967420365304,1.6021962181235194,0.2,Iris-setosa
+82,5.761005447265605,2.578875511948549,5.044595219057391,1.946131166431814,Iris-virginica
+83,4.7986137755967935,3.416136659377418,1.58868181133046,0.2,Iris-setosa
+84,4.860114485050079,2.387253550566541,3.2695709812828246,0.9549162579588335,Iris-versicolor
+85,5.6198753465705185,2.746104330285042,4.189562671086965,1.2847826789021126,Iris-versicolor
+86,5.4917071917879685,4.159260224270858,1.4008284627652199,0.2,Iris-setosa
+87,5.22816477020377,3.4281882819001694,1.382645356059049,0.2,Iris-setosa
+88,5.314750529764307,3.6158596805602334,1.5242878607491848,0.2,Iris-setosa
+89,5.071396865080434,3.374115649474032,1.5220388515658294,0.2,Iris-setosa
+90,6.017412338800725,3.3840923601953,4.52605871523107,1.5673349152434237,Iris-versicolor
+91,6.818478105353595,3.205682220170617,5.671217943001716,2.2713575017005483,Iris-virginica
+92,5.531953601637432,2.6140723789382636,4.372330513624656,1.1891639123753608,Iris-versicolor
+93,4.400000553046647,2.9010351665345495,1.4065095849738838,0.2,Iris-setosa
+94,6.663776301148729,3.283242630524347,5.598913909738273,2.49999937908242,Iris-virginica
+95,5.632706512659566,2.4858372219101037,4.987041038980738,1.9927128839753732,Iris-virginica
+96,5.191727311869196,2.6861525076057267,3.618690318968674,1.3900763626711528,Iris-versicolor
+97,4.4,3.209759165093209,1.2900982543312016,0.2,Iris-setosa
+98,5.45288908637841,3.000594039247882,4.503690588983588,1.5086314091885875,Iris-versicolor
+99,6.008361034988034,2.6590946259211488,5.08318613001355,1.6271221961248348,Iris-versicolor
+100,4.6182843994742795,3.3927066493464197,1.3934693265892861,0.3043919634232514,Iris-setosa
+101,6.359445819497331,2.899433408782479,4.300788818716678,1.2930943913827917,Iris-versicolor
+102,6.337058147930366,3.397443562022042,5.593531627677503,2.3846332639920256,Iris-virginica
+103,4.400000761041267,2.9556157667939558,1.4016757297755504,0.2,Iris-setosa
+104,6.001260654306489,2.6784909375858694,5.092455380421496,1.649826168302272,Iris-versicolor
+105,5.65285121279027,2.5060707691781885,4.988663553684971,2.0084783503244545,Iris-virginica
+106,5.075633649815351,3.3512973627508287,1.4062712323951259,0.2,Iris-setosa
+107,5.201220809739212,3.419853124725389,1.539618649427382,0.2,Iris-setosa
+108,4.612480739763454,3.6059721078845066,1.0000004272273966,0.2,Iris-setosa
+109,6.685000558975428,3.0499743677417306,4.383445893118976,1.4100820183745004,Iris-versicolor
+110,5.001879925969816,3.29358478126022,1.3213738597110942,0.2,Iris-setosa
+111,4.986197618360864,3.1668098445368735,1.191858060724785,0.2,Iris-setosa
+112,4.906413668331653,3.1006843493553355,1.5052133531138647,0.1,Iris-setosa
+113,6.002642033265139,2.9966437472886946,4.838343931960281,1.7967846426386904,Iris-virginica
+114,5.768247536965035,2.795597998366675,5.137129137997508,2.4047367766946834,Iris-virginica
+115,6.721198160599285,3.2949992058461173,5.670835831846253,2.127785487088358,Iris-virginica
+116,6.694071505570798,3.303113967464478,5.7008575267994015,2.102343274794499,Iris-virginica
+117,5.1365091476140154,2.4980793302989137,3.1263501122618327,1.0908046581956679,Iris-versicolor
+118,7.056216542928634,2.989383782996132,5.9007065879074565,2.090665387895669,Iris-virginica
+119,5.896860575670463,3.0029519458334035,5.121661940247537,1.7945494286865749,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..ab207014c6ddfb61b7190ce09b3d0068c5ffc891
--- /dev/null
+++ b/iris/tab_ddpm/1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.715428701047075,3.267605286460565,5.62627529253658,2.5,Iris-virginica
+1,5.512971446867577,2.6090793813376916,4.414491128440375,1.2111145317767433,Iris-versicolor
+2,5.143626634368233,3.356688302841255,1.6484751877244335,0.3767680076720767,Iris-setosa
+3,5.016853664688865,3.229236435597203,1.2326894520516491,0.2,Iris-setosa
+4,5.7571638496038435,4.4,1.5015143848876835,0.510960586290577,Iris-setosa
+5,5.818872210113811,2.9800732039882534,4.2176763590063375,1.3977595055190994,Iris-versicolor
+6,5.401575434364938,3.9308220500609967,1.68261862443634,0.37199675906601176,Iris-setosa
+7,6.692864517916602,2.987495871247991,5.0044095190870745,1.7149516611113995,Iris-versicolor
+8,4.588843218894137,3.6291231088733094,1.0,0.2,Iris-setosa
+9,6.367593745246099,2.8503987672966256,4.292527259753412,1.2811401298720593,Iris-versicolor
+10,5.637982158479044,3.007850893857296,4.105132577005318,1.2854517663575844,Iris-versicolor
+11,5.11659771628749,3.408889632210222,1.5160952596117638,0.2,Iris-setosa
+12,5.337145175046049,2.919199103900549,4.3497505885401315,1.451145840389766,Iris-versicolor
+13,5.786298229081466,4.399999247198805,1.5351511174213117,0.395595450287612,Iris-setosa
+14,6.310551373824932,2.506909023098174,4.905265385307544,1.5163533383445136,Iris-versicolor
+15,5.095405447156365,3.7855280634917827,1.6719421185817378,0.45304632582267546,Iris-setosa
+16,4.907413553306243,3.0803100891391186,1.4798510291005318,0.10000009298780313,Iris-setosa
+17,6.899402496689924,3.1988865243358786,5.695647735453499,2.2961279095105636,Iris-virginica
+18,5.062232011753823,3.387934728034272,1.5113395883784255,0.2,Iris-setosa
+19,4.400000477585707,3.174158665869408,1.335441948498832,0.2,Iris-setosa
+20,5.0280854933229575,3.5861548695844654,1.3951829144857117,0.2,Iris-setosa
+21,5.89697606122311,3.2080159344932127,4.807983344908411,1.8155223709031927,Iris-versicolor
+22,5.746519671037375,3.004579077258557,4.496165742248357,1.5096227222293102,Iris-versicolor
+23,5.890827840375913,2.9919636546446915,5.097784645412234,1.7904823718899228,Iris-virginica
+24,5.808950232289557,2.8084121332696483,5.112177471853664,2.4017879685545074,Iris-virginica
+25,6.8500291983203665,3.0234100433694318,5.506880448449097,2.154562422987013,Iris-virginica
+26,6.286079787702723,2.7036762794511486,4.877062408775126,1.7546533417260406,Iris-virginica
+27,5.4234554836967765,3.0010040988901943,4.456318872029585,1.4971793346348885,Iris-versicolor
+28,6.325321226757272,2.293753547630616,4.412117235974438,1.299631975658633,Iris-versicolor
+29,6.6836508846469,3.103041225058228,5.567544772822082,2.008412195321048,Iris-virginica
+30,5.024471920805382,3.4072092329213963,1.3962288511392598,0.2,Iris-setosa
+31,4.6099084883028665,3.6310508306924616,1.0,0.2,Iris-setosa
+32,5.476328302992553,4.153327871890858,1.3328321623799115,0.2,Iris-setosa
+33,6.303964543544748,2.909217354991825,5.599750533710928,1.8051757936399853,Iris-virginica
+34,7.7,2.822939196090107,6.7,2.0209108185991984,Iris-virginica
+35,4.8735111822747115,3.099014262411929,1.5052307503301443,0.1,Iris-setosa
+36,6.016191094444269,3.2899806765541033,4.624080629961462,1.6758323233513397,Iris-versicolor
+37,5.800837352203192,2.686155328397851,5.099287366542781,1.9044044492168397,Iris-virginica
+38,4.860193614068491,2.9954939303322994,1.4001250698842451,0.2,Iris-setosa
+39,6.3121055402440405,2.29735187821279,4.390649761613429,1.3013354044770762,Iris-versicolor
+40,5.644830032569631,4.39999891038418,1.483573434922456,0.3640535681045193,Iris-setosa
+41,5.108612011861451,3.610808724178719,1.482960451677654,0.41260100765941793,Iris-setosa
+42,6.306893537262916,2.672397216125156,4.906390985977736,1.81965004542133,Iris-virginica
+43,4.602526210596411,3.6048449341679314,1.0,0.2,Iris-setosa
+44,6.283911173035768,2.900078345816828,5.617516347691542,1.7906415095514305,Iris-virginica
+45,6.647111395343649,3.094507104351496,4.425942837392005,1.4238670263555617,Iris-versicolor
+46,5.538668034104959,2.992518820763229,4.483704197146272,1.5028637118294337,Iris-versicolor
+47,7.329800092812311,2.9149630659010075,6.331780521694548,1.7984380548901342,Iris-virginica
+48,5.460521419938502,2.970732531896993,4.075745725763503,1.2873293208363483,Iris-versicolor
+49,5.768259964183108,4.4,1.4952527620342584,0.42740465766797875,Iris-setosa
+50,6.383129811275527,3.206468024146147,4.514293013312094,1.5068206894031557,Iris-versicolor
+51,5.785260624221252,2.69940710109255,5.120498883730637,1.8932597641004187,Iris-virginica
+52,4.866612249900309,3.444924469682486,1.541147561432019,0.2,Iris-setosa
+53,6.6414782605903,3.0315716461735462,4.4104705550398196,1.4030578995981478,Iris-versicolor
+54,5.773743772359297,2.694496641059055,5.096386058268092,1.8987176138710855,Iris-virginica
+55,5.53781721113344,2.388163178399162,3.9217286745945996,1.0722116823224135,Iris-versicolor
+56,6.307818105714193,2.314543096435939,4.420443417563748,1.3211318945093402,Iris-versicolor
+57,6.717802912651225,3.0070412629040106,5.00183017701967,1.684595115544421,Iris-versicolor
+58,5.058459578687033,2.467078798573485,3.446418583876471,1.1906171740709715,Iris-versicolor
+59,5.186145259403522,3.502866872771559,1.4717012813249315,0.2,Iris-setosa
+60,6.155523137875983,2.5953027907423785,4.986145785124512,1.5308504757683539,Iris-versicolor
+61,5.146626104698184,3.4483355890809553,1.4923914773396705,0.2,Iris-setosa
+62,4.832617784975982,3.115913447063894,1.4798887536874206,0.1,Iris-setosa
+63,4.966200092077537,2.431244023069561,3.2492357129783818,1.0123445486369413,Iris-versicolor
+64,6.689913577981768,2.990758779106188,4.974921041879622,1.6782280993808554,Iris-versicolor
+65,5.810919190254858,2.808384248410034,5.0945171742314574,2.4049389715775034,Iris-virginica
+66,6.483999283070408,2.97029793936415,5.443849115969614,1.7978242446465207,Iris-virginica
+67,5.2376888159258,3.3419819626502574,1.931254327892547,0.3295667392744084,Iris-setosa
+68,5.09225684143921,3.294180640852396,1.9416684960788528,0.5253390424609878,Iris-setosa
+69,6.006713065470691,2.700670859844417,5.096289787877658,1.5915494033346604,Iris-versicolor
+70,6.691920532002566,3.0760461280648754,4.3826121229386175,1.4289091309149624,Iris-versicolor
+71,4.602793897288307,3.591729259972494,1.0000004900679862,0.2,Iris-setosa
+72,6.29849678827914,2.538850719382384,5.016220659685644,1.9062760768398286,Iris-virginica
+73,5.095670127294116,3.2926528934917685,1.7023224840966076,0.4950464881727349,Iris-setosa
+74,5.824358891684109,2.7008402652800076,5.11855072898331,1.913795490177867,Iris-virginica
+75,6.2880039783785815,2.9180211359648403,5.6276036523931285,1.804176195814361,Iris-virginica
+76,5.089852320741224,3.7879219255219536,1.9985878332041775,0.39720843656042903,Iris-setosa
+77,5.43679097140037,3.9163366286427075,1.6892056350211648,0.44468858567789976,Iris-setosa
+78,5.659250991111645,4.399999203864977,1.4939555406800435,0.39589323827638034,Iris-setosa
+79,6.362972625251869,2.8819284177254336,4.284374784653893,1.2716656924673635,Iris-versicolor
+80,6.080702643444975,3.352412450590704,4.493501910580912,1.5394254677453496,Iris-versicolor
+81,6.353523641393077,2.2891376533916112,4.4136195974735735,1.3145227913436897,Iris-versicolor
+82,6.889263961950584,3.209227524119804,5.69271524766955,2.2634640144536213,Iris-virginica
+83,4.823092210693245,3.4105679109826132,1.6236466707040595,0.2,Iris-setosa
+84,4.4,3.2096610814573125,1.3282401626538973,0.2,Iris-setosa
+85,5.283053891048743,3.5567132145131257,1.4068166846852854,0.2,Iris-setosa
+86,5.164605200608455,3.3770775263721005,1.3839885524610445,0.2,Iris-setosa
+87,6.3044805189094655,2.2981889482511946,4.367842985704103,1.2886235089334992,Iris-versicolor
+88,5.826906199772797,3.1800870263690313,4.794366786897383,1.773570231351138,Iris-versicolor
+89,6.700260649446646,3.29806382597055,5.719973968322344,2.499999469103109,Iris-virginica
+90,6.324209140603922,2.2991006662845437,4.428821039195206,1.2966384990410416,Iris-versicolor
+91,5.81640887102904,2.7022317860732405,5.143948455073718,1.8945962135293355,Iris-virginica
+92,4.8674160814975425,2.400495933289526,3.3488190079532414,1.0380091206775983,Iris-versicolor
+93,4.81576005472391,3.3974325774804552,1.584640611294586,0.2,Iris-setosa
+94,5.799846353915897,2.848015203306155,4.23251305078841,1.3356411690516625,Iris-versicolor
+95,6.760042155845423,3.3062831103029637,5.724052063227828,2.0872774453021057,Iris-virginica
+96,5.383870920384872,3.924682758535429,1.8416143192114791,0.38613141821687463,Iris-setosa
+97,6.6530111281287745,3.3108938693559034,5.722052824005671,2.499999433069803,Iris-virginica
+98,5.1786061435099855,2.6987399558985334,3.8839402328203816,1.3940078932900153,Iris-versicolor
+99,6.694273173383354,3.298013840753472,5.692626924161197,2.09426490163604,Iris-virginica
+100,4.98041940886491,3.2102736900974818,1.2092405263326909,0.2,Iris-setosa
+101,4.923702887469713,3.0299697603558826,1.3862316416097045,0.2,Iris-setosa
+102,5.666022821331633,2.7566623489271986,4.184472873416998,1.3184767109796214,Iris-versicolor
+103,5.898330820781846,2.986487090786912,5.078286909973642,1.8053029987275855,Iris-virginica
+104,4.603107971677442,3.602389652615582,1.0,0.2,Iris-setosa
+105,7.7,2.8127433155573462,6.7,1.9906124512367585,Iris-virginica
+106,6.311201978039628,2.3103672448672894,4.471762825264693,1.315908225394024,Iris-versicolor
+107,7.699998874033156,2.77618851406249,6.7,1.9984642976579519,Iris-virginica
+108,4.746966945750749,3.3510789714235947,1.4883097325476466,0.2,Iris-setosa
+109,5.801390279680508,2.8033470656668844,5.140769980285919,2.4011236809002607,Iris-virginica
+110,5.157290584096737,3.3856076264233477,1.4077924119475638,0.2,Iris-setosa
+111,6.331509525297526,2.296766640050816,4.3829851602630265,1.2948713819738975,Iris-versicolor
+112,5.401117441888392,2.9881104080577265,4.487137511367446,1.4960024892810313,Iris-versicolor
+113,4.98646841785524,3.5843037618242914,1.3826650220237444,0.2,Iris-setosa
+114,6.46802555589018,2.969383474873548,5.505721150525247,1.8085372477143116,Iris-virginica
+115,5.501353010039261,2.3960982454817126,3.6378679697422536,0.9608033207992092,Iris-versicolor
+116,5.983268310331424,2.2,5.009076910996301,1.4952109776624924,Iris-virginica
+117,6.3083585110376195,2.7092780488315955,4.907894077515972,1.7879202506957999,Iris-virginica
+118,5.879550005395806,2.9933048187331392,4.184178530045213,1.5031063336200632,Iris-versicolor
+119,5.207956651531535,3.386742086940062,1.4009473122228648,0.2,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..cc51d2195610e1f3b9a85ab77ec086d2cb0e690b
--- /dev/null
+++ b/iris/tab_ddpm/1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.656595511203525,3.2707334895335567,1.4214819200876203,0.2,Iris-setosa
+1,4.500008076219239,2.3065231121551824,1.302354180163987,0.30156013142448357,Iris-setosa
+2,6.481699124403917,3.033728639177208,5.488860534052257,1.801271397338211,Iris-virginica
+3,4.400000642274618,2.9136913182946422,1.3696588343761862,0.2,Iris-setosa
+4,6.309416970979259,2.9049935718370756,5.6585491424647,1.7990070361684674,Iris-virginica
+5,5.483709108501114,2.615629620075994,4.28108769404626,1.188844692105477,Iris-versicolor
+6,4.4,3.2050743342110106,1.2994676476416085,0.2,Iris-setosa
+7,6.340696425957704,3.1309567176891133,4.751149010128145,1.5574227436544188,Iris-versicolor
+8,5.514659317017011,2.4022494283547706,3.890997589046645,0.9897372716846565,Iris-versicolor
+9,7.186534243891021,2.9132290357332566,6.193461939989206,1.8139589291382159,Iris-virginica
+10,5.685028892295662,4.399998938821193,1.5008136433752726,0.49874553908525576,Iris-setosa
+11,6.019300665301127,2.7219093382654407,5.077451590096919,1.6211848308844796,Iris-versicolor
+12,5.540767708789541,2.596851010004633,4.2975924655418645,1.19392986115826,Iris-versicolor
+13,4.940248185796853,3.49234534006592,1.3139472356157516,0.2923497355976603,Iris-setosa
+14,6.111607534788052,2.625111364451982,5.551982020780933,1.4563953398265368,Iris-virginica
+15,5.385286068369555,3.9162493460188808,1.2976313446105976,0.421007224245206,Iris-setosa
+16,4.400000532785606,3.1607649212492257,1.3081155742794257,0.2,Iris-setosa
+17,5.600453213025326,2.8714837358777503,4.101278572408515,1.312364430423703,Iris-versicolor
+18,6.4294459740113545,3.0991271788393204,5.542763971846918,1.8276547990074516,Iris-virginica
+19,5.527625419795853,4.234910788779392,1.4117739080476912,0.2,Iris-setosa
+20,6.125501630933386,3.030519760922953,4.578998398951433,1.4041755416892407,Iris-versicolor
+21,6.301999724644304,2.3035644666181327,4.472686375992554,1.337022894623989,Iris-versicolor
+22,4.599515296046894,3.5966861119261617,1.0,0.2,Iris-setosa
+23,5.263203219560162,3.4931573489156715,1.5088351633413846,0.2,Iris-setosa
+24,5.214263568110136,2.7110608100085205,3.8368925260681728,1.401248289174961,Iris-versicolor
+25,5.399705384053861,3.8828811678138715,1.9050146932657448,0.4577002149289495,Iris-setosa
+26,6.483681134491548,2.9336761178481803,4.352213466939639,1.3307690679642605,Iris-versicolor
+27,5.446382882162049,3.014319710676613,4.454978588417041,1.4984818492159497,Iris-versicolor
+28,5.426567899388747,2.993372766156887,4.504826072525857,1.5146062363095711,Iris-versicolor
+29,6.717296449942058,3.3192395211995778,5.665610459829276,2.5,Iris-virginica
+30,5.803185741650638,2.703346587025931,5.122523259869803,1.9202432739214834,Iris-virginica
+31,4.4,3.190660547772875,1.29653864978694,0.2,Iris-setosa
+32,5.085911354574859,3.527472612886468,1.3855605833983782,0.3176028483976363,Iris-setosa
+33,5.099905466355164,3.3884298730337457,1.4927360584307774,0.2,Iris-setosa
+34,5.372110264895231,3.9165534905853705,1.553825491946911,0.3857656142284769,Iris-setosa
+35,6.1147906191349275,2.630115624129886,5.582621055465979,1.4323082296103746,Iris-virginica
+36,4.615908048606566,3.5981733245088265,1.0000003728609237,0.2,Iris-setosa
+37,5.799095089361918,2.992033863770536,4.154588394967797,1.3398748599746346,Iris-versicolor
+38,6.14123193867848,2.58174052119952,4.989327326598715,1.538033187260087,Iris-versicolor
+39,6.837884884439255,3.2283050994109854,5.743866342555584,2.3061370099777236,Iris-virginica
+40,5.7812459202434265,3.082683021193149,4.6399163352501835,1.6388825075176694,Iris-versicolor
+41,6.087180644912924,3.0015805839416934,4.594382651218469,1.4133865552821452,Iris-versicolor
+42,5.44990150151988,2.994964355921894,4.482092872154441,1.4892535535219698,Iris-versicolor
+43,6.045975434495083,3.3193079156081824,4.489332366584153,1.5621256662224112,Iris-versicolor
+44,5.492158839036262,4.203241730191167,1.3848452210534608,0.2,Iris-setosa
+45,5.716175768908922,4.399998211019831,1.506961607767006,0.5003311724390935,Iris-setosa
+46,6.3567557445520935,2.854961660358742,4.286535037374198,1.279604432501703,Iris-versicolor
+47,5.859160688144771,3.214868485904991,4.814136834342838,1.7845672222304965,Iris-versicolor
+48,5.266710784703434,3.6347064392807966,1.500951439315306,0.2,Iris-setosa
+49,4.4,3.184189290894655,1.2827784701333305,0.2,Iris-setosa
+50,6.004817428719724,3.4026539987090025,4.489255119737897,1.5905784156684368,Iris-versicolor
+51,6.018627898662367,2.708327411464832,5.093101064884327,1.5607712253164676,Iris-versicolor
+52,6.3573622780715,2.9327125802875926,5.568044146401581,1.8072383325732992,Iris-virginica
+53,6.700561350516161,3.10964934117557,4.422506395133834,1.3986427501087126,Iris-versicolor
+54,5.576623834415515,2.641684629708813,4.323050421209275,1.2732988413189807,Iris-versicolor
+55,6.361572279785329,2.6363325050914486,5.18443217305958,1.902198220872107,Iris-virginica
+56,5.342639558706665,3.9046176339335474,1.2863195446441509,0.3711349944618773,Iris-setosa
+57,5.084641098444585,3.3884341686685007,1.5095603781677616,0.2,Iris-setosa
+58,5.030972005425889,3.528865792141816,1.3397578706880373,0.30275128965068787,Iris-setosa
+59,6.66160942162561,3.1017466285873794,4.387552382432936,1.3951106939913411,Iris-versicolor
+60,5.3962223544658805,3.389916692534125,1.6873419965067467,0.2,Iris-setosa
+61,5.390783098437036,3.3955643101980737,1.675633322355191,0.2,Iris-setosa
+62,5.1042031427381165,3.4073879661862003,1.5102341192444002,0.2,Iris-setosa
+63,5.3793843499498,3.909646007817957,1.2995616514386334,0.42511929263152387,Iris-setosa
+64,5.10858869065121,3.833490063958697,1.6105579702406287,0.2,Iris-setosa
+65,5.604531783754824,3.0042105301448587,4.519938082887856,1.4991383033433263,Iris-versicolor
+66,5.250086092638558,3.5779962321118126,1.4969429577794038,0.2,Iris-setosa
+67,6.704114001519533,3.30730761227018,5.668828850135944,2.1052061564515583,Iris-virginica
+68,6.443525070424042,2.9478773344297515,5.5497043386601055,1.8006161957459639,Iris-virginica
+69,5.266656355636749,3.659584117616255,1.511365262319011,0.2,Iris-setosa
+70,4.554523262805628,3.578104547323335,1.0,0.2,Iris-setosa
+71,5.097149953971312,3.76840596486788,1.6042547024626157,0.4175417783053283,Iris-setosa
+72,6.315272074751003,2.309071998807203,4.349480963279546,1.3056071966250886,Iris-versicolor
+73,7.699999077871055,2.7676774945443925,6.7,2.044303478086593,Iris-virginica
+74,6.270637579822145,2.8463996889833605,5.6113534046964695,1.7486117288674106,Iris-virginica
+75,5.689949484145506,4.399999177541827,1.4917458979805875,0.5076115910257395,Iris-setosa
+76,6.0126528238121155,2.9837256139794164,4.556397041849417,1.389964147849286,Iris-versicolor
+77,6.2774310670398705,3.247475637039369,4.463018684136403,1.5473620331868132,Iris-versicolor
+78,4.593379098052365,3.3925741708021784,1.389978929073794,0.301004356715468,Iris-setosa
+79,4.994919672974568,3.3252771682578808,1.3114750557842898,0.2,Iris-setosa
+80,5.915540506783801,2.990746225262472,5.109606152427079,1.791983183285187,Iris-virginica
+81,4.501449952971352,2.2937258727035634,1.3036575865725308,0.29657089563524697,Iris-setosa
+82,6.016619693124235,3.399199738937547,4.508464089631499,1.6031291531702316,Iris-versicolor
+83,7.2436834255257185,2.9499812460143673,6.207622237236578,1.8653791243465834,Iris-virginica
+84,7.7,2.817259302658143,6.699998493705057,2.046663688765418,Iris-virginica
+85,4.901985845797757,3.1109330899230807,1.488943645408545,0.1000001318836858,Iris-setosa
+86,5.386722708579962,3.86845131669002,1.305908134456306,0.4401738898702182,Iris-setosa
+87,4.897146627850421,2.3883521593821753,3.234372679690422,0.9854638476826744,Iris-versicolor
+88,6.316883023023823,2.691818939954317,4.90256480891705,1.8381739439755516,Iris-virginica
+89,6.3193551099465095,2.2979609912849934,4.472843273606176,1.2720023357387957,Iris-versicolor
+90,6.319345457624933,2.4192050131499263,4.784554222218842,1.4300620045964054,Iris-versicolor
+91,5.473468646536125,2.596832573691803,4.354432338094096,1.1640474268444239,Iris-versicolor
+92,5.198960466654263,2.6740681090798164,3.6620637447051227,1.3997821729542244,Iris-versicolor
+93,4.600405430630566,3.190286520529454,1.3909356814293952,0.2,Iris-setosa
+94,5.351790163375283,3.7954371223404677,1.5021589977876046,0.2,Iris-setosa
+95,6.315677609505102,3.398528160465124,5.599579661920426,2.396255836358834,Iris-virginica
+96,6.326456847533923,3.4159591725001377,5.63079456227487,2.396794635029318,Iris-virginica
+97,6.399988697316012,3.1989425309284383,4.513900455409712,1.5028247851880634,Iris-versicolor
+98,4.98772693246137,3.17173887402727,1.194677899258777,0.2,Iris-setosa
+99,5.4018923525726406,3.4139294653857823,1.6866856086202948,0.2,Iris-setosa
+100,5.47846285925914,4.189540358898159,1.4079931269812036,0.2,Iris-setosa
+101,5.381632590488234,3.404190861459194,1.6849035659248988,0.2,Iris-setosa
+102,6.2916310508357745,2.5019784498402755,4.904923705557058,1.5102051655418802,Iris-versicolor
+103,7.306803367730417,2.91245541046464,6.277200852370646,1.7985596473259584,Iris-virginica
+104,6.889359632017539,3.178684843198696,5.645785980599372,2.277663903314271,Iris-virginica
+105,4.5953787519373455,3.200656278102994,1.3977037657623557,0.2,Iris-setosa
+106,5.897765803449472,2.996846672369351,5.137620354841381,1.7972768838939108,Iris-virginica
+107,4.613481848149787,3.199403981359155,1.3870318070346193,0.2,Iris-setosa
+108,5.900998111855119,2.986832626031774,4.136284041677108,1.498323978815113,Iris-versicolor
+109,4.775815091240272,3.3944214447263947,1.5968219618340393,0.2,Iris-setosa
+110,5.474043997584067,2.5864040180942953,4.425889381216466,1.0645037716687384,Iris-versicolor
+111,6.284822673382809,2.471428217888306,4.8855010097081095,1.4898132963708148,Iris-versicolor
+112,6.225921359461014,3.0591880059885543,4.565781903998913,1.4219404299006195,Iris-versicolor
+113,6.261258504440733,3.389795713091553,5.559764022370526,2.3998026319591856,Iris-virginica
+114,7.107854282034208,3.0023822568757534,5.887676397238799,2.1049698953998854,Iris-virginica
+115,6.431771319579291,2.9220471681914013,4.24417075600578,1.2916033143241954,Iris-versicolor
+116,4.90581431107537,3.0963398401024955,1.492782220031755,0.10000009459223076,Iris-setosa
+117,5.203979785531577,2.7043577732292006,3.7448858846284363,1.3900226316928457,Iris-versicolor
+118,4.4,3.2207672155896057,1.2928910539951508,0.2,Iris-setosa
+119,6.288421345301934,2.3030190265070742,4.366130188913224,1.2708179305625014,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..9ff75362edaa43e150f9459271c32f2057c325eb
--- /dev/null
+++ b/iris/tab_ddpm/1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.898605482548582,3.206697773748172,4.842162045199413,1.7590680559066487,Iris-versicolor
+1,6.109501463766326,2.6071684528214085,5.593053355085439,1.3856686674093033,Iris-virginica
+2,4.626047273637449,3.598274026150123,1.000000507448229,0.2,Iris-setosa
+3,6.658849141423455,3.3058508836366696,5.646785143144503,2.49999954404542,Iris-virginica
+4,5.906020521030995,3.0013875503428746,5.10563981550378,1.7934635893592166,Iris-virginica
+5,5.990322251331171,2.7023150272624052,5.094617623827816,1.6040857875137542,Iris-versicolor
+6,6.39298560418622,2.5172311913967365,4.918145327297797,1.5121689355542727,Iris-versicolor
+7,5.683743936123332,2.4950504505849826,4.977856900918024,2.0219345133323356,Iris-virginica
+8,4.988324462893715,3.248216459508251,1.208063569045078,0.2,Iris-setosa
+9,5.70268159781761,2.9980464998510836,4.445031881526334,1.4997052716154506,Iris-versicolor
+10,4.991648815752393,3.56758475827577,1.3908564121334217,0.2,Iris-setosa
+11,6.456939533328158,2.9365676175058226,5.565669680275798,1.7630340932541355,Iris-virginica
+12,6.456988303004978,3.203911874243695,4.508163487250484,1.4949455991832707,Iris-versicolor
+13,4.9022681267455335,2.9820767410106237,1.401323553589848,0.2,Iris-setosa
+14,5.934769753539726,3.0011445280126843,4.227683923240255,1.487851886021642,Iris-versicolor
+15,5.0176619901150685,3.475938035600363,1.3363344810987876,0.2983960729236064,Iris-setosa
+16,5.980186186821899,2.694552487290108,5.083119839470291,1.5975568458275884,Iris-versicolor
+17,6.660380681555293,3.252084912917618,5.672637910044962,2.026335153895108,Iris-virginica
+18,5.624529631685335,2.684523065782439,4.204588958302675,1.295583926356747,Iris-versicolor
+19,5.002836575745075,3.3056814936663517,1.3837982269843518,0.2,Iris-setosa
+20,4.61483880354318,3.2321977000306488,1.3983667941101068,0.2,Iris-setosa
+21,6.408823984114107,2.8963701606150325,4.294005099431514,1.3051235714563811,Iris-versicolor
+22,5.712857449351753,4.3999992287043455,1.495881066999824,0.4693907579289808,Iris-setosa
+23,5.366354850445993,3.3997854926653224,1.6845215273282022,0.2,Iris-setosa
+24,5.45267800267381,3.0090139233570303,4.529300314230583,1.5216355642546557,Iris-versicolor
+25,5.892910596481207,3.2043371472966,4.763904291552712,1.7778398319783468,Iris-versicolor
+26,5.179224628201828,3.386700491898513,1.5431236622805624,0.2,Iris-setosa
+27,4.9981023102328885,3.2696418798681828,1.2637600963054165,0.2,Iris-setosa
+28,6.299837617929022,2.507615653997839,5.013124232046308,1.9087283282204117,Iris-virginica
+29,5.568194016868058,2.561930121159991,4.357754147076401,1.1220319808542039,Iris-versicolor
+30,4.903813170832669,3.116016549726713,1.498646139566205,0.1,Iris-setosa
+31,4.607111375261933,3.602658506107098,1.0000006050887562,0.2,Iris-setosa
+32,6.442629802646922,2.9196800882524023,4.294299669869242,1.3294758163230893,Iris-versicolor
+33,6.3940553697808165,2.8435439820561523,4.415301668113984,1.3495706848925584,Iris-versicolor
+34,4.998944957990104,3.287729759014689,1.4005896040721635,0.2,Iris-setosa
+35,6.297538637956561,2.525489170716205,4.885136167825012,1.507394800485425,Iris-versicolor
+36,6.526886618459406,3.312465421250393,5.635455530125723,2.3523759320230377,Iris-virginica
+37,6.816168704492007,3.340603515743564,5.725776044586306,2.5,Iris-virginica
+38,4.775899142042239,3.3940487794348115,1.5827840416958163,0.2,Iris-setosa
+39,6.291220631271091,2.810617467567136,5.1225419726826384,1.4952513257365425,Iris-virginica
+40,6.021901727630969,2.2,5.006316959717552,1.490394301137851,Iris-virginica
+41,7.699998843188184,2.805776676886214,6.6999986943970224,1.9904103864051241,Iris-virginica
+42,5.5061926896232105,2.4026530679700424,3.7824928139784264,1.0365576320594032,Iris-versicolor
+43,5.601998287437469,3.002303259445901,4.120735176781054,1.3001130104928549,Iris-versicolor
+44,5.082895693844865,3.7651332464963234,1.5161840886670066,0.35216144006870115,Iris-setosa
+45,5.085345587356834,3.7664590586987785,1.5781571332930973,0.2,Iris-setosa
+46,4.4,2.9119121375948325,1.4049488123510048,0.2,Iris-setosa
+47,6.189044522005307,3.3239981830263896,4.498836267228301,1.5156565571977407,Iris-versicolor
+48,5.310088602321513,3.4163027373581283,1.6533948216656416,0.2,Iris-setosa
+49,7.253046175221295,2.905112005912515,6.2872538855441205,1.8068863742795025,Iris-virginica
+50,6.33878801363045,2.533209366981435,5.004478701892923,1.9065839066436254,Iris-virginica
+51,5.412600601164778,3.9039630822794384,1.3131825517941313,0.4483002443005152,Iris-setosa
+52,6.004446329758448,2.999086727516123,4.749632071538904,1.800853133988893,Iris-virginica
+53,4.90800475290099,3.1017065430850006,1.5063720827598577,0.1000001284273768,Iris-setosa
+54,6.305696924601098,2.3001256743620946,4.422102353565072,1.3016627697827665,Iris-versicolor
+55,5.9977761932035945,3.3898296595152795,4.475837758458555,1.599380815574263,Iris-versicolor
+56,6.4244525956329595,3.0867247309436965,5.5100258679073555,1.7949714448495022,Iris-virginica
+57,4.778713630327218,3.3805230402295483,1.587676546222148,0.2,Iris-setosa
+58,4.945183163913491,3.091820775758645,1.3347795404506249,0.2,Iris-setosa
+59,5.541357482321103,2.3967207486164734,3.447130011450224,1.125803867930471,Iris-versicolor
+60,5.993045427162322,2.2000003380995854,5.012149064400059,1.5096478430271512,Iris-virginica
+61,5.406909075163097,3.8713885640482033,1.6858061082894789,0.38987694640118475,Iris-setosa
+62,4.647038057003995,3.393132249369086,1.3825509541175005,0.3042672199029793,Iris-setosa
+63,5.787567607437386,2.6706300695968497,5.115221370703257,1.9232268620330801,Iris-virginica
+64,5.499327567100043,2.403869245851761,3.733567734937255,1.0706689831103688,Iris-versicolor
+65,5.38038573112405,3.8478906316481294,1.339974366935459,0.4264964528150007,Iris-setosa
+66,6.6218218616825215,3.300449227841526,5.607620702427017,2.499999268222706,Iris-virginica
+67,6.305113555893176,2.3027019959965607,4.420329669317574,1.300855565216305,Iris-versicolor
+68,5.408986331017005,3.8956158239392287,1.8131100355485894,0.44492717790726255,Iris-setosa
+69,5.787813658082496,2.8195461031916755,5.085483100302733,2.392039532713262,Iris-virginica
+70,5.364609880065964,3.9142009769987833,1.3403258999593946,0.39872763585072696,Iris-setosa
+71,5.569112280772577,4.174967862608332,1.4032636585411744,0.2,Iris-setosa
+72,5.082751923863675,3.3208963615001528,1.3417486146612856,0.2,Iris-setosa
+73,4.610069950401723,3.2024131458157172,1.3845192964833817,0.2,Iris-setosa
+74,5.236680759921769,3.481761190727184,1.5218726333336663,0.2,Iris-setosa
+75,5.097975601982266,3.723870017831197,1.5580326495927357,0.41994180747128546,Iris-setosa
+76,6.589192734034871,2.9808570861382337,4.356335128462962,1.396485495361632,Iris-versicolor
+77,5.202529063784818,2.7003177869982533,3.9339736132814993,1.4036016327709298,Iris-versicolor
+78,6.712323287190161,3.3061809485136857,5.693738966703116,2.041526864430921,Iris-virginica
+79,5.012494604173854,3.2935104600222904,1.300184556982284,0.2,Iris-setosa
+80,5.61370043336623,2.9969811432188163,4.510581206646395,1.4974385226379532,Iris-versicolor
+81,7.135728067555018,3.001232210733004,5.9612902659216465,2.074374141393215,Iris-virginica
+82,6.280927526708838,3.4033112537859846,5.583213270051014,2.400323085006212,Iris-virginica
+83,5.198625671373589,3.4596482827244506,1.4943795718551967,0.2,Iris-setosa
+84,6.8813404717606295,3.208448451619988,5.731363974232056,2.2983956995509702,Iris-virginica
+85,6.322734084821664,2.5327186008422675,5.008256776634999,1.8869842110118642,Iris-virginica
+86,6.706335640639679,3.284923538385369,5.707446023226302,2.106443749603754,Iris-virginica
+87,5.01900907749638,3.63503786768348,1.4039022601626894,0.2,Iris-setosa
+88,6.356746789352167,2.925127513773989,5.5908193464658815,1.8097531054043987,Iris-virginica
+89,6.694226552571421,3.279112668247531,5.757290086838344,2.5,Iris-virginica
+90,5.9698775342716885,2.2,5.013956554927429,1.5134271325344404,Iris-virginica
+91,5.473103134342913,2.3860173226225476,3.886624074394417,1.0544517430774598,Iris-versicolor
+92,6.361244653941014,2.9029328670041203,4.264041417084133,1.2587116035163555,Iris-versicolor
+93,5.478327422720828,4.181948435205511,1.4120175571666207,0.2,Iris-setosa
+94,5.6028722211877655,2.692474382135183,4.21224409945462,1.292768039461259,Iris-versicolor
+95,5.065876506917999,3.385460369039722,1.4632524335609796,0.2,Iris-setosa
+96,7.150017224276316,3.0029591455984455,5.892792937771192,2.0854329650213943,Iris-virginica
+97,5.899267693507577,3.1922860919296983,4.797562675218271,1.8051256947196415,Iris-versicolor
+98,5.001206845213648,2.4637483609871733,3.3525879041363815,1.1183040669853188,Iris-versicolor
+99,5.504768742955693,2.6172919250192903,4.323823061818974,1.2040635106254296,Iris-versicolor
+100,4.622391362836332,3.39431256971312,1.4062370955289643,0.29042720689680757,Iris-setosa
+101,6.071092657201474,2.593164001283037,5.585710009049306,1.4099721116977277,Iris-virginica
+102,4.4,3.0711758158210904,1.3369128641588464,0.2,Iris-setosa
+103,4.6116268638327425,3.6019395492265156,1.0000005516862773,0.2,Iris-setosa
+104,5.528960869889769,4.220080063503084,1.3867421962452031,0.2,Iris-setosa
+105,4.4,3.0232300603457096,1.365355744864993,0.2,Iris-setosa
+106,5.115631144928498,3.494689427074221,1.3977430367548105,0.3187189346775962,Iris-setosa
+107,5.0814349733348205,3.761927936467664,1.585875383160897,0.4871516414127042,Iris-setosa
+108,5.705231743535655,2.496664208430199,4.995161884934372,2.0045864463939584,Iris-virginica
+109,6.716368554465999,3.307615075188603,5.707733575142207,2.1163771057824374,Iris-virginica
+110,6.387183550807624,2.8730228160149567,4.300004224475335,1.269548935996525,Iris-versicolor
+111,6.689419017176073,3.000934689066868,4.987976799084817,1.7016748696616926,Iris-versicolor
+112,4.969978048395655,3.370515843074679,1.5047190709801717,0.2,Iris-setosa
+113,6.000260061698268,2.200000333613238,4.991809171908603,1.4914551205224627,Iris-virginica
+114,6.69110246492917,3.011212775943169,4.98162304240709,1.7207333378355194,Iris-versicolor
+115,6.126406089946412,2.588591950324496,5.630789339974751,1.4107216406771157,Iris-virginica
+116,6.271355661995369,2.511021310491734,5.012047997954101,1.8868123411238338,Iris-virginica
+117,6.006162128768905,2.2,4.992661268941623,1.5009582042244305,Iris-virginica
+118,5.810483065266487,2.8291196218210883,5.110182086752741,2.4063755307769714,Iris-virginica
+119,5.4987765655570415,2.3981652678235914,3.793980038795983,1.0725949955284877,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..d5857bdd4e551fd3d1f2281cecf4c01e753be1c2
--- /dev/null
+++ b/iris/tab_ddpm/1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7607874395251475,3.0143404108980767,4.252457883240296,1.5049889524002311,Iris-versicolor
+1,4.503256017697021,2.2934426972028867,1.326766757972114,0.2904734551594016,Iris-setosa
+2,5.146327107281027,3.4263421120012456,1.5197481700946587,0.2,Iris-setosa
+3,4.788030255266581,3.400004006231469,1.5881601695777317,0.2,Iris-setosa
+4,4.7920052125428425,3.39045922374064,1.596949117441236,0.2,Iris-setosa
+5,6.390131987356661,2.6588687931434274,5.234627786036513,1.9045929203041139,Iris-virginica
+6,5.616691380852505,2.679298433629083,4.300646754801299,1.2846111284601176,Iris-versicolor
+7,6.894500001460455,3.1956917020474545,5.712225933100312,2.307607095526205,Iris-virginica
+8,6.795886344859856,2.9948486774881666,5.507323754414266,2.094764403864945,Iris-virginica
+9,5.975905971392785,3.440867247689717,4.49386850202898,1.627305859670696,Iris-versicolor
+10,4.603500601950066,3.5869411806177363,1.0000004296889546,0.2,Iris-setosa
+11,4.604849937810173,3.3992093645885966,1.3934831015880578,0.29080608375443895,Iris-setosa
+12,6.306720789511434,2.4724569348048977,5.006327487888546,1.8853513438167855,Iris-virginica
+13,5.1891341566421945,3.715998396475009,1.5453007556180152,0.2,Iris-setosa
+14,5.342371097814134,3.460604206983914,1.6682087220616957,0.2,Iris-setosa
+15,5.096350870052632,3.658054704769041,1.4928248274520735,0.42932796482078633,Iris-setosa
+16,5.694397938146028,4.4,1.4899925789314588,0.40292224176609404,Iris-setosa
+17,4.799543287674772,3.3965403939343006,1.6090605913874172,0.2,Iris-setosa
+18,6.420452923977087,2.982459336683079,5.518508598049407,1.7944166577651104,Iris-virginica
+19,6.482150206293809,3.191003323394132,4.523311661246033,1.4787701182098203,Iris-versicolor
+20,6.705254197340413,2.996344817866907,4.995843807375361,1.7059421713459315,Iris-versicolor
+21,5.966876771967434,2.9752765326581554,4.324826802742027,1.3831665557055959,Iris-versicolor
+22,4.4,3.189480490336217,1.316562489149427,0.2,Iris-setosa
+23,5.156660489575418,3.469002177490112,1.4934448751155474,0.2,Iris-setosa
+24,6.03458677376283,3.0059911495270826,4.786622367756394,1.7920231902602932,Iris-virginica
+25,4.400000645112372,3.20417639151135,1.284607696860895,0.2,Iris-setosa
+26,5.402554629087668,3.8929067582200974,1.3133964919194518,0.3742812630412603,Iris-setosa
+27,4.934418424702428,3.5509479821197862,1.402720295862628,0.2,Iris-setosa
+28,6.371982280989543,3.199954666767287,4.4573833141355115,1.5037803461503698,Iris-versicolor
+29,5.788980751777594,2.7961113114000185,5.098666250911315,2.391271815479808,Iris-virginica
+30,6.285817540027528,2.817868934537946,5.085979109467734,1.4934284277290768,Iris-virginica
+31,6.301232914198259,2.5205307368193366,4.992526640402866,1.9037950591630393,Iris-virginica
+32,4.9694930499015495,3.506132145045074,1.3006112651914372,0.2959280273905102,Iris-setosa
+33,6.010672391632531,3.389524879889751,4.4447621605537115,1.584940466253663,Iris-versicolor
+34,6.306653918935333,2.8919129856840184,5.56816706476365,1.8012654274416289,Iris-virginica
+35,4.400000576340859,3.194919747084139,1.3364684283472912,0.2,Iris-setosa
+36,4.589362959307311,3.2448975102005058,1.3978178725537105,0.2,Iris-setosa
+37,6.774387154046197,3.211814308173968,5.6987107821524745,2.2656770973037066,Iris-virginica
+38,4.625363560856309,3.339350635417463,1.4074858014795817,0.2309467210908922,Iris-setosa
+39,5.495700942861212,2.385192502949336,3.792421545754162,1.1070941227976598,Iris-versicolor
+40,5.52112218071842,2.5284475726877744,4.131618659043079,1.0408290171460162,Iris-versicolor
+41,6.316970774699902,2.302165359754605,4.403019965349357,1.2968714956081828,Iris-versicolor
+42,6.385571447817409,2.7169214925120277,5.307844378594754,1.8946994727324553,Iris-virginica
+43,6.3824686352882205,3.089143181840032,5.537949256053021,1.8156063594507663,Iris-virginica
+44,6.695989090576761,3.001914823581065,5.011013113338267,1.7053156145413997,Iris-versicolor
+45,6.185050954820718,3.0207731754065446,4.609137084960032,1.4319689684536485,Iris-versicolor
+46,5.412875280132921,3.408276130916523,1.9638413238110952,0.2,Iris-setosa
+47,5.211367324474799,3.4779240224173624,1.4958716235854113,0.2,Iris-setosa
+48,5.081810419641488,2.5015008988027616,3.040442493866758,1.1465243191143748,Iris-versicolor
+49,4.579332853750392,3.5871422652083025,1.0,0.2,Iris-setosa
+50,5.703018825060661,2.496088195809065,4.993946079961538,1.9896186054480418,Iris-virginica
+51,5.531776332220127,4.21073303246553,1.3970340514528081,0.2,Iris-setosa
+52,5.418114867420057,2.987659738508219,4.434517980440465,1.5155498431198235,Iris-versicolor
+53,5.364824488591969,3.888265079559646,1.611290950595918,0.5568289392921844,Iris-setosa
+54,5.487251895309141,4.158475813152845,1.4032323793761412,0.2,Iris-setosa
+55,6.752582400792181,3.0049652174617854,5.016685618302778,1.7371563676965585,Iris-versicolor
+56,5.100975644297493,3.8038534847296437,1.7187200708624772,0.3848807877826685,Iris-setosa
+57,6.920641233254432,3.2046601281800617,5.643744363212964,2.308231834916852,Iris-virginica
+58,6.694049160480789,2.995038499408303,4.997410433321788,1.6952369234648428,Iris-versicolor
+59,4.9082023307551434,2.9973967069929444,1.3679755677136631,0.2,Iris-setosa
+60,5.0686153972429215,3.3011383910525893,1.3087353294205473,0.2,Iris-setosa
+61,6.292897941317157,2.704192619881962,4.91677825595014,1.7943509381918337,Iris-virginica
+62,6.831576040053694,3.003365901448297,5.492095573258481,2.1080214379471185,Iris-virginica
+63,4.831498621730878,3.4246266883664265,1.6027213077202636,0.2,Iris-setosa
+64,4.874405649263373,2.969788737799468,1.387435346645382,0.2,Iris-setosa
+65,5.826408147719529,2.7210386559309443,5.099931032081085,1.880234914561228,Iris-virginica
+66,6.070114771404656,2.6954975071857876,5.092894594308095,1.600634488553396,Iris-versicolor
+67,5.920626953469563,2.994976186357522,5.14685011593266,1.797542805167423,Iris-virginica
+68,6.305466426006607,2.8006645456993486,5.071400170115013,1.5085180603125976,Iris-virginica
+69,6.397441208986729,2.8954946416947767,4.2750201578052,1.2783975388387194,Iris-versicolor
+70,5.795894377621174,2.820476853996382,5.091853842012951,2.398428024932405,Iris-virginica
+71,5.854344096617299,3.2061582690107695,4.798257226077482,1.80001689669021,Iris-versicolor
+72,6.29047844841426,2.2923980542346056,4.433605813128061,1.310329695364912,Iris-versicolor
+73,5.016345189157496,3.2310681991856827,1.2019772450414243,0.2,Iris-setosa
+74,4.624418390109771,3.604780989212846,1.0,0.2,Iris-setosa
+75,4.400000677529162,3.1837775643543047,1.2931517330222935,0.2,Iris-setosa
+76,5.7080554118772815,2.9916473404556303,4.478314335067026,1.5028697192063594,Iris-versicolor
+77,6.722981858088903,3.095660818550474,4.408190975962074,1.4028749192209853,Iris-versicolor
+78,5.081154417056077,3.7752017306059282,1.6075127317368378,0.2,Iris-setosa
+79,6.731107928622171,3.278466962122781,5.751363583278408,2.4999993975044763,Iris-virginica
+80,5.060487464892917,3.2081055811898533,1.1846599849751527,0.2,Iris-setosa
+81,5.71564994457528,2.6311555366744304,5.0804539736971,1.9296454279085116,Iris-virginica
+82,5.499961464432986,2.610947375599973,4.416522714159119,1.2620557312372946,Iris-versicolor
+83,5.459250705355986,3.0115481266566624,4.450561639303113,1.5046278814834548,Iris-versicolor
+84,5.6129787834018865,3.0054512588236992,4.121735525945096,1.2945370180980655,Iris-versicolor
+85,5.050251088795235,3.3645624102324514,1.4960300629089425,0.2,Iris-setosa
+86,5.100506799439832,3.306150518441406,1.8697780959429453,0.4927838183508128,Iris-setosa
+87,5.026400755926722,3.469344595757473,1.3132894405306692,0.2722672558158949,Iris-setosa
+88,6.878240805584066,3.200402096521592,5.708942797003219,2.2827921122348958,Iris-virginica
+89,4.816871599027989,3.4000328320416107,1.5979428980512986,0.2,Iris-setosa
+90,5.202937294144267,2.70060392923335,4.029722194262631,1.4143334682677433,Iris-versicolor
+91,6.503295082145041,3.159920794008474,4.456525905197093,1.474236863199847,Iris-versicolor
+92,6.31244355073442,2.9010277133945035,4.302766325739848,1.2897597426472367,Iris-versicolor
+93,6.270298986881122,2.68987059323529,4.893992219188541,1.792090014844986,Iris-virginica
+94,5.003238082766886,3.495764189425858,1.3170093457966237,0.31314623539011205,Iris-setosa
+95,5.487891383598786,2.398626691716443,3.7682009162116143,1.0403738057783505,Iris-versicolor
+96,5.867851161884308,2.9954324000755195,4.267257427642118,1.4979112256083336,Iris-versicolor
+97,5.800851460524627,2.6945077314445958,5.096141674447461,1.9268097914892994,Iris-virginica
+98,6.351647330166714,2.8274864675834084,5.126697767194609,1.5119047065389284,Iris-virginica
+99,6.124295404211569,2.9935603198327887,4.594504262472759,1.3859296576255247,Iris-versicolor
+100,5.895768111097438,2.9872472779888284,4.211436676595506,1.4967002510999543,Iris-versicolor
+101,5.383601993841104,3.9237094704238973,1.2916798729874188,0.42257652992468164,Iris-setosa
+102,5.486095918774803,2.596728610629944,4.3741356881253415,1.175307679776696,Iris-versicolor
+103,5.0900518981532485,3.4368396614022187,1.5703134823944835,0.2,Iris-setosa
+104,6.333612275469821,2.4767791356463893,4.848304780397224,1.4914622804865372,Iris-versicolor
+105,6.7014103530568185,2.994134453089721,4.947314420301681,1.6106068662554311,Iris-versicolor
+106,5.560032069276482,4.219129816723522,1.395531328783794,0.2,Iris-setosa
+107,5.693513911079479,4.3999988833462815,1.489351251525018,0.38446049156888723,Iris-setosa
+108,4.400000552000919,3.1833246509245514,1.312029135372217,0.2,Iris-setosa
+109,5.102808991235749,3.3923492977533156,1.5136232231782605,0.2,Iris-setosa
+110,6.00674581601097,2.994070224803044,4.827758168740642,1.7975966596225257,Iris-virginica
+111,5.161922682601158,3.4591763374658697,1.512899732316736,0.2,Iris-setosa
+112,5.493427997722946,4.196969844580015,1.4013650366118768,0.2,Iris-setosa
+113,5.499055819902098,2.4112513909014472,3.767764547427804,1.1762272829802942,Iris-versicolor
+114,5.844734179869255,2.8645811743152305,5.102173082943426,1.8589923665304782,Iris-virginica
+115,4.962717063081302,2.428706814815185,3.2897534407225466,1.1156094040841822,Iris-versicolor
+116,6.094202639694349,2.606753934169345,5.58362369245239,1.4091590185470282,Iris-virginica
+117,6.4084245198845595,3.229649166034867,4.484121645862504,1.4934534033704165,Iris-versicolor
+118,6.690445008497539,3.267814691234663,5.6400827303451635,2.4999994399862167,Iris-virginica
+119,5.918744277055793,3.2431335099801957,4.67796274713534,1.7537235072635664,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..055a69a23c8804f428f9214c36d043a26dd7ed55
--- /dev/null
+++ b/iris/tab_ddpm/1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.386067441493535,2.8886947172515587,4.319674595244157,1.2990586404712927,Iris-versicolor
+1,6.8738989195699505,3.1925627692176097,5.708553369730709,2.289371433443477,Iris-virginica
+2,6.258625229473853,2.690651232818551,4.923765433897949,1.7814509811351527,Iris-virginica
+3,5.469368036358797,3.010124404926929,4.478531217751655,1.501204436543623,Iris-versicolor
+4,6.371549630560246,2.873459361829343,4.291030891957661,1.2732896432532288,Iris-versicolor
+5,6.343034653482078,2.5046432379790384,4.904623416522398,1.516335859357183,Iris-versicolor
+6,5.010726029097848,3.5881073331337534,1.3975949944864026,0.2,Iris-setosa
+7,7.7,2.7925777868605532,6.699998913325998,2.007295710619184,Iris-virginica
+8,6.28778607106872,2.803258755174598,5.095613718088832,1.5046483699656563,Iris-virginica
+9,6.751496968340136,3.2984414319920043,5.715416546176041,2.115687324336412,Iris-virginica
+10,5.372259414133539,3.898223524113602,1.2980390579637826,0.3979871315606468,Iris-setosa
+11,4.856469503290396,2.9891249855525457,1.389724248190575,0.2,Iris-setosa
+12,6.790899566595102,3.0519541885164014,5.545598195421662,2.1624114414603244,Iris-virginica
+13,6.429955376265202,3.204623317148462,4.585940076257018,1.4934447945534746,Iris-versicolor
+14,6.690870311979078,3.3141937602107667,5.689360483543088,2.0898160717676135,Iris-virginica
+15,5.84547980608591,2.7387398803163654,5.127089431998781,1.8909339657948858,Iris-virginica
+16,5.10719411733513,3.30764730954215,1.6793147960039243,0.5528737797601799,Iris-setosa
+17,5.369206361738873,3.4824582897490055,1.6201819279740486,0.2,Iris-setosa
+18,6.533593939566383,2.881301333906098,4.905652821369349,1.5440633783123192,Iris-versicolor
+19,5.415721234252804,3.93214823331675,1.772670191440218,0.3837498834514441,Iris-setosa
+20,6.631634531577035,3.044861394134197,4.4203866147778665,1.41570163347868,Iris-versicolor
+21,5.790121931613145,2.798321147243252,5.105918975819674,2.3988502369595177,Iris-virginica
+22,6.851933932438791,3.2037512895533258,5.718972677597913,2.2710956017145834,Iris-virginica
+23,5.0071852397655485,3.3509515172436948,1.4064139152891564,0.2,Iris-setosa
+24,4.890477036540904,3.031369888196807,1.387790980135275,0.2,Iris-setosa
+25,7.3514366518231515,2.8950022734409315,6.343812268074221,1.7524409428168337,Iris-virginica
+26,6.71795319639312,3.0001737362286622,5.00310405899196,1.701331870115352,Iris-versicolor
+27,5.19746539203659,3.390706038447565,1.3862306442227919,0.2,Iris-setosa
+28,6.014905165212908,2.9896055359263882,4.782213094112135,1.8008633097314208,Iris-virginica
+29,5.093384121083819,3.295878158368251,1.7827837575284353,0.4929682318706772,Iris-setosa
+30,6.080698945093744,2.614008318571713,5.633384598818778,1.4110064151476207,Iris-virginica
+31,5.1020600914439695,3.2977996325251575,1.6845239858201138,0.47378424577484174,Iris-setosa
+32,5.911228679933481,3.211630999468973,4.832808011973985,1.8250010463871484,Iris-versicolor
+33,6.2967881290488465,2.514014536109873,5.008687146191929,1.8933817458382345,Iris-virginica
+34,5.808833865109215,2.7983859154581476,5.108928097206958,2.4084496365033345,Iris-virginica
+35,5.112829551696458,3.3322504001641575,1.6805019509197512,0.43426210040002766,Iris-setosa
+36,6.382412242987825,3.0926733241658177,5.481100006586808,1.805612517899154,Iris-virginica
+37,6.715557032422455,2.9904437551551726,4.992574871641133,1.6900827245193548,Iris-versicolor
+38,6.591572773543695,2.9874340361768366,4.386044556787308,1.3939853252526948,Iris-versicolor
+39,4.621045493342198,3.604026514543671,1.0,0.2,Iris-setosa
+40,6.489902151028666,2.9954638807603917,5.4762509895722244,1.7906206118926042,Iris-virginica
+41,6.765260029957441,3.3265855076525304,5.707259935141418,2.5,Iris-virginica
+42,6.303443881846129,2.8561463475841693,5.57506514857577,1.8165461565673908,Iris-virginica
+43,4.891653688809956,3.1238691715537827,1.4907823586380997,0.10000009020848886,Iris-setosa
+44,6.654534179360308,3.0647524096114864,4.394873445945433,1.4263084983880356,Iris-versicolor
+45,5.5291839691233085,3.0002714226860863,4.470660851550476,1.5099527588208779,Iris-versicolor
+46,5.310098956535132,3.6875226355982726,1.5177156131726373,0.2,Iris-setosa
+47,6.306412232203318,2.627523479010318,4.869988696640134,1.851265077839637,Iris-virginica
+48,7.296480081247313,2.9105485417148866,6.2905380905740875,1.7808946156575676,Iris-virginica
+49,7.699998849569183,2.816095059633585,6.699999008616249,1.9974975737247513,Iris-virginica
+50,4.4000004532193335,3.0186075563510877,1.3545309131243533,0.2,Iris-setosa
+51,5.371758615288667,3.8969928595592798,1.310968005432984,0.3826129396889496,Iris-setosa
+52,5.115764188101719,3.7566222095659523,1.6486760390127495,0.4493813883532335,Iris-setosa
+53,5.218952041334419,3.491688629250528,1.4106157302930287,0.2,Iris-setosa
+54,5.7370556889378435,2.760887414169086,5.108053410901005,2.359677072871447,Iris-virginica
+55,5.994150175702427,2.2,4.990725779263549,1.491458550108057,Iris-virginica
+56,5.696536821020495,4.4,1.4952243650165378,0.5328759427329836,Iris-setosa
+57,5.097882618580659,3.8313366819993604,1.698517092611041,0.38725983765708705,Iris-setosa
+58,6.6952544640595875,3.2849981089114726,5.655313127925054,2.4999992580652863,Iris-virginica
+59,5.2163432435982084,2.688573462848467,3.987104137672369,1.398367407139925,Iris-versicolor
+60,5.18421127744955,3.3260685429247423,1.8516872053798124,0.31851347678038255,Iris-setosa
+61,5.719801136025598,2.5181729166553697,4.98993111626754,2.0029075334120523,Iris-virginica
+62,6.394144183154298,3.0718024606534815,5.505924671237212,1.796453515801622,Iris-virginica
+63,5.147977765389296,3.4254403974804357,1.506620013917525,0.2,Iris-setosa
+64,5.8773692351836555,3.196991985500334,4.792823085123039,1.803193894654402,Iris-versicolor
+65,4.4,2.8755873860687786,1.409217353274938,0.2,Iris-setosa
+66,6.359756516989272,3.1107861101502867,5.466157507452883,1.7991283996940506,Iris-virginica
+67,5.555129226447297,2.99346223239407,4.098528439228211,1.2929060682344458,Iris-versicolor
+68,5.510744953204825,2.3963411060710516,3.7875014921865224,1.0578949354640907,Iris-versicolor
+69,5.3899632929230945,3.8853544961255793,1.6982377098836245,0.4148587585619149,Iris-setosa
+70,4.920345112235497,3.0615959360155522,1.3719447726795848,0.2,Iris-setosa
+71,5.922196789885108,3.204832077291979,4.780953743498813,1.8032689239922624,Iris-versicolor
+72,5.925079099734072,3.257037133825355,4.724122661851465,1.7212935085991437,Iris-versicolor
+73,5.572455575212349,2.6835706579088554,4.205660184722375,1.2803459724556046,Iris-versicolor
+74,7.7,2.797722082318403,6.7,2.041337081647093,Iris-virginica
+75,4.903204094883952,2.4042798591215626,3.036103961467637,0.9611138807143749,Iris-versicolor
+76,6.33418661666295,2.720429225853334,4.899924281705457,1.8158093874627808,Iris-virginica
+77,5.733827396522708,4.4,1.5435188481335262,0.6635638912283628,Iris-setosa
+78,6.753336274652957,3.301365073352168,5.714992469485251,2.5,Iris-virginica
+79,6.6584375254309744,3.073161788851796,4.393966330119347,1.4105297265012908,Iris-versicolor
+80,5.085876596948547,3.2892522299333677,2.201140827218955,0.5400745854702956,Iris-setosa
+81,5.757286851322549,2.6044639259394264,5.049839630491189,1.959429276458153,Iris-virginica
+82,5.407878430167233,2.9950118722709913,4.481712014309232,1.5023089680086834,Iris-versicolor
+83,6.012112583558663,3.3881949658806354,4.460703955417024,1.5826253893285618,Iris-versicolor
+84,5.184360658955822,2.6682205358300997,3.7230101054704354,1.366211460603995,Iris-versicolor
+85,6.6885933522913685,3.3645233113776043,5.8253715229861855,2.5,Iris-virginica
+86,6.541680313408511,2.990625453708779,5.533048238565803,1.8212514011448884,Iris-virginica
+87,5.211486015870024,2.6997581385683476,3.851342671368709,1.3888744479608743,Iris-versicolor
+88,6.814569653148059,3.007512971892637,5.522114713200516,2.0935788361802707,Iris-virginica
+89,5.921755382288608,3.179680497995031,4.727348564904073,1.7474765060972568,Iris-versicolor
+90,7.7,2.7969020506668985,6.699998920729586,2.0270861425455857,Iris-virginica
+91,5.413817738649239,3.8731335714729735,1.7322145023119715,0.39633294407836583,Iris-setosa
+92,5.811215962884259,2.8162009069949927,5.131664523253058,2.407601728837994,Iris-virginica
+93,4.5990805945372015,3.5975462397590707,1.0000004257491215,0.2,Iris-setosa
+94,6.49971906020408,3.0383616935564564,5.530667026444656,1.7770861016712711,Iris-virginica
+95,6.017479916136377,2.2,5.021166401051463,1.5219933773868008,Iris-virginica
+96,6.390215715849617,3.2042398849677194,4.477622002961088,1.501316036476441,Iris-versicolor
+97,5.986118378565965,2.2000003248439968,4.989526011407585,1.4995638766564816,Iris-virginica
+98,6.3105926316862675,2.295576859607213,4.412845938774355,1.292319572813582,Iris-versicolor
+99,5.341812553407081,3.3791860830537335,1.7767906104295186,0.2,Iris-setosa
+100,5.11361905069096,3.310654410947349,1.74875314402678,0.5100653476010453,Iris-setosa
+101,6.0993076856228425,2.5922383056999725,5.634641322499312,1.4127524656632946,Iris-virginica
+102,5.075681760640588,3.2650839689195768,1.6885133699740142,0.5003957348310517,Iris-setosa
+103,6.0945215331008304,2.993707285600266,4.586532942166718,1.4057990963883247,Iris-versicolor
+104,5.933533475068604,3.0061400708195367,4.2229687196072785,1.4991285829854542,Iris-versicolor
+105,5.496127782774941,4.210161224982974,1.3882754546885514,0.2,Iris-setosa
+106,5.098308006903611,2.500454112826221,3.102639014566867,1.0368155825145298,Iris-versicolor
+107,5.108743323280393,3.3107768892024385,1.918104432751642,0.3967959638361604,Iris-setosa
+108,5.511220566953518,4.189836575804209,1.3980960285348827,0.2,Iris-setosa
+109,6.300777909693623,2.290549901796934,4.3768966340372435,1.2946827831024228,Iris-versicolor
+110,5.401817652840231,2.9995654255684907,4.486354527020059,1.5025758858003155,Iris-versicolor
+111,5.43848046381533,3.4011728131521055,1.8079650422923472,0.2,Iris-setosa
+112,7.7,2.79240179301713,6.699998931863197,2.012711405552137,Iris-virginica
+113,6.329375210961108,2.5016895954022838,5.0173453687099,1.8870377329904737,Iris-virginica
+114,7.2834912276872625,2.8979417142516435,6.2682830607658655,1.8058487891049668,Iris-virginica
+115,6.472132615362303,3.0546105917109423,5.509022212244253,1.7947314902955918,Iris-virginica
+116,5.5365644876493985,2.419602205910294,3.961642071816997,1.1474691103400634,Iris-versicolor
+117,6.502266519991783,3.0224898089261125,5.4622972504628295,1.803503375932532,Iris-virginica
+118,6.413321297430031,2.9956239110374057,5.5424123087201265,1.792159676743891,Iris-virginica
+119,6.3852304055334725,3.1156045015997247,4.770389993676231,1.5603771193035336,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..1c945ba9c21c958c6833f8ddd26f5a667b89a999
--- /dev/null
+++ b/iris/tab_ddpm/1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.501736565622419,2.296406335530406,1.3041325110258142,0.2895929639622239,Iris-setosa
+1,4.870290773568313,3.057132326817713,1.4022024562031161,0.2,Iris-setosa
+2,6.857775419804894,2.990309386667637,5.4923396379598985,2.0993767752278583,Iris-virginica
+3,5.848122944914188,2.998530869437808,4.177197864211252,1.4929963448540644,Iris-versicolor
+4,5.9686953155775155,2.2,4.998809119974979,1.509407258345559,Iris-virginica
+5,6.3029129697555994,3.3968882863715004,5.59475542556617,2.4038347439087935,Iris-virginica
+6,5.094800346559157,3.5169789074708055,1.4044436906145898,0.31595875103150967,Iris-setosa
+7,5.463199097058069,2.628068639478203,4.2896876445479535,1.2717315096071276,Iris-versicolor
+8,6.27548346110355,3.426149066264352,5.593183550466479,2.407200963113401,Iris-virginica
+9,5.895632876004736,3.0063203808175767,5.116371723055596,1.7970989914682887,Iris-virginica
+10,4.400000644410029,2.9499579747912934,1.4008769188498398,0.2,Iris-setosa
+11,4.906358518902133,3.11776961612362,1.486217782413168,0.1,Iris-setosa
+12,5.095719954051287,3.7842773494281334,1.5814895281072565,0.2,Iris-setosa
+13,4.6164287899181184,3.629910324653563,1.0000003630236125,0.2,Iris-setosa
+14,5.095553153353919,3.772870129496499,1.6779519875349205,0.44209372494392296,Iris-setosa
+15,6.104866341443024,2.5901026096746746,5.591739082332213,1.4099243403112816,Iris-virginica
+16,4.400000605339352,2.9201712599320135,1.4037318035019006,0.2,Iris-setosa
+17,6.295154954743309,2.4841870104615364,5.007975206883164,1.8839656576717352,Iris-virginica
+18,5.410035636942517,3.9235975608836013,1.291310769011795,0.3956993649775532,Iris-setosa
+19,5.8100706390356365,2.6966618664558175,5.110591111287147,1.897011864640408,Iris-virginica
+20,6.71580843541084,3.2902134398005076,5.701448520170898,2.0644587961628855,Iris-virginica
+21,7.031564504602381,3.017005232358172,5.789090522086621,2.158569305248668,Iris-virginica
+22,6.11832934587745,3.0008182131784165,4.653129100694514,1.3952560724178866,Iris-versicolor
+23,4.869605606027081,3.0912874162418165,1.4912509603397957,0.10000011152067009,Iris-setosa
+24,6.332987473208687,2.6212242449881975,4.940697463530213,1.8325985013900556,Iris-virginica
+25,5.893071524377673,2.997580000193856,5.119166747361834,1.7914383043456064,Iris-virginica
+26,6.393261663570787,2.9005725529327906,5.7222579492028025,1.8079992825715623,Iris-virginica
+27,7.284368326093822,2.8887136961968896,6.273485003656627,1.7970302054263783,Iris-virginica
+28,5.060157375872725,3.501802555291969,1.3639975877038593,0.32260580300190345,Iris-setosa
+29,5.781965722501703,2.7050181209832513,5.088208210818094,1.9055086653637239,Iris-virginica
+30,6.368356274288899,3.179443044384721,4.540757939986985,1.4948253783892225,Iris-versicolor
+31,5.6878001418319855,4.399999253754644,1.4949111738693586,0.386091457217493,Iris-setosa
+32,5.517678781900767,2.3889443054577715,3.831405856665598,1.0463691879908579,Iris-versicolor
+33,5.810622115415281,2.682935352345924,5.097705838302437,1.8991014879986974,Iris-virginica
+34,5.480411030592883,4.214736702061236,1.3726169288428545,0.2,Iris-setosa
+35,4.4,3.2251412596072146,1.3256428696729132,0.2,Iris-setosa
+36,4.8565259948244535,2.9804107402761764,1.4019820641337053,0.2,Iris-setosa
+37,5.1373350847783295,3.4155640231748587,1.5158268280663323,0.2,Iris-setosa
+38,5.972276841882129,2.2000003054165584,5.002337148849507,1.5032969657048705,Iris-virginica
+39,4.486004684893121,2.299035443185918,1.2958116814942473,0.27002116482811966,Iris-setosa
+40,6.703713510053912,3.087592879284457,4.428163357018395,1.4251807283596993,Iris-versicolor
+41,6.759281224751073,3.3090110908419175,5.726412756259233,2.4999994875243656,Iris-virginica
+42,5.183824797537724,3.3920397595167118,1.35794545915781,0.2,Iris-setosa
+43,5.602459471125221,2.995957886590814,4.511645083279788,1.4912699109047813,Iris-versicolor
+44,5.350156655966473,3.8174951448593015,1.3243765354681842,0.396022044018037,Iris-setosa
+45,5.029897002561565,3.658152883361664,1.400650298654233,0.2,Iris-setosa
+46,6.305942862017291,2.500474306969625,4.9909394553221,1.908849637400601,Iris-virginica
+47,5.247019152195275,3.4166455011683783,1.4105465317294617,0.2,Iris-setosa
+48,5.593040988541081,2.9934052903390254,4.149072141176981,1.3049804860424752,Iris-versicolor
+49,6.892568152586837,3.180540959914357,5.674045451683537,2.30972638172486,Iris-virginica
+50,4.5784479382916565,3.6039305797942087,1.000000453932851,0.2,Iris-setosa
+51,6.155192930570921,3.0162536283550088,4.622771679947126,1.3918973459578874,Iris-versicolor
+52,4.5913689107210764,3.4073615254553697,1.4020232352687918,0.29795558447151554,Iris-setosa
+53,6.340424636567139,2.5023106336052154,5.001502433981649,1.8987521076880982,Iris-virginica
+54,7.252295439682755,2.9073705984744813,6.2409410120305715,1.7545680771423515,Iris-virginica
+55,5.8772123635135145,2.9983765994476075,5.093899350452239,1.8069861268879248,Iris-virginica
+56,7.699998852547365,2.793973166269631,6.699998418060829,1.9844469830889873,Iris-virginica
+57,6.102961852561953,2.6057459327896684,5.595654785696118,1.3731561442031825,Iris-virginica
+58,6.3156758268773805,2.4890657738711512,5.023071286970928,1.9068954573183805,Iris-virginica
+59,5.77093192178433,2.707289169966082,5.117632867975538,1.8992848893528607,Iris-virginica
+60,7.582153282609946,2.922324516230401,6.567578123047838,1.847800157356864,Iris-virginica
+61,5.501802150114858,2.396806489934691,3.899958995007446,1.0842026740995716,Iris-versicolor
+62,5.820832911897257,2.728733479775855,5.105451756967328,1.9001866755073715,Iris-virginica
+63,5.493066071951655,2.38962220956317,3.9587369627349664,0.975787880210993,Iris-versicolor
+64,5.595792692626995,2.6894696916824374,4.192810668893537,1.291984924063203,Iris-versicolor
+65,5.037535543018749,2.4724511574465615,2.8679369207519505,1.0894719250641063,Iris-versicolor
+66,5.178824906718926,3.451233834059429,1.4998405867487317,0.2,Iris-setosa
+67,6.01482077834698,2.6965390303804284,5.098927317945017,1.605559537653842,Iris-versicolor
+68,5.489169612500724,2.99868727489399,4.542834922329214,1.4974088813858992,Iris-versicolor
+69,4.991071396212775,3.5887734523279304,1.40499910632331,0.2,Iris-setosa
+70,5.102442712876504,3.82220881535152,1.5824742986522633,0.2,Iris-setosa
+71,6.003261227376067,3.3702304251708517,4.499492467828431,1.6386277891290875,Iris-versicolor
+72,5.345023352087543,3.8455348154056814,2.139671862483989,0.39867844695739235,Iris-setosa
+73,5.745452716304052,4.4,1.5110077398810715,0.7598912746567986,Iris-setosa
+74,5.391454371319298,3.876437392815785,1.6598968529527585,0.472244026376867,Iris-setosa
+75,5.980305031286371,2.200000287662741,4.999226116393764,1.4823051798821072,Iris-virginica
+76,4.606109861542072,3.5895911124978577,1.0000003939108844,0.2,Iris-setosa
+77,6.298897308276248,2.297175931307473,4.418669224264317,1.2926785154541072,Iris-versicolor
+78,6.00990560486296,3.3651329439753956,4.490035369250139,1.596255667618063,Iris-versicolor
+79,4.4,2.9163789214190534,1.4058753854616988,0.2,Iris-setosa
+80,6.2914313708799945,2.707768598537474,4.851998395513916,1.7897169875973507,Iris-virginica
+81,5.902770657431437,2.986953227252021,5.093958798385131,1.8103916978594032,Iris-virginica
+82,5.784379921329756,2.6926266339151717,5.107554914016909,1.9057633760320942,Iris-virginica
+83,7.054876637755445,2.930137770527791,6.060419678312284,1.789334463502549,Iris-virginica
+84,5.468139044321487,3.8931078345155186,1.6952081600078044,0.3875598014746813,Iris-setosa
+85,5.78505429585051,2.7049009498585757,5.1079913224063525,1.8868575052558758,Iris-virginica
+86,5.113894148565881,3.7823875275720966,1.616488679440034,0.2,Iris-setosa
+87,7.304949635702638,2.885973445875239,6.287570629053403,1.833179612402055,Iris-virginica
+88,4.765138831199774,3.5036462653400706,1.3950565773028953,0.2,Iris-setosa
+89,4.58856887382919,3.6810509707329393,1.0000006317521823,0.2,Iris-setosa
+90,5.8992033235116805,3.181713784511401,4.8136469188574145,1.7890388227494278,Iris-versicolor
+91,5.0048492925811106,3.2618172664906155,1.2692972500494246,0.2,Iris-setosa
+92,5.023812121115004,3.505572720562144,1.3198966836067123,0.2970188030683885,Iris-setosa
+93,6.107312374209926,2.993811634018019,4.6405962931144416,1.4033709867442201,Iris-versicolor
+94,5.534512865102145,2.645188872109071,4.2662325796968315,1.277213526878203,Iris-versicolor
+95,5.4221354968564865,3.929971521683301,1.2939930930520767,0.3984954203631146,Iris-setosa
+96,5.761459928568271,2.7145491728245688,5.0944633084460405,1.9382930885964855,Iris-virginica
+97,6.715473097936096,3.3298737545459436,5.669236836968708,2.5,Iris-virginica
+98,5.082032107618624,3.3828715805119827,1.445978252112308,0.2,Iris-setosa
+99,5.3940763527400515,3.9015761609666137,1.3057335979617433,0.39200237929807663,Iris-setosa
+100,6.296161293628498,2.569979935804764,4.931036107172675,1.8230598781376182,Iris-virginica
+101,5.141957582536217,3.3647862065759613,1.539547600219997,0.2,Iris-setosa
+102,5.5305551895715475,2.994320103599946,4.4797399935670255,1.501341413029135,Iris-versicolor
+103,7.327753766085581,2.9042624051911208,6.298903157014773,1.7792845664641475,Iris-virginica
+104,6.285422226758875,2.4839104414410893,4.873568014098233,1.4918295703677271,Iris-versicolor
+105,5.087380304947085,3.714591409676797,1.4877325250273425,0.4129649712626279,Iris-setosa
+106,5.788328449685003,2.700131242677028,5.097043005117056,1.887549989673663,Iris-virginica
+107,5.989671996597736,3.4150623738875874,4.516292602171139,1.616264465086236,Iris-versicolor
+108,5.528094507616849,2.394927873576412,3.9783824828710337,1.178839228223664,Iris-versicolor
+109,6.305982715775781,2.81267839198783,5.115488874985649,1.5148985947902613,Iris-virginica
+110,5.892020603443296,3.1935730905739597,4.808936403562417,1.7819843413011491,Iris-versicolor
+111,5.105432369766851,2.499294054224009,3.048450302587292,1.0460282696147958,Iris-versicolor
+112,6.536673808011136,3.3503514711922104,5.622550337985617,2.2465225098085972,Iris-virginica
+113,6.49853447879637,3.016476606375558,5.513847591015487,1.7854663547482847,Iris-virginica
+114,5.856380548208078,3.207945047841294,4.770923146859641,1.8017733743175395,Iris-versicolor
+115,6.103288242559415,2.6065011883236635,5.597490752920425,1.4185718281007962,Iris-virginica
+116,6.008180992178759,3.4380901421915304,4.505084113325832,1.619305950199662,Iris-versicolor
+117,5.907181930728705,3.0032383141495873,5.140090218261575,1.8030581052970414,Iris-virginica
+118,7.128059067898953,2.9962468588092417,5.896905533291416,2.0628569574681768,Iris-virginica
+119,5.196214662026495,3.3969133488779697,1.4031981690601332,0.2,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..da5e4e072ee60727820bb1c7a0531c59c1736121
--- /dev/null
+++ b/iris/tab_ddpm/1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.297499588693799,2.702680952636871,4.898355462094419,1.7960524146813361,Iris-virginica
+1,5.42621369410541,3.0162246601124933,4.580180841340949,1.514607646924926,Iris-versicolor
+2,5.249728065908085,3.546098415327779,1.5155520417900945,0.2,Iris-setosa
+3,5.111505533474144,3.800959323834508,1.5979611335855486,0.2,Iris-setosa
+4,6.386583545878649,2.8828013066617255,4.278639904349032,1.2883786395949515,Iris-versicolor
+5,5.118112465569428,3.4298903678336625,1.4974711339746751,0.2,Iris-setosa
+6,6.27538666574549,2.3049304887648954,4.4214889915753295,1.2939436157678175,Iris-versicolor
+7,5.4074673153725525,3.9259696070750456,1.3101784942335273,0.4902789365932289,Iris-setosa
+8,5.923950676684032,2.9814252180897616,4.3201410014605655,1.4560229668897797,Iris-versicolor
+9,6.478079212978928,3.026333847627741,5.514291868694581,1.781986234014579,Iris-virginica
+10,4.585079173044371,3.2061059956090046,1.394701990012484,0.2,Iris-setosa
+11,7.308605180244784,2.923525773051272,6.296830612084477,1.871340989063398,Iris-virginica
+12,4.5113194540023365,2.29953111909177,1.3139107226548556,0.30932648971288784,Iris-setosa
+13,6.650883888771267,3.31670178488953,5.666251815205562,2.499999138447531,Iris-virginica
+14,5.0397294179295145,3.5118357756826915,1.3255464863474784,0.3044734717336912,Iris-setosa
+15,6.294733226609181,2.2988039567567817,4.425036663011799,1.2928722559398196,Iris-versicolor
+16,5.113254495877548,3.8209878292001522,1.7758246973790615,0.4645481844449212,Iris-setosa
+17,5.1069339987346245,2.5015295984946992,3.2379668135209196,1.037810326257119,Iris-versicolor
+18,5.940374477700708,3.3348083552884242,4.589071303126818,1.7131876339438827,Iris-versicolor
+19,4.9844972672088,3.219363336528809,1.1859517068045076,0.2,Iris-setosa
+20,6.025657997358983,2.200000347078347,4.965932123108796,1.5202630549646128,Iris-virginica
+21,6.038049655907075,2.2000002864162096,5.0090908929253946,1.5107274376461322,Iris-virginica
+22,5.659497511353788,2.4831250295860907,4.99840715569259,1.9873460036401631,Iris-virginica
+23,6.618158684664624,3.2808226270091625,5.821667970740181,2.4999993145215837,Iris-virginica
+24,4.609179215014193,3.655493874175977,1.0000003731264215,0.2,Iris-setosa
+25,4.969148762427811,3.405452016099028,1.5714466187448455,0.2,Iris-setosa
+26,5.395942249789724,3.4144529589366264,1.8440966532517085,0.2,Iris-setosa
+27,5.0853365774736305,3.3169429040115768,1.6972174847285235,0.39745952393622297,Iris-setosa
+28,6.699046749438219,2.992783427751686,4.978480594480539,1.7028028695724844,Iris-versicolor
+29,5.698772999583064,2.495355880819957,4.99234525541713,2.0030166404809546,Iris-virginica
+30,7.6999989491286485,2.8051152894323015,6.7,2.0265305915337937,Iris-virginica
+31,4.4,3.199112971076055,1.2911227197967439,0.2,Iris-setosa
+32,4.813138922982875,3.393170926115957,1.595689770493693,0.2,Iris-setosa
+33,5.790111753464722,2.6835617098271083,5.087347355740778,1.9137825558042025,Iris-virginica
+34,4.918783817567291,2.415196596811197,3.257554794740952,1.140699995021643,Iris-versicolor
+35,5.796852212498363,2.705251475052625,5.14910080482063,1.9005672066516173,Iris-virginica
+36,7.7,2.7777691402621163,6.7,1.9988394146644979,Iris-virginica
+37,5.310314570058554,3.725689548125967,1.480001568578075,0.2,Iris-setosa
+38,6.327416677287184,2.301767198521633,4.466174308944693,1.3076872194527664,Iris-versicolor
+39,5.16186833612991,3.442162358342731,1.52522919836834,0.2,Iris-setosa
+40,6.079819515128743,3.007264474910944,4.640411664092389,1.4012329572380968,Iris-versicolor
+41,5.388364367630301,3.8809431288025262,1.3559143589103755,0.3970975047761436,Iris-setosa
+42,4.568413190424763,3.4254754466490325,1.3888360415041956,0.3033461620483915,Iris-setosa
+43,5.9654561714268315,2.7110581904690934,5.111856906786377,1.6160598630034237,Iris-versicolor
+44,5.879975703621005,3.000470764814987,5.096866770058594,1.8076906393451202,Iris-virginica
+45,5.517438227679439,4.150453455571499,1.4010491664907634,0.2,Iris-setosa
+46,4.918903415897495,2.41299332715338,3.7466862646331913,1.030317756674317,Iris-versicolor
+47,6.287299094439531,2.7819752076302917,5.117483518042181,1.4981233954380135,Iris-virginica
+48,6.300088015244192,2.826590647072531,5.100472531135451,1.5099377920998154,Iris-virginica
+49,4.40000063862023,3.2124022844767914,1.3443816444912295,0.2,Iris-setosa
+50,5.871109888779236,3.202804953994399,4.799968672424928,1.8177900076336153,Iris-versicolor
+51,5.020518901414147,3.360508643267594,1.4082399355647361,0.2,Iris-setosa
+52,6.302925736946822,3.40683463123571,5.654919086978997,2.382746021833209,Iris-virginica
+53,5.045074629253856,3.335906022350494,1.4029758572813915,0.2,Iris-setosa
+54,5.276567442884994,3.660346476607349,1.5217665566252652,0.2,Iris-setosa
+55,6.297139378009467,2.2994753577277827,4.409318468680023,1.2751564370914026,Iris-versicolor
+56,5.993753454100492,2.7017619206773587,5.099483328443872,1.601293661480249,Iris-versicolor
+57,5.212390843623447,2.6457472426858524,3.7798043303025626,1.3387416206199314,Iris-versicolor
+58,7.227756863500903,2.9606165490007506,6.140811033987609,1.9550369375002328,Iris-virginica
+59,5.903200032468337,3.218890735688837,4.826041777331005,1.8200326610416475,Iris-versicolor
+60,4.9378452268443045,3.3834440988685244,1.579414623440323,0.2,Iris-setosa
+61,6.290449061274612,2.916333839806202,5.630426895893198,1.8064321863101949,Iris-virginica
+62,5.909591823194414,3.0069365986254324,4.148330995434965,1.514938295898505,Iris-versicolor
+63,6.682178259998968,3.080015219420989,4.417952934621715,1.4025305112283843,Iris-versicolor
+64,5.019323338686329,3.5023176932096654,1.3341722655692243,0.3108959896446307,Iris-setosa
+65,5.383390880426004,3.391455601993437,1.7784316070960697,0.2,Iris-setosa
+66,5.4494146791158755,2.994758765937674,4.414825773605026,1.5026278559413577,Iris-versicolor
+67,5.974364076419081,3.0015535664108106,4.777678975744866,1.788472947982186,Iris-virginica
+68,7.7,2.7650266333117925,6.7,2.01237762397468,Iris-virginica
+69,7.7,2.7750774701914334,6.7,1.9870447789838692,Iris-virginica
+70,6.0242084142532315,3.011256541558719,4.773552658831099,1.7861081033365134,Iris-virginica
+71,5.896718030247755,3.1932483513541983,4.82652364605414,1.8106330721734867,Iris-versicolor
+72,5.983926957715566,3.398063930232755,4.538959782839182,1.6070985071115966,Iris-versicolor
+73,4.607031765653563,3.579883323633375,1.0000005508991172,0.2,Iris-setosa
+74,4.90146317464866,3.345441780454883,1.4862893259458798,0.2,Iris-setosa
+75,5.517216562952049,2.6010588728471276,4.412733258909837,1.2595788937959074,Iris-versicolor
+76,6.677445763811185,3.292542038319704,5.643229850312222,2.064404476924683,Iris-virginica
+77,5.198900211461604,2.7074453072323887,3.9746875634138146,1.4104881497680262,Iris-versicolor
+78,5.984582974172096,2.200000314110811,5.016248986087321,1.496023232331786,Iris-virginica
+79,6.841258130461252,3.153664494822167,5.660720101153291,2.273278291271084,Iris-virginica
+80,4.965192553178158,3.258764397399828,1.3180276188379472,0.2,Iris-setosa
+81,6.2354151189646485,2.8645013938185993,4.288763061586588,1.2582772781723373,Iris-versicolor
+82,5.860918818837229,3.224416349849153,4.819040828378885,1.8046793715524916,Iris-versicolor
+83,5.6165459861098,3.0042211064674396,4.175278138951761,1.2936719792753397,Iris-versicolor
+84,6.738451816600274,3.3374945748045826,5.7981408930706,2.5,Iris-virginica
+85,5.996934129381661,3.415883297345712,4.533109637378369,1.5862998930510204,Iris-versicolor
+86,4.5965608775031965,3.198110305702982,1.4027725159726219,0.2,Iris-setosa
+87,7.2882271858047964,2.905246022202822,6.289368788623371,1.8124304674315126,Iris-virginica
+88,5.898339446855976,3.0120883704368917,4.219348745390777,1.5004491941950282,Iris-versicolor
+89,5.03138599876709,2.4665069914488904,3.2200335142801624,1.0179036309778988,Iris-versicolor
+90,5.173441048542306,3.6004107401910472,1.4816378399661438,0.35131673355916093,Iris-setosa
+91,5.000202505253427,3.5158719099401905,1.287016190298584,0.32635347397665015,Iris-setosa
+92,6.267303675385931,3.1644914814705745,4.629352989102246,1.5463690516612507,Iris-versicolor
+93,6.411985164454594,3.1931582010952293,4.512550577874336,1.481478777811369,Iris-versicolor
+94,4.49753667826082,2.30764343570278,1.2875450529086092,0.31188662863953903,Iris-setosa
+95,5.544322766138566,2.3977220627601463,3.802424824190159,1.0050330244830297,Iris-versicolor
+96,5.992706155108139,3.3913873193592807,4.532801559769386,1.6345786698905602,Iris-versicolor
+97,5.3901024477244155,3.407925257641197,1.685989069952128,0.2,Iris-setosa
+98,5.080555356706513,3.403244284559068,1.5308880836554897,0.2,Iris-setosa
+99,5.087480452825427,3.753511306149182,1.58468709410056,0.2,Iris-setosa
+100,4.9711259471573355,3.147015092755688,1.2093036905146677,0.2,Iris-setosa
+101,5.312401420189849,3.560834854191481,1.643782381571004,0.2126293140058812,Iris-setosa
+102,4.8726654242628555,3.00505293225771,1.4014950767116425,0.2,Iris-setosa
+103,5.6564837939724395,4.4,1.508290355973488,0.3762524263703336,Iris-setosa
+104,5.815413327380674,2.703391199694714,5.086487745342803,1.896886307660667,Iris-virginica
+105,6.672437710668339,3.070111997404815,4.408748241447424,1.4241090602037183,Iris-versicolor
+106,6.704683210701552,3.002612123279197,4.986523418852669,1.7074255056398104,Iris-versicolor
+107,5.080668330061491,3.805000684035953,1.5926198560854097,0.2,Iris-setosa
+108,4.795577918163315,3.410845790130886,1.5991529299015117,0.2,Iris-setosa
+109,4.89515957232363,3.0889873029643318,1.4965761044936328,0.10000010195386679,Iris-setosa
+110,6.318390859775076,2.8891929867148463,5.60752421659152,1.792938900668064,Iris-virginica
+111,5.008269929919351,3.5944135577577265,1.3861178555522908,0.2,Iris-setosa
+112,7.315569175328943,2.9051865701926403,6.310309485008362,1.7786607188171895,Iris-virginica
+113,6.516341800890417,2.960267980074516,4.369868740706795,1.3487800991935397,Iris-versicolor
+114,4.4,3.184715705491436,1.2980059001310726,0.2,Iris-setosa
+115,4.511809474509647,2.3116104174639753,1.321265647106728,0.286567059532036,Iris-setosa
+116,6.416290962580485,3.078863847858562,5.480544522773938,1.8033167646848094,Iris-virginica
+117,6.694218547229744,3.2426789756856156,5.657503496846945,2.5,Iris-virginica
+118,6.295891343419735,2.2996120724850937,4.411567504927856,1.3133209101860719,Iris-versicolor
+119,6.3889859941775065,2.8871783186768205,4.294698310682417,1.2966578963997049,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..13e4417aa05f0679c9c1d8ae73c673396e2d8d67
--- /dev/null
+++ b/iris/tab_ddpm/1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.208347501486949,3.4787402136861356,1.4942744814302713,0.2,Iris-setosa
+1,5.993737506448249,2.2,4.991182174048023,1.4854263083228043,Iris-virginica
+2,4.618145608563743,3.2220490547365555,1.403008272176964,0.2,Iris-setosa
+3,5.081195283719165,3.375162877071388,1.466043557735038,0.2,Iris-setosa
+4,5.387282554729395,3.3880268771776385,1.7504115417899468,0.2,Iris-setosa
+5,5.577998729192051,2.988672119551953,4.087487951282043,1.2913701157419515,Iris-versicolor
+6,4.892431194439808,3.111689558728779,1.4928715090774785,0.10000011061161555,Iris-setosa
+7,5.027229202997007,3.65908223395062,1.4054171558671515,0.2,Iris-setosa
+8,5.178717005346548,3.823772939929386,1.620557048619713,0.37841811672551584,Iris-setosa
+9,5.194682024364674,2.723593066531126,4.0347754906240105,1.4084887907450365,Iris-versicolor
+10,6.273828947341578,2.2992137029556567,4.436530883105263,1.2758660875302374,Iris-versicolor
+11,5.202474716355757,3.401293674134255,1.4011206843116273,0.2,Iris-setosa
+12,5.887140987806031,3.202486770743961,4.8329481363670554,1.8002107444459394,Iris-versicolor
+13,5.493497473643081,4.226583646113757,1.40001130147247,0.2,Iris-setosa
+14,7.699999097614421,2.798225362988779,6.699998861633888,1.9672920332290982,Iris-virginica
+15,5.502825307637283,4.197071784506366,1.3884226920127047,0.2,Iris-setosa
+16,5.027793764548853,3.6473558340979206,1.5169044544034853,0.2,Iris-setosa
+17,6.706315567364909,3.029644242648112,5.535521030535307,2.1302033646319645,Iris-virginica
+18,6.686323267133599,3.303842913506004,5.661246381163346,2.1077188432697955,Iris-virginica
+19,6.199653247674088,3.0243895107767367,4.5369717813363835,1.4254364741057566,Iris-versicolor
+20,5.574869342010813,3.001662650529209,4.52808291965009,1.5045114496108194,Iris-versicolor
+21,5.089228976046535,3.786807170786973,1.8114213388811535,0.45869719308861273,Iris-setosa
+22,5.138331331281456,3.4065672058806453,1.4955396832032757,0.2,Iris-setosa
+23,5.791804061901249,2.694623470397328,5.095517590322231,1.8988257196930047,Iris-virginica
+24,4.974238018920515,3.38824959252074,1.514276686655889,0.2,Iris-setosa
+25,5.201940392034996,3.5330100871872743,1.4980337978140135,0.2,Iris-setosa
+26,7.2430686381739715,2.9691046954626357,6.141159599044825,1.9824238501363574,Iris-virginica
+27,6.712023850826532,3.002903137140385,5.021930520821621,1.6980358556441895,Iris-versicolor
+28,4.400000522714815,3.2081652613707066,1.3183463801489215,0.2,Iris-setosa
+29,5.750577813589606,2.7680738826801083,4.180304498198521,1.326143211528425,Iris-versicolor
+30,4.613977405528509,3.3634448709081624,1.4008029445997177,0.2700697185041646,Iris-setosa
+31,6.819478104856913,3.003131593429629,5.5007997075720745,2.129225843327538,Iris-virginica
+32,5.122707345070532,3.3638051701686695,1.395125488061514,0.2,Iris-setosa
+33,6.2853982490292495,3.394159587454355,5.6765621581837085,2.398712411163748,Iris-virginica
+34,6.840282941580195,3.2088051202754735,5.715068736999838,2.300517405760737,Iris-virginica
+35,5.966269629672968,2.9899572094404157,4.817825372382382,1.7806064164095254,Iris-virginica
+36,5.503739355844291,4.194298879932804,1.368155340234251,0.2,Iris-setosa
+37,6.0163655228045725,2.9897616780650553,4.802920698865771,1.8019371696004536,Iris-virginica
+38,5.583807260744642,2.690724237077146,4.178426333813744,1.3083933389715878,Iris-versicolor
+39,4.631473910780029,3.4021218080918683,1.4022485024726647,0.2845856322220263,Iris-setosa
+40,6.3779471199691855,2.8542524847851807,4.350879120314158,1.2728818475816823,Iris-versicolor
+41,5.925974656953358,3.2168434571768043,4.870942890320866,1.7806716700105734,Iris-versicolor
+42,5.832807963440629,2.688989211446657,5.098300750841297,1.909742752614141,Iris-virginica
+43,4.909308157219697,3.0081507114730934,1.4034962846758856,0.2,Iris-setosa
+44,5.438099830451254,3.0006616725511805,4.48240168131531,1.4916134199988706,Iris-versicolor
+45,5.813241830708766,2.7070352303768446,5.098914948225405,1.8938544019135362,Iris-virginica
+46,5.3884112357881655,3.8820387425356113,1.772463725838769,0.4703334613448833,Iris-setosa
+47,6.299178472265677,2.499281891871806,4.999665530862077,1.906117187881948,Iris-virginica
+48,5.997503173648944,3.0011803008646307,4.816556334276549,1.7835225422332157,Iris-virginica
+49,7.291759332310924,2.894610580342241,6.290640877248441,1.8043398803965065,Iris-virginica
+50,5.174642579948636,3.8183968280360325,1.5524191874171756,0.2,Iris-setosa
+51,7.7,2.852003191023275,6.699998703145758,2.0670274216756894,Iris-virginica
+52,6.356206548611646,2.469986220511035,4.870749344151888,1.5099408771793625,Iris-versicolor
+53,6.428105695150701,2.917116499506268,4.261469951864219,1.3040743375935724,Iris-versicolor
+54,6.0000521291301885,2.996578653297024,4.771749956340631,1.8054698067155135,Iris-virginica
+55,5.375789581785577,3.403963232603935,1.698750790792026,0.2,Iris-setosa
+56,5.312118529342211,3.5157308892232093,1.4002112851327977,0.2,Iris-setosa
+57,4.973663579003867,3.2623742190360154,1.3695117539621253,0.2,Iris-setosa
+58,5.153073151765956,3.471250440050337,1.492618779610787,0.2,Iris-setosa
+59,6.27450561173945,3.3859406927424756,5.642276821930053,2.4028068076672073,Iris-virginica
+60,5.12069111378969,3.756843765495735,1.5663840020913529,0.2,Iris-setosa
+61,5.981549632993096,2.2,5.002618147951709,1.5029000839797786,Iris-virginica
+62,5.780901938585192,2.783042537684432,5.118010578796314,2.3911172786003076,Iris-virginica
+63,4.901554866336761,3.002621771029762,1.391492461620291,0.2,Iris-setosa
+64,5.483229766279172,2.566730175982063,4.33212379226422,1.0167161832933793,Iris-versicolor
+65,6.811750623585524,3.0038284868399283,5.487130239553825,2.0910962991207214,Iris-virginica
+66,5.380828052548026,3.8533782787508866,1.3145950653664173,0.4860877130946374,Iris-setosa
+67,5.825947422919961,2.700767559783754,5.112096293953503,1.9028361448887896,Iris-virginica
+68,4.4,2.8970026634769126,1.4020092216646627,0.2,Iris-setosa
+69,4.8991359890833746,2.4036577054853265,3.169353148992565,1.1134143515030326,Iris-versicolor
+70,5.265515686996022,3.600826279334548,1.503953215209872,0.2,Iris-setosa
+71,6.41922554822749,2.90629347090953,4.31155552246162,1.2928010443638873,Iris-versicolor
+72,6.334427558809293,2.9053326956384113,5.64705813755164,1.8019243320997997,Iris-virginica
+73,6.530237326090598,2.9725351943615412,4.337797741457543,1.3363868442039606,Iris-versicolor
+74,6.667392866565735,3.2659598015635782,5.70163867332569,2.4999981563192812,Iris-virginica
+75,5.396847580077139,4.177322367255554,1.3979415599726277,0.2,Iris-setosa
+76,6.3051983832991825,2.711886832954107,4.899933555338032,1.8058106997934422,Iris-virginica
+77,7.699999022344258,2.7733380162917642,6.7,2.0224857535096032,Iris-virginica
+78,5.5481291359039355,3.004132301504977,4.498373172815914,1.489212723891411,Iris-versicolor
+79,6.308080427286459,3.3947615155150728,5.6245996049827,2.401825016103134,Iris-virginica
+80,7.033812723761729,3.1012696330185654,5.8261504452240995,2.223089734389083,Iris-virginica
+81,4.624153040451201,3.4071762050580987,1.4081610882726556,0.30990449200423176,Iris-setosa
+82,5.9987880507514815,2.2000003042987175,5.0075216254520765,1.5126896265097793,Iris-virginica
+83,5.398768138684671,3.8939734077064374,1.6684509973921864,0.3667273010660155,Iris-setosa
+84,5.588171745626719,2.6766901727657992,4.183926914519329,1.289212379226523,Iris-versicolor
+85,5.067238820973362,3.4986614859883063,1.3514543405452955,0.3024884944969033,Iris-setosa
+86,6.428049951370834,2.927088451883145,4.301604937081243,1.3159691489218275,Iris-versicolor
+87,5.594262916869318,2.9853279225646516,4.099762579123628,1.2913553587584756,Iris-versicolor
+88,4.855716013584387,3.1000086179337303,1.5112653287964335,0.1,Iris-setosa
+89,6.904638256863437,3.2161035064449157,5.62930652918769,2.2928196898296966,Iris-virginica
+90,5.338580900370978,3.8797819047644393,1.6693268010652857,0.39497035912489775,Iris-setosa
+91,5.827541002700407,3.008023897259555,4.244193810601038,1.50895466473342,Iris-versicolor
+92,4.597698904411719,3.5983650167691903,1.0,0.2,Iris-setosa
+93,5.811234740492449,2.707423499580902,5.109176345967821,1.9003461211006616,Iris-virginica
+94,6.69369599526828,2.9958915987834964,4.972351398199994,1.6975206896970836,Iris-versicolor
+95,6.499888809673774,2.9916162497063494,5.493145014141364,1.7943330132616881,Iris-virginica
+96,5.282023172835576,3.7340246550958245,1.4995975660026732,0.2,Iris-setosa
+97,5.019153575497475,3.6438125216548536,1.4044769868255016,0.2,Iris-setosa
+98,5.495912438352609,2.40353107841754,3.859286186076523,1.018858636240902,Iris-versicolor
+99,6.384025837566024,3.197024641726197,4.498565184863824,1.517630280831591,Iris-versicolor
+100,5.114307155106475,3.3019307532205797,1.9431154833122444,0.5165254676223687,Iris-setosa
+101,5.894980343275602,3.182455109673606,4.782149058886966,1.8178189581145259,Iris-versicolor
+102,6.012466434261211,2.7122866375900125,5.082264296326306,1.554302900129631,Iris-versicolor
+103,6.690729715128249,3.2929854903144617,5.620709987593328,2.1058843765384756,Iris-virginica
+104,6.676583248756564,3.0028376757426285,5.031108549639279,1.707607314050034,Iris-versicolor
+105,6.691992389216132,2.999986305568046,4.998178931930361,1.6741417304014852,Iris-versicolor
+106,7.087940416400209,3.003333287332089,5.893185501955425,2.126670517512707,Iris-virginica
+107,5.086539948961407,3.3492959365120196,1.4017262382290478,0.2,Iris-setosa
+108,6.013854550446273,2.701367512725295,5.133094234870434,1.6126117419270312,Iris-versicolor
+109,4.634744282767379,3.2960248250127107,1.364716520889459,0.2,Iris-setosa
+110,6.31217441447186,2.490532558258944,5.003942210118909,1.906658743876424,Iris-virginica
+111,5.441333885402177,3.375677008708652,1.968140753034988,0.2,Iris-setosa
+112,6.285845344366529,3.40131851385494,5.6267303543180045,2.3926171206629863,Iris-virginica
+113,5.48231758062471,2.395806475968067,3.6628284080843647,1.123248574909749,Iris-versicolor
+114,6.697605583180746,3.0826865661961165,4.424383645594653,1.4098506649220657,Iris-versicolor
+115,6.031969728415842,2.698622984979485,5.075219674606001,1.5952930085980648,Iris-versicolor
+116,6.711558494354834,3.1018756569289265,4.394151685197114,1.402053231642216,Iris-versicolor
+117,5.012544045162452,3.6247049595721856,1.4045464405172419,0.2,Iris-setosa
+118,6.300864940969146,2.505733734482805,5.001550074625249,1.8998619594616712,Iris-virginica
+119,5.095398995692901,3.8023652830441317,1.914413942707248,0.3946535113902738,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..cd5d5adecaba9caba22469f01539706dbd3904fd
--- /dev/null
+++ b/iris/tab_ddpm/1/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66c0e85a319dbdb230a5c2d9f97b32b77524a015523d8a4d2336f5e31fa14fcd
+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..22c7ef67caeceb87c5b0095f0dfc42c3ec3bb6ef
--- /dev/null
+++ b/iris/tab_ddpm/1/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:040af43b112d7e044a4f49a544e5593b78459c885ceb9d264abe3cb79002ad53
+size 6480710
diff --git a/iris/tab_ddpm/1/mlu_log.csv b/iris/tab_ddpm/1/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a62ca98bb1c2f01c3d38498cd8ea63a037475726
--- /dev/null
+++ b/iris/tab_ddpm/1/mlu_log.csv
@@ -0,0 +1,84831 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tab_ddpm,0,1.0396391153335571,,,,,,
+tab_ddpm,1,0.9313738942146301,,,,,,
+tab_ddpm,2,1.0280696153640747,,,,,,
+tab_ddpm,3,0.9139397144317627,,,,,,
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diff --git a/iris/tab_ddpm/1/model.pt b/iris/tab_ddpm/1/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9de057d0fbfb06483caf1d6d46d64e25132cb114
--- /dev/null
+++ b/iris/tab_ddpm/1/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93ac0d90c6d9231626b0120b58f810f5c3f0f0ae05a0075f1b692d952147e9b1
+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..e3b39d3384f603942eb6343f251fc50c01dbf627
--- /dev/null
+++ b/iris/tab_ddpm/1/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55be92b8ed60643de03df0dd29b29d6f7954716a33a43526e54b01b05366d4f1
+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..a73e16751ced0e4559de2e57efa6cacae961ee6a
--- /dev/null
+++ b/iris/tab_ddpm/1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "646da599",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:20.674806Z",
+     "iopub.status.busy": "2024-07-25T10:43:20.674035Z",
+     "iopub.status.idle": "2024-07-25T10:43:31.023511Z",
+     "shell.execute_reply": "2024-07-25T10:43:31.022437Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.360959,
+     "end_time": "2024-07-25T10:43:31.025686",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:20.664727",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c3823134",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:31.047766Z",
+     "iopub.status.busy": "2024-07-25T10:43:31.047429Z",
+     "iopub.status.idle": "2024-07-25T10:43:31.054909Z",
+     "shell.execute_reply": "2024-07-25T10:43:31.054077Z"
+    },
+    "papermill": {
+     "duration": 0.020526,
+     "end_time": "2024-07-25T10:43:31.056811",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:31.036285",
+     "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": "54e7cf1c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009449,
+     "end_time": "2024-07-25T10:43:31.075872",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:31.066423",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "91a35fd9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:31.097951Z",
+     "iopub.status.busy": "2024-07-25T10:43:31.097646Z",
+     "iopub.status.idle": "2024-07-25T10:43:31.104660Z",
+     "shell.execute_reply": "2024-07-25T10:43:31.103856Z"
+    },
+    "papermill": {
+     "duration": 0.01944,
+     "end_time": "2024-07-25T10:43:31.106572",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:31.087132",
+     "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": "a3a4fce9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:31.127320Z",
+     "iopub.status.busy": "2024-07-25T10:43:31.127056Z",
+     "iopub.status.idle": "2024-07-25T10:43:31.132035Z",
+     "shell.execute_reply": "2024-07-25T10:43:31.131181Z"
+    },
+    "papermill": {
+     "duration": 0.017893,
+     "end_time": "2024-07-25T10:43:31.134070",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:31.116177",
+     "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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8e209e37",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:31.155919Z",
+     "iopub.status.busy": "2024-07-25T10:43:31.155628Z",
+     "iopub.status.idle": "2024-07-25T10:43:31.161095Z",
+     "shell.execute_reply": "2024-07-25T10:43:31.160243Z"
+    },
+    "papermill": {
+     "duration": 0.018636,
+     "end_time": "2024-07-25T10:43:31.163002",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:31.144366",
+     "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": "22545f6f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:31.184017Z",
+     "iopub.status.busy": "2024-07-25T10:43:31.183533Z",
+     "iopub.status.idle": "2024-07-25T10:43:32.165930Z",
+     "shell.execute_reply": "2024-07-25T10:43:32.164976Z"
+    },
+    "papermill": {
+     "duration": 0.995188,
+     "end_time": "2024-07-25T10:43:32.168037",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:31.172849",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "565981ac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:32.190107Z",
+     "iopub.status.busy": "2024-07-25T10:43:32.189789Z",
+     "iopub.status.idle": "2024-07-25T10:43:33.168811Z",
+     "shell.execute_reply": "2024-07-25T10:43:33.167754Z"
+    },
+    "papermill": {
+     "duration": 0.992522,
+     "end_time": "2024-07-25T10:43:33.170874",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:32.178352",
+     "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": "059b8eda",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:33.193460Z",
+     "iopub.status.busy": "2024-07-25T10:43:33.193139Z",
+     "iopub.status.idle": "2024-07-25T10:43:33.202921Z",
+     "shell.execute_reply": "2024-07-25T10:43:33.202073Z"
+    },
+    "papermill": {
+     "duration": 0.023333,
+     "end_time": "2024-07-25T10:43:33.204838",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:33.181505",
+     "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": "0028fb48",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:33.229382Z",
+     "iopub.status.busy": "2024-07-25T10:43:33.229100Z",
+     "iopub.status.idle": "2024-07-25T10:43:33.582960Z",
+     "shell.execute_reply": "2024-07-25T10:43:33.582196Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.369326,
+     "end_time": "2024-07-25T10:43:33.585332",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:33.216006",
+     "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": "67428572",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:33.607820Z",
+     "iopub.status.busy": "2024-07-25T10:43:33.607499Z",
+     "iopub.status.idle": "2024-07-25T10:43:35.174055Z",
+     "shell.execute_reply": "2024-07-25T10:43:35.173268Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.580576,
+     "end_time": "2024-07-25T10:43:35.176560",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:33.595984",
+     "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": "0f3acec5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:35.201078Z",
+     "iopub.status.busy": "2024-07-25T10:43:35.200660Z",
+     "iopub.status.idle": "2024-07-25T10:43:35.208833Z",
+     "shell.execute_reply": "2024-07-25T10:43:35.208130Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022508,
+     "end_time": "2024-07-25T10:43:35.210685",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:35.188177",
+     "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": "e51e56b7",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:35.233012Z",
+     "iopub.status.busy": "2024-07-25T10:43:35.232737Z",
+     "iopub.status.idle": "2024-07-25T10:43:35.237063Z",
+     "shell.execute_reply": "2024-07-25T10:43:35.236196Z"
+    },
+    "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": 0.018045,
+     "end_time": "2024-07-25T10:43:35.239075",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:35.221030",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d9b2a2b1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:35.261555Z",
+     "iopub.status.busy": "2024-07-25T10:43:35.261309Z",
+     "iopub.status.idle": "2024-07-25T10:43:35.374908Z",
+     "shell.execute_reply": "2024-07-25T10:43:35.373987Z"
+    },
+    "papermill": {
+     "duration": 0.127538,
+     "end_time": "2024-07-25T10:43:35.377090",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:35.249552",
+     "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": "9d39b339",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:35.401302Z",
+     "iopub.status.busy": "2024-07-25T10:43:35.401020Z",
+     "iopub.status.idle": "2024-07-25T10:43:39.651923Z",
+     "shell.execute_reply": "2024-07-25T10:43:39.650515Z"
+    },
+    "papermill": {
+     "duration": 4.265967,
+     "end_time": "2024-07-25T10:43:39.654532",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:35.388565",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-25 10:43:37.104004: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-25 10:43:37.104067: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-25 10:43:37.106240: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "40aeffb6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:39.680942Z",
+     "iopub.status.busy": "2024-07-25T10:43:39.680323Z",
+     "iopub.status.idle": "2024-07-25T10:43:39.687670Z",
+     "shell.execute_reply": "2024-07-25T10:43:39.686814Z"
+    },
+    "papermill": {
+     "duration": 0.021586,
+     "end_time": "2024-07-25T10:43:39.689629",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:39.668043",
+     "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": "d31dae02",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:39.714730Z",
+     "iopub.status.busy": "2024-07-25T10:43:39.714443Z",
+     "iopub.status.idle": "2024-07-25T10:43:42.484167Z",
+     "shell.execute_reply": "2024-07-25T10:43:42.483165Z"
+    },
+    "papermill": {
+     "duration": 2.785111,
+     "end_time": "2024-07-25T10:43:42.486723",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:39.701612",
+     "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": "54471c4f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:42.513585Z",
+     "iopub.status.busy": "2024-07-25T10:43:42.512800Z",
+     "iopub.status.idle": "2024-07-25T10:43:42.519553Z",
+     "shell.execute_reply": "2024-07-25T10:43:42.518697Z"
+    },
+    "papermill": {
+     "duration": 0.022154,
+     "end_time": "2024-07-25T10:43:42.521531",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:42.499377",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c8913c7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:42.546235Z",
+     "iopub.status.busy": "2024-07-25T10:43:42.545977Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.041934Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.041117Z"
+    },
+    "papermill": {
+     "duration": 0.511037,
+     "end_time": "2024-07-25T10:43:43.044364",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:42.533327",
+     "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": "2d7e9000",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.072384Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.072064Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.093034Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.092066Z"
+    },
+    "papermill": {
+     "duration": 0.037916,
+     "end_time": "2024-07-25T10:43:43.095005",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.057089",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tab_ddpm_concat'] 1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "8aa9df21",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.119632Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.119074Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.171196Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.170331Z"
+    },
+    "papermill": {
+     "duration": 0.066761,
+     "end_time": "2024-07-25T10:43:43.173234",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.106473",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 0, 't_end': 82830, 't_range': None, 'n_steps': 1, 'n_inner_steps': 4, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 4096, 'mlu_run': 4, 'target': None, 'lr': 0.0054671236814086204, 'loss_fn': <function l1_loss at 0x78ffc9134b80>, 'Optim': functools.partial(<class 'torch.optim.adamw.AdamW'>, amsgrad=True)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "19d38aa7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.200041Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.199767Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.215597Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.214937Z"
+    },
+    "papermill": {
+     "duration": 0.031813,
+     "end_time": "2024-07-25T10:43:43.217535",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.185722",
+     "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": "7bdc7943",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.242058Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.241787Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.245556Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.244742Z"
+    },
+    "papermill": {
+     "duration": 0.018287,
+     "end_time": "2024-07-25T10:43:43.247443",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.229156",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "2a4d9f6c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.272890Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.272137Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.367468Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.366611Z"
+    },
+    "papermill": {
+     "duration": 0.110532,
+     "end_time": "2024-07-25T10:43:43.369562",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.259030",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tab_ddpm_concat/all inf False\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "61fb1b24",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.397149Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.396862Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.405906Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.405058Z"
+    },
+    "papermill": {
+     "duration": 0.024874,
+     "end_time": "2024-07-25T10:43:43.407746",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.382872",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 4096 starting 0 until 82830\n",
+      "mlu step times 1*4*8\n",
+      "mlu samples 32 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "1e9a26ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.433127Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.432877Z",
+     "iopub.status.idle": "2024-07-25T10:43:43.440872Z",
+     "shell.execute_reply": "2024-07-25T10:43:43.440117Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023212,
+     "end_time": "2024-07-25T10:43:43.442869",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.419657",
+     "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": "cbe5ecd8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:43:43.468711Z",
+     "iopub.status.busy": "2024-07-25T10:43:43.468409Z",
+     "iopub.status.idle": "2024-07-25T10:53:12.434568Z",
+     "shell.execute_reply": "2024-07-25T10:53:12.433648Z"
+    },
+    "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": 568.982187,
+     "end_time": "2024-07-25T10:53:12.437574",
+     "exception": false,
+     "start_time": "2024-07-25T10:43:43.455387",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.342 Sum: 0.342\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.2982 Sum: 0.2982\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2853 Sum: 0.2853\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2766 Sum: 0.2766\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0005289055407047272\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.3548 Sum: 0.3548\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.2801 Sum: 0.2801\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2681 Sum: 0.2681\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2639 Sum: 0.2639\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2624 Sum: 0.2624\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2554 Sum: 0.2554\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.251 Sum: 0.251\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2464 Sum: 0.2464\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10120166651904583\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2594 Sum: 0.2594\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2418 Sum: 0.2418\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2367 Sum: 0.2367\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.236 Sum: 0.236\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.00016038678586483002\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2461 Sum: 0.2461\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2311 Sum: 0.2311\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2301 Sum: 0.2301\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.231 Sum: 0.231\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.013512613251805305\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2363 Sum: 0.2363\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2274 Sum: 0.2274\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.224 Sum: 0.224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2236 Sum: 0.2236\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05924919806420803\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2301 Sum: 0.2301\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2199 Sum: 0.2199\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.2196 Sum: 0.2196\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2208 Sum: 0.2208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014713063836097717\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2232 Sum: 0.2232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2211 Sum: 0.2211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2184 Sum: 0.2184\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2162 Sum: 0.2162\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08428693562746048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2179 Sum: 0.2179\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2138 Sum: 0.2138\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0015810374170541763\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2131 Sum: 0.2131\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2098 Sum: 0.2098\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2135 Sum: 0.2135\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2147 Sum: 0.2147\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.015773223713040352\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2119 Sum: 0.2119\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2089 Sum: 0.2089\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.209 Sum: 0.209\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2071 Sum: 0.2071\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2068 Sum: 0.2068\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04674914851784706\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.209 Sum: 0.209\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2049 Sum: 0.2049\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.005307281389832497\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2109 Sum: 0.2109\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2036 Sum: 0.2036\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09322497807443142\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2078 Sum: 0.2078\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2025 Sum: 0.2025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2034 Sum: 0.2034\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.1996 Sum: 0.1996\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0009084269404411316\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2039 Sum: 0.2039\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.2002 Sum: 0.2002\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1998 Sum: 0.1998\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": [
+      "MLU loss 0.011954767629504204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.2001 Sum: 0.2001\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0561328437179327\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.2004 Sum: 0.2004\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.197 Sum: 0.197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.018020667135715485\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1982 Sum: 0.1982\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.196 Sum: 0.196\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1966 Sum: 0.1966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07739001885056496\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1945 Sum: 0.1945\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": [
+      "MLU loss 0.0011334996670484543\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1958 Sum: 0.1958\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1972 Sum: 0.1972\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.015185702592134476\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.201 Sum: 0.201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\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": "60155fce",
+   "metadata": {
+    "papermill": {
+     "duration": 0.022271,
+     "end_time": "2024-07-25T10:53:12.481552",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:12.459281",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "07a4af14",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:12.525478Z",
+     "iopub.status.busy": "2024-07-25T10:53:12.524785Z",
+     "iopub.status.idle": "2024-07-25T10:53:12.584330Z",
+     "shell.execute_reply": "2024-07-25T10:53:12.583275Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.083903,
+     "end_time": "2024-07-25T10:53:12.586768",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:12.502865",
+     "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": "bb8d2cef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-25T10:53:12.631760Z",
+     "iopub.status.busy": "2024-07-25T10:53:12.631405Z",
+     "iopub.status.idle": "2024-07-25T10:53:28.758514Z",
+     "shell.execute_reply": "2024-07-25T10:53:28.757686Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.151745,
+     "end_time": "2024-07-25T10:53:28.760816",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:12.609071",
+     "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": "ad7828bb",
+   "metadata": {
+    "papermill": {
+     "duration": 0.020446,
+     "end_time": "2024-07-25T10:53:28.801907",
+     "exception": false,
+     "start_time": "2024-07-25T10:53:28.781461",
+     "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": 612.321407,
+   "end_time": "2024-07-25T10:53:31.610947",
+   "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,
+    "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": "2024-07-25T10:43:19.289540",
+   "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