diff --git a/iris/tab_ddpm/2/0/synth.csv b/iris/tab_ddpm/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16b5d3dc215ba6f04ff7207bfc787d563a7e4c83
--- /dev/null
+++ b/iris/tab_ddpm/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.716964483793366,2.6132116219130648,6.899998426615879,2.290301022905344,Iris-virginica
+1,5.968449652904192,2.2,5.018748537295253,1.44118277708698,Iris-virginica
+2,6.316373569603332,2.506292826156801,4.855759909670596,1.4968723469210876,Iris-versicolor
+3,6.553924062287081,3.0,5.81740928825718,2.2122556740424524,Iris-virginica
+4,5.4266106868095205,3.0,4.5401532593630884,1.5253355593715723,Iris-versicolor
+5,6.617859505830809,3.3192831739682287,5.5980734239968415,2.5,Iris-virginica
+6,5.133393175463947,3.788960579831231,1.4948136070209286,0.20486650577011561,Iris-setosa
+7,5.716759449922961,2.6050073685532835,4.268874177315091,1.1775167148867487,Iris-versicolor
+8,6.955725403591247,2.7964145814766908,4.764507697032852,1.4002436634620035,Iris-versicolor
+9,4.830089814259616,3.0230075035787567,1.47228527613672,0.1,Iris-setosa
+10,5.334083846953028,3.0,4.504481668773519,1.5379933633502845,Iris-versicolor
+11,5.352744433195246,3.7468609047645787,1.4960296018129977,0.20028143824891187,Iris-setosa
+12,5.6056853073565565,2.595652353020497,4.383569394191543,1.2027672622009105,Iris-versicolor
+13,5.215567807104987,2.586505092795499,3.809257377047751,1.2352685564952002,Iris-versicolor
+14,5.536102959773342,2.3972326200399197,3.6903747866645107,1.0798865872075176,Iris-versicolor
+15,6.395768148072318,2.8974340740166222,4.350415519725414,1.3038837048514456,Iris-versicolor
+16,5.533098865051431,2.6520948368200994,4.362836172163902,1.2587721785636385,Iris-versicolor
+17,5.494848206186286,4.2,1.390503990718967,0.20048767598170797,Iris-setosa
+18,5.806714189306023,2.6023715094027264,5.0697340207908255,1.9068051176988683,Iris-virginica
+19,6.7995089844292425,3.0,5.471058717764353,2.0976318000196335,Iris-virginica
+20,5.1062506334595135,3.4765096288446684,1.4016107945801441,0.30859890644611265,Iris-setosa
+21,5.798021397638876,2.6235974471438537,5.072453447114048,1.9208247470397866,Iris-virginica
+22,4.982210259238829,3.4256149247587,1.490242642849786,0.3786857945093973,Iris-setosa
+23,5.450895370883736,2.41747856737414,3.827363540085767,1.1151563546601293,Iris-versicolor
+24,5.041994074909128,3.3047068630871785,1.4139586576539291,0.20015315352239382,Iris-setosa
+25,5.875351178609863,3.2095568707153164,4.8141328145233535,1.8006521892465182,Iris-versicolor
+26,5.851613868490874,3.2006938970190157,4.770413129636383,1.7871748119569275,Iris-versicolor
+27,6.947329337759685,3.0970774779470935,5.104101412049049,2.2990042721766857,Iris-virginica
+28,6.557835917485293,3.303905876500466,5.608210649835612,2.5,Iris-virginica
+29,5.41612655999601,3.40076622140942,1.5175348989305937,0.44181935311244525,Iris-setosa
+30,7.708094641808314,2.618074708403457,6.9,2.312818371703609,Iris-virginica
+31,5.674982930565514,2.6857102763092913,4.409418266888376,1.2680242463922904,Iris-versicolor
+32,4.784622248654849,3.0,1.3928180501743206,0.34522723645081677,Iris-setosa
+33,5.435861543818496,3.421620372158935,1.576054188137844,0.2996459548337721,Iris-setosa
+34,6.251664135032642,2.200000270395996,4.684089061522945,1.4398338994087334,Iris-versicolor
+35,6.515173305486077,3.0,5.480604410153851,1.8008601423007933,Iris-virginica
+36,6.825411163958574,2.7823963365539006,4.732416333881084,1.3812597990084838,Iris-versicolor
+37,6.2541788904940585,2.2,4.64997508858291,1.512279923335387,Iris-versicolor
+38,6.678705405567208,3.2956206910974384,5.624205838731122,2.0847286751946754,Iris-virginica
+39,5.8469296368759895,3.2205954452086956,4.7647605065147,1.8063635558697726,Iris-versicolor
+40,4.612046883284238,3.416630660324255,1.404670608998056,0.33375601481964867,Iris-setosa
+41,5.49700478586138,3.5652524064492996,1.5058229228727673,0.3710957166639241,Iris-setosa
+42,6.895846377396062,3.0953133804026915,5.100810345274991,2.302110503516937,Iris-virginica
+43,6.297579301798865,3.310502644626504,4.676858857246517,1.6034171026082362,Iris-versicolor
+44,5.946463601515273,3.1878441940902342,4.810411453844023,1.7716754300562543,Iris-versicolor
+45,5.633264481459877,2.732604506087763,4.459149357282516,1.27291543124016,Iris-versicolor
+46,6.28940547453218,2.6720296224784432,4.918288242166517,1.7959503155190435,Iris-virginica
+47,4.7693754619647075,3.0,1.3926664178210053,0.29992737707092637,Iris-setosa
+48,6.014862101066304,3.0,4.823986821591054,1.80508033019698,Iris-virginica
+49,6.69785218303143,3.3043847382226215,5.684896341940044,2.09888118903484,Iris-virginica
+50,7.701792970140879,2.533911482725343,6.9,2.307380731600223,Iris-virginica
+51,5.410790483559689,4.19999847482333,1.3753463819235483,0.20943815178806874,Iris-setosa
+52,4.606026748132234,3.396605947325972,1.4036787294925668,0.2922169298604423,Iris-setosa
+53,6.299123288576135,3.386900837341124,5.58536203964614,2.3941666738908345,Iris-virginica
+54,6.884824268146231,3.1505030785133346,5.877933591710518,2.226681169514742,Iris-virginica
+55,5.406536050772951,3.0,4.524281171077357,1.4657464492155627,Iris-versicolor
+56,6.17673028987817,2.2,4.563469143976432,1.4997782523005476,Iris-versicolor
+57,6.906347490487375,3.203801396815196,5.798960642690757,2.2887426558881443,Iris-virginica
+58,5.127824847253423,3.735680653990972,1.4940125756270404,0.4631152720743358,Iris-setosa
+59,5.448478254389489,2.9985246170008044,4.5221048310787415,1.4840984373524484,Iris-versicolor
+60,5.046001303769575,2.45606376553894,3.0383898661369697,1.1018012623952205,Iris-versicolor
+61,5.186372065559445,3.526615260895761,1.5706817253603045,0.20184259519680367,Iris-setosa
+62,5.316216676200038,3.389408840113304,1.498954444493004,0.39066394554802136,Iris-setosa
+63,6.308642647025412,3.3989302113409416,5.58154239736278,2.4034328826217974,Iris-virginica
+64,5.640747045570077,2.6805921689510717,4.27118685974618,1.2797603371280362,Iris-versicolor
+65,4.589810337640073,3.2031744513474707,1.3912503654926347,0.19581886661952075,Iris-setosa
+66,5.511782498135379,2.406890005843997,3.8903879752523958,1.1001220302119503,Iris-versicolor
+67,6.645561027151701,3.3139322325696576,5.66778783238925,2.5,Iris-virginica
+68,4.805958787116347,3.0,1.4024460386402087,0.3077169133790001,Iris-setosa
+69,5.731346791291791,2.4669688022463916,5.010242975715558,1.972422588483383,Iris-virginica
+70,6.321644099986768,3.3804648940833255,5.63053169296121,2.382280344989737,Iris-virginica
+71,6.467346343830993,3.352297812373195,5.646973206946212,2.26839057813158,Iris-virginica
+72,5.815005970809808,3.2194375234827612,4.805993995893265,1.820939576709129,Iris-versicolor
+73,6.148363313065273,2.5829330929632768,5.534953530961264,1.3826120616850002,Iris-virginica
+74,4.985927376281063,3.181395887282352,1.2000002361203064,0.19960232059617491,Iris-setosa
+75,4.978594380509106,3.196984745633285,1.2,0.20060673379155955,Iris-setosa
+76,5.2926242859676105,3.7466499541255534,1.4948184366139716,0.1984284432008794,Iris-setosa
+77,4.485040785027454,2.2960894953412425,1.303605858416052,0.29644812982066593,Iris-setosa
+78,5.5188341627787825,2.4214598471930615,3.9006782728282423,1.074117998214109,Iris-versicolor
+79,4.90132963517639,3.112017003222375,1.495716145808104,0.10000009624194806,Iris-setosa
+80,4.794786459224187,3.0,1.405913984913232,0.3048315932608873,Iris-setosa
+81,5.8656798382093225,3.232619348026119,4.819938245933946,1.8142815428664483,Iris-versicolor
+82,6.298677145639703,2.2931736147031088,4.431292799038759,1.3033429218800032,Iris-versicolor
+83,5.049881693126465,3.3637207053738214,1.456423959789019,0.221560462224921,Iris-setosa
+84,5.902412273561715,3.2026967109623135,4.798615316112255,1.796168199434261,Iris-versicolor
+85,5.4052833439496935,3.0,4.507446637834007,1.470176901817267,Iris-versicolor
+86,5.076425108793069,2.470968870593,3.032440517337567,1.0899253503528268,Iris-versicolor
+87,6.274451962525857,2.5331252783776823,4.966053977347972,1.5318576053414028,Iris-versicolor
+88,6.710663156954053,3.0,4.962295110283334,1.6283574211126581,Iris-versicolor
+89,5.379598666517374,3.767065494496411,1.4980276898753855,0.20519270717721258,Iris-setosa
+90,5.879659923778058,3.2073345707339334,4.789483402249218,1.7860640076969336,Iris-versicolor
+91,5.913057494944021,3.0,5.073817649115433,1.803661093061333,Iris-virginica
+92,6.835618696102591,3.0,5.551634384339041,2.1173284365678504,Iris-virginica
+93,5.284178286233706,3.4070423475150786,1.5738323961983536,0.22110998912039226,Iris-setosa
+94,7.698840494546379,2.5978782829623395,6.9,2.2911324196938536,Iris-virginica
+95,4.400000649266339,2.9102445890053397,1.4006847579582613,0.19867795368331126,Iris-setosa
+96,4.88869657793763,3.0913185588434797,1.4981455231587333,0.1,Iris-setosa
+97,4.851367212862808,3.044289369875858,1.4557154113733046,0.1,Iris-setosa
+98,6.032484559341376,3.0,4.845612895159428,1.8023762245298791,Iris-virginica
+99,6.005124771336162,2.6933297523220157,5.061764958669327,1.5604794399148676,Iris-versicolor
+100,5.195617812379843,3.838012825639679,1.4983975309163993,0.4377369031571853,Iris-setosa
+101,6.0025044172545945,2.2,5.017198790343087,1.4612548307251916,Iris-virginica
+102,6.514676412242117,3.2081542180753697,5.118676414750025,2.033092177622439,Iris-virginica
+103,4.928165016468314,2.4238244071864132,3.3258894372520733,1.076699331412108,Iris-versicolor
+104,6.061910806052195,3.0,4.527315761147101,1.3962916653439477,Iris-versicolor
+105,6.017662317677019,2.2,5.021033948553117,1.5044123670324376,Iris-virginica
+106,5.884483870920672,3.215070172840586,4.796114947309048,1.7989629512137717,Iris-versicolor
+107,6.972695599860559,3.1523460254083444,5.7327864263966575,2.256870278477643,Iris-virginica
+108,6.398279241661064,3.0,5.540953892642199,1.797241066417528,Iris-virginica
+109,4.4000006689804065,2.888194005695431,1.409245557939197,0.1995222695820053,Iris-setosa
+110,6.272318545405119,2.6668339046046223,4.879713675122246,1.7947307819305056,Iris-virginica
+111,6.09624797225641,2.8101287165430926,4.719367528062954,1.1957867595553915,Iris-versicolor
+112,6.14796770341379,3.2880990043244203,4.781417728907728,1.7374001248161546,Iris-versicolor
+113,4.907869772681227,3.1113175523617755,1.5422485705609665,0.1,Iris-setosa
+114,6.795241100968093,3.1900972091645374,5.867548365559742,2.2907847340031573,Iris-virginica
+115,5.3899938691562,3.389115928663103,1.7399821833703206,0.19878466321113192,Iris-setosa
+116,5.255474193934608,2.7577109356138125,4.164362861899434,1.442281054052574,Iris-versicolor
+117,6.2972301837790745,2.5158843195936225,4.9175285536043205,1.528674781421993,Iris-versicolor
+118,6.4923421603782,3.0,5.809550530677889,2.1872450078256067,Iris-virginica
+119,5.089214754574085,3.5432184401267226,1.3823946482126082,0.3119767439066577,Iris-setosa
diff --git a/iris/tab_ddpm/2/0/test.csv b/iris/tab_ddpm/2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/0/train.csv b/iris/tab_ddpm/2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/0/val.csv b/iris/tab_ddpm/2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/1/synth.csv b/iris/tab_ddpm/2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2829e06896c502c45f5b32afc7207209297f6b05
--- /dev/null
+++ b/iris/tab_ddpm/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.992423887195188,3.2804013161700216,1.4042466869651429,0.20191689318071032,Iris-setosa
+1,4.82098159182551,3.0,1.4070842172342726,0.29792085057894935,Iris-setosa
+2,5.686442539811719,3.852617475350107,1.7359762411006336,0.40705608210285305,Iris-setosa
+3,5.447514918965325,4.1999986724250284,1.374358431342121,0.20313833874132742,Iris-setosa
+4,5.708995115698735,2.864678848889034,4.335949315563819,1.319311060781159,Iris-versicolor
+5,5.1035832490691755,3.3027888208250684,1.516705338073186,0.5219371904516436,Iris-setosa
+6,5.479073822253307,2.636931439773773,4.334235358104973,1.3256764784238497,Iris-versicolor
+7,6.655457802466264,3.3047869207599736,5.692324889677247,2.5,Iris-virginica
+8,6.129459354609469,3.2677072158365967,4.752524325993462,1.7571396227985239,Iris-versicolor
+9,4.849025425102649,2.4039008501588786,3.3295401451550584,0.8879007119774447,Iris-versicolor
+10,6.657839026322688,3.0,4.9795261081996856,1.6482917836403024,Iris-versicolor
+11,5.342851148430747,2.9611407043735145,4.389866918494969,1.4382567266990571,Iris-versicolor
+12,6.412613014132444,2.954384098130224,5.514073203073649,1.805189878412522,Iris-virginica
+13,6.684558607423711,3.0,4.9848634980786155,1.7402682769144175,Iris-versicolor
+14,4.60757953317372,3.1892803764143216,1.394792782948101,0.1998194491970875,Iris-setosa
+15,4.400000482319379,2.8791713842779485,1.401075546378128,0.1831344450299514,Iris-setosa
+16,6.229343197953532,2.2000003146771725,4.486733140852031,1.5067676414915008,Iris-versicolor
+17,4.923465181697598,3.0,1.4041968450586255,0.20261286401739273,Iris-setosa
+18,6.03419824968549,2.709327369538099,5.096218229018898,1.6046510936090754,Iris-versicolor
+19,5.976001033530742,3.0,4.894320065312814,1.8086656952642468,Iris-virginica
+20,6.802444399507346,3.206817776758727,5.822008034653109,2.287019709193564,Iris-virginica
+21,6.6940783738016405,3.2942876309003726,5.655075057728064,2.5,Iris-virginica
+22,6.300813583903988,3.392327710591107,5.59090835170417,2.411271790975352,Iris-virginica
+23,6.699011958836794,3.295058923416435,5.6990339108724495,2.499999626326582,Iris-virginica
+24,6.801480268157445,3.1635552740779342,5.80603222970741,2.2811944140246485,Iris-virginica
+25,5.116485369525114,3.3019825040775252,1.7804192741759433,0.47607427640758804,Iris-setosa
+26,5.2617107410760475,3.6750114849854216,1.4995472847262998,0.2081679903569742,Iris-setosa
+27,7.024052069042096,3.1476586167941467,5.834817373757096,2.260179530046351,Iris-virginica
+28,7.899998864872943,3.8416866134628975,6.443018215669509,2.0109861969409755,Iris-virginica
+29,5.853871160901256,3.202129852898308,4.814262826053929,1.8271086157833776,Iris-versicolor
+30,6.087407467769394,2.796327721979564,4.664513931959984,1.174457719376455,Iris-versicolor
+31,5.610217894155774,2.697680191442459,4.26204808737341,1.2732875768107104,Iris-versicolor
+32,6.72579996680193,2.499127073996879,5.665551974662468,1.798319650633201,Iris-virginica
+33,7.12372501160622,3.0,5.929696469589761,2.076202018772027,Iris-virginica
+34,6.717924726418841,3.3014895715752974,5.778949844336454,2.1105834871869398,Iris-virginica
+35,5.520417007177479,3.8773440970999,1.7132778241147377,0.3652058313877783,Iris-setosa
+36,6.004396590893465,3.0,4.767487475062873,1.7957811663348175,Iris-virginica
+37,5.687756167220991,3.850676325107084,1.4980445705667524,0.4856410795316978,Iris-setosa
+38,5.593636705261054,3.0,4.211593116065159,1.3141400150612559,Iris-versicolor
+39,4.983215114956392,3.204044281688369,1.2,0.19730662277224498,Iris-setosa
+40,4.608794467064008,3.3990252288833607,1.3952992000797941,0.28966895294085065,Iris-setosa
+41,4.857446618595275,3.070650590797256,1.4863257709408697,0.10000012473078496,Iris-setosa
+42,5.987304011534689,2.7101212554650305,5.077374171231149,1.5720687011461814,Iris-versicolor
+43,6.7856989593386094,2.770435422898883,4.74631107294892,1.378864097306165,Iris-versicolor
+44,5.671176129254623,2.7434902353954396,4.291830040546633,1.2667065653313612,Iris-versicolor
+45,5.711880363364202,3.820445308428326,1.7553798081625342,0.3475694571796031,Iris-setosa
+46,6.319723780423722,3.398418305777711,5.605871662774752,2.4039215382745183,Iris-virginica
+47,6.316426450774437,2.2912828872053588,4.369445743229087,1.302127775511357,Iris-versicolor
+48,5.874040561297283,3.226381160057537,4.796210108889758,1.7857590319905794,Iris-versicolor
+49,5.156082721623846,3.4239585277497606,1.4948574101529706,0.19938930458206716,Iris-setosa
+50,6.282704169819133,3.39217564926057,5.621995094387387,2.401954125592927,Iris-virginica
+51,4.899145679586652,3.0,1.3995553644436962,0.1981770935768235,Iris-setosa
+52,5.566679515418645,2.6568203038459712,4.2673588026860685,1.2674788739133371,Iris-versicolor
+53,6.102972574832097,2.597721990743405,5.537868641150597,1.4304267966997721,Iris-virginica
+54,5.898858029001588,2.817043205865766,5.00579014733214,1.8650806328766605,Iris-virginica
+55,5.13484719551402,3.736869731425497,1.4974093519436922,0.3925577037142144,Iris-setosa
+56,6.5054076652982245,3.0,5.40279091260383,1.8930621222770447,Iris-virginica
+57,5.969629270512205,2.9493886335380055,4.501456637596927,1.3664584201407686,Iris-versicolor
+58,6.3127515592338765,2.9123487375016675,5.545355663283733,1.8119462690484573,Iris-virginica
+59,4.9074654016372925,3.0,1.4019061024452972,0.20111149826122973,Iris-setosa
+60,6.000862050161787,2.9040098041309506,4.506306139942826,1.3678045754434314,Iris-versicolor
+61,6.912425256400726,3.094919563997019,5.091175508569897,2.310930720657948,Iris-virginica
+62,5.477538283659087,4.199998812325302,1.3983956848856214,0.19937175910823612,Iris-setosa
+63,4.605360084010337,3.3982994338046315,1.4118288733600908,0.32479408944476174,Iris-setosa
+64,4.615585377319875,3.2143685182416717,1.4062834243868403,0.1979331210632757,Iris-setosa
+65,5.40248965045936,3.0,4.539754841772603,1.5175860082572876,Iris-versicolor
+66,5.367937762644852,2.404144730105863,3.738472582147563,1.0909329101088125,Iris-versicolor
+67,4.8617916373094285,2.3787760078981206,3.3146284482200143,0.9432665227634949,Iris-versicolor
+68,5.148776095192121,2.4771699978189,3.141602372507662,1.0677298920927314,Iris-versicolor
+69,4.8927920819270385,3.0,1.4004101905627118,0.19897101750452528,Iris-setosa
+70,5.421724199778384,3.3990880570622672,1.8614931795455654,0.20630923232491033,Iris-setosa
+71,5.560531093077168,2.4800322140147526,3.950785015316199,1.1235381357002938,Iris-versicolor
+72,5.139021601454419,3.308589495708361,1.6761903994672571,0.530878016394776,Iris-setosa
+73,5.442659677634523,3.0,4.521669422391366,1.5212999932221065,Iris-versicolor
+74,5.559923128142186,2.4317928900401715,3.823087387818155,1.0738387255151565,Iris-versicolor
+75,5.566218163685752,3.0,4.325072588256367,1.4103414638716765,Iris-versicolor
+76,4.921268165916793,2.408270614414083,3.2837712902713023,1.0062953850599194,Iris-versicolor
+77,4.4,2.8786575212798065,1.4178373695018323,0.19842345627114755,Iris-setosa
+78,5.694367601815719,2.529871763593291,5.01163546837572,1.9463285428163701,Iris-virginica
+79,6.293797595630971,2.6795881433437168,4.911310854591018,1.8027675887544132,Iris-virginica
+80,5.1045666052668155,3.584527562129849,1.4376460457137616,0.4156754408137622,Iris-setosa
+81,5.111690081613642,3.3969533388935305,1.494821586238401,0.21476652258841186,Iris-setosa
+82,6.076505060221054,2.5861403459554873,5.53668989204063,1.3749840194040104,Iris-virginica
+83,6.263462421987463,3.2824191451912172,4.6918870412898785,1.5653280200010193,Iris-versicolor
+84,6.634294867555102,3.295779559822443,5.671313250857611,2.5,Iris-virginica
+85,6.7877300087539485,3.0,5.440442520477028,2.084821472405594,Iris-virginica
+86,6.319499840100108,3.4010370144434714,5.576907649699636,2.3959629277305243,Iris-virginica
+87,6.700995124928888,2.478063460498949,5.828146615256104,1.7962156379710024,Iris-virginica
+88,6.39870927541905,3.0,5.514733840650497,1.8002256970535118,Iris-virginica
+89,4.4,2.9023007960435754,1.397341223979481,0.19531035170035,Iris-setosa
+90,6.102642162192223,2.5744396905523814,5.563526827846381,1.4065722399817202,Iris-virginica
+91,5.869436209099173,3.216706457144673,4.787041066101422,1.8103471342779733,Iris-versicolor
+92,6.286805447924224,2.5208591679032146,4.924300813659533,1.5141389933817424,Iris-versicolor
+93,6.421889849486708,2.8908740567365414,4.289829945583277,1.3024232196729277,Iris-versicolor
+94,6.661190411734569,2.511377264345339,5.6620909523576675,1.805905170895054,Iris-virginica
+95,5.8552169958436675,3.2033260201709677,4.798451662228658,1.7991689119313747,Iris-versicolor
+96,5.1251080630588275,3.4839869621026316,1.3970852094049488,0.29237578858242286,Iris-setosa
+97,5.7729994783202025,2.670225016021933,5.088641073774876,2.0067766223808605,Iris-virginica
+98,5.992856845475996,3.0,4.873144947254716,1.7998239417168107,Iris-virginica
+99,6.697413894848823,2.4736900939903865,5.7350560604959036,1.7967189424942658,Iris-virginica
+100,7.738357066941989,2.5870377598966026,6.9,2.3076421882165956,Iris-virginica
+101,5.845003406928846,3.2107779071662415,4.841558911660992,1.799775203915507,Iris-versicolor
+102,5.850563757723007,3.2055720080067025,4.794736616793901,1.7973475189719508,Iris-versicolor
+103,5.988227985723982,3.0,4.8049946959904695,1.7995249538933924,Iris-virginica
+104,6.848311700113246,3.0,5.5032226748066355,2.1056504588904374,Iris-virginica
+105,5.415996027527499,3.0,4.477242383975065,1.4839708682379913,Iris-versicolor
+106,5.664121481689769,2.8123561679721742,4.417259876730693,1.2747042384289806,Iris-versicolor
+107,5.647530020076898,2.8496648172568513,4.259115865873909,1.3270804264090927,Iris-versicolor
+108,6.531794087920948,3.0,5.469387074659888,1.815111964348939,Iris-virginica
+109,5.540246024334673,2.495047138940367,4.08885879502759,1.1050381104358327,Iris-versicolor
+110,5.688201327159678,2.490112289902522,5.015125279916169,1.9526984860006784,Iris-virginica
+111,6.323410230985266,3.393808452128172,5.6088883522102,2.399077061036121,Iris-virginica
+112,5.97206422794849,2.2,5.007916350366528,1.472833838483186,Iris-virginica
+113,4.743544450931764,3.0,1.376382326817717,0.1,Iris-setosa
+114,4.601192949488006,3.395365757861801,1.3945726253307174,0.30689554572376365,Iris-setosa
+115,4.880389195317022,3.106653528152471,1.5574499656638547,0.1,Iris-setosa
+116,6.499929432766711,3.1847282794968947,5.1133206174410315,1.9820099187602627,Iris-virginica
+117,6.786223766535654,2.792831204721584,4.718506753881703,1.3470854607674363,Iris-versicolor
+118,5.503291180702116,4.199998991782777,1.3547327588432745,0.21065862438507957,Iris-setosa
+119,5.8722679550514565,3.2001583805651084,4.802725711502997,1.79160217884306,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/test.csv b/iris/tab_ddpm/2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/1/train.csv b/iris/tab_ddpm/2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/1/val.csv b/iris/tab_ddpm/2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/10/synth.csv b/iris/tab_ddpm/2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0fd6a5ee362126b7ce2dae97318031bfb2913bf1
--- /dev/null
+++ b/iris/tab_ddpm/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.77083168108829,2.552727765602306,5.029393689837049,1.976554439090958,Iris-virginica
+1,6.038719362069803,2.7094657914063967,5.1319985385355125,1.6166049520044121,Iris-versicolor
+2,6.007173550842433,3.0,4.842629357806885,1.807009836823206,Iris-virginica
+3,5.865300756955199,3.2184112546744448,4.768912398228273,1.8014958927422888,Iris-versicolor
+4,6.660118095214584,3.308084821112368,5.714002074509496,2.5,Iris-virginica
+5,5.676474377830973,3.0,4.14600484038928,1.3396574142182078,Iris-versicolor
+6,4.873520217296768,2.410863895901491,3.2361063080076824,0.8331357093480101,Iris-versicolor
+7,6.39938950976315,2.9006143761707026,4.323545506971117,1.2887201865642244,Iris-versicolor
+8,6.780091678170029,2.817335803739397,4.7037340709472675,1.3870372248895206,Iris-versicolor
+9,6.659768679863592,3.06480659553821,5.139227781353161,2.111939396891352,Iris-virginica
+10,6.237634030598962,2.2,4.604062403394145,1.498330660923913,Iris-versicolor
+11,5.896923023173994,3.207893622185326,4.783121988265796,1.833432389066156,Iris-versicolor
+12,5.049369684290053,3.3769797709857627,1.480149083655238,0.42481837406891376,Iris-setosa
+13,6.730839155346339,2.5064914931051385,5.837604408253734,1.8025266218136042,Iris-virginica
+14,5.069087602128025,3.6777693806382534,1.4805548084871991,0.4104945391763738,Iris-setosa
+15,5.497098835663407,2.394681580640057,3.815006391862142,1.1141705608789276,Iris-versicolor
+16,5.116010015194484,3.777121779942064,1.6079742277386144,0.20324159374231102,Iris-setosa
+17,5.985574546593341,2.2,5.02793526017087,1.4872762666456278,Iris-virginica
+18,5.41886599796468,3.0,4.45264009031138,1.4904353147001441,Iris-versicolor
+19,6.1629171168569545,3.2965582017023185,4.720938035816652,1.6783561735096773,Iris-versicolor
+20,5.106036936162026,3.601573289954196,1.4940172440139683,0.4383550005874405,Iris-setosa
+21,4.87588369710414,3.0,1.4062473033181269,0.2360952172632939,Iris-setosa
+22,6.063295319205295,3.0,4.554037965921526,1.4090135830203918,Iris-versicolor
+23,5.8612101468883395,3.208131485988036,4.841258232436828,1.8020042801518723,Iris-versicolor
+24,6.878232395465381,3.1361810089469078,5.105139507687123,2.2938817379953944,Iris-virginica
+25,6.331878561282196,3.3648545075895755,5.516921949168897,2.384534890786977,Iris-virginica
+26,4.797037385017738,3.0,1.3793699827657118,0.10000016288457601,Iris-setosa
+27,7.9,3.762759296283627,6.329657046438223,1.967071308826376,Iris-virginica
+28,5.577011078865474,3.7579785002122614,1.553741913950309,0.4535870669166094,Iris-setosa
+29,7.710744560349043,2.570855918327847,6.899998669359216,2.3072080607099776,Iris-virginica
+30,4.483941953856894,2.3010208952095743,1.3046262324783844,0.2912210184481253,Iris-setosa
+31,6.703899940811589,3.0,4.9921363208287985,1.6999493686751495,Iris-versicolor
+32,6.302607005405858,2.690924409119091,4.872625360203398,1.78723325286952,Iris-virginica
+33,6.922362049262947,3.171587130387749,5.768291794537768,2.2948615350058335,Iris-virginica
+34,5.157401671778631,3.7936082676200185,1.4991617261745784,0.2071334853353827,Iris-setosa
+35,6.302939729754303,3.402963076289389,5.622498660524036,2.4105875455000203,Iris-virginica
+36,5.852864542226236,3.226663934282461,4.8243237057401425,1.8148577472049254,Iris-versicolor
+37,5.457106707864366,3.487010031902019,1.6880758002476495,0.4050186246202305,Iris-setosa
+38,5.552855876661853,3.5818058874459204,1.5550041114861397,0.42110623418428217,Iris-setosa
+39,6.30805487950746,2.476095681124083,4.823622249022089,1.465402080488904,Iris-versicolor
+40,5.99191670491012,2.7682920785606235,4.615852097265344,1.1900903210840792,Iris-versicolor
+41,6.6687024597317235,3.2941773966241326,5.688313590586438,2.0958877446092696,Iris-virginica
+42,6.71769062070645,2.958470914019583,4.909801084662049,1.6066326996813667,Iris-versicolor
+43,5.777294279546622,2.6600115123549406,5.080200520871675,1.9274654386096879,Iris-virginica
+44,5.12148148090218,3.519990672330509,1.4097779538149127,0.2919079623959579,Iris-setosa
+45,6.201042752730005,2.2000004248781684,4.518876468075603,1.4996863799414177,Iris-versicolor
+46,5.373005700824301,3.882566804520881,1.6746037586687474,0.4470282779447698,Iris-setosa
+47,5.003950427664088,3.221604657299726,1.2000001875983934,0.20422391404493698,Iris-setosa
+48,5.851437213243422,2.7155968951675864,4.526659943574521,1.1905774648895344,Iris-versicolor
+49,6.0027707167771815,3.0,4.7875233641644686,1.802231768408557,Iris-virginica
+50,5.705022145863665,2.473042114769445,5.01279939176042,1.9751413266831057,Iris-virginica
+51,6.358279681040244,2.406368690103314,4.716282837151079,1.4803921969763898,Iris-versicolor
+52,5.394383638156227,3.0,4.453391999522072,1.4671325757278384,Iris-versicolor
+53,6.320884633141597,2.487813558595443,4.87346259749124,1.4913783450005162,Iris-versicolor
+54,6.313229173613131,2.9042221098757337,5.615047019560833,1.803855301362461,Iris-virginica
+55,5.708452818349372,2.498623268872096,5.0037401753253965,2.001968796643752,Iris-virginica
+56,6.775860892308214,3.18506376387948,5.846401690553245,2.294137923150709,Iris-virginica
+57,5.853384615132867,3.217640991758578,4.806404483327304,1.7981450071506235,Iris-versicolor
+58,5.717066522675821,2.513499796147963,5.027044583724823,1.9840100063751653,Iris-virginica
+59,6.796676569204691,3.0,5.38241848706397,2.14077223527037,Iris-virginica
+60,6.290161823069178,2.3024784853895373,4.383890228122544,1.3029123852313733,Iris-versicolor
+61,6.735429376490377,2.468504958654494,5.816932874893812,1.7979733929331299,Iris-virginica
+62,6.586009194862031,3.3068012515674208,5.698765312632469,2.5,Iris-virginica
+63,6.297534098013771,2.697464599306011,4.853619287877497,1.7941931722450863,Iris-virginica
+64,5.868659994061252,3.2069994005135,4.8086775805498405,1.796478528003619,Iris-versicolor
+65,5.114302438429006,2.527397242460742,3.2161568932225517,1.1731538444059246,Iris-versicolor
+66,4.908332097549482,3.139875737945586,1.5272729497818625,0.1,Iris-setosa
+67,6.298943895144135,2.4998833357833634,4.913018404924939,1.5085839483763581,Iris-versicolor
+68,4.993978892127839,3.4001831006915912,1.627060828367516,0.4065766948142828,Iris-setosa
+69,6.857615903440682,3.0,5.49744562583651,2.1070431011038364,Iris-virginica
+70,6.6990399724412235,2.471801887270578,5.718346999584016,1.8098054204647571,Iris-virginica
+71,6.087082774406613,2.9558175619861697,4.54350227892326,1.3925088837173099,Iris-versicolor
+72,6.788519928245459,3.1768613568229527,5.979427852645903,2.291720572722058,Iris-virginica
+73,5.579796509436541,2.990886140168106,3.9709398275197483,1.3046908308685796,Iris-versicolor
+74,4.601035426582231,3.409807204413382,1.4048032468340055,0.2922869558819687,Iris-setosa
+75,4.807872536978188,3.0,1.4125538770206503,0.32521382670839544,Iris-setosa
+76,5.47415477307858,4.199998977076755,1.3757794407405084,0.20083520120426288,Iris-setosa
+77,4.69384329642391,3.1324827005050273,1.4115031240222715,0.19897532970551973,Iris-setosa
+78,6.39873898743075,2.9007045061720813,4.3289476483253795,1.2930645829780851,Iris-versicolor
+79,4.400000519905691,2.8913857392958304,1.3830874834782312,0.19747173065838275,Iris-setosa
+80,4.998702788137826,3.4106522616080968,1.5689345384827225,0.45155389649403804,Iris-setosa
+81,5.724878364733418,3.0,3.8350011541025095,1.3418288461968457,Iris-versicolor
+82,6.028337284727244,2.7126520352673142,5.096545476737277,1.607533405731222,Iris-versicolor
+83,5.4429633222502,4.2,1.376086824770577,0.2146257634063889,Iris-setosa
+84,4.87547937037912,3.0,1.395650399503231,0.24156771957334264,Iris-setosa
+85,5.085001721924142,3.508323568989462,1.3877595644876242,0.2889406383212829,Iris-setosa
+86,6.976013906057825,3.0863740626749743,5.089441500236771,2.317775974573859,Iris-virginica
+87,6.2983578497026524,3.4081480311586034,5.623244205949697,2.4107368647375367,Iris-virginica
+88,6.3041185146455625,2.6946696813583038,4.86887666030521,1.7897709247291755,Iris-virginica
+89,5.046928790585444,3.62524589383989,1.4828644248522875,0.45679925818704,Iris-setosa
+90,4.987618093831936,3.2293393706401883,1.2000002391042852,0.20531669022853943,Iris-setosa
+91,6.2878009001044015,2.3483753622827273,4.539775434920017,1.3449383129363088,Iris-versicolor
+92,6.002050297377475,2.7092336916024733,5.091572085795056,1.6473819938769778,Iris-versicolor
+93,5.264530908544212,2.7981558500017667,4.234998047775408,1.4575938512348405,Iris-versicolor
+94,6.505158834600351,3.0,5.713845506884019,2.12294753117326,Iris-virginica
+95,7.1240888859467715,3.0,5.920050869433823,2.1010006037322864,Iris-virginica
+96,5.16520797050645,3.4790016850103074,1.5671787194896785,0.20131619334571357,Iris-setosa
+97,7.899998984648573,3.8709255522455583,6.3966388768218145,2.033783741134238,Iris-virginica
+98,6.793144865349532,3.0,5.519581693235855,2.0917301511507254,Iris-virginica
+99,5.555316283704571,2.449011125380792,3.8154393092962797,1.099784667317007,Iris-versicolor
+100,4.607917206128321,3.3919795251098055,1.4001622343665012,0.2973357132117731,Iris-setosa
+101,6.649674671062989,3.3176058328231397,5.654718440553085,2.5,Iris-virginica
+102,6.2390446597745965,3.3040711602431605,4.673231665176935,1.63575179792906,Iris-versicolor
+103,6.662304668802468,3.0,4.922821149286711,1.7251786178124893,Iris-versicolor
+104,4.959759411627098,2.442232522964208,3.37494526971379,1.0838397970900808,Iris-versicolor
+105,5.9630234727360865,2.2,5.040064336290193,1.5363519992529313,Iris-virginica
+106,4.6301750092705785,3.1977658476116506,1.401580637515297,0.20112065715456123,Iris-setosa
+107,7.1544503359271125,3.0,5.887690082241174,2.1216478120803837,Iris-virginica
+108,5.392406037964102,4.2,1.3655810277371199,0.20413235511384628,Iris-setosa
+109,5.593896415883493,2.495777845217874,4.02594699136349,1.1075531368742821,Iris-versicolor
+110,6.738748578322753,3.1330237191244623,5.968056371734561,2.251224856878397,Iris-virginica
+111,5.088200286519398,3.5071524014518274,1.4061663587259428,0.29228794652352674,Iris-setosa
+112,5.522202534751462,3.5638003537333516,1.5193036581196586,0.3808714268871194,Iris-setosa
+113,4.911602834788541,3.0,1.4144384326502168,0.21869096494627957,Iris-setosa
+114,6.788543749949248,2.794438077173242,4.779790924222973,1.388896476016493,Iris-versicolor
+115,5.761053092137209,2.6314222988459717,5.07485834932465,1.9205825554381697,Iris-virginica
+116,5.389604460492193,3.395703252855195,1.7928724374603167,0.20069550537217762,Iris-setosa
+117,6.709078008786206,3.0,4.999055838347786,1.736439386648258,Iris-versicolor
+118,5.000849518547527,3.31195401089438,1.4101150253393722,0.19782982055023335,Iris-setosa
+119,4.851928908779117,3.0,1.4013509090111715,0.29919923419172095,Iris-setosa
diff --git a/iris/tab_ddpm/2/10/test.csv b/iris/tab_ddpm/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/10/train.csv b/iris/tab_ddpm/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/10/val.csv b/iris/tab_ddpm/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/11/synth.csv b/iris/tab_ddpm/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..579ce9f4901e64295bad1c7ae2b0730a13dc2b93
--- /dev/null
+++ b/iris/tab_ddpm/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.3092919806492125,3.616279779938312,1.5726502077726479,0.4519409353805349,Iris-setosa
+1,6.293742250667825,3.392550419307495,5.599711683801927,2.394801963369919,Iris-virginica
+2,6.657378907473826,3.306653452101545,5.7418000686107975,2.5,Iris-virginica
+3,6.624978112302704,3.320067622052794,5.67933646172081,2.5,Iris-virginica
+4,5.035406561241143,2.4426691247385564,3.0221734477551028,1.0979941468896246,Iris-versicolor
+5,4.883552626242938,3.1213667320737377,1.5280627469875407,0.10000011131548332,Iris-setosa
+6,4.863594404415085,3.0612736206517375,1.4976381481167065,0.10000009825426295,Iris-setosa
+7,4.794767661622373,3.0,1.3822145586645924,0.1,Iris-setosa
+8,5.783173199443506,2.663631997820232,5.088982284716111,1.8936221299086209,Iris-virginica
+9,5.397808045288278,3.0,4.521746977373466,1.5052423587281363,Iris-versicolor
+10,6.94717291083941,3.2010654952779545,5.767546779897918,2.2983526816504964,Iris-virginica
+11,5.751753823022388,2.531955209320943,5.016762882408282,1.9647301690300647,Iris-virginica
+12,6.488044309077986,3.0,5.75711737676479,2.1843341881407987,Iris-virginica
+13,5.030799755966597,2.4529340663624533,3.225134534674756,1.0671138676704615,Iris-versicolor
+14,5.4402093548026,3.7733622053295788,1.6208453247632302,0.4925787054491387,Iris-setosa
+15,5.308080672542896,3.8132219558229004,1.6571720645509036,0.21254179809873694,Iris-setosa
+16,7.899998407491724,3.8088220933319725,6.369926295051964,2.029188529047616,Iris-virginica
+17,4.870200991857798,3.10272331368968,1.4937330377752223,0.10000009322580213,Iris-setosa
+18,5.6807681945332416,2.4790048193313514,5.003071081321739,1.9986753097455123,Iris-virginica
+19,5.836745338067451,3.2118263099454807,4.797731057816334,1.808219230480411,Iris-versicolor
+20,5.850938183351511,2.993599682565599,4.207652427274102,1.4257275375582366,Iris-versicolor
+21,7.716615846319443,2.6000226956756953,6.899998678573889,2.3170246944970674,Iris-virginica
+22,6.638991383294527,3.3020418303310306,5.654326790104856,2.4999995054935265,Iris-virginica
+23,6.464331199136467,3.2108228640662917,5.117569992553493,2.021387756603622,Iris-virginica
+24,5.799533444009349,2.8082268128384675,5.108860709452625,2.403961104899533,Iris-virginica
+25,6.579267594311866,3.0,5.882299109956886,2.2378937809334705,Iris-virginica
+26,7.711249939155609,2.6059396180416794,6.9,2.332139016073941,Iris-virginica
+27,6.938736944642911,3.0,5.631039398582589,2.1068396498449893,Iris-virginica
+28,4.879705713076101,3.1197399930621876,1.492124310466694,0.1,Iris-setosa
+29,6.152351984028855,2.970247582654119,4.640743832790109,1.3402337834117775,Iris-versicolor
+30,6.180349962465741,2.2000003235037005,4.574525451094335,1.4853185277415557,Iris-versicolor
+31,7.71673761863483,2.561551444291097,6.9,2.3332734252378993,Iris-virginica
+32,5.404417719650913,3.936019456336889,1.4978776234950906,0.42396742573847607,Iris-setosa
+33,5.574767617852147,3.741110638122779,1.4989082356437855,0.2763255819098776,Iris-setosa
+34,5.276015681126821,3.3794270558677444,1.4996568317133776,0.4724422685197489,Iris-setosa
+35,6.279650387108172,2.700694924881524,4.900393310893256,1.8037930192261769,Iris-virginica
+36,6.03429080515788,2.575910790401993,5.5646910223580734,1.3929288432267262,Iris-virginica
+37,6.260397886539775,2.5641890374100527,4.984709408002081,1.535622442397848,Iris-versicolor
+38,4.585745283770752,3.4097805342760323,1.4066839240792108,0.37876635737833375,Iris-setosa
+39,5.360707709373662,4.199968999412926,1.4050438067209852,0.2060507330979811,Iris-setosa
+40,5.188740470941126,2.7141826491908514,4.006192582234966,1.4259866397784529,Iris-versicolor
+41,6.630564001061238,3.311189321144947,5.659295674297034,2.5,Iris-virginica
+42,5.604694017419767,2.689965046651264,4.409376682830906,1.25774795871612,Iris-versicolor
+43,5.1379953878514115,3.66298554916181,1.566702134329205,0.19674175585122655,Iris-setosa
+44,4.88112462598731,3.0878623349999077,1.494171602601833,0.1,Iris-setosa
+45,5.522914681848536,2.3700594356945994,3.8485384239573004,1.0276407900597972,Iris-versicolor
+46,5.357453627030595,3.8964639615047654,1.5164592774927863,0.4233274046737037,Iris-setosa
+47,4.885701778947902,3.111603058927902,1.496971794821781,0.1,Iris-setosa
+48,4.4,2.8969898446253435,1.4064175799763934,0.2013882401109796,Iris-setosa
+49,6.196994787442323,2.2,4.483408376319796,1.4812936371537724,Iris-versicolor
+50,5.8760976380304735,3.2084954897301614,4.813946396140247,1.8063778724355184,Iris-versicolor
+51,5.093820561288188,3.397242754765823,1.487862990376795,0.22263489455816934,Iris-setosa
+52,6.892293373452397,3.119756117547043,5.090729269212989,2.310855109140417,Iris-virginica
+53,6.061713467123782,2.7643258625682883,4.669763851407937,1.1946807297358453,Iris-versicolor
+54,6.621364655669066,3.30272768771411,5.714010508661531,2.5,Iris-virginica
+55,6.378572963376938,2.6658312885358675,5.224705823040631,1.8824830902798737,Iris-virginica
+56,5.933567078833987,3.2429563124002154,4.816856562004775,1.7988276709778495,Iris-versicolor
+57,4.4,2.8445113474164745,1.40647747512649,0.1778893802644987,Iris-setosa
+58,5.103930467333882,3.8642148249334367,1.725894522246289,0.19875360771410558,Iris-setosa
+59,6.322824680870156,2.886814349534762,5.544148491504947,1.7996021455706892,Iris-virginica
+60,5.89352645002017,3.2098455315330794,4.76924280690706,1.798793675225283,Iris-versicolor
+61,6.295301144689957,2.315641546224601,4.431155120264581,1.3009646920550009,Iris-versicolor
+62,6.97542789791508,3.094688650331342,5.079701878066032,2.316209459890563,Iris-virginica
+63,4.601514316079472,3.3927196977642797,1.4057608169484104,0.2888560521101189,Iris-setosa
+64,7.262666068595691,2.9591953088630887,6.1123288393086,1.9113236763365153,Iris-virginica
+65,6.2824604601006575,2.697803126580779,5.290223952744149,1.7536818587171419,Iris-virginica
+66,6.716483973413222,3.0,5.008673397367226,1.7025354802951034,Iris-versicolor
+67,6.336519194757631,3.390386068542961,5.591321444333098,2.360410708537136,Iris-virginica
+68,5.007037505281611,3.4053670766926865,1.6567710297613867,0.41599197547964145,Iris-setosa
+69,7.67085290778147,2.565863155058694,6.9,2.2995643671266555,Iris-virginica
+70,7.9,3.7570078818988395,6.362617686346316,2.0177640543313586,Iris-virginica
+71,5.702669695755273,2.4797452997155136,4.973308358588878,1.945660128582381,Iris-virginica
+72,4.601096806930402,3.193442522397312,1.3972771180434274,0.20542413417892813,Iris-setosa
+73,7.899998766657827,3.8294986572956224,6.3608689475480364,2.014054292375482,Iris-virginica
+74,6.1166324835556045,2.8022492564990724,4.720647813098515,1.194887507690919,Iris-versicolor
+75,5.803818535133872,2.7826910391904676,5.093255655306739,2.412497756143128,Iris-virginica
+76,5.734193145517132,3.850425489004883,1.4948363694520048,0.4491103542094397,Iris-setosa
+77,6.405746003504323,2.886657219492596,4.302678351165579,1.2794178216069545,Iris-versicolor
+78,5.997762809253372,2.756016235018426,5.086951407280804,1.670458299371295,Iris-versicolor
+79,5.68535687699227,2.543363896493057,5.032402235465626,1.98087763509751,Iris-virginica
+80,5.150894829414541,3.3096782018735027,1.741616478942835,0.5187238404792416,Iris-setosa
+81,5.922553447797155,3.2021276961982275,4.857471481588781,1.7963544236611235,Iris-versicolor
+82,5.582415278770727,2.7051683708646594,4.290477831141818,1.3124366199729187,Iris-versicolor
+83,6.014466413849617,2.6961326443912923,5.092890366711218,1.5696726767892928,Iris-versicolor
+84,5.780048980843138,2.662002775648189,5.089507530350266,1.9357184428275596,Iris-virginica
+85,4.612106053200439,3.2094644597091757,1.3968812789014846,0.19650686806722256,Iris-setosa
+86,7.704100747283668,2.5992579866485754,6.899998584063258,2.2935108209310116,Iris-virginica
+87,5.14357995409734,3.7270307827762887,1.5308368384893591,0.4299280052884562,Iris-setosa
+88,5.946050256468676,2.2000002868694986,5.000645659733217,1.4758007540051166,Iris-virginica
+89,5.873444826608063,3.2186992881172194,4.8263572627604825,1.7999494500938065,Iris-versicolor
+90,5.475699037308306,4.2,1.3716768175204106,0.2114391487520935,Iris-setosa
+91,5.4604497841707875,3.0,4.467717759225951,1.3829312941476353,Iris-versicolor
+92,5.070605615568886,3.7928286243031684,1.724343130368297,0.20175715144737158,Iris-setosa
+93,5.447486024281804,4.2,1.371729044752166,0.20299554883517756,Iris-setosa
+94,5.10291196661983,3.511024539755961,1.3937246049943948,0.29129791613766576,Iris-setosa
+95,6.6460675712629325,3.3060434053560166,5.723541564266163,2.4999995506086794,Iris-virginica
+96,4.9936302232724055,3.4022548231677714,1.6195557463890848,0.43619915370160467,Iris-setosa
+97,5.7163783726077275,2.475591138294268,4.99615328302324,1.9833016536457506,Iris-virginica
+98,5.410313643638992,3.394723708752364,1.5801152925762716,0.20873080870024907,Iris-setosa
+99,5.801657575079499,2.8089944269732836,5.131606425653503,2.405795893892996,Iris-virginica
+100,6.683798360640045,3.0,4.980904885320525,1.6678907130323775,Iris-versicolor
+101,5.609619731984097,2.904157288168875,3.8726554045499557,1.2906398868128397,Iris-versicolor
+102,5.146485933710968,2.674441078711986,3.9300763730562913,1.3998341017671674,Iris-versicolor
+103,6.288647104498375,2.8423536181329143,5.5337457397045595,1.7894945151194295,Iris-virginica
+104,5.589382660755515,2.6369088614939917,4.065208666251368,1.2351150060896288,Iris-versicolor
+105,5.08159830970223,3.300429683971249,1.6564714680586596,0.518234118872476,Iris-setosa
+106,5.935698600440602,3.0,4.312320054538441,1.4764308348454829,Iris-versicolor
+107,5.412429678536109,3.0,4.450491412767434,1.4685247740642784,Iris-versicolor
+108,6.722237322419182,2.495423573510395,5.823433713206651,1.8076223679368288,Iris-virginica
+109,6.855788252793438,2.7657288893705467,4.749125271155114,1.3884777606730616,Iris-versicolor
+110,6.627000804651092,3.3078740031860576,5.698695694583516,2.5,Iris-virginica
+111,6.806525047699039,2.7949536312465364,4.791641892315896,1.3932382959041367,Iris-versicolor
+112,6.095633107640667,2.817301305965007,4.630724879947221,1.2298854777051282,Iris-versicolor
+113,7.9,3.774351617778459,6.388071620774378,2.035850533290994,Iris-virginica
+114,4.98500778356531,3.2210303648010488,1.2,0.20412389400236883,Iris-setosa
+115,7.101354141639908,3.0,5.890977242924572,2.110553528451853,Iris-virginica
+116,5.643721285064936,3.7530831590545675,1.598226931977812,0.39594983131744255,Iris-setosa
+117,6.7051065713769145,2.4772284873179578,5.7553894132348455,1.799352501576121,Iris-virginica
+118,6.273865046235723,2.685887060605096,4.9037925755547676,1.802856675018721,Iris-virginica
+119,7.9,3.8310591811740378,6.330573991855519,2.0439810906557283,Iris-virginica
diff --git a/iris/tab_ddpm/2/11/test.csv b/iris/tab_ddpm/2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/11/train.csv b/iris/tab_ddpm/2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/11/val.csv b/iris/tab_ddpm/2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/12/synth.csv b/iris/tab_ddpm/2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fac6426a434c6f4a700a059d80fae2d0f597b28d
--- /dev/null
+++ b/iris/tab_ddpm/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.029222014111243,3.0,4.816322922593708,1.8057884151539745,Iris-virginica
+1,6.320746281706348,2.9010437734897074,4.364484451206073,1.3550667204288642,Iris-versicolor
+2,5.390533559227505,4.2,1.3546174000223081,0.19861675162761813,Iris-setosa
+3,4.812528742488579,3.0,1.4059988669509347,0.3021036771400259,Iris-setosa
+4,5.839590565364076,2.8326000541291227,5.10684579029936,2.4043172375986264,Iris-virginica
+5,5.733525508747589,2.784628307780223,4.509062137588585,1.2653013540716394,Iris-versicolor
+6,6.300640889105483,3.4070436568432436,5.622507722583247,2.4091349983288013,Iris-virginica
+7,6.3934760618847495,2.8912036480919907,4.322579923973599,1.2763843191563604,Iris-versicolor
+8,6.280229023156947,3.3782041799228217,5.588741931246926,2.3877717708845063,Iris-virginica
+9,4.890707654849347,3.0998089927653676,1.4877280415338798,0.1,Iris-setosa
+10,5.081330086652959,3.3879446289208093,1.4946781350843652,0.20686965518430675,Iris-setosa
+11,5.6673467835287346,3.7969832633643397,1.5875879182838966,0.3661180786495934,Iris-setosa
+12,7.31829571288507,2.9294117936541237,6.297421775738481,1.8096874127941383,Iris-virginica
+13,5.579357295598397,2.4609410877601303,3.863298639297829,1.1295025846598534,Iris-versicolor
+14,5.376555030733352,3.0,4.4800610893599355,1.4899647496556458,Iris-versicolor
+15,5.602372142174597,2.501448471634587,3.895192820833681,1.0785502947146282,Iris-versicolor
+16,5.886196032188014,3.2123536120642817,4.853175477998064,1.799675001708161,Iris-versicolor
+17,5.1015371764261035,3.2963245470508062,1.6579176100880912,0.5179616617579923,Iris-setosa
+18,5.210367301953688,3.735021765536233,1.5116298692768126,0.19731607289704237,Iris-setosa
+19,5.583368634103064,3.8593546916995605,1.6617032163084888,0.30667633057959076,Iris-setosa
+20,6.783503129953707,3.1838111278369574,5.869205533699173,2.290507602291356,Iris-virginica
+21,6.035314356824436,2.9443617663153483,4.508084261052344,1.4684918164408274,Iris-versicolor
+22,5.752019966941291,2.480297516870449,5.008878717748847,1.9718974078109701,Iris-virginica
+23,4.817151799840616,3.0,1.4009805522441903,0.1,Iris-setosa
+24,7.683934692018761,2.572612548870281,6.899998711406678,2.2833030685658726,Iris-virginica
+25,4.887248825980887,3.1107308611114837,1.485050485167408,0.10000011861220039,Iris-setosa
+26,4.569098442035058,3.4043561054635276,1.3915832686556755,0.29470342150802864,Iris-setosa
+27,6.089691452669874,2.7873333995104446,4.673697673038301,1.1933163715262258,Iris-versicolor
+28,5.052980324931453,3.4777788844107485,1.3950906435197652,0.28628479725144024,Iris-setosa
+29,5.648170156445832,2.715393070987089,4.340964147593134,1.289324332578673,Iris-versicolor
+30,5.742013624476352,2.5503073884550753,5.007375028513531,1.997594032969109,Iris-virginica
+31,6.269602054817581,2.6951486393887345,4.921115327942087,1.7987165956544349,Iris-virginica
+32,5.393094507076221,3.0,4.468673485700519,1.4888627191763222,Iris-versicolor
+33,5.1679621152841495,3.3334295312448767,1.4980543289479442,0.523213060648503,Iris-setosa
+34,4.6263072281627515,3.392030772937117,1.4003680348104743,0.294370706007674,Iris-setosa
+35,4.900156956468251,3.0719115925588745,1.588826927852216,0.1,Iris-setosa
+36,6.6573780722690055,3.3069331836235443,5.67507242914657,2.1027344970713324,Iris-virginica
+37,6.428094840034575,2.8740940589059294,4.286017080299281,1.2729949036907495,Iris-versicolor
+38,5.886909613637549,3.0,5.129545886353255,1.804591971880641,Iris-virginica
+39,5.693085438502468,3.793056953218422,1.5837778460516372,0.3166640703334656,Iris-setosa
+40,6.2483495903896,2.540624373368124,4.944668585720484,1.5349170251536126,Iris-versicolor
+41,5.446262287146001,3.4280905953029306,1.6108628720044926,0.4534897788354329,Iris-setosa
+42,5.604037640292846,3.0,4.231483092803652,1.331651504047325,Iris-versicolor
+43,5.352988257026977,3.0,4.433042819476945,1.4912518462933038,Iris-versicolor
+44,6.422333767222764,2.8905500437345504,4.259324320000495,1.3354337260943916,Iris-versicolor
+45,4.968520132122166,2.4303707672058272,2.9868416034044696,1.0510990402207128,Iris-versicolor
+46,6.125523236073887,2.8867869296829287,4.458899464386052,1.4474727524368378,Iris-versicolor
+47,5.5064537086328,2.608056339389615,4.430291892600868,1.1751364031041007,Iris-versicolor
+48,6.1625513559255864,2.200000373343379,4.655215447708477,1.4823601912376339,Iris-versicolor
+49,5.341752222123043,4.2,1.354154270560882,0.20146744057457405,Iris-setosa
+50,5.291212691548238,2.572325715335772,3.6111253916040593,1.166168563018399,Iris-versicolor
+51,5.169092854332228,3.3441584718572246,1.4926646762077065,0.4578343249781035,Iris-setosa
+52,7.692609278552755,2.5786415804734357,6.8999987258597955,2.319481732116981,Iris-virginica
+53,4.992447744138092,3.3999834964019384,1.6428524296436111,0.377969172259871,Iris-setosa
+54,5.8405608662576345,3.0,5.102301811926346,1.791127441636649,Iris-virginica
+55,5.788870916884394,3.876503027590877,1.7605158543986246,0.3469078269412557,Iris-setosa
+56,6.71669572756841,3.0,5.693022141190376,2.1400885812450485,Iris-virginica
+57,6.368606986778953,2.942399177540424,4.323831834997788,1.3175339411562266,Iris-versicolor
+58,6.301813975044791,3.4104481759356604,5.625024264177776,2.402380666628506,Iris-virginica
+59,7.7059944986152615,2.560419111385668,6.9,2.2916009792755543,Iris-virginica
+60,4.907172019175167,3.107650749817477,1.4926367436936938,0.1,Iris-setosa
+61,5.365493172056573,2.6328939832151157,4.164454756491964,1.2567916063911753,Iris-versicolor
+62,7.347720658357508,2.9064647097743967,6.244687547270075,1.7968115040077224,Iris-virginica
+63,5.414126289049887,3.0,4.559563428992447,1.5136217919796864,Iris-versicolor
+64,5.426986104629653,4.199998549198009,1.3805287449718149,0.2063459881668703,Iris-setosa
+65,5.222253598311026,3.399115142952056,1.4994290436706075,0.2022076142598775,Iris-setosa
+66,6.271297079716675,2.503134664166855,4.88228435054424,1.4772873732039549,Iris-versicolor
+67,5.183421644365858,3.772909096558078,1.4982548301868204,0.20355076152697907,Iris-setosa
+68,5.627218821102168,2.6593693347307568,4.49510947017774,1.2496988318652882,Iris-versicolor
+69,5.893220047929787,3.219133762590419,4.806561555418888,1.8040661559794888,Iris-versicolor
+70,6.725295188286117,2.5045787170550455,5.818607714281687,1.8072161480632185,Iris-virginica
+71,5.4302144984116625,4.199999105087508,1.3631105349463968,0.22084473528626483,Iris-setosa
+72,5.697654591466426,3.820369148155514,1.5520168407811998,0.31648932874236047,Iris-setosa
+73,6.214752784689037,2.2000003648403132,4.5391292853397776,1.526167676794665,Iris-versicolor
+74,5.706396148416679,3.7969897971133832,1.5783339219895327,0.3383266744994212,Iris-setosa
+75,6.121985934554117,2.835307854379391,4.708274740897935,1.2275923744523587,Iris-versicolor
+76,6.169257562196209,2.2000002724311707,4.49307486522085,1.506027254759118,Iris-versicolor
+77,6.316321220926526,2.685999187562005,4.911968432657602,1.7987877669192218,Iris-virginica
+78,5.7369884536505165,2.5537185046287014,5.045879123835054,1.9341285909861163,Iris-virginica
+79,5.370600933608914,3.0,4.48989734310634,1.5005284923459459,Iris-versicolor
+80,6.838604428514195,2.795459127898639,4.784006507749386,1.3904236117929019,Iris-versicolor
+81,5.644412742066759,2.5117856256930184,3.8212244785780403,1.0905098735367347,Iris-versicolor
+82,4.9124522917465026,2.3999546938766003,3.324402191028646,1.0308678406155414,Iris-versicolor
+83,5.096276247822952,2.4612650153185003,3.0877542207852358,1.0746847283639605,Iris-versicolor
+84,5.115933156791673,3.2982938942579643,1.831949671548432,0.5849421667880459,Iris-setosa
+85,4.779727286092028,3.0,1.3881149446317924,0.1,Iris-setosa
+86,5.433740415634001,3.0,4.529704847390647,1.5201747706416797,Iris-versicolor
+87,6.306491603434147,2.6829421842664396,4.860572538241985,1.7932180871179275,Iris-virginica
+88,5.132429832381286,3.4885621275143848,1.4026156518295203,0.3020848964434307,Iris-setosa
+89,6.671979865857298,3.254534190539677,5.6536884937238066,2.111711716128864,Iris-virginica
+90,7.718852873276746,2.56269474092437,6.899998481625239,2.321715491773307,Iris-virginica
+91,5.862186432451243,3.2071238137607634,4.788241469165891,1.8054198532448509,Iris-versicolor
+92,5.54430743510512,2.6618257598117285,4.407568925565456,1.2439900447063654,Iris-versicolor
+93,5.072393960678698,2.481964953742238,2.9890347004372857,1.0940547701213483,Iris-versicolor
+94,6.883015194230936,3.205904408316753,5.858096954457786,2.3000876101206664,Iris-virginica
+95,6.854939200187688,3.110922871218292,5.098049723332194,2.2990271290416953,Iris-virginica
+96,6.7189299075041164,3.0,4.983523775794864,1.7126123875507342,Iris-versicolor
+97,6.305132771176295,3.3913998438386352,5.632830840291019,2.4011081580100697,Iris-virginica
+98,4.484817858545179,2.300496612008589,1.3042376212253606,0.2935312610412271,Iris-setosa
+99,5.951111388847159,2.2,4.945809493518744,1.4509838113679954,Iris-virginica
+100,7.6890558805016695,2.5833350074830155,6.9,2.316494998668132,Iris-virginica
+101,4.608674914000717,3.3975892730078194,1.4038827681746537,0.2946260584467857,Iris-setosa
+102,5.802724803858684,2.7770015307977016,5.118841026071872,2.3976183778340086,Iris-virginica
+103,5.44402414640557,3.894192572716781,1.6805059761681809,0.4158721085777868,Iris-setosa
+104,5.5258559048623255,2.472630295564713,3.9224534376241134,1.108155516047858,Iris-versicolor
+105,5.293962793191567,3.8378014095596784,1.534031717852672,0.38317256883862505,Iris-setosa
+106,6.518026557716372,3.179215798107413,5.104640851957749,1.995134654534608,Iris-virginica
+107,5.423901771849227,3.0,4.525064741494427,1.5120972892921969,Iris-versicolor
+108,7.333620553855405,2.9103812854890645,6.299652262549362,1.8042054838746584,Iris-virginica
+109,6.319727574801639,2.3030766329853307,4.38782928771931,1.2937455618383418,Iris-versicolor
+110,6.597493848153435,3.3021742005418306,5.659691376177178,2.5,Iris-virginica
+111,5.3941065962520245,3.891495486850902,1.6112439339067124,0.38407426197756256,Iris-setosa
+112,6.469222933740813,3.0,5.8196332930965955,2.241654859489504,Iris-virginica
+113,4.673719543182543,3.137961146210191,1.3999057417752885,0.19344036505967444,Iris-setosa
+114,4.613910450959121,3.2111671175031065,1.4058528523215017,0.19762334903380974,Iris-setosa
+115,5.105251409836921,3.812363676279803,1.4925495850863335,0.1981784785896914,Iris-setosa
+116,7.270828232590115,2.8993287421632625,6.2623620504652004,1.79770470457398,Iris-virginica
+117,6.67381145639713,2.4863393823435915,5.725482651581545,1.801979379956361,Iris-virginica
+118,5.390003530062312,3.389792818831667,1.5921316276621302,0.19874374376240078,Iris-setosa
+119,6.3202724708761755,3.3097115072830503,4.698857629616854,1.5946106463018936,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/test.csv b/iris/tab_ddpm/2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/12/train.csv b/iris/tab_ddpm/2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/12/val.csv b/iris/tab_ddpm/2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/13/synth.csv b/iris/tab_ddpm/2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1570bc5ddbb619a3f185c6e0c48261bb0d9178f
--- /dev/null
+++ b/iris/tab_ddpm/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.684499018391402,2.4520280093692817,4.973638639019054,1.9784966814425862,Iris-virginica
+1,5.604593046875017,3.0,4.184916878308882,1.2769322987787304,Iris-versicolor
+2,4.908977935746735,3.0815803935925845,1.494768547100197,0.1,Iris-setosa
+3,5.87727664426843,2.73075323354406,5.041789383986014,1.8211543994336923,Iris-virginica
+4,5.675585320854207,2.4352477730382915,5.008775934328863,2.0088288748739385,Iris-virginica
+5,5.984176030396619,2.2000002751472323,5.007334426650914,1.4825663590344966,Iris-virginica
+6,5.086533263849867,3.51505331291442,1.4002392479328996,0.3133729731382943,Iris-setosa
+7,5.746558762260396,3.828479243424382,1.7192041513882346,0.35808554774474133,Iris-setosa
+8,4.497171739829611,2.293887769945128,1.3019400431955384,0.2883778447382308,Iris-setosa
+9,6.003985926972232,2.2000003003587967,5.030113930418886,1.4812418174782425,Iris-virginica
+10,6.538813779203207,3.051390193632881,5.252434596609738,1.9206228663626579,Iris-virginica
+11,4.801439066129804,3.0,1.4008079239685733,0.10000009189240235,Iris-setosa
+12,6.4503319856744925,3.0,5.518665125543122,1.7984115345800877,Iris-virginica
+13,5.088507453373944,3.479458887394515,1.4955532288631417,0.2958441956782116,Iris-setosa
+14,6.283289985070653,2.2974218064079417,4.373033290523246,1.2723614779421002,Iris-versicolor
+15,6.103545162256645,2.7900268392223793,4.681457669284211,1.1892012748455287,Iris-versicolor
+16,5.96883968300437,2.200000275476502,5.0033807709520115,1.495968802878051,Iris-virginica
+17,5.67009528578532,2.4952057768610842,4.9715467998541145,1.9758198127327344,Iris-virginica
+18,4.4,2.8973335875745074,1.3966514542893955,0.19644864798960798,Iris-setosa
+19,7.7008976122778146,2.591015401985617,6.8999984386644,2.291944562442329,Iris-virginica
+20,6.302353719577308,3.3967738541488974,5.5743208157051365,2.3881173233557083,Iris-virginica
+21,5.697780416752412,3.8233381293531536,1.5050036591722111,0.318713950665812,Iris-setosa
+22,4.790533612326553,3.0,1.4026784026957981,0.10000009391645477,Iris-setosa
+23,6.703946357815949,3.0,5.010250920428143,1.6989470984369448,Iris-versicolor
+24,6.090965452507531,2.4656032721885293,4.330329299074578,1.2425956886571354,Iris-versicolor
+25,5.1011983602138375,3.313941101482775,1.6643242752120406,0.5111652307916438,Iris-setosa
+26,6.616173179337741,3.0,5.630783990320802,2.245649342231947,Iris-virginica
+27,5.408776309383266,3.0,4.451154255090093,1.5164670363854669,Iris-versicolor
+28,5.710787114768965,2.537979713002211,5.0111370034078595,1.9876166222846676,Iris-virginica
+29,7.749559514958853,2.566511975410996,6.9,2.324845840282538,Iris-virginica
+30,6.272621114418424,2.667965245600021,4.9196643974762315,1.8026608495202459,Iris-virginica
+31,5.383970807280649,3.964287116132724,1.6617059874013034,0.534228762502682,Iris-setosa
+32,6.023814043384795,2.720151774908987,5.1085398994041045,1.634707676545818,Iris-versicolor
+33,7.7228025862596335,2.5718208261678717,6.899998840866561,2.2970736164731447,Iris-virginica
+34,6.603542663601274,3.3237059524873533,5.686425733378428,2.499999625316837,Iris-virginica
+35,4.765290410696987,3.0,1.3982234288287645,0.2966650964610592,Iris-setosa
+36,4.902985584747771,3.118648833229363,1.5061158589774237,0.1,Iris-setosa
+37,5.775103190907043,2.637423709561335,5.074633209939184,1.850357092712571,Iris-virginica
+38,6.299349257730559,3.29126422438938,4.7080508851565765,1.6272580811230009,Iris-versicolor
+39,5.7674004598097826,2.671102843236298,5.087559054746944,1.9131621973369148,Iris-virginica
+40,4.6155707977167895,3.2204326026509045,1.3974723784519467,0.20044370267566153,Iris-setosa
+41,5.405269509806438,3.893786500247968,1.6344857493412621,0.43022582171134555,Iris-setosa
+42,4.99363305731195,3.2641974302155723,1.4019745928348046,0.1966869994748512,Iris-setosa
+43,6.351675874736815,2.7849013551132966,5.42631984840088,1.8235980491853858,Iris-virginica
+44,4.4837344410570745,2.302066777394415,1.2994390804777995,0.2979786584396753,Iris-setosa
+45,4.903689505729064,3.0711700375523017,1.493027004401544,0.10000009953010047,Iris-setosa
+46,5.90006065674178,2.835606796118477,5.1130696389256265,1.8293079509486236,Iris-virginica
+47,5.400041734258366,3.40886411025992,1.4904439326935954,0.4106047819710641,Iris-setosa
+48,6.386450496564612,3.1320718176750066,5.124810849535795,1.9514854497962209,Iris-virginica
+49,4.585439208698215,3.4038005172316548,1.4029959137559067,0.3041715682609427,Iris-setosa
+50,5.453447835675645,4.2,1.3749346837915908,0.21191354840493504,Iris-setosa
+51,5.88834104377472,3.0,5.086384801169923,1.7996701249793943,Iris-virginica
+52,5.482276727918814,2.3974764561360096,3.9000526003228932,1.1015508258219184,Iris-versicolor
+53,5.462633103681082,3.735729980003417,1.6918236207206792,0.23920104764547998,Iris-setosa
+54,6.350495095831885,2.6841965739126707,5.092619282127087,1.841233233498746,Iris-virginica
+55,6.313094678918977,3.4049824902251773,5.585880987732411,2.4045662802861685,Iris-virginica
+56,5.984936384613486,2.892905984820755,4.483980183949966,1.480123842391974,Iris-versicolor
+57,7.699407647208642,2.542716270072431,6.9,2.319880454366396,Iris-virginica
+58,6.527678465846698,3.1196011229821576,5.144271216529323,1.943803794759493,Iris-virginica
+59,4.821692098618787,3.0,1.4049396456421341,0.2972373629181797,Iris-setosa
+60,5.692671165463405,2.5082528114897187,5.008915729423711,1.9899762659974158,Iris-virginica
+61,6.5150035459080895,3.2124689104693758,5.108724676411536,2.0116644479010324,Iris-virginica
+62,5.980148559110568,2.2000002808472847,4.997565622326306,1.493229945193853,Iris-virginica
+63,5.093542204874305,3.7108477826781363,1.5780338256427042,0.3848245815120283,Iris-setosa
+64,7.254041664996153,2.894696946247943,6.232851740894515,1.7961544908005806,Iris-virginica
+65,5.206315043487872,3.7809934132673257,1.5791665756945539,0.20293241921628422,Iris-setosa
+66,7.9,3.795804563963519,6.39060222977378,2.0550200742290308,Iris-virginica
+67,4.4,2.890723676043674,1.4004411795207858,0.1881867662947479,Iris-setosa
+68,5.503230823724166,4.2,1.3887187116033521,0.21726964952787087,Iris-setosa
+69,5.63742421204035,2.736786118292329,4.307497825052686,1.303361008056318,Iris-versicolor
+70,4.495456019866815,2.3085099424050273,1.3050466919496313,0.3636776195749613,Iris-setosa
+71,5.666384862261617,2.467509383580694,4.981736843980701,1.9925184772852862,Iris-virginica
+72,5.010912252108949,3.310891277393689,1.4061995097429643,0.19913989437536264,Iris-setosa
+73,6.105983051431309,2.96575119422275,4.54017418818351,1.3417192755300016,Iris-versicolor
+74,4.871858301670153,3.0382685819374093,1.476599214757367,0.10000010941559055,Iris-setosa
+75,7.06047510319188,3.0,5.664344667541124,2.093596984854334,Iris-virginica
+76,4.579208682998776,3.400452128662878,1.4015008694424,0.29749246320698547,Iris-setosa
+77,4.600793417905965,3.2084313137859404,1.4043271908524357,0.21109073733347264,Iris-setosa
+78,6.285139077984642,2.516775202412297,4.973071062839892,1.503265823541186,Iris-versicolor
+79,6.308820716684363,3.4108239605724537,5.608020630941278,2.3977385490912084,Iris-virginica
+80,6.066789188196638,2.2000002886036127,5.001561295005618,1.5269305229739671,Iris-virginica
+81,5.351913351600577,3.3958735795456034,1.6304615098519855,0.2022448920386737,Iris-setosa
+82,4.785110663269654,3.0,1.3986913594282155,0.2954689111897015,Iris-setosa
+83,5.1969471461713175,2.6618746331998997,4.055772657850725,1.3807837961602638,Iris-versicolor
+84,6.846190486834127,3.201225419815258,5.751305407608177,2.288916204693661,Iris-virginica
+85,6.912185017743244,3.096712740969497,5.110143381148869,2.3088289248075857,Iris-virginica
+86,4.5986365795742055,3.397360909208067,1.4060445344548098,0.2880213430253792,Iris-setosa
+87,7.279117959511946,2.914404564439194,6.27070339433093,1.8004072279983006,Iris-virginica
+88,6.767352060542693,3.167117328990431,5.886418122645946,2.3034021574706154,Iris-virginica
+89,5.823430223458161,2.813809840609343,5.109351009721317,2.4147666314211547,Iris-virginica
+90,7.306129150146269,2.909730474568516,6.288735706064673,1.8004021315995284,Iris-virginica
+91,6.310145268247078,2.672486568359215,4.942323689295844,1.792578909566182,Iris-virginica
+92,7.676510442510869,2.5978408362401453,6.8999984811105985,2.305312955455327,Iris-virginica
+93,5.821065212400483,2.6969573631062933,5.086603226875917,1.8917574938450288,Iris-virginica
+94,4.892027311375063,3.140667352291808,1.4881370624687846,0.10000009096021331,Iris-setosa
+95,7.731650436445973,2.5840521655395063,6.9,2.3205631713292414,Iris-virginica
+96,7.741946441618184,2.5815766199244843,6.9,2.338685279354749,Iris-virginica
+97,7.100385024817002,3.0,5.917533269142526,2.094202365379796,Iris-virginica
+98,4.905150766988365,2.3980984724878036,3.2208722809282704,1.008593583777428,Iris-versicolor
+99,6.375419257392903,2.9465924282373526,5.63413054351304,1.8087253081850903,Iris-virginica
+100,5.816395964347845,2.8265697772797735,5.117046760305376,2.398954496345084,Iris-virginica
+101,5.862216997302795,3.2165139706436077,4.827683273695909,1.8005283068814089,Iris-versicolor
+102,6.828653821525067,3.2028389328675724,5.829831243464065,2.2952800972418275,Iris-virginica
+103,5.8579308539674315,3.217072475503125,4.800231690474309,1.807494037648396,Iris-versicolor
+104,7.095513451546729,3.0,5.817433060586711,2.111221201059784,Iris-virginica
+105,4.811625880073921,3.0,1.40069295223549,0.3310950237829785,Iris-setosa
+106,7.08823533166181,3.0,5.784895942792638,2.1115012523596217,Iris-virginica
+107,5.238506998544272,2.680806373773478,3.9696926753143735,1.3952531420509378,Iris-versicolor
+108,6.696023401866571,3.2948808933469804,5.8013097896138675,2.4999996435465626,Iris-virginica
+109,6.018727691026953,2.9055743868104282,4.444565627975701,1.5270221230569123,Iris-versicolor
+110,6.509681531413846,3.0,5.9093447088298525,2.2535912873694217,Iris-virginica
+111,6.31448854836135,2.686230226783203,4.912396205174691,1.8054813974500588,Iris-virginica
+112,5.627193938379186,3.0,4.116866008029834,1.330579559036196,Iris-versicolor
+113,5.63914703051478,2.8116294539775946,4.0440874995041804,1.2266709659989363,Iris-versicolor
+114,5.834946255664909,2.909002398104323,4.551642465653214,1.36566036083907,Iris-versicolor
+115,5.219906029475903,3.8095986163092266,1.5269558756376393,0.4202908603040481,Iris-setosa
+116,5.4497921447420055,3.519155949564252,1.7987881524744764,0.20152726494316872,Iris-setosa
+117,7.702457014274027,2.5794326253055613,6.9,2.290870025688309,Iris-virginica
+118,5.077807616784028,3.687000339424479,1.5323012516614545,0.4006175825852203,Iris-setosa
+119,6.535256892002928,3.0,5.475660760130574,1.8036026601664064,Iris-virginica
diff --git a/iris/tab_ddpm/2/13/test.csv b/iris/tab_ddpm/2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/13/train.csv b/iris/tab_ddpm/2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/13/val.csv b/iris/tab_ddpm/2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/14/synth.csv b/iris/tab_ddpm/2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0af20db969a9418aa81e87f5ab2c96d9b83f1243
--- /dev/null
+++ b/iris/tab_ddpm/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.547085063624929,2.4292268200544487,3.790908042659167,1.0861253889058087,Iris-versicolor
+1,6.398521528994534,2.9009836617710487,4.321837412895691,1.2965490584655819,Iris-versicolor
+2,5.968249170819175,2.669434428876983,5.0459473345058266,1.5032499140034685,Iris-versicolor
+3,6.171984244982981,2.2,4.437036317319798,1.4823582703570293,Iris-versicolor
+4,5.391422789775872,3.0,4.432321004214858,1.4927655539387126,Iris-versicolor
+5,5.001661456700562,3.2095365678144265,1.2,0.202449248023749,Iris-setosa
+6,6.503413094592967,3.0,5.504454187152402,1.8040152559972784,Iris-virginica
+7,6.313809907948784,2.686184647397096,4.892460476218948,1.7997666863499926,Iris-virginica
+8,4.591932581074957,3.191395435234,1.4028372201753783,0.19488781180863365,Iris-setosa
+9,4.998945079502801,3.313063035150346,1.399416831949437,0.20261719021231941,Iris-setosa
+10,6.538100013934916,3.0,5.821266115353045,2.2162069891855167,Iris-virginica
+11,6.310751804406293,2.701794620670525,4.899863188451829,1.7865655972089463,Iris-virginica
+12,6.068315678964799,2.8550936102741735,4.595973380604463,1.2409491034843354,Iris-versicolor
+13,5.026642633582175,3.336640788672266,1.4264719279837912,0.20586871417154853,Iris-setosa
+14,5.5684313247345125,2.517782049102273,4.07849704183966,1.0975226175015453,Iris-versicolor
+15,4.607896953441226,3.1755351767121693,1.4011634369155515,0.19304434698024653,Iris-setosa
+16,6.469941308922544,2.680702224597064,5.397463410811388,1.8495539113897976,Iris-virginica
+17,6.174621574698756,2.200000354286253,4.462058938860689,1.4880402065996985,Iris-versicolor
+18,6.517979696773856,3.2085472757351416,5.0847181977263105,2.0071704977868827,Iris-virginica
+19,6.364622124455774,2.7441710501840357,5.3591307210949894,1.8520936485243384,Iris-virginica
+20,6.707624729576896,3.305730857567212,5.69683017660593,2.094491317779041,Iris-virginica
+21,4.89669777848284,2.385799842130647,3.2545307625153233,0.9884626043630165,Iris-versicolor
+22,6.299688787271833,2.328179034695447,4.452388385733439,1.3071622736720787,Iris-versicolor
+23,6.860353348495709,3.0,4.960502177537648,1.6226570873826158,Iris-versicolor
+24,5.650305921152707,3.827187778615752,1.7641834675510868,0.40926650912707824,Iris-setosa
+25,6.301302756680798,2.314540655911339,4.432923308600122,1.307011270197998,Iris-versicolor
+26,6.6184346900263025,3.2319445775495588,5.59606417736598,2.097615451116944,Iris-virginica
+27,5.9997435290871515,2.717134517739632,5.096775598813994,1.608686971002916,Iris-versicolor
+28,6.625480621643113,3.3048593719163795,5.782498729339392,2.5,Iris-virginica
+29,6.105703401043725,2.7980473012520557,4.728674505641561,1.196009357692491,Iris-versicolor
+30,6.7831862537732555,3.0,5.540111445563706,2.1111832017765906,Iris-virginica
+31,6.074927445667005,2.2000002709218,5.041173558203182,1.5365894129138118,Iris-virginica
+32,5.713502167034017,2.5071371026440716,5.017018883712354,1.9630587877514507,Iris-virginica
+33,6.416520621420554,2.785368770378876,5.119512852819103,1.8321327866703583,Iris-virginica
+34,4.613788989146091,3.2213245650580524,1.4005070062054719,0.19893299487768207,Iris-setosa
+35,6.714172830355108,2.4579682436422248,5.690376936376297,1.8001848145079125,Iris-virginica
+36,6.206741581556662,3.2791694677288894,4.760382208926213,1.7170105870018162,Iris-versicolor
+37,6.789520359328436,2.796721724525603,4.764903455565436,1.4086816422458008,Iris-versicolor
+38,6.865728565965643,3.209160284374345,5.743292597219839,2.302658743840786,Iris-virginica
+39,6.7881782170714,3.1213739477590603,5.10114554600679,2.3436857341545965,Iris-virginica
+40,4.67206915176659,3.1975947305642074,1.4031072986475783,0.19790011227647075,Iris-setosa
+41,6.376110083204421,2.936522146501359,5.6018565410389325,1.795884766595407,Iris-virginica
+42,5.099831303146455,3.6652936048959996,1.8009928524876067,0.20108394872481328,Iris-setosa
+43,5.9308831359448595,2.2,5.016983983950232,1.4919082254488187,Iris-virginica
+44,5.416956222821128,3.912056749732856,1.7401669005098095,0.42029337312453613,Iris-setosa
+45,5.528484136340159,2.599339843107552,4.4130964821307925,1.1890009650974964,Iris-versicolor
+46,6.316788630972575,2.3035975692268584,4.425885581903187,1.294290767752556,Iris-versicolor
+47,6.864831649170973,3.0,5.552348139408504,2.0804292386873424,Iris-virginica
+48,5.806915007719208,2.795514587406191,5.114849704121044,2.4021168183010597,Iris-virginica
+49,5.984444374526065,2.2,4.985868094112469,1.5220901626453656,Iris-virginica
+50,4.594642320041,3.396315267208061,1.398392617815068,0.2977425372953874,Iris-setosa
+51,4.575387107522779,3.4982032747680187,1.4052548295333547,0.36374827167983315,Iris-setosa
+52,4.565200823253348,3.197254825992005,1.407714329381424,0.19605760697947805,Iris-setosa
+53,6.233983861381532,2.8231789184823977,4.645454438190957,1.2006766517170455,Iris-versicolor
+54,4.59264131178603,3.4847827575776202,1.4049025400806718,0.2952268333697534,Iris-setosa
+55,5.399139761270932,4.199998911207069,1.3846269418372787,0.2041498774835428,Iris-setosa
+56,5.5928986458276455,2.6124967331275184,4.330642569567672,1.1492189170239766,Iris-versicolor
+57,6.702008476887675,2.483510591785727,5.753201196992922,1.8100512091857461,Iris-virginica
+58,4.986123357932328,3.3133855843438687,1.4113850045710254,0.19985259863197644,Iris-setosa
+59,5.701384190512894,3.843511409258294,1.8049755309724804,0.36040115038723297,Iris-setosa
+60,6.383224608716059,2.9861010624005235,5.496343580941611,1.792397593470259,Iris-virginica
+61,6.0220396336211,3.0,4.811083173777936,1.8044233407529304,Iris-virginica
+62,6.773856893750447,2.799690725485775,4.771006351060902,1.3759571418276244,Iris-versicolor
+63,5.399394786090044,3.0,4.470134969180142,1.542003221084869,Iris-versicolor
+64,5.88457836085376,3.2102578478620143,4.7765782968480135,1.809263206362603,Iris-versicolor
+65,5.602565142042721,2.55939929760415,4.0816258472295095,1.1447384370051776,Iris-versicolor
+66,6.23567310867395,2.8407348258904546,5.342341714912763,1.8114001753312436,Iris-virginica
+67,6.703383902453578,3.3005158782383544,5.736363271558979,2.092991127925797,Iris-virginica
+68,5.4976197814951835,2.4119841340827306,3.8176867561715717,1.1082774743633732,Iris-versicolor
+69,7.9,3.7953608452503267,6.354380374082421,2.034668291838963,Iris-virginica
+70,7.702500223519779,2.581562198960762,6.899998917383274,2.3060624409061443,Iris-virginica
+71,5.502328257578733,2.3852084607976143,3.776568859092782,1.1080103636518364,Iris-versicolor
+72,6.185027714453228,2.2,4.520049045010633,1.5204366508533749,Iris-versicolor
+73,4.879398463964636,3.094162261312522,1.5427501200130158,0.10000010104722276,Iris-setosa
+74,6.952622134984956,3.1994530324358754,5.776149205153716,2.316964529633712,Iris-virginica
+75,4.93098583165327,2.411364414884802,3.1935523367819343,1.0254233137858753,Iris-versicolor
+76,4.480042571438717,2.2847767877423784,1.3158968263273496,0.2851621959420082,Iris-setosa
+77,4.598427621774699,3.4007002345436046,1.4020608812838555,0.29902484870351287,Iris-setosa
+78,4.787543098528266,3.0,1.4259346540308566,0.1,Iris-setosa
+79,6.818389800197288,3.1930472913857835,5.852868236485448,2.295954378312059,Iris-virginica
+80,5.103667244235209,3.8671620941442555,1.6052760038134508,0.20753390947700295,Iris-setosa
+81,4.982915319468459,3.2062401676929495,1.2,0.20588214904490296,Iris-setosa
+82,5.583522501961771,2.6948360388135337,4.201757820055759,1.2750155972609731,Iris-versicolor
+83,5.923365853945485,3.0,5.105145318499442,1.802673358759246,Iris-virginica
+84,5.131550388681374,3.806688179116319,1.7950831306570785,0.2065155887652122,Iris-setosa
+85,5.893762633282853,3.1764772178360157,4.73505320748411,1.777517018905666,Iris-versicolor
+86,6.934939080855384,3.0,5.6562752219213275,2.1136492712852215,Iris-virginica
+87,4.871672087270401,3.0,1.4034934420412037,0.1,Iris-setosa
+88,4.4,2.8749987270289283,1.412352438742229,0.20528967384371472,Iris-setosa
+89,5.901766903089406,3.1810857679035633,4.768570611610966,1.8047987851888325,Iris-versicolor
+90,6.012413704424187,2.2,4.961836858421112,1.501549309842923,Iris-virginica
+91,6.59238196994258,3.321822179177882,5.71516262227381,2.5,Iris-virginica
+92,5.57088042809734,2.5783480810023405,4.047033655894971,1.177127076154716,Iris-versicolor
+93,4.590246445149538,3.4055226883727157,1.4065981600406505,0.29046411672943456,Iris-setosa
+94,5.878849710383899,3.2117753745882354,4.809243677638663,1.8032858218009078,Iris-versicolor
+95,5.206469524184943,3.7932491483606716,1.7603646320779078,0.3554307111804332,Iris-setosa
+96,6.320020411917512,2.2954787636651313,4.422818845579303,1.2805201059556324,Iris-versicolor
+97,5.892366387731801,3.0,5.099138965174404,1.8081980989139597,Iris-virginica
+98,5.984099432274582,2.695137625574134,5.098656140806044,1.5859653817583166,Iris-versicolor
+99,6.01319008438691,2.2,5.0059774280932965,1.4773523610590098,Iris-virginica
+100,4.900135919257979,3.114354183962063,1.5376788847225857,0.1,Iris-setosa
+101,5.398626300922882,3.8947516584652115,1.6661365724732184,0.4211760193097158,Iris-setosa
+102,5.440252773231543,3.406871645625404,1.502040019185219,0.3559471196597606,Iris-setosa
+103,5.891295863864543,3.190536076180626,4.799759144029197,1.7958750127676049,Iris-versicolor
+104,6.497363119403597,3.191578097102628,5.093522209478825,2.014166203197899,Iris-virginica
+105,6.5402108378666926,3.0,5.760448551438869,2.208991631215169,Iris-virginica
+106,4.605959193163632,3.1666424117433305,1.3846509195117356,0.20021835092861356,Iris-setosa
+107,5.104495905265095,3.40923702321026,1.4980078772565095,0.1994962141009915,Iris-setosa
+108,5.486335606239552,2.6408365532387483,4.268188349360818,1.2869487232023495,Iris-versicolor
+109,5.845650864702162,3.19998031876771,4.799668585964556,1.8063162707812919,Iris-versicolor
+110,5.75276333344625,2.8129474289197796,4.358691185813356,1.2711844598683004,Iris-versicolor
+111,6.326331295358946,2.9103938244002583,5.667709092333984,1.8259435348027733,Iris-virginica
+112,6.331198878209571,2.700744643087584,4.949090505265826,1.8006143408878255,Iris-virginica
+113,4.5813447740052,3.4037008328967815,1.4000802616777088,0.2904013836440597,Iris-setosa
+114,5.1057095124753475,3.7002499519459437,1.4950042117401494,0.4345424393313647,Iris-setosa
+115,5.158921264564023,2.6735291260513545,3.869419715289706,1.391691921712977,Iris-versicolor
+116,5.013017511769382,3.4026453435640835,1.606546401834296,0.3905942731337592,Iris-setosa
+117,4.5723701868867055,3.402514545877157,1.3996804750867775,0.31622775436064937,Iris-setosa
+118,6.798417367988101,3.070031159903509,5.104647832953455,2.2408792555612123,Iris-virginica
+119,5.829750312479585,2.8003767322687283,5.091853080767572,2.4139777703295486,Iris-virginica
diff --git a/iris/tab_ddpm/2/14/test.csv b/iris/tab_ddpm/2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/14/train.csv b/iris/tab_ddpm/2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/14/val.csv b/iris/tab_ddpm/2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/15/synth.csv b/iris/tab_ddpm/2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..249963debf0e46ff56028c60740a60e7e4d82861
--- /dev/null
+++ b/iris/tab_ddpm/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6086286514582495,2.7058537847817776,4.461565811925649,1.2589921495817558,Iris-versicolor
+1,6.361290372365279,2.874316002655472,4.272634556097339,1.292831831836652,Iris-versicolor
+2,5.429794162197697,3.0,4.51687155074744,1.5093106935657037,Iris-versicolor
+3,5.042489620127051,2.425614565764899,3.4634796724293384,1.0406969142774218,Iris-versicolor
+4,4.761270065933701,3.0,1.3847075345905442,0.1000000967497629,Iris-setosa
+5,5.62824680923251,2.719679469157951,4.304513080353886,1.312176285228977,Iris-versicolor
+6,5.89691895383628,3.0,4.511053527914584,1.5489354199399719,Iris-versicolor
+7,6.160696516236909,2.2,4.518822247730378,1.4937975727502657,Iris-versicolor
+8,6.882143530841458,3.1121773711623932,5.102419795209408,2.29093697623563,Iris-virginica
+9,7.7111803988630285,2.5731469224349994,6.9,2.3112920683079388,Iris-virginica
+10,5.099833620737485,3.698213825281983,1.499249356840331,0.46800664624097216,Iris-setosa
+11,6.602136428233164,3.307867115900504,5.637969377185654,2.4999995852332626,Iris-virginica
+12,4.875082565291585,3.100545650530002,1.4909890927268719,0.1,Iris-setosa
+13,6.801381514833881,3.198229778871827,5.8800120648023215,2.275602551057886,Iris-virginica
+14,7.715616075254317,2.5672399189280544,6.9,2.298081449668914,Iris-virginica
+15,5.083705206907631,3.5432077498250196,1.3932448989993087,0.30578119464650394,Iris-setosa
+16,6.184071985577211,2.2000002806291863,4.5318989541388435,1.4651789697341902,Iris-versicolor
+17,7.7242978116648855,2.575182682008403,6.8999980469793165,2.307116004077145,Iris-virginica
+18,6.330571930454784,2.667021207341159,4.912320478159803,1.79984373566636,Iris-virginica
+19,4.902555547032617,3.0958625369189936,1.493526107156803,0.10000009500910662,Iris-setosa
+20,5.7009880637441235,3.833847126212144,1.8306949415829512,0.4710841922911899,Iris-setosa
+21,5.98194862625979,2.720443857685941,5.08063447243027,1.598514132871453,Iris-versicolor
+22,5.624883765594045,2.8432568939725162,3.6915839614908874,1.3156287410028804,Iris-versicolor
+23,6.861699872122285,3.19914339330333,5.844659654225554,2.3073713694623827,Iris-virginica
+24,6.290211148760312,2.637359369759443,4.90084088891105,1.790441604382303,Iris-virginica
+25,5.510381877965144,2.383116989477882,3.734731506364041,1.1164993397698821,Iris-versicolor
+26,5.007458665512682,3.393882345983099,1.7472444731979624,0.26654922305040957,Iris-setosa
+27,5.85903574788597,3.1908732163014077,4.820639568898074,1.8028910151782747,Iris-versicolor
+28,6.6703230694753275,3.292156174682899,5.672361800829824,2.5,Iris-virginica
+29,5.840557381502995,3.2175252262663876,4.735779170803945,1.8249107575223835,Iris-versicolor
+30,6.77910386632857,2.7987738602579326,4.730655447123909,1.3813797358491864,Iris-versicolor
+31,4.494441425336546,2.3000311728918796,1.3110794283283684,0.32942233062414816,Iris-setosa
+32,5.347628372053167,3.9668673193124,1.4965642785916666,0.42118868651252356,Iris-setosa
+33,4.881826925959359,3.1122969612850913,1.487320707590411,0.10000012811218222,Iris-setosa
+34,6.7099838452082,2.4742066775914866,5.744387425713779,1.8077369826520344,Iris-virginica
+35,5.000353290270262,3.2032944295166565,1.2000002267295249,0.19818837901692948,Iris-setosa
+36,5.079415262385438,3.386774498710996,1.4114199579079352,0.23077475177261664,Iris-setosa
+37,7.075570929555811,3.0,5.869168691916955,2.055176929713636,Iris-virginica
+38,5.196532070856862,2.6942421093467663,4.017184331445261,1.4423200945832757,Iris-versicolor
+39,6.505756273952134,3.0,5.438110840862366,1.811203686946913,Iris-virginica
+40,4.903388650398414,3.0,1.3870734854754008,0.2039874638405792,Iris-setosa
+41,4.88488642619516,2.3930219438138787,3.5652613624653844,1.006807457681504,Iris-versicolor
+42,5.872773957313372,3.2037690092603883,4.827266634751586,1.8039706304730945,Iris-versicolor
+43,7.720600504140974,2.5980503386859324,6.9,2.297431797774449,Iris-virginica
+44,6.457091697133157,2.6381136774855114,5.456362175328817,1.8725598408466424,Iris-virginica
+45,6.673661599845945,3.2818910422288976,5.666539408071127,2.1165413326311286,Iris-virginica
+46,6.4003438172149645,2.8937644907119506,4.2962513109484295,1.3101768699672194,Iris-versicolor
+47,6.2932551059070505,3.396695450591593,5.617706954056189,2.4017396112388565,Iris-virginica
+48,7.722729282674215,2.589046865989323,6.899998872583665,2.3057399849292475,Iris-virginica
+49,5.037784141406134,2.4503524107204164,3.168203966868562,1.0315469129374544,Iris-versicolor
+50,7.697595992681825,2.597675617141749,6.9,2.3186705770867935,Iris-virginica
+51,4.928656152021207,2.4059399614668275,3.3693572786664583,1.074529375327237,Iris-versicolor
+52,5.673898363399444,3.7680863394616937,1.5081533236432434,0.3210186270270421,Iris-setosa
+53,7.712888359166486,2.581114448845814,6.9,2.325920249387567,Iris-virginica
+54,5.419091457955812,4.2,1.344560195413668,0.1993870704087327,Iris-setosa
+55,4.619178336810995,3.4050249157025503,1.4041430626207592,0.2988317942669007,Iris-setosa
+56,6.108979493056078,3.0,4.577565024208323,1.3971009329993613,Iris-versicolor
+57,5.432255167667703,3.401920737169951,1.6308502496314272,0.20236343766533002,Iris-setosa
+58,5.874262067786773,2.4420346441636944,4.26870685611302,1.195838386038869,Iris-versicolor
+59,6.860478175840785,3.1187214798540404,5.100199181590132,2.3207660225557007,Iris-virginica
+60,6.296583439050243,2.49904429696499,4.887365902811896,1.4944625662045017,Iris-versicolor
+61,4.8871173930162355,3.1121351490309066,1.4997242185769852,0.10000010325906197,Iris-setosa
+62,5.8190012701463445,2.790001324819737,5.091011095270001,1.871624669838967,Iris-virginica
+63,7.715876766189245,2.5619273366456037,6.899998891431551,2.3198206813992686,Iris-virginica
+64,5.69864911805541,2.4678574258195405,5.004765297984679,1.9994141115889044,Iris-virginica
+65,5.997571935281429,3.0,4.796723377539596,1.805717774983317,Iris-virginica
+66,6.941783594448589,3.18205576359604,5.876377979166015,2.2741600908508914,Iris-virginica
+67,5.852040115652271,3.0,5.082133727958156,1.8013155258799636,Iris-virginica
+68,5.467063675912758,3.4027316908108443,1.7981563850250708,0.19883836145704825,Iris-setosa
+69,5.623721984163598,2.970595091594338,4.039226050099657,1.3236523174277448,Iris-versicolor
+70,6.104929516110305,3.0,4.511818767491842,1.3860402582445934,Iris-versicolor
+71,6.0355365987775285,2.6900208020328344,5.10631149383491,1.5844871159648204,Iris-versicolor
+72,6.315131172966579,3.3954990968840697,5.625148866717409,2.3973091921893834,Iris-virginica
+73,6.273939771428325,2.300016444479007,4.360790640822278,1.2907996579018275,Iris-versicolor
+74,7.724466098757748,2.5767179357257426,6.899998667510292,2.3268667766614612,Iris-virginica
+75,6.6835645277913684,3.3216412138319145,5.6701840863912265,2.5,Iris-virginica
+76,4.588732649884656,3.432147680740492,1.4023787383049606,0.3790602903731356,Iris-setosa
+77,5.490327108144291,3.0,4.437647556269185,1.4602876316300795,Iris-versicolor
+78,7.222462121035978,2.8940774175695285,6.238424764609796,1.8100381145980875,Iris-virginica
+79,6.704422387063505,3.0,4.956893098117588,1.7308065746734091,Iris-versicolor
+80,5.265741222414372,3.7574499308132605,1.4991953512719265,0.2024254582332056,Iris-setosa
+81,6.394346286517741,2.675722189406786,5.278524647432168,1.8973966336019656,Iris-virginica
+82,6.785411767641001,3.0,5.430096463154204,2.1010919107746253,Iris-virginica
+83,6.313644992399499,2.474788249707849,4.837857556940287,1.4941338021413881,Iris-versicolor
+84,5.401821971980731,3.0,4.5399936025747545,1.5251886298587207,Iris-versicolor
+85,6.324193007477539,3.3967153972015978,5.6296483319011195,2.3878033684486346,Iris-virginica
+86,6.706603680129741,3.2952952112793565,5.683001155781921,2.111291697194398,Iris-virginica
+87,5.4271595385321865,4.199999160331987,1.3456400198874139,0.19994694935488597,Iris-setosa
+88,6.038853188107109,2.200000276507918,5.019849593726968,1.5181751576804428,Iris-virginica
+89,6.009331822976374,2.7026832021946046,5.103876718007532,1.618688990731057,Iris-versicolor
+90,6.705666688921951,3.0,4.981940754890659,1.6955371381992204,Iris-versicolor
+91,6.575726073929377,3.0,5.716279915715915,2.133714357810869,Iris-virginica
+92,5.471651580443762,3.927082855756491,1.5940411853122516,0.38426213104589146,Iris-setosa
+93,5.981391108669241,3.0,5.118689477739185,1.8178881688412527,Iris-virginica
+94,5.00378894662927,3.2220361038425462,1.2000002499494171,0.2039635371247109,Iris-setosa
+95,5.475289076415932,4.199999101922002,1.3789606748602785,0.2000969180211852,Iris-setosa
+96,4.611046895595103,3.3883177440452217,1.3984802422983234,0.3330675422696129,Iris-setosa
+97,5.541365519267079,2.4981360748729613,3.8945797062491874,1.1283398022469782,Iris-versicolor
+98,5.468866664475854,4.199999135935015,1.3664283411018794,0.21229481463659683,Iris-setosa
+99,4.603881567501975,3.1610947196517216,1.4084435232180428,0.2019754158694998,Iris-setosa
+100,5.840243338263626,2.80186887790168,5.111830828590401,2.387996179348916,Iris-virginica
+101,5.64855897001632,2.713870069945126,4.245347911912568,1.290544601121377,Iris-versicolor
+102,6.334243580079743,2.4865833689495314,4.8999557615854785,1.494102379429119,Iris-versicolor
+103,5.977461128324033,2.704785171584478,5.060415363536114,1.576778597474134,Iris-versicolor
+104,5.449451781027921,4.199998969090111,1.3792641078765935,0.19357900017700647,Iris-setosa
+105,6.773180722202225,2.769747120947809,4.816200082706746,1.4046853205194632,Iris-versicolor
+106,6.484128350019914,3.3274785060286374,5.6778746983993615,2.350705371445129,Iris-virginica
+107,4.982569386795937,3.2260302704291353,1.2,0.2025478575651592,Iris-setosa
+108,4.896796713242351,3.1074394632666578,1.5230297118602862,0.10000011050076024,Iris-setosa
+109,6.774037258048459,3.2047351067976826,5.939384750900681,2.3153314445788293,Iris-virginica
+110,6.400490685228077,2.8741309284962315,4.28535682212279,1.2858571256350333,Iris-versicolor
+111,5.8136100800287736,2.8238999808853973,5.102931581007403,2.4046051172736056,Iris-virginica
+112,6.67406967483828,2.4725986605201706,5.737432125348103,1.8083049671639975,Iris-virginica
+113,6.026700804366023,3.2607921446058152,4.84057082000942,1.780523071007021,Iris-versicolor
+114,5.5496079313750455,2.4662637784745853,4.129996461721541,1.0797795118854685,Iris-versicolor
+115,5.444293810802885,2.361983248899549,3.7592953468714985,1.0867423544141004,Iris-versicolor
+116,7.744844127632563,2.526291216583028,6.9,2.3426110910139903,Iris-virginica
+117,6.094642406598351,2.5935247451202654,5.612700640924381,1.397776788095509,Iris-virginica
+118,5.230170289745941,3.7910294709678487,1.5473123464195173,0.5194639518825791,Iris-setosa
+119,4.793280434938733,3.0,1.4040255127426942,0.31580017655970916,Iris-setosa
diff --git a/iris/tab_ddpm/2/15/test.csv b/iris/tab_ddpm/2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/15/train.csv b/iris/tab_ddpm/2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/15/val.csv b/iris/tab_ddpm/2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/16/synth.csv b/iris/tab_ddpm/2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8819dd1d0b0bbf68da3175f0543c51181a04bbf
--- /dev/null
+++ b/iris/tab_ddpm/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8866105008690415,3.0,1.3923297089785451,0.19490562410916726,Iris-setosa
+1,5.397640653001467,3.0,4.490475067087363,1.5456218999398337,Iris-versicolor
+2,6.8109624715473025,3.208188160313087,5.817175463418028,2.307954798037717,Iris-virginica
+3,6.044683391118405,2.986072567646674,4.337159518437567,1.4640505317107104,Iris-versicolor
+4,6.6283461403142425,3.282116845578591,5.686185751859324,2.4999995086067917,Iris-virginica
+5,6.084553589098996,2.58838539956578,5.550153227926144,1.403289867410714,Iris-virginica
+6,6.686159167874356,3.0,5.004593798830532,1.6904250490029271,Iris-versicolor
+7,5.416417294273621,2.37175821963025,3.8175973311807376,1.113765634581512,Iris-versicolor
+8,4.5943035523095626,3.4447105583651743,1.4047182264530982,0.540649094205629,Iris-setosa
+9,5.452006602662018,4.19999862587757,1.3540232888214347,0.21325477253058986,Iris-setosa
+10,4.954293903737049,2.4200116209286193,3.1556438568735707,0.9742503359478201,Iris-versicolor
+11,6.302155535995698,2.685089957996024,4.892832681526885,1.789824193491182,Iris-virginica
+12,6.014027099391549,2.2000003049002355,4.970471228184582,1.493783721430835,Iris-virginica
+13,5.38069656886376,3.0,4.481694008990307,1.493627889061743,Iris-versicolor
+14,4.9162160134383965,2.3891655579676216,3.3176664890351897,0.9178614441202513,Iris-versicolor
+15,5.0042794576229355,3.40101698307139,1.499860565315053,0.37274537899979737,Iris-setosa
+16,5.997138206445909,3.0,4.821401220668843,1.797774644218469,Iris-virginica
+17,7.89999851427336,3.7634690433535045,6.400664482054342,1.9942381546875543,Iris-virginica
+18,5.602522601017277,2.8102305141223747,3.952117434613951,1.3097867161386665,Iris-versicolor
+19,4.4,2.8855721476100573,1.4048162875255157,0.19307125118991725,Iris-setosa
+20,5.605081828011408,2.48511565165366,3.7638863069288777,1.108407398754546,Iris-versicolor
+21,4.9378738319711415,2.4166473376900135,3.3450406924660743,0.9811247513152563,Iris-versicolor
+22,5.349504907986526,3.851849872700344,1.5740856181841856,0.463132830376661,Iris-setosa
+23,5.769507617809371,2.614790069510569,5.071920345177091,1.922637048153913,Iris-virginica
+24,5.470425325034607,3.606395952381509,1.5011655795091252,0.20760524923091803,Iris-setosa
+25,5.976419506564736,2.9121984357958053,4.4256418679122085,1.4845014666432061,Iris-versicolor
+26,4.4,2.9079566438086557,1.394587719263197,0.19615655558312622,Iris-setosa
+27,6.419522196606621,2.90463030257768,4.300793459396558,1.2923019770547448,Iris-versicolor
+28,4.628856165172204,3.173879736353802,1.399759928564193,0.19430919090594626,Iris-setosa
+29,6.626697069452071,3.295419931370455,5.700004250729582,2.5,Iris-virginica
+30,5.995407785468982,3.0,4.850274663145682,1.8093576285300224,Iris-virginica
+31,5.084099093696311,3.799140923156621,1.6401413609409095,0.21434636771833435,Iris-setosa
+32,4.4,2.9089453246329984,1.398872956584948,0.19929443759780502,Iris-setosa
+33,6.762423171298351,3.2153307616689086,5.827419613513342,2.26671890924535,Iris-virginica
+34,5.830882479927156,3.0,5.099054409852896,1.7968890300119797,Iris-virginica
+35,5.584807144468493,2.7010846653219924,4.418334565585265,1.2519665844705241,Iris-versicolor
+36,7.899998993585879,3.7641954065807655,6.381469793697798,1.9717545748729097,Iris-virginica
+37,4.982125083639369,3.214347400446681,1.2,0.20301654816829065,Iris-setosa
+38,4.812243178537432,3.1041972755330427,1.4647758546330383,0.10000009929453743,Iris-setosa
+39,5.149484305551692,2.4892518761387388,3.467878616304268,1.14473060420061,Iris-versicolor
+40,5.488419053777862,2.5535558493028874,4.332234883658238,1.170723398586897,Iris-versicolor
+41,5.84440416891981,2.867818393430608,4.285413603250235,1.427326673988632,Iris-versicolor
+42,6.548698569265459,3.0,5.726374146914823,2.2035455686112013,Iris-virginica
+43,7.8999989755045466,3.805561513146479,6.427936403508909,2.022199553905397,Iris-virginica
+44,7.9,3.6824900512853525,6.41111961205013,2.0620053674558814,Iris-virginica
+45,5.873139057524128,3.2196784714638156,4.808230559089438,1.8007188699636114,Iris-versicolor
+46,7.899998829862967,3.811441784139864,6.482942124727378,1.9891826805034523,Iris-virginica
+47,4.608349883277109,3.4026291324716755,1.404482406259961,0.3506462347525423,Iris-setosa
+48,5.523754092136201,2.443989423759962,4.040761487512277,1.1102746770718506,Iris-versicolor
+49,5.467864080320391,3.417290761117092,1.497475514058583,0.44659460445987037,Iris-setosa
+50,6.573477465499482,3.3132102487709676,5.676789159148619,2.5,Iris-virginica
+51,5.993573947935248,2.2000002958214697,5.0050394760108805,1.471004840583367,Iris-virginica
+52,5.006948597992313,3.305783984845644,1.3990108483544317,0.1984332158923301,Iris-setosa
+53,6.153322003939815,2.6641656964301768,4.916315167152758,1.8115921876741452,Iris-virginica
+54,5.573506443924106,2.5116407074097364,3.8939994401931113,1.0985081718706513,Iris-versicolor
+55,6.7084384296906485,3.0,5.016163764565483,1.7333220667295328,Iris-versicolor
+56,6.098145183659692,2.7934848253006344,4.643388800884812,1.226754946915031,Iris-versicolor
+57,5.840157909140847,3.2233171085226076,4.84335012303297,1.7961806410757577,Iris-versicolor
+58,6.014177662057767,2.2,5.007000302475045,1.506785025460966,Iris-virginica
+59,5.85941613756659,3.0,5.089337503486714,1.8018894470266391,Iris-virginica
+60,6.792318078664597,3.0,5.505236750505555,2.093325726097055,Iris-virginica
+61,5.445991167724809,2.399444323518022,3.690847709864591,1.089044504626007,Iris-versicolor
+62,6.023814965697872,3.0,4.823384782386491,1.7998088170089865,Iris-virginica
+63,5.753269205713157,2.6148718144533922,5.068609426832996,1.913447317611392,Iris-virginica
+64,5.862123515696739,3.0,5.088552907926541,1.8135611474275388,Iris-virginica
+65,4.990011140935834,3.2073118616583094,1.200000193015611,0.1935206088185401,Iris-setosa
+66,5.1087138637590215,3.4785148670536277,1.4031610351408579,0.29453552028470736,Iris-setosa
+67,6.21704732563352,3.2900167672493605,4.7405324748309665,1.6401649037347592,Iris-versicolor
+68,6.320001356116396,2.7023876529281,4.842688192178731,1.7863658702652185,Iris-virginica
+69,6.140916179782287,2.6165335898106616,5.606717328273947,1.4060309489872849,Iris-virginica
+70,5.073834364266404,3.3925481716584684,1.4969411050061046,0.2069575096814549,Iris-setosa
+71,6.2442426162557805,3.4115146568918995,5.644128197442262,2.4068474846814376,Iris-virginica
+72,5.095089984845715,3.6910065091402404,1.6761876255063428,0.2972304457615814,Iris-setosa
+73,5.468995727174429,2.4125252331168987,3.723704716082121,1.1088306749553112,Iris-versicolor
+74,5.558508141219985,2.5603860096088757,4.141114292529209,1.1730310745548707,Iris-versicolor
+75,5.1052981042904735,3.3977707718265386,1.5399230664215007,0.20467492815790927,Iris-setosa
+76,6.7520081349578485,3.1195675224934907,5.83430592611741,2.2888610950086643,Iris-virginica
+77,5.719747480600644,3.7659405176049665,1.6938980539112813,0.4095736537533128,Iris-setosa
+78,5.921220035694342,2.7299078015274136,5.117062567298873,1.879209055383876,Iris-virginica
+79,5.783081363368595,2.642038571434971,5.057762373916986,1.8596638062030275,Iris-virginica
+80,4.900807078195698,2.4099501265558083,3.2788248216806717,1.0084267561866531,Iris-versicolor
+81,6.735751092939865,2.821322136503248,4.740083837955539,1.4152867685161876,Iris-versicolor
+82,7.9,3.8428058842037687,6.304782880665346,2.0277224121890773,Iris-virginica
+83,5.072023126175668,3.441325333378253,1.4216795186936884,0.31128708499887076,Iris-setosa
+84,5.457114976995388,3.9315200799517678,1.5671590178903292,0.4739155698541836,Iris-setosa
+85,6.075522928097883,2.79798825741835,4.659988581205171,1.1880853170653034,Iris-versicolor
+86,6.007642031962499,2.9132038246964056,4.4815557328812,1.4591163645328908,Iris-versicolor
+87,5.780866312496984,3.859483033189818,1.7635774693584296,0.3824017492458591,Iris-setosa
+88,5.883623662631612,3.0,5.103355249893198,1.8139415823784935,Iris-virginica
+89,5.54196115138341,3.836321356471121,1.616071637992323,0.40754342839965707,Iris-setosa
+90,6.303962835007427,3.298992378998856,4.67126829249165,1.5719110690215756,Iris-versicolor
+91,4.593804029930514,3.2092058781548807,1.394337006466927,0.19956598500871092,Iris-setosa
+92,5.4300146214024485,4.2,1.374002676751778,0.19523441517328183,Iris-setosa
+93,5.417015175651843,3.0,4.489896750783097,1.4282583420058976,Iris-versicolor
+94,6.866379949188643,3.205166895778291,5.883027067450298,2.3113406041754043,Iris-virginica
+95,5.855172721612788,3.2252541434299635,4.829322045111577,1.821463704920615,Iris-versicolor
+96,6.610337401444014,3.299201656763056,5.659639104219931,2.5,Iris-virginica
+97,5.593266625573262,2.677490810299425,4.272543525555287,1.2790335233785768,Iris-versicolor
+98,4.916516381167685,3.0,1.4029909166601582,0.18884266278637674,Iris-setosa
+99,4.61542865005991,3.213563140670037,1.39917274077827,0.202448268599769,Iris-setosa
+100,5.70790624944557,2.48545588396408,4.99374054596328,1.9898062624669188,Iris-virginica
+101,4.910138200743766,3.077856627217308,1.4862563578250338,0.1,Iris-setosa
+102,6.186899202574481,2.2,4.571937663016008,1.4484868092572234,Iris-versicolor
+103,5.319254046449727,3.386485899126742,1.499308963994773,0.4152555361827518,Iris-setosa
+104,4.9129084548507045,3.108592023848297,1.4851262512524463,0.1,Iris-setosa
+105,6.705290517417648,3.0,4.969274728133195,1.701361289411594,Iris-versicolor
+106,6.061324256064575,2.803514419735049,4.686170230212118,1.1658266329336904,Iris-versicolor
+107,5.901886288875886,3.2181791553418733,4.799788168969513,1.7988075208611596,Iris-versicolor
+108,6.779920496776909,2.802571072622333,4.730610203036643,1.3871327528650634,Iris-versicolor
+109,6.123553330843922,2.7901357527746713,4.69697239605829,1.1951508027759665,Iris-versicolor
+110,6.290113729689636,2.8893990815112383,5.59292041129692,1.8063437861895064,Iris-virginica
+111,5.541741807421371,2.6977740414436897,4.392075685699432,1.2657867949295483,Iris-versicolor
+112,5.738967058274702,2.6118014314124585,5.074401442925041,1.9248803716601786,Iris-virginica
+113,6.2658881597794815,3.402778251728489,5.6504313620448885,2.405573892581372,Iris-virginica
+114,4.4,2.8823268341487736,1.403870312319343,0.19351899944172601,Iris-setosa
+115,5.707125373117257,3.8164493374496686,1.8695874293440053,0.42105750843422474,Iris-setosa
+116,4.620547065183381,3.207796938180565,1.4049895810768294,0.20341662164708763,Iris-setosa
+117,6.894724725729068,3.210806773971513,5.864471511848108,2.302735484176327,Iris-virginica
+118,5.322598575505555,2.9637570562017386,4.378108738689803,1.4567935934196652,Iris-versicolor
+119,5.986418714595092,3.1905354355455784,4.788883148308626,1.794861412118009,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/test.csv b/iris/tab_ddpm/2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/16/train.csv b/iris/tab_ddpm/2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/16/val.csv b/iris/tab_ddpm/2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/17/synth.csv b/iris/tab_ddpm/2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..63014ba0c18801524d5b96be7df4c8cd28ec47a0
--- /dev/null
+++ b/iris/tab_ddpm/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.085429568084581,2.4963663615933407,3.2041253158087515,1.1067483755165053,Iris-versicolor
+1,6.684762078760739,3.0,5.009621384279028,1.6750758420273937,Iris-versicolor
+2,5.667964132169379,3.8141459281531698,1.6036654677096636,0.3252850029670278,Iris-setosa
+3,5.048369455066322,3.4484197330440534,1.4866416489232677,0.42480539040589993,Iris-setosa
+4,6.916601315082262,3.1248446388411346,5.740081924419519,2.2518358904592404,Iris-virginica
+5,4.986522789285101,3.2061198179667585,1.2000003491374407,0.20017193114438578,Iris-setosa
+6,5.588339364532462,2.456656794297211,3.8335363654722006,1.0886062568468056,Iris-versicolor
+7,5.797974053938417,2.724799936322236,5.1066508235390735,1.9156305326079048,Iris-virginica
+8,5.103219974345809,3.6931536019859403,1.582744730665038,0.41724628671291975,Iris-setosa
+9,6.29934651197154,2.883702047216811,5.582409992799144,1.797184090715803,Iris-virginica
+10,6.108340908950576,2.587303340537899,5.555862423393055,1.400583520186374,Iris-virginica
+11,6.623740709773428,3.2939905877922446,5.748096373473555,2.4999995555472347,Iris-virginica
+12,6.092306758672469,3.0,4.574741774770347,1.3873478764041,Iris-versicolor
+13,5.934994873782023,3.0,5.096981091822301,1.7884938594390196,Iris-virginica
+14,6.4809800012232825,3.0,5.456265343229097,1.8042502108236078,Iris-virginica
+15,5.07309680447041,3.317281497435797,1.6998508730715394,0.4900796563567549,Iris-setosa
+16,6.274013443871547,2.671884811982487,4.9300427477422994,1.7999770208881785,Iris-virginica
+17,5.771678629001268,2.795106719738592,5.097311189109933,2.416851452629449,Iris-virginica
+18,5.470200489488263,4.2,1.382442260450008,0.21024826075313294,Iris-setosa
+19,5.241280997933656,2.7237738374088027,3.992889283472321,1.4208530476086205,Iris-versicolor
+20,7.736053479557622,2.580783554673786,6.899998401089478,2.3289276399960324,Iris-virginica
+21,6.6668223178671235,3.3217391611723794,5.6810452182182996,2.5,Iris-virginica
+22,5.285409165245315,3.8452815432229683,1.5826751481639807,0.46877103455741836,Iris-setosa
+23,4.991972640796855,3.2193575638652625,1.2000001983573205,0.20310167639662272,Iris-setosa
+24,5.4586542878581055,4.199998641335185,1.3716938370912466,0.2024907368109153,Iris-setosa
+25,5.819161549876657,2.8156178795010565,5.112789009685214,2.378758790527621,Iris-virginica
+26,4.586498627148378,3.3981170765151822,1.405805835125252,0.36099927230853557,Iris-setosa
+27,5.394614563336402,3.504129636064349,1.616496897106236,0.2012690330119566,Iris-setosa
+28,5.3782123194856055,3.0,4.447148558583407,1.4465912232852494,Iris-versicolor
+29,6.786766538216147,3.0,5.607287202291083,2.1223143293822306,Iris-virginica
+30,5.730861177191713,3.8451545075649096,1.7348864466989244,0.3385504909446258,Iris-setosa
+31,5.820947796073685,3.2081635953936463,4.831286617315831,1.8051293488631408,Iris-versicolor
+32,5.625342885686014,3.7091760336896913,1.7515885242082425,0.40965637491092505,Iris-setosa
+33,5.768159625105536,3.0,4.303054245076208,1.507729835236771,Iris-versicolor
+34,5.01789509466539,3.3134214394384687,1.4041113743322273,0.19885378942738746,Iris-setosa
+35,5.419839726580357,3.0,4.539475647587222,1.5038412788660767,Iris-versicolor
+36,5.682544785864331,3.8146809168460494,1.517984553739785,0.2981452934101304,Iris-setosa
+37,6.718147574650203,3.0,4.960023208985301,1.7219075929853171,Iris-versicolor
+38,5.9413005543988975,3.0,4.205436660134528,1.4277747473166673,Iris-versicolor
+39,6.0154704624295325,2.731955418821389,5.0990647520443115,1.5999039109117674,Iris-versicolor
+40,6.897734098210944,3.2086539752318535,5.723229892732448,2.301304203079496,Iris-virginica
+41,5.029510087511722,3.381003400754736,1.6436174588574772,0.31648592986474816,Iris-setosa
+42,7.756651690094751,2.5543801909517434,6.9,2.346186020766184,Iris-virginica
+43,5.213061421951483,3.759390844331769,1.4919161763276563,0.2026462076056812,Iris-setosa
+44,5.36289215477384,3.399105692268158,1.495719592990468,0.4252202421923619,Iris-setosa
+45,6.644210582245743,3.3042484178379428,5.7348041764177475,2.499999497388798,Iris-virginica
+46,4.577284790208245,3.4070221524636817,1.3912570671668352,0.29352818733108493,Iris-setosa
+47,6.237753501033612,2.558653298881257,4.914594047159622,1.4906421390530726,Iris-versicolor
+48,4.8846104869979445,3.0921705099014156,1.4953687021374102,0.1,Iris-setosa
+49,5.00383216115626,3.1928864659787477,1.2000002199575157,0.20142510917044193,Iris-setosa
+50,5.888070954863678,3.20239610692136,4.761542946021278,1.8018211271661277,Iris-versicolor
+51,5.98266772390813,2.2,5.000129170929211,1.5163918377532877,Iris-virginica
+52,4.922072527758582,2.412678671222977,3.2886618496217377,1.0047061222084508,Iris-versicolor
+53,5.652897682786956,2.5114999659487665,3.8332409828083325,1.0710428443113944,Iris-versicolor
+54,5.480335369783095,4.199999279723112,1.3992134755752443,0.2032550229357478,Iris-setosa
+55,5.60437861418721,3.0,4.585566506575016,1.610144953971581,Iris-versicolor
+56,5.506892976344328,4.199998827297345,1.3750593185910653,0.2174519282873794,Iris-setosa
+57,5.16197735809733,3.780589025539472,1.6160667521407734,0.20312403498071213,Iris-setosa
+58,5.392921446737284,3.0,4.50663048533293,1.4519611023124588,Iris-versicolor
+59,6.177898023371383,2.6213023004406635,5.016153421830054,1.5560809457000822,Iris-versicolor
+60,5.939924297934338,3.125574785505508,4.721239934497373,1.7719658107338687,Iris-versicolor
+61,6.090124127502566,2.8169127434448877,4.635972285944077,1.2154703264462325,Iris-versicolor
+62,5.5483817539591,2.6974458274344006,4.249399512529833,1.2614911641263546,Iris-versicolor
+63,5.874287397844455,3.204486950481152,4.806645717440155,1.798416026285791,Iris-versicolor
+64,5.081986634944843,3.3034672303064827,1.6066763822986045,0.5834762632886545,Iris-setosa
+65,5.728058520527254,3.8155949176669974,1.581418744183183,0.35801840293429926,Iris-setosa
+66,5.501848410906132,2.3819920588798493,3.7651565375334544,1.1153449010407404,Iris-versicolor
+67,5.000673750281324,3.2234095085979333,1.2000002145846174,0.19860242560879648,Iris-setosa
+68,6.63450482148052,3.334356665358174,5.609667637903481,2.5,Iris-virginica
+69,4.592288518423668,3.4321818536302278,1.4079032956815865,0.44889185653223734,Iris-setosa
+70,6.861894103845665,3.1129882845729857,5.102828712123791,2.3130246732307214,Iris-virginica
+71,5.451354814622339,3.909107346446413,1.5916677862655313,0.4609228793015331,Iris-setosa
+72,6.653972072780916,3.2778588528159647,5.779706378430139,2.1113009787465162,Iris-virginica
+73,5.826119797321113,3.1895064434849383,4.776672171031086,1.7834744367844897,Iris-versicolor
+74,6.210162683932355,2.2,4.549135973828957,1.5120701057356285,Iris-versicolor
+75,5.605694904160732,2.4868477086939227,3.880762497558715,1.0670066499360242,Iris-versicolor
+76,5.181794249835704,3.324410354894464,1.5838848724612475,0.4473731674895596,Iris-setosa
+77,4.910849629680551,3.0,1.4017577654597393,0.20118119170041104,Iris-setosa
+78,6.087950076712183,2.5890487210216913,5.566560904264377,1.368437411373265,Iris-virginica
+79,5.394303699452148,3.0,4.460467970466846,1.4850985665203613,Iris-versicolor
+80,6.3266475608019554,2.9127875103000074,5.540693286077759,1.7973393281424561,Iris-virginica
+81,5.415559526424705,3.0,4.533373001923593,1.5263773201251998,Iris-versicolor
+82,5.6522005364330346,2.4600583375045506,4.973611748932642,1.9815414227177486,Iris-virginica
+83,5.853813226382265,3.2053789714288508,4.821083882631275,1.8028654877757864,Iris-versicolor
+84,5.094048585112394,3.2909148024345702,1.6406846116689746,0.4677853154013336,Iris-setosa
+85,6.060741785739746,2.5710746560591247,5.587725346487048,1.4331074830075416,Iris-virginica
+86,5.39548590359334,3.0,4.478120963280276,1.4948272299953562,Iris-versicolor
+87,5.984312199596231,2.7282404049594997,5.097933745477488,1.6061518884656028,Iris-versicolor
+88,6.674663909057912,3.2889467756962576,5.794596662790231,2.5,Iris-virginica
+89,7.143746124919818,3.0,5.919466420191113,2.0916831456100127,Iris-virginica
+90,4.6020002478288005,3.205511019277523,1.406388878297951,0.2026614631063241,Iris-setosa
+91,5.019643084204442,3.4043563509490227,1.6354054081434213,0.3669319029954731,Iris-setosa
+92,5.636727608366621,2.8248883398357636,4.034223074249286,1.3000234505543944,Iris-versicolor
+93,6.814527266424487,3.091120471227392,5.089787844357462,2.280194950820843,Iris-virginica
+94,5.433268420893142,3.470137068164198,1.4952862795946342,0.406677790895031,Iris-setosa
+95,5.124347461263605,3.8229644077234894,1.4954385950186508,0.20279023940825341,Iris-setosa
+96,6.332985269994477,2.6728313090728384,4.862519982647151,1.791243347421134,Iris-virginica
+97,6.3572425911570765,2.875943187358253,4.369959182379603,1.2620220887759899,Iris-versicolor
+98,5.508672069430029,2.399443157204168,3.808032984209996,1.09728870421488,Iris-versicolor
+99,5.7252885952428345,2.4717465891757495,5.003043223627616,2.0018893290372906,Iris-virginica
+100,5.777487310425654,2.6833243936033524,5.101984023894647,1.930015598136122,Iris-virginica
+101,6.1522445667839945,2.5917887182467276,5.587239176641589,1.387411577005491,Iris-virginica
+102,5.468940807047046,4.19999782287299,1.3575981925011016,0.21374741630029973,Iris-setosa
+103,6.76674662057078,2.5466592552634735,5.906279037732857,1.8060251990734597,Iris-virginica
+104,6.555290154507743,3.2042141944572844,5.119869827808062,2.0461559945584944,Iris-virginica
+105,6.620705617083885,3.3027209867788505,5.595519392535014,2.499998031470047,Iris-virginica
+106,5.402989708754853,3.0,4.542229011831438,1.5621623437491654,Iris-versicolor
+107,6.30570013774557,3.4031124303280187,5.607995660462484,2.409179975116064,Iris-virginica
+108,5.434571040554366,3.0,4.528361053104505,1.5029096191961837,Iris-versicolor
+109,4.911831966560615,2.3852703754385858,3.3202289819378197,1.0617063142547822,Iris-versicolor
+110,5.6817621375925125,2.4621091509894404,5.000976102986808,1.9860349349544135,Iris-virginica
+111,4.572655698813148,3.403890001083411,1.4017949683590691,0.29271547424332817,Iris-setosa
+112,6.670536586494739,3.304690548744051,5.7106342135302315,2.110535272384634,Iris-virginica
+113,5.854694796751871,3.215399805862276,4.798912045121233,1.8098300318428215,Iris-versicolor
+114,5.836709373848627,3.2010321323802824,4.816683901486945,1.7959599508258657,Iris-versicolor
+115,5.591466593663901,3.7134461652098207,1.8535173514585979,0.4137614152961857,Iris-setosa
+116,5.757373741130769,2.639878831246358,5.0749504442089926,1.8968207785742137,Iris-virginica
+117,5.547773436393678,3.0,4.401203699356122,1.478517218821024,Iris-versicolor
+118,6.687072307319892,3.3058749693189,5.700067714759419,2.5,Iris-virginica
+119,6.3124778794695935,3.3936881623545316,5.595780047705499,2.3795558977545483,Iris-virginica
diff --git a/iris/tab_ddpm/2/17/test.csv b/iris/tab_ddpm/2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/17/train.csv b/iris/tab_ddpm/2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/17/val.csv b/iris/tab_ddpm/2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/18/synth.csv b/iris/tab_ddpm/2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a3040a189b47f2483b656f8f1a6aa3b9cdd3a0da
--- /dev/null
+++ b/iris/tab_ddpm/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7847651139274907,6.344981235244761,2.0255262909554266,Iris-virginica
+1,5.11979246474552,3.3984133560583873,1.496511548397043,0.1987022182432793,Iris-setosa
+2,5.2406815058223915,2.7174209101259668,4.108877596884947,1.3863795882471825,Iris-versicolor
+3,6.327423701825421,3.296686932389963,4.688396894010967,1.5616091817583269,Iris-versicolor
+4,5.057369785440372,2.4765862500834643,3.077536294005335,1.0969273504902861,Iris-versicolor
+5,4.9990756113795145,3.2936818719560645,1.3858860294105435,0.20331240897155464,Iris-setosa
+6,5.675221294337346,3.8396886667044487,1.5660040890679827,0.31487633268018556,Iris-setosa
+7,5.174591170156931,3.3993203998922152,1.644409737595602,0.1986246572905155,Iris-setosa
+8,4.6199580686356585,3.2125826461547966,1.4030121466942957,0.19976549339626648,Iris-setosa
+9,6.52611757401333,3.1863063981599997,5.107688028848324,1.997839616167114,Iris-virginica
+10,6.490946002442449,3.363072422507843,5.671037909561335,2.3844527809815315,Iris-virginica
+11,5.42862042502704,3.4091005539356125,1.5961318993018245,0.2553911174923559,Iris-setosa
+12,6.7896133407508525,3.0331738792352825,5.126495841945977,2.229796054259548,Iris-virginica
+13,5.52191461507285,3.0,4.297969357941765,1.3549527814468534,Iris-versicolor
+14,5.52042760668979,2.4041486831041947,3.7514525884503076,1.105703140017921,Iris-versicolor
+15,6.539780899079723,3.0,5.824864712776367,2.248096682471544,Iris-virginica
+16,7.166778526602005,3.0,6.021181081537747,2.051299493201756,Iris-virginica
+17,6.269931563767387,2.523590241801978,4.850101944877242,1.4826355966829383,Iris-versicolor
+18,6.365580417318621,3.3654083337160627,5.622106154550268,2.3669092134727046,Iris-virginica
+19,7.0880867046472416,3.0,5.761537750233931,2.191598375019565,Iris-virginica
+20,5.714914014774636,2.4602230719793323,5.002944223834907,1.9831286364861842,Iris-virginica
+21,6.669692281689585,3.318606129758673,5.660584457678611,2.4999996417381163,Iris-virginica
+22,6.648902060623872,3.3007126162114804,5.6537262853230335,2.4999995469765133,Iris-virginica
+23,5.456392522235324,3.9187121209260103,1.5759986181834604,0.38892090033932275,Iris-setosa
+24,4.730104663734261,3.236081617714559,1.4009221420925306,0.20022296789080643,Iris-setosa
+25,6.424511993310976,2.908618306305664,4.309251527112962,1.3038817082381537,Iris-versicolor
+26,5.449182237810438,3.4553455212135042,1.4937806192895096,0.4155624947504962,Iris-setosa
+27,5.274825823619015,3.7147649259611284,1.498389229563931,0.20221506832424915,Iris-setosa
+28,6.486057269948925,3.0,5.77880122278108,2.2038739627826986,Iris-virginica
+29,7.734841807140253,2.6073858185828667,6.9,2.323052827160198,Iris-virginica
+30,6.027802130357178,2.200000328756487,4.97574586172008,1.4842868026060787,Iris-virginica
+31,6.608794294015258,3.3179142351328204,5.7264245192941585,2.5,Iris-virginica
+32,5.889617199265815,3.2071143122121613,4.808695095220596,1.8033316832203665,Iris-versicolor
+33,6.307241860011564,2.5106613598313117,4.914528992525056,1.5199672409083893,Iris-versicolor
+34,5.860827500061783,3.0,4.25631156883464,1.4659949561852839,Iris-versicolor
+35,5.4974155304955685,2.5796771483014154,4.404421180242874,1.1810029255221983,Iris-versicolor
+36,6.395245033053186,3.3665216845794297,5.524069734265585,2.3617928332936144,Iris-virginica
+37,6.001648036571784,3.2153637024444333,4.810055309242605,1.7768488326709504,Iris-versicolor
+38,4.602638259065884,3.404583965634603,1.4062358058591715,0.3047510135999075,Iris-setosa
+39,5.392384929549547,3.0,4.488386923493667,1.4880315171903888,Iris-versicolor
+40,5.120434202748492,3.40033131148271,1.686154869061274,0.20679230579660962,Iris-setosa
+41,5.90384431935836,3.0,5.102344945760288,1.807376790078157,Iris-virginica
+42,6.336815958381777,3.3861497602337196,5.597293052689219,2.386760355823357,Iris-virginica
+43,4.626099708467323,3.403799416687881,1.404975352206421,0.2869414192250837,Iris-setosa
+44,6.507879596686326,3.0,5.460102613918885,1.815502298869881,Iris-virginica
+45,5.205447632787565,3.7959847572529783,1.5710401470119963,0.3750414070662311,Iris-setosa
+46,5.7235685135941985,2.7373855449544093,4.489255065247919,1.1975660757947055,Iris-versicolor
+47,4.814642491366951,3.0,1.401752079799218,0.25679369542501296,Iris-setosa
+48,4.620736442299018,3.210693126111891,1.404765436375491,0.20265371103462734,Iris-setosa
+49,6.251824268836575,3.279031586411687,4.7140960246299635,1.6368846555375844,Iris-versicolor
+50,5.730871944709185,2.493455379594435,5.013946907208002,1.9741639159629305,Iris-virginica
+51,5.05113059320534,3.351533033759299,1.4733106240723814,0.20271164841262523,Iris-setosa
+52,5.330083915776243,3.8555750320811546,1.7967492041610313,0.4281071518090872,Iris-setosa
+53,5.017649858282494,3.2037078943553277,1.2,0.20314906729345428,Iris-setosa
+54,6.175017904394167,2.2000003001730835,4.545864441190243,1.5075907245334488,Iris-versicolor
+55,5.574546048588122,2.961648306170975,3.8209768371238564,1.3040455288778814,Iris-versicolor
+56,6.814949348944703,2.78969021558914,4.721198190115828,1.3845394343908701,Iris-versicolor
+57,5.621830186984474,2.9002119846703907,3.7382098381729687,1.3193339064971086,Iris-versicolor
+58,4.992174242405049,3.221172727715909,1.2,0.19639206495752048,Iris-setosa
+59,5.261058023751145,3.9016578655261926,1.7311391929194628,0.4133101731858031,Iris-setosa
+60,6.82783020271627,2.7989141439948924,4.782035905653389,1.3816570857256993,Iris-versicolor
+61,6.045582116011924,2.889493263743935,4.534636555175881,1.4072553626219078,Iris-versicolor
+62,5.564533251408781,3.574081360468427,1.6672157084790162,0.22572888611505493,Iris-setosa
+63,6.657638213423295,3.3087718574851723,5.692427979001506,2.5,Iris-virginica
+64,4.904327461982557,3.0,1.4009528630746828,0.20227469426646474,Iris-setosa
+65,4.804847164151119,3.0,1.405157004229852,0.10000010356568702,Iris-setosa
+66,4.4,2.8987288701422003,1.4030877578213534,0.20052964453392366,Iris-setosa
+67,6.41786327777587,2.8786492249691835,4.348975154099871,1.3193225646652653,Iris-versicolor
+68,6.835988873026341,3.1786988198709025,5.847522140222045,2.3069365663958354,Iris-virginica
+69,5.346393689017433,3.893358636927035,1.5057177265896649,0.41719820596113555,Iris-setosa
+70,6.331155296328202,2.6957716201241007,4.969101121473143,1.8034515648703184,Iris-virginica
+71,6.699514782446351,3.0,4.994687931183449,1.7104597477901364,Iris-versicolor
+72,6.665425365564145,2.4883848292978774,5.800608018232733,1.7865714631048775,Iris-virginica
+73,6.420648383129467,2.901454127466566,4.364004292018634,1.3119242160197875,Iris-versicolor
+74,5.696157825864106,2.518871650279321,5.003319821004648,2.005033229454934,Iris-virginica
+75,5.955958258055788,2.200000287263884,5.033906799798781,1.484095138183252,Iris-virginica
+76,6.895922951009787,3.200537488431119,5.68281962446145,2.296812876328573,Iris-virginica
+77,7.174318006833412,3.0,5.973647951202429,2.073136365460673,Iris-virginica
+78,5.104096916818054,3.434052040560414,1.3997573178866927,0.29334496042513836,Iris-setosa
+79,5.968222199305388,3.0,4.85450586653814,1.793534954455241,Iris-virginica
+80,6.306461442179336,2.3064366875536315,4.439024886727051,1.2725821476345087,Iris-versicolor
+81,4.400000617055501,2.8823063803680338,1.3764970059745911,0.1959211309003844,Iris-setosa
+82,5.987788150606638,3.0,4.8112432756720525,1.8041936478163414,Iris-virginica
+83,5.7100003584075525,2.574349739807299,5.077042546212837,1.9563188544976913,Iris-virginica
+84,5.495753106007094,2.6214747788633184,4.4182806591780945,1.2337178124558312,Iris-versicolor
+85,5.436011299998365,2.6008528850220722,4.388284030899325,1.203040140698658,Iris-versicolor
+86,5.374852870670013,3.899058352360445,1.5100398919850941,0.2724617309375982,Iris-setosa
+87,5.8809201531522755,3.0,5.043375128029683,1.8151937455633964,Iris-virginica
+88,6.54561615020748,3.1773304571172036,5.130873350416785,1.9969894999935784,Iris-virginica
+89,4.86850977971587,3.0884933922118347,1.5184057638682193,0.10000009089506258,Iris-setosa
+90,5.534208214791321,2.531219560421777,4.075048172801887,1.1514273622674045,Iris-versicolor
+91,6.3167787323758855,2.8581988699516914,4.426426723913138,1.3226950200761578,Iris-versicolor
+92,5.147134415299521,3.403260424296613,1.5497200745665558,0.1975696850158547,Iris-setosa
+93,4.400000575136118,2.887921881071717,1.4014810626594254,0.19218352202661704,Iris-setosa
+94,5.439020706226961,4.199999005344429,1.3684254145183068,0.20441255622660967,Iris-setosa
+95,5.071920228009941,2.4778529398071587,3.2033933379903923,1.0787498533003814,Iris-versicolor
+96,6.083102149843334,2.7950191215549416,4.652846014104346,1.1799572335411503,Iris-versicolor
+97,4.500730897824082,2.2907484544412493,1.304302257096526,0.2976842431963949,Iris-setosa
+98,5.627128484462857,3.0,4.09420948430188,1.2884332365739473,Iris-versicolor
+99,4.474603749522854,2.2900230536688584,1.303719965306457,0.2879724516301052,Iris-setosa
+100,4.889069743449615,3.126506104079403,1.490558144862702,0.10000009119985344,Iris-setosa
+101,5.9945667624572465,2.2000003033887023,4.972645654579181,1.4816404951656503,Iris-virginica
+102,6.592669294713306,3.3048074285577957,5.6462950358857675,2.5,Iris-virginica
+103,6.3012718733874085,2.908508118118905,5.5813012668674915,1.8171433712794796,Iris-virginica
+104,5.788485598856521,2.6834690336338203,5.089227055644103,1.9035128653485534,Iris-virginica
+105,5.527192007047798,2.6366314799882162,4.368522490105499,1.2017700638816389,Iris-versicolor
+106,5.5938384252111675,3.0,4.055190710475191,1.295216357319617,Iris-versicolor
+107,6.2904066471831195,2.6973810793969597,4.925779792242226,1.8082114793421724,Iris-virginica
+108,5.688853606932839,3.825273778410646,1.707379669905105,0.37483918348172307,Iris-setosa
+109,6.929499925087673,3.2048589515112624,5.824743523592994,2.3240036246802407,Iris-virginica
+110,4.4,2.9084605533669907,1.4019274677621187,0.19710460164755433,Iris-setosa
+111,5.7244961793592335,2.516668630624986,5.024847454195565,1.974883111079585,Iris-virginica
+112,4.888302859927307,3.0276011837128913,1.4785052365213673,0.1,Iris-setosa
+113,5.970957914750176,3.0,4.803521094368433,1.8054006141155474,Iris-virginica
+114,6.670740115677011,2.4639012267194853,5.654776728499395,1.7916334187135292,Iris-virginica
+115,6.20559808156414,2.749094796588419,5.209800306571078,1.8367184569486883,Iris-virginica
+116,5.614778513249567,2.6357042487005224,4.400518157641435,1.2217447354375697,Iris-versicolor
+117,4.59378562576362,3.3982760791982396,1.4061358839085636,0.325837349404778,Iris-setosa
+118,7.70869768882657,2.5589143560078926,6.9,2.322742527694461,Iris-virginica
+119,5.114776519706353,3.3969355990928456,1.4968286119193162,0.1993177587798185,Iris-setosa
diff --git a/iris/tab_ddpm/2/18/test.csv b/iris/tab_ddpm/2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/18/train.csv b/iris/tab_ddpm/2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/18/val.csv b/iris/tab_ddpm/2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/19/synth.csv b/iris/tab_ddpm/2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ed9640a51c73dc56a9a62d828867c4b8517359c
--- /dev/null
+++ b/iris/tab_ddpm/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6973274920855514,3.3146355966170185,5.7094915722045565,2.499999504784464,Iris-virginica
+1,5.4527509280502064,4.199999136413666,1.340785928060467,0.2108424218469138,Iris-setosa
+2,6.135411189388549,2.568125227594768,5.551657445410913,1.3924750497085052,Iris-virginica
+3,7.702241484669387,2.5698692731744095,6.9,2.3117790018360393,Iris-virginica
+4,7.689949319365502,2.59000209276729,6.9,2.319445667941793,Iris-virginica
+5,6.356957426362131,2.7168996185210585,5.126140676747711,1.876281468860681,Iris-virginica
+6,4.998801546161618,3.3922530315257164,1.7444542117973534,0.4102421660694631,Iris-setosa
+7,6.386283808921794,2.980190858178911,5.5188649301286645,1.8006668392908909,Iris-virginica
+8,7.1651588838912845,3.0,6.064858258128143,2.0609962516183504,Iris-virginica
+9,6.401193366530241,2.6619299417503424,5.32287546200769,1.8808673184205837,Iris-virginica
+10,4.903628152833408,3.1007435410983475,1.6768649680019112,0.10000009332525397,Iris-setosa
+11,6.274672735099706,3.290399999286416,4.6963570947071664,1.6613530082933388,Iris-versicolor
+12,4.902947787779252,3.0720430712985554,1.4840173656196725,0.10000010890593626,Iris-setosa
+13,6.05282846514277,2.6891542352688393,5.0971609110306675,1.5781995688174355,Iris-versicolor
+14,7.324370985457595,2.91478957865229,6.300380081598465,1.811936801408803,Iris-virginica
+15,5.6384533757733495,3.8138140090713883,1.4989189617104786,0.3524173509868547,Iris-setosa
+16,6.082781700429562,2.9995278415445457,4.549834757499821,1.4087146626084015,Iris-versicolor
+17,5.658987439935973,2.502216527270626,5.003975386969058,1.9927100251956082,Iris-virginica
+18,6.4075557006174595,2.8818797419079663,4.3617100831930955,1.2979102192763723,Iris-versicolor
+19,7.899998883968527,3.784135584581165,6.363363349539805,2.0124345341986687,Iris-virginica
+20,6.220611304345186,2.6772628176162026,5.112226317805921,1.8642583835114885,Iris-virginica
+21,6.066330392881373,2.576478920007616,5.592277301839832,1.401932325780649,Iris-virginica
+22,5.479886110300006,4.1999988111091175,1.386258804584962,0.20522142296449236,Iris-setosa
+23,5.0068912609719955,3.301179735129986,1.400809843254794,0.19724406253959959,Iris-setosa
+24,7.708321077226719,2.5845300823289943,6.9,2.288076522827461,Iris-virginica
+25,6.013291566307042,2.200000313487525,4.937194465660095,1.5007161474990125,Iris-virginica
+26,5.800038998438768,2.8014769108177076,5.099595959711236,2.3934269163601374,Iris-virginica
+27,5.6166627277665695,2.708323790686535,4.441782694567758,1.2638368455069058,Iris-versicolor
+28,5.587451833593727,2.646839893382522,4.289514569487845,1.2426068473656062,Iris-versicolor
+29,6.633669300929928,3.321900367339052,5.690219467303895,2.5,Iris-virginica
+30,6.274237481861856,3.4000688389423126,5.551647800684249,2.410585224493723,Iris-virginica
+31,7.675387849038835,2.58611234320389,6.899998837211351,2.288873877543494,Iris-virginica
+32,6.0010445555088,2.2000003108798896,5.003148884999573,1.4860770264080558,Iris-virginica
+33,5.119855829955719,3.509538547714186,1.4763201118675968,0.20409545144835325,Iris-setosa
+34,6.944738387029855,3.1254477821361113,5.125960235605355,2.3046180892591073,Iris-virginica
+35,5.069424832407147,2.4779713970530337,2.9656984713282366,1.0823997798438294,Iris-versicolor
+36,6.818232141892019,3.0155741246908994,5.215394787367963,2.2311977307842485,Iris-virginica
+37,5.102412580200183,3.4827568985252313,1.4007236153613005,0.29693911692314273,Iris-setosa
+38,6.671077262518677,3.3055900965028018,5.748558634940956,2.5,Iris-virginica
+39,5.444436314417524,3.8964650343047262,1.6215130652884655,0.37596788024510086,Iris-setosa
+40,6.232981063867649,2.528883160618496,5.001591040335025,1.5328200531571863,Iris-versicolor
+41,6.288050272458355,3.3925052175447514,5.631662724808416,2.3996436686730838,Iris-virginica
+42,4.61341991454001,3.3984677684842954,1.4027608369264741,0.29544896330205994,Iris-setosa
+43,5.897364660908092,3.2093582875720137,4.7928107528731285,1.8047287991214254,Iris-versicolor
+44,6.502024644825413,3.1973250668586153,5.113115539625565,1.9976803258660691,Iris-virginica
+45,5.294542106461815,3.4468016315115446,1.610440253446749,0.20031009879622444,Iris-setosa
+46,5.126071061183757,3.305654947442833,1.9071881503673669,0.48373879419345034,Iris-setosa
+47,5.578432430006956,3.636000578826099,1.600809245229664,0.31891102569297164,Iris-setosa
+48,4.613175860044374,3.397866066436729,1.4072632468885333,0.3279513071456005,Iris-setosa
+49,5.7352747654409555,2.761833296619497,4.3708395586414595,1.2731975943931793,Iris-versicolor
+50,6.383529059964028,2.7319391151827754,5.094405800221514,1.9996821637138718,Iris-virginica
+51,6.833779930145477,3.0,5.506443526498881,2.0809369539071523,Iris-virginica
+52,5.53297488180328,3.5378467925836095,1.617754116658886,0.4714243579720515,Iris-setosa
+53,5.846777174153178,3.2075894849451587,4.770376904988654,1.7989927420216991,Iris-versicolor
+54,6.823354509526947,2.7701890657133443,4.780453000004352,1.3730388388454,Iris-versicolor
+55,6.679593676208865,2.50743447688553,5.677147642978489,1.7967674472849051,Iris-virginica
+56,4.609115430404436,3.313827686014319,1.4017748578460518,0.26449014022066597,Iris-setosa
+57,6.019221437028442,2.83977568733043,4.5858601824104674,1.3925433099403888,Iris-versicolor
+58,5.53986985093652,2.566079951254674,4.3493419309310815,1.1955302037064364,Iris-versicolor
+59,4.989566687062875,3.3911057382374246,1.7125093452107412,0.3822167872206815,Iris-setosa
+60,6.405106627019895,2.8897815058710377,4.304920380364798,1.2926203339667253,Iris-versicolor
+61,7.9,3.8198134335981346,6.423080267831851,2.05463726864275,Iris-virginica
+62,6.274420882384234,3.3044397260138854,4.744661222037097,1.6459945134002933,Iris-versicolor
+63,5.103117925131033,3.6622818729911213,1.4955247534724811,0.3700134704393381,Iris-setosa
+64,7.076178486111107,3.0,5.835403937709014,2.1099417670036216,Iris-virginica
+65,7.12103290101773,3.0,5.897876253911212,2.10720929602155,Iris-virginica
+66,4.959961687709818,2.4117132761996896,3.2293656227061844,0.9454570632992081,Iris-versicolor
+67,5.089751501786574,3.4334365369317656,1.4001313905360664,0.2983572082928294,Iris-setosa
+68,5.871980478095217,3.2191285988000007,4.822192158388697,1.8198003961614322,Iris-versicolor
+69,5.922549159135715,2.8732973108732756,4.551928592015636,1.43600905926391,Iris-versicolor
+70,6.9334214937768825,3.121710917250933,5.094060189948005,2.3064858650023727,Iris-virginica
+71,5.69640148965683,2.4405280503017353,4.981655983331172,1.9950668527832787,Iris-virginica
+72,5.418974901741329,4.2,1.3696459420219487,0.2070671164848238,Iris-setosa
+73,7.159457605110853,3.0,5.945947869146126,2.0963418513797896,Iris-virginica
+74,6.723443428843492,2.483648892759609,5.690055849080428,1.801289703026149,Iris-virginica
+75,4.899732882631161,2.397167356269291,3.246019771216531,0.9793874712501323,Iris-versicolor
+76,5.64029761510363,3.0,4.2577677869334325,1.3507146472069802,Iris-versicolor
+77,6.123499362459994,2.590414491827055,5.537605085634102,1.4179139198064385,Iris-virginica
+78,5.3809491398799,3.0,4.470223531302205,1.4913984608096627,Iris-versicolor
+79,5.795206280916063,2.8273910825443735,4.413618192116914,1.3466905396692666,Iris-versicolor
+80,5.807822680143278,2.798775244673928,5.099462526426267,2.40345305997807,Iris-virginica
+81,6.077804158888751,3.0,4.572124047490728,1.4028529429999794,Iris-versicolor
+82,5.471965716329684,4.199998730670073,1.380175811187733,0.21237334907708783,Iris-setosa
+83,5.002867469377306,2.4529128260683786,3.033835427745002,1.052274304286288,Iris-versicolor
+84,5.997194172029233,2.8870089712912854,4.54301404012996,1.459103480637577,Iris-versicolor
+85,5.415591970282882,3.9081920674734594,1.6882061766473184,0.42560166598606086,Iris-setosa
+86,5.278995416463839,3.7807389789353465,1.5899894605309899,0.2055967048842141,Iris-setosa
+87,5.827906146025139,2.817179974211114,5.112616635110248,2.3994577740947625,Iris-virginica
+88,5.854257141708868,3.206982703255362,4.766925803540403,1.8165681457941745,Iris-versicolor
+89,5.607106982836775,2.4755412314813827,3.8828375288435653,1.0968985979845114,Iris-versicolor
+90,6.5444335938506795,3.337197696130956,5.660633958302308,2.4999689560140466,Iris-virginica
+91,5.1304084996272605,3.801458988272386,1.5618866615953368,0.4400878328307292,Iris-setosa
+92,5.886341029481915,3.208958051374192,4.818039114572195,1.7997086953879469,Iris-versicolor
+93,5.596399267230638,2.660576515327308,4.276030241813097,1.258432152523207,Iris-versicolor
+94,6.310895543393669,3.4092453143592962,5.563236336070391,2.408036414037475,Iris-virginica
+95,6.280627558182268,3.305054928712227,4.674666726223338,1.5971745854340054,Iris-versicolor
+96,7.676160492587107,2.5952235024273116,6.8999989089353635,2.3050948695187055,Iris-virginica
+97,4.775142815080535,3.0,1.4003784272292181,0.10000010176910004,Iris-setosa
+98,5.534913298345925,2.4360537838348115,3.782267923048896,1.1041322230318507,Iris-versicolor
+99,4.875480987285945,3.093993283397937,1.5430746533071658,0.1000000938826501,Iris-setosa
+100,5.12540442644168,3.524883932069603,1.400851085781909,0.29810801972215123,Iris-setosa
+101,5.9819122029170915,2.7153496179260794,5.085878105324294,1.622606133278689,Iris-versicolor
+102,5.467621939960081,4.2,1.4007786244435099,0.20390590969774644,Iris-setosa
+103,6.09525641251133,2.585694253947794,5.544303847261467,1.3796264395480122,Iris-virginica
+104,5.556111829344417,4.2,1.375516348288874,0.20977816493602497,Iris-setosa
+105,5.833667806886874,3.21736512021458,4.737070588814369,1.8079237887025679,Iris-versicolor
+106,5.367890860927848,3.9146396331093847,1.6644940155299386,0.4376875503400653,Iris-setosa
+107,6.99982838970007,3.0799845400900736,5.892970615005475,2.173324274775681,Iris-virginica
+108,6.325873871603605,2.8986324805947894,5.584933803925305,1.8020580272910198,Iris-virginica
+109,6.2743072299756175,2.4977704201614173,4.8286386013087945,1.4689076706196547,Iris-versicolor
+110,5.547037295275423,4.2,1.3507818373757101,0.209210437866001,Iris-setosa
+111,5.0924911282843945,3.4001544274735016,1.4972762730790197,0.20329522710887063,Iris-setosa
+112,7.061241393904629,3.0,5.877711843581647,2.113063868289102,Iris-virginica
+113,6.314765421026294,2.296406543346318,4.371857400150768,1.2916593628677264,Iris-versicolor
+114,5.128571744909779,3.811893299209476,1.5496145441160412,0.20413924409566328,Iris-setosa
+115,6.965658743293145,3.0,5.669997267854163,2.1070595487931314,Iris-virginica
+116,6.374355274931,2.6805808147052343,5.268507883551793,1.9040986123992483,Iris-virginica
+117,6.689489570158216,2.467588023345022,5.734511384675605,1.7963517368416153,Iris-virginica
+118,4.602907543148653,3.4015896161073793,1.4051878458180032,0.2957656456244433,Iris-setosa
+119,4.797737390904533,3.0,1.401259019799327,0.2948384350584917,Iris-setosa
diff --git a/iris/tab_ddpm/2/19/test.csv b/iris/tab_ddpm/2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/19/train.csv b/iris/tab_ddpm/2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/19/val.csv b/iris/tab_ddpm/2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/2/synth.csv b/iris/tab_ddpm/2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd78cdf7a9ecafcb14c99865129a43ff20bdb4ec
--- /dev/null
+++ b/iris/tab_ddpm/2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.987984736594637,2.2000003170868183,4.988452298472449,1.520534951364328,Iris-virginica
+1,4.999663770498189,3.2252289941869265,1.2000001888120897,0.20446352575043186,Iris-setosa
+2,6.497014398580179,3.0,5.502318642844228,1.800032140620166,Iris-virginica
+3,6.880202085205548,2.777313229510284,4.733906192717732,1.3764818149877456,Iris-versicolor
+4,6.6233408682596675,3.3182434812663004,5.759042318068137,2.5,Iris-virginica
+5,6.1292161479327,3.0,4.572009070210638,1.393470064528005,Iris-versicolor
+6,4.909526528932897,3.0,1.4033421565673976,0.20082401800167096,Iris-setosa
+7,5.085758480015922,3.3834172591621656,1.4861648252304305,0.2012078680790217,Iris-setosa
+8,7.8999988903844685,3.7749376858214045,6.338491777180661,2.0080498016197694,Iris-virginica
+9,5.910212712712204,2.9548936151605583,4.5490773471920045,1.5351114359904234,Iris-versicolor
+10,5.527997241136046,4.199998028129938,1.3812939421307533,0.21400447999469058,Iris-setosa
+11,6.379281712461545,2.919999287653843,5.514495963617545,1.7926877153719434,Iris-virginica
+12,5.912725813205876,3.0,4.131487643099984,1.4988318768677882,Iris-versicolor
+13,5.972908261774573,3.0,5.015552486361067,1.8004011638828512,Iris-virginica
+14,5.6848250374917075,2.506034563049264,5.0090555812010775,2.000317463935843,Iris-virginica
+15,5.6759338145105405,2.751642563851891,4.348325332089265,1.3007008340947468,Iris-versicolor
+16,6.076408833501532,2.5720462172018013,5.573619454955955,1.4084550958314352,Iris-virginica
+17,5.576459936207999,3.663046229276826,1.582132575993938,0.25423011587424776,Iris-setosa
+18,7.7316989305265205,2.597821101421481,6.9,2.3149448695977433,Iris-virginica
+19,4.997548284449789,3.410079655106829,1.6169220997635536,0.3996076234499563,Iris-setosa
+20,6.9194992519565295,3.1813408906558043,5.944750396175763,2.276088988461441,Iris-virginica
+21,6.172641880992943,2.6675101499203215,4.906560183043031,1.8155956930749164,Iris-virginica
+22,6.013517668429824,2.2,5.009019987955798,1.5428341900351137,Iris-virginica
+23,6.278006679207151,3.3756605761880913,5.564443601005584,2.4040317225774257,Iris-virginica
+24,5.524750057941475,2.648481155901446,4.279089283086619,1.237141069164457,Iris-versicolor
+25,5.274270811461772,3.908362940559312,1.6750069739031939,0.3746026911943331,Iris-setosa
+26,7.330986898841785,2.9050067296922175,6.243874064632291,1.8181639659326017,Iris-virginica
+27,5.114532581879056,3.4020172070288637,1.7400259102622746,0.2021524564367773,Iris-setosa
+28,5.093878072256045,3.6891878803727054,1.558492362311417,0.2530143007963526,Iris-setosa
+29,5.39858592185855,3.0,4.505633478982029,1.507931105151518,Iris-versicolor
+30,4.400000506938921,2.9047453499978677,1.3971748072275745,0.18580456696219266,Iris-setosa
+31,4.587097450249164,3.4026075433488154,1.4001692719530514,0.3072535284464233,Iris-setosa
+32,5.558363402646851,2.43548992660815,3.916585325166058,1.0933830994293479,Iris-versicolor
+33,4.940797763548278,2.4405784748148553,3.292785309621914,1.0777791176343718,Iris-versicolor
+34,7.721929300258039,2.563994924986245,6.9,2.3046002260160527,Iris-virginica
+35,5.675984695354361,3.0,4.056381553569216,1.3385765665873506,Iris-versicolor
+36,4.917244637202891,2.398254992533194,3.32802012683795,0.9800721075738774,Iris-versicolor
+37,6.020209502664042,3.0,4.837380513608117,1.811366907485424,Iris-virginica
+38,6.1243269028783125,3.0,4.5895892509759895,1.3839101879270794,Iris-versicolor
+39,5.63620933451262,3.8048082194084545,1.5509845018055735,0.310497497013514,Iris-setosa
+40,5.392465295582081,3.0,4.533040955128673,1.523364341650185,Iris-versicolor
+41,5.434858693960687,4.2,1.37617454979866,0.2008153073308019,Iris-setosa
+42,7.030425952903392,3.0,5.7848475676231415,2.0816402551629327,Iris-virginica
+43,6.088682606707551,3.0,4.581451729802014,1.387393563758611,Iris-versicolor
+44,5.613353761119383,2.9074339744095785,3.674333424335665,1.3142091684799702,Iris-versicolor
+45,4.919713069329883,2.407253088838632,3.366034607902784,1.050248395503219,Iris-versicolor
+46,6.00503239783565,2.648265923018626,5.0959212315940565,1.5858609859005592,Iris-versicolor
+47,5.9011561316807715,3.2203095038494007,4.807712285601917,1.824519618729257,Iris-versicolor
+48,6.301713804119887,3.3878979077233775,5.614534001993408,2.3948882844471777,Iris-virginica
+49,4.790791579260831,3.0,1.4031334906005106,0.29763844604252854,Iris-setosa
+50,5.709937928476644,2.7550573483802854,4.205868596516445,1.3481597676705324,Iris-versicolor
+51,5.693048333342394,3.8355510345098742,1.5546061499704278,0.29767704401063194,Iris-setosa
+52,5.034225950644832,3.600732472913749,1.4982305640071747,0.38507022753728437,Iris-setosa
+53,5.847748657475209,2.8359638947313632,4.525591720792141,1.370536147833617,Iris-versicolor
+54,5.131789206763416,3.311633917937314,1.6381135218517489,0.48198243461549545,Iris-setosa
+55,6.565184614076873,3.0,5.851036052205195,2.233252912127554,Iris-virginica
+56,5.453242099888426,3.402631748120815,1.6444905290494418,0.20015159125628823,Iris-setosa
+57,5.508456636063661,2.577593909998542,4.358198308800469,1.1995355653365336,Iris-versicolor
+58,5.222115325501702,2.7313190208192735,4.015227160464314,1.4199668378271764,Iris-versicolor
+59,6.357481406734863,3.3825934412192846,5.656209690383584,2.397813637266637,Iris-virginica
+60,6.78007367470126,3.201340767133793,5.89632238291219,2.299692995149747,Iris-virginica
+61,5.74416962998274,3.113024854030387,4.707098729626783,1.7593969850643958,Iris-versicolor
+62,5.903903513609862,3.2103582500641434,4.795408188121189,1.7957408259095233,Iris-versicolor
+63,6.012025428722658,2.7163965809321375,5.095939008693895,1.5952172531197502,Iris-versicolor
+64,5.519600822615999,4.199998922395103,1.38489711349783,0.2177627649209103,Iris-setosa
+65,4.4,2.9085738336397995,1.4050643479711764,0.2007588325776558,Iris-setosa
+66,5.823133107751027,3.204009779860143,4.8131769510455555,1.7945970562936617,Iris-versicolor
+67,5.675002551001222,2.8065740928868177,4.466655209209002,1.3730710599235545,Iris-versicolor
+68,5.880263060403863,3.2028426153309635,4.817595324369461,1.794212113419044,Iris-versicolor
+69,6.84503380139708,3.2060813938620774,5.68487434648881,2.316718453132928,Iris-virginica
+70,5.47368604299917,4.199997974938843,1.3724425703143421,0.20258251606920255,Iris-setosa
+71,6.283431638813555,3.2932102584789096,4.680307938833158,1.639191515036755,Iris-versicolor
+72,5.725623968978441,2.489944996704513,5.000567125955046,1.9951032600420793,Iris-virginica
+73,5.59580720744489,2.778648371941935,3.737781418813814,1.3214155732851083,Iris-versicolor
+74,6.305999317658661,2.696528031003703,4.836349308255669,1.8023731895035768,Iris-virginica
+75,5.760593627723214,2.619735655093632,5.080036000955375,1.9269621539398798,Iris-virginica
+76,5.1856470416102765,2.6787755023938256,3.92605936736863,1.3727064982640793,Iris-versicolor
+77,6.308740086846763,2.6730802386851202,4.8712267943895355,1.8000273918207963,Iris-virginica
+78,4.4937043879099035,2.3030767489266823,1.3015602077790036,0.29291612049126303,Iris-setosa
+79,5.708419662368134,2.517348507901064,5.00629846060649,1.9850836292666663,Iris-virginica
+80,4.90148557682492,2.4014742143407823,3.2701723805436154,0.9716716476526539,Iris-versicolor
+81,6.674441626109129,3.0,4.988803128575714,1.7018498450984472,Iris-versicolor
+82,4.6002360030328,3.197881804519275,1.4004664699178015,0.2023784928723402,Iris-setosa
+83,5.525337698182809,2.4108670973718556,3.8161253567470887,1.1195451690463332,Iris-versicolor
+84,4.606674710331566,3.3974013691069076,1.3936237531561249,0.2974755130739153,Iris-setosa
+85,6.4761135185278516,3.1840641146872573,5.105331289634058,2.025618628807951,Iris-virginica
+86,5.371690116387584,3.0,4.497982336648879,1.5072408832040776,Iris-versicolor
+87,5.259071071824419,2.7245834575918577,4.105573655852806,1.4220025719427631,Iris-versicolor
+88,6.837092649129608,2.777236876921266,4.7226511568305085,1.3691642764343335,Iris-versicolor
+89,6.680907031643919,3.2930867329723936,5.649189808686132,2.0945893984077246,Iris-virginica
+90,5.52536731400732,2.5655085890117735,4.062978475720052,1.158277252601274,Iris-versicolor
+91,4.910584073615732,2.3965580094653713,3.4394654558392004,0.9827949913578682,Iris-versicolor
+92,5.023971225873685,3.3092386961781655,1.4002868587852622,0.20289230584409168,Iris-setosa
+93,5.961779150780305,2.6929899056184534,5.0843525409553285,1.5575138628823635,Iris-versicolor
+94,6.309616555482893,2.6027017333603646,4.84926666988054,1.4291638493728602,Iris-versicolor
+95,6.040765832995228,2.692994321467312,5.074322591107094,1.578232874713362,Iris-versicolor
+96,5.972071158308969,2.9612295599633476,4.4557962010275105,1.4951062784532947,Iris-versicolor
+97,6.0764774170667994,2.5949980485464743,5.5892418477675765,1.3842942694894138,Iris-virginica
+98,4.9990481697839835,3.2050494708321744,1.2000001944441703,0.19002388223672823,Iris-setosa
+99,5.410539210505077,2.615024589549604,4.277748374201077,1.2785151351988546,Iris-versicolor
+100,5.696144267607722,2.784657929948083,4.44495562798327,1.2974296481685272,Iris-versicolor
+101,5.572575778352937,2.481331066782889,4.02840911929076,1.1001895689160996,Iris-versicolor
+102,5.370652330411833,3.0,4.490425012784999,1.5054517688892857,Iris-versicolor
+103,6.848332554076243,2.792880801302038,4.7654038178844775,1.3815256260878856,Iris-versicolor
+104,6.076994064641805,2.7959716390186635,4.655675968512876,1.213657947659311,Iris-versicolor
+105,5.779116860177297,2.8157218159194684,5.106582099013271,2.3949792290568377,Iris-virginica
+106,4.4,2.9197215266640377,1.401995499535921,0.19259477417631077,Iris-setosa
+107,5.078459940512909,3.718444012542602,1.4968809289448788,0.3991659053256557,Iris-setosa
+108,6.404541774459546,2.8807819159918617,4.259519078155406,1.3249149362505075,Iris-versicolor
+109,5.528381701874299,3.5370099905959083,1.5377252223348312,0.4499879720289835,Iris-setosa
+110,5.717467765278783,3.836387347727157,1.5959367638038058,0.3543869808388614,Iris-setosa
+111,7.717851803150832,2.586824652217705,6.9,2.317547671286642,Iris-virginica
+112,6.023822800465031,2.9379051959297433,4.477704368578764,1.4956477731204953,Iris-versicolor
+113,4.608639477176367,3.3848205044547344,1.4101737933753526,0.29608567594738344,Iris-setosa
+114,4.78663049884173,3.0,1.4011754828000853,0.3331717021564267,Iris-setosa
+115,4.4,2.8603793773156485,1.4092135272057689,0.19794503979959316,Iris-setosa
+116,5.008096562974354,3.306552477642228,1.3993131222672464,0.20285057878631244,Iris-setosa
+117,6.3204969214245414,2.6998837695168523,4.865975909401464,1.7892210186895001,Iris-virginica
+118,6.0784144836488885,2.5976225350259137,5.522120008600188,1.422978877360573,Iris-virginica
+119,5.491105319476289,4.199999091640661,1.3615667158681255,0.202745347425652,Iris-setosa
diff --git a/iris/tab_ddpm/2/2/test.csv b/iris/tab_ddpm/2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/2/train.csv b/iris/tab_ddpm/2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/2/val.csv b/iris/tab_ddpm/2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/20/synth.csv b/iris/tab_ddpm/2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a6de71aab7b235235ddbdb7f5f6563d718480e49
--- /dev/null
+++ b/iris/tab_ddpm/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.893216403933454,3.210387264578094,4.812735165056012,1.818376897286019,Iris-versicolor
+1,5.416386578713375,3.0,4.506134511549167,1.5001508717708738,Iris-versicolor
+2,5.87413392626309,3.0,5.113339208972441,1.8020703716065551,Iris-virginica
+3,6.796946426998077,3.0,5.518471166441252,2.0957310892984817,Iris-virginica
+4,5.532175624567897,2.6635972746300696,4.389432049507062,1.2662519039354758,Iris-versicolor
+5,7.73294006597457,2.5776146909934914,6.9,2.3417346623523345,Iris-virginica
+6,5.514265566071039,3.0,4.355439104786602,1.4071932007827093,Iris-versicolor
+7,6.618596329492964,3.3121785978513376,5.6799970263469595,2.5,Iris-virginica
+8,5.58406727822544,3.0,4.199273132127111,1.3293892845337298,Iris-versicolor
+9,5.1548885667095385,3.327079555322522,1.6598429701416575,0.5623393223606955,Iris-setosa
+10,6.69240368152025,3.287126122918088,5.667636911550634,2.1016270042054446,Iris-virginica
+11,6.01523110308281,3.0,4.8926420182793375,1.7888603092757451,Iris-virginica
+12,6.17793394818147,2.2000003126931005,4.4967987876989906,1.5447490195096851,Iris-versicolor
+13,5.7688558436307895,2.8725018106160833,4.4616254695932565,1.3542173413358758,Iris-versicolor
+14,5.952712615388089,3.0,5.042433231094288,1.8063538211229906,Iris-virginica
+15,4.4917029928854815,2.303711607894362,1.3021315836592018,0.2994537414035541,Iris-setosa
+16,6.020752054941723,2.2,4.981379071168373,1.5030859219664399,Iris-virginica
+17,5.847672078826152,3.2192614437807157,4.815984542803353,1.8123420416484275,Iris-versicolor
+18,6.790286178448661,3.204180223133296,5.871072823827714,2.281870823465027,Iris-virginica
+19,6.293885002844795,3.3938621477437505,5.627899827184184,2.4042549626552367,Iris-virginica
+20,5.626030191126007,2.7137417564579374,4.216608230684907,1.3047703900393721,Iris-versicolor
+21,5.714319109321648,3.846887748154591,1.6651659409459552,0.38351852957907934,Iris-setosa
+22,5.630239269219512,2.433924580461169,3.926071417391663,1.0726597404386766,Iris-versicolor
+23,4.901363615685435,3.089294354219696,1.4897196030409678,0.1,Iris-setosa
+24,4.9070973447551935,2.418526515545634,3.374747938883659,0.9708742360453366,Iris-versicolor
+25,6.079427952293767,2.796795710003222,4.658508139838048,1.2052787830662228,Iris-versicolor
+26,6.481358425979788,3.2031245878929897,5.101468827138013,2.041775253039106,Iris-virginica
+27,5.397182267674775,4.199997766909528,1.3592206457484095,0.19837315058220675,Iris-setosa
+28,5.305377735624045,3.6521829731445465,1.4965696132040625,0.20432368458690253,Iris-setosa
+29,5.8785534222313505,3.0,5.100993175944523,1.8047276095995568,Iris-virginica
+30,5.878014718019262,3.1803532457616908,4.8067781521354815,1.7929155596825135,Iris-versicolor
+31,6.263592455044199,2.8262551427657554,4.854469067597585,1.7981207792107383,Iris-virginica
+32,6.30017395744085,2.2968424781164534,4.402009354201879,1.3029052773856626,Iris-versicolor
+33,5.846338703664433,3.0,5.079380963007854,1.796866728010707,Iris-virginica
+34,6.914805496574456,3.1803085647948017,5.741198366838322,2.305341873342449,Iris-virginica
+35,5.092348677200204,3.787580848920944,1.531164391800881,0.2115734176230706,Iris-setosa
+36,5.459035124897989,4.2,1.3522616297246266,0.19713630742837884,Iris-setosa
+37,7.703819138743941,2.5393948858375834,6.899998195757357,2.330686575967579,Iris-virginica
+38,7.74430238421653,2.559744610752074,6.899998254279533,2.270451476125075,Iris-virginica
+39,6.313014102087958,3.3949010990473925,5.567172099068851,2.4087566426429863,Iris-virginica
+40,6.63603813047892,3.3107643703306655,5.797990018228749,2.5,Iris-virginica
+41,6.318175036187655,2.682846654654981,4.8755432866546125,1.7979092835200392,Iris-virginica
+42,6.057090177930208,2.785468747343034,4.64873123284595,1.1912247844785142,Iris-versicolor
+43,5.790530592937546,3.2012541514663244,4.740599646173623,1.7849824062829167,Iris-versicolor
+44,6.320885710767458,2.508098643896743,4.812417684434291,1.4953672918077061,Iris-versicolor
+45,5.865934118560396,3.2276954942043363,4.8221507090569595,1.8127717778756334,Iris-versicolor
+46,5.039244393312926,3.521000246837671,1.4062458342996758,0.29376118245794375,Iris-setosa
+47,6.027683883965187,3.0,4.816724888727941,1.801660836918197,Iris-virginica
+48,4.570491378343199,3.4089841227485196,1.4025149485656476,0.28639670306347714,Iris-setosa
+49,5.1211699576640815,3.311916388616824,1.7074183884462801,0.5154915689670708,Iris-setosa
+50,5.965464130494249,3.0,4.990694747618687,1.802935391732116,Iris-virginica
+51,7.709011936418408,2.5824015922594077,6.9,2.316926739033866,Iris-virginica
+52,6.5459097046449015,3.1984224476972267,5.1183271192622835,2.069865915459994,Iris-virginica
+53,6.00121209359248,2.7136441473929236,5.085861613368075,1.6052868611678044,Iris-versicolor
+54,5.754414445809282,2.6528762249129696,5.086936174425146,1.9119249144847414,Iris-virginica
+55,4.58027375269752,3.402957848090557,1.4029724948464322,0.290339705899708,Iris-setosa
+56,6.115771892586728,2.5924797827671298,5.562194818809546,1.4254234357078504,Iris-virginica
+57,5.474026405811951,3.4059905482993678,1.611596161308564,0.2033803067832992,Iris-setosa
+58,7.366766431795657,2.9008642160936815,6.210613724976232,1.7921161245609423,Iris-virginica
+59,6.686150318321873,3.314230580978828,5.732388480578139,2.136754074729446,Iris-virginica
+60,6.125164457942253,2.7860397910104067,4.675304999202392,1.1908131211672748,Iris-versicolor
+61,6.611204782581266,3.3126753401580324,5.695497423482421,2.5,Iris-virginica
+62,5.05447752102053,3.4038600089060065,1.499894368137566,0.4219410865358705,Iris-setosa
+63,5.874476390753556,3.226194483325317,4.84679772639989,1.8075225342854988,Iris-versicolor
+64,6.123416502181804,2.59990021089932,5.53194184962837,1.4161204801504363,Iris-virginica
+65,6.078411063522239,2.589297684358079,5.552536914932512,1.386925521882847,Iris-virginica
+66,7.711126838245277,2.557241958252445,6.89999885076471,2.3033223378132983,Iris-virginica
+67,6.792676136271897,3.0,5.529158700992591,2.103789769065426,Iris-virginica
+68,4.668370636472606,3.1932886156995903,1.4009349153096475,0.20044672394519622,Iris-setosa
+69,5.469721143864408,2.3897344798564437,3.8080036136385393,1.107924778678995,Iris-versicolor
+70,7.719763140410707,2.524812752157085,6.9,2.3210767130552763,Iris-virginica
+71,5.647270662435531,3.0,4.061557236275183,1.2967744811314672,Iris-versicolor
+72,4.897667935628569,3.1091157182791824,1.4903823636418891,0.1,Iris-setosa
+73,6.170727647161814,2.9025807140853193,4.608903639525851,1.3008277051162633,Iris-versicolor
+74,5.109489329099641,3.2846324984914212,1.5826203409462734,0.5042276048871572,Iris-setosa
+75,6.549125437621464,3.3258107575366203,5.753089422443034,2.5,Iris-virginica
+76,6.795831339743083,3.1433568746190255,5.950550966847311,2.2757957438773864,Iris-virginica
+77,4.767452643899408,3.0,1.369089999241314,0.1,Iris-setosa
+78,5.400386160065934,3.0,4.490901931662521,1.5139928933757127,Iris-versicolor
+79,6.878066872596746,3.1361262252203415,5.106066648817828,2.3272241382319034,Iris-virginica
+80,6.696342396271585,3.0,4.964742213018576,1.6793963698592207,Iris-versicolor
+81,5.604395060104222,3.0,4.130296329236082,1.3307004399914049,Iris-versicolor
+82,5.717551026863477,2.494502823543221,4.992935601805575,2.0060968898635974,Iris-virginica
+83,5.6745789987334945,3.7900114602438055,1.4988674813045437,0.3602838073116794,Iris-setosa
+84,5.656798729259944,2.702032204028024,4.502753722994528,1.2457642042788148,Iris-versicolor
+85,6.3817582270569755,2.6885226949711742,5.311410608053495,1.8641790510145189,Iris-virginica
+86,4.893632694513624,3.090426021406331,1.4920805995965096,0.10000009370775538,Iris-setosa
+87,5.989812895160766,3.0,4.7956225192071145,1.805843129299561,Iris-virginica
+88,4.90902447728712,2.4160726827257903,3.381336855076532,0.9885984337220215,Iris-versicolor
+89,5.583971100820704,2.553612945985917,4.016272777977319,1.1440333811654302,Iris-versicolor
+90,4.999857578945223,3.3024665651428022,1.3927839688045835,0.20260685213147758,Iris-setosa
+91,5.784509950206965,3.8593570213934307,1.7375481158134667,0.2954601510929321,Iris-setosa
+92,6.606245291207047,3.2908181966616703,5.695235809596798,2.5,Iris-virginica
+93,6.956300957047161,3.0,5.68803429191637,2.0842680036970425,Iris-virginica
+94,7.036119308314321,3.141920961843912,5.1605206503137335,2.300652095273207,Iris-virginica
+95,6.72043299149178,3.162444633023448,5.108689197156847,2.188784562488342,Iris-virginica
+96,4.600853818260881,3.3955646899152088,1.3913947994290359,0.28409611191174333,Iris-setosa
+97,5.868445548156964,3.2141162596119526,4.8045095601800485,1.813710938139259,Iris-versicolor
+98,5.6169496508807555,2.7046861051613593,4.306394959469941,1.3021811626769235,Iris-versicolor
+99,5.880102962479352,3.1763630744680844,4.772783855454503,1.8019319452017346,Iris-versicolor
+100,5.62664693078021,3.0,4.179262209876111,1.3399752922889137,Iris-versicolor
+101,5.080372965267666,3.647738558687366,1.5349354098951062,0.45003945949400087,Iris-setosa
+102,6.496567119284773,3.0,5.745762111076433,2.2133604937664817,Iris-virginica
+103,7.733178686011893,2.537698067263734,6.899998594466401,2.3325489464271705,Iris-virginica
+104,5.102029670723883,3.3052814179033,1.715638064283225,0.4873920317718985,Iris-setosa
+105,6.120423133694963,2.574740621359576,5.564361389748755,1.3905143467946979,Iris-virginica
+106,6.185253102671894,2.2000003080560195,4.57912669885391,1.507025137643739,Iris-versicolor
+107,5.785258699110726,2.615801347908777,5.059629419552802,1.9439358383283873,Iris-virginica
+108,5.899388391248618,3.0,5.000268410940476,1.806630029768867,Iris-virginica
+109,5.069735731176794,2.434247419326363,2.9661044994623946,0.9688113176593709,Iris-versicolor
+110,5.89867908710287,3.219870396180687,4.828542357812533,1.8121559047562372,Iris-versicolor
+111,5.714000757512351,2.4992351785166207,5.008104575226317,1.9884579586294977,Iris-virginica
+112,5.249692335239784,2.7245727900220595,4.101862637478277,1.398057854723116,Iris-versicolor
+113,5.572054797097022,2.7311939917447914,4.2846039641607545,1.2787460648696944,Iris-versicolor
+114,5.593816290975791,2.670848237604534,4.100516597388565,1.2915499159924249,Iris-versicolor
+115,6.302576130502578,3.4133902835555125,5.621475605418011,2.3754072541199887,Iris-virginica
+116,5.457358939592342,2.3867281832380445,3.7336310185060215,1.0830715042146124,Iris-versicolor
+117,5.426361145351119,3.89235322992242,1.7847434259262251,0.41505023803364294,Iris-setosa
+118,6.02076784864079,2.682263722413099,5.09698643955468,1.5358091783000147,Iris-versicolor
+119,5.609883585262474,3.0,4.263896597761713,1.3167186045571773,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/test.csv b/iris/tab_ddpm/2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/20/train.csv b/iris/tab_ddpm/2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/20/val.csv b/iris/tab_ddpm/2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/21/synth.csv b/iris/tab_ddpm/2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e91128511865333b30bf4ebb93bb658c1744f7e0
--- /dev/null
+++ b/iris/tab_ddpm/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.8755307134340695,6.376457055300543,2.084724166416889,Iris-virginica
+1,5.611182181786586,4.199998776603429,1.3669689003029595,0.2062436015107287,Iris-setosa
+2,6.011136354920031,2.6911749559808373,5.08216456880596,1.5933180550886816,Iris-versicolor
+3,4.4,2.8937917704410063,1.4045954596848613,0.1969276835773467,Iris-setosa
+4,7.291235118209591,2.890220978216052,6.301229699507215,1.8200051715360224,Iris-virginica
+5,6.675494881342864,2.518822058788922,5.69923022965692,1.8024110207049444,Iris-virginica
+6,4.620463742175798,3.17788472973173,1.3998435404086078,0.19950122417931504,Iris-setosa
+7,6.695303602123117,2.4626771704270807,5.738132936869607,1.809315342840407,Iris-virginica
+8,5.012693645515499,3.308702318492346,1.3799388008315565,0.1969350726284796,Iris-setosa
+9,5.3677694079877964,3.3967529370408593,1.6265570902936521,0.4366670057468135,Iris-setosa
+10,5.698333333110446,2.8160590876893714,4.530129561131581,1.2964883780868772,Iris-versicolor
+11,6.025335210723759,2.907220844564896,4.491363609805393,1.4464555845676115,Iris-versicolor
+12,6.664365352609604,3.300820292975053,5.606126519035568,2.1404949901549384,Iris-virginica
+13,5.9840284276393865,3.0,4.871552396411474,1.7962781394881078,Iris-virginica
+14,6.840843136059303,3.0118695638381334,5.124407743817449,2.2440268158847045,Iris-virginica
+15,6.829889481868461,3.0,5.556980641743897,2.0869991064310844,Iris-virginica
+16,5.364309639627856,3.6876215166972903,1.4937751234397862,0.1989060734953163,Iris-setosa
+17,4.899916399491827,2.395743862754072,3.3617784523079237,0.9389491408132746,Iris-versicolor
+18,4.762488361605788,3.0,1.3822145805915684,0.1,Iris-setosa
+19,6.78633768120476,3.239064522076128,5.8129535598145,2.231041769489584,Iris-virginica
+20,4.8825460271364,3.1103925353771213,1.5954200919312465,0.10000010578423053,Iris-setosa
+21,6.835267375601117,3.1021640201626544,5.101887399507663,2.295915255340696,Iris-virginica
+22,5.957711261569114,2.9158833993111464,4.518230239281924,1.5305543276195965,Iris-versicolor
+23,4.795797813933912,3.0,1.3935301325208735,0.2916537770516368,Iris-setosa
+24,5.497784357761946,4.2,1.3688451746858563,0.20260368686129643,Iris-setosa
+25,5.1980733777649375,3.781146409241881,1.6806337035365706,0.4897690831635746,Iris-setosa
+26,4.8836651216281695,3.128686422610546,1.4850714748655602,0.1,Iris-setosa
+27,5.748998820001555,2.564714957634043,5.032592882097133,1.920758032090701,Iris-virginica
+28,5.9284759237344185,3.0,5.118767370702478,1.8030536686788994,Iris-virginica
+29,5.8388487740781745,3.219307845240493,4.762487826297427,1.8150539519881217,Iris-versicolor
+30,4.400000487857883,2.9013432576307423,1.396254252877993,0.19618942565982936,Iris-setosa
+31,5.346414321955902,3.0,4.518140253351194,1.525485628857157,Iris-versicolor
+32,6.299742744052242,3.3842240634658918,5.583919940142352,2.4026827709978917,Iris-virginica
+33,5.088278847723841,3.4055146131777945,1.5976957491799046,0.18729394076257225,Iris-setosa
+34,5.036662308420091,3.4069229117699336,1.6029687827231995,0.37304249884755236,Iris-setosa
+35,5.020969565965118,3.3880148741521814,1.4844110259374175,0.3414556612301659,Iris-setosa
+36,6.093152260257067,2.788598755641496,4.684212042483691,1.1822343293495825,Iris-versicolor
+37,5.731304114491794,2.5886214941425205,5.044201986657587,1.96265146826939,Iris-virginica
+38,5.347558847585738,3.887607956347598,1.6154022486697486,0.3422005929208848,Iris-setosa
+39,6.890444913296319,3.203318469595466,5.807032227592087,2.2903121084289735,Iris-virginica
+40,4.87006834275867,3.082520780094527,1.495182841322164,0.1000001024409906,Iris-setosa
+41,6.40186472671669,2.895554345366319,4.334083661022473,1.2924338914118034,Iris-versicolor
+42,5.701333344464277,3.829907527491417,1.5815340882472853,0.294744231387272,Iris-setosa
+43,5.567986261457437,2.543016864550807,4.147577946331221,1.1420337891067551,Iris-versicolor
+44,5.699617516921173,2.5010904763495,5.01662668443859,1.981183980727329,Iris-virginica
+45,6.101733165454565,2.792417886013889,4.654536128694482,1.2168165086234883,Iris-versicolor
+46,5.4340373818736705,2.4074240504401745,3.6558167172618803,1.0767865407680057,Iris-versicolor
+47,5.159112496475277,3.787411846043,1.619176129115754,0.20466408156527252,Iris-setosa
+48,7.0955863952583105,3.0,5.949586435462875,2.1156742986589685,Iris-virginica
+49,6.631158584286608,3.3210329044966063,5.735921752037028,2.5,Iris-virginica
+50,4.5895002748989775,3.1685149147688727,1.3998199829417957,0.20065576006495167,Iris-setosa
+51,5.53989098465388,2.9158393782244447,4.4586041180496325,1.3718798975835076,Iris-versicolor
+52,5.664747811021519,2.7790458531688906,4.44949729816756,1.2917636323348767,Iris-versicolor
+53,6.294470422291119,3.30475118931072,4.674661591405551,1.5705992049698743,Iris-versicolor
+54,5.002883864160015,3.185832987360996,1.2,0.20140718766211274,Iris-setosa
+55,6.711923546620255,2.5000980639996246,5.758366788787908,1.787171223325008,Iris-virginica
+56,4.911929796564502,2.3939367469493713,3.354617701102852,1.0168566947557232,Iris-versicolor
+57,4.499497627869513,2.2951012385168217,1.3129123505772884,0.42435765552421845,Iris-setosa
+58,4.474283183887448,2.3204167137900495,1.304269819575182,0.29173259394294915,Iris-setosa
+59,5.209926281046065,3.8395840129918626,1.49655811731386,0.4455893007435651,Iris-setosa
+60,5.715683258960463,2.581874679930405,5.03984154732447,2.137300982461815,Iris-virginica
+61,4.90247246438379,3.0,1.4046500441001653,0.20403157257217053,Iris-setosa
+62,4.952259440094121,2.449157006649641,3.3386114435009326,1.0642399457342275,Iris-versicolor
+63,6.311539018472351,2.6793620710364205,4.823421145320578,1.79559641118669,Iris-virginica
+64,5.359355732733993,3.8474696651401836,1.5340071364870689,0.45426237609931885,Iris-setosa
+65,5.510953772858551,2.403876021273664,3.726780789194903,1.106855871920682,Iris-versicolor
+66,6.657875149179565,3.3029379102834993,5.683235536830326,2.5,Iris-virginica
+67,5.866508097931282,3.2097814984955515,4.794038059061657,1.8030213889599882,Iris-versicolor
+68,5.879322938100811,3.214865859367997,4.80780214802093,1.8125158999278415,Iris-versicolor
+69,4.8993345542595605,3.0851122369475115,1.5856850893941221,0.1,Iris-setosa
+70,4.62382735714047,3.3988731369823326,1.409007090973735,0.36706587042417416,Iris-setosa
+71,5.023971672764022,3.457663535111725,1.8054630034547616,0.3658421060807441,Iris-setosa
+72,6.291569367901158,2.492489423136165,4.877187009769977,1.520788263677622,Iris-versicolor
+73,5.850491293598895,3.0,5.087608223066555,1.7964944449202536,Iris-virginica
+74,5.916647340985235,3.2161196076715344,4.825373177226323,1.8060116132781578,Iris-versicolor
+75,5.488159798345765,3.0,4.391334930171075,1.3845917416595395,Iris-versicolor
+76,6.618419366510086,3.303555278689009,5.726548229118516,2.4999994868406397,Iris-virginica
+77,7.018166362430658,3.2258695585862713,5.683337201424104,2.306939596068006,Iris-virginica
+78,6.486391639005394,3.0,5.425155673591211,1.8019719467372681,Iris-virginica
+79,6.8731547081015645,3.139967427275856,5.099748595945703,2.3189888119729014,Iris-virginica
+80,7.009875637583613,3.0,5.735517625639121,2.0844277027558253,Iris-virginica
+81,5.79687300900364,2.79052861589642,5.097176153394272,2.4136210485468017,Iris-virginica
+82,6.865792729548583,3.120926611875534,5.100604312677221,2.2817933712812586,Iris-virginica
+83,7.705962809134744,2.582620990244915,6.9,2.317784292847511,Iris-virginica
+84,6.768667779588659,3.0,5.374772510285151,2.1095714404804458,Iris-virginica
+85,5.794889556587326,2.758011515321211,5.091566240365989,2.3648260454039227,Iris-virginica
+86,5.420572976864814,3.0,4.481652218494981,1.4616534719175267,Iris-versicolor
+87,6.287498964067591,2.3059499941480555,4.379934203020862,1.2813156527227352,Iris-versicolor
+88,5.669707902240868,3.0,4.073343685058828,1.3272727086882803,Iris-versicolor
+89,5.792674655965493,2.5899387798161015,5.054318346010293,1.9112358496424862,Iris-virginica
+90,6.406614258253388,2.8805196337495187,4.353460508181318,1.2919493742924892,Iris-versicolor
+91,4.926805498576754,3.085199409806584,1.4298736764771052,0.4058293383607049,Iris-setosa
+92,5.40023612670162,2.6991449722050787,4.27106270457521,1.351091445196152,Iris-versicolor
+93,4.894814633297092,3.1266322211076107,1.4917631880644642,0.1,Iris-setosa
+94,5.540956583276851,2.519786334573169,3.9976210796449196,1.1182033731961087,Iris-versicolor
+95,4.898375390707372,3.114049759515108,1.6141218211794635,0.10000009773421535,Iris-setosa
+96,5.02971225641201,3.5151763555567874,1.5315644964775,0.3963798482754044,Iris-setosa
+97,6.751233576914874,3.1814236929229454,5.969506575021168,2.311530265258678,Iris-virginica
+98,5.4554898576998525,2.3624484580849963,3.792975237104451,1.1047487920275325,Iris-versicolor
+99,6.089935182159317,3.0,4.580013223639669,1.390962671716857,Iris-versicolor
+100,5.047672281741388,3.390009960742221,1.4498149583438955,0.40820230056365964,Iris-setosa
+101,6.7077600493523315,2.4870827965176834,5.792537860723275,1.7991264967483287,Iris-virginica
+102,6.621447958342916,3.2917595516826434,5.643531547858582,2.5,Iris-virginica
+103,6.317611622263132,3.407926586915558,5.555312930596104,2.3944428438091325,Iris-virginica
+104,7.727278264201483,2.554352963562164,6.899998887465433,2.3013906864574714,Iris-virginica
+105,6.041548195511506,2.2000003472732392,4.977761501628566,1.4591204984570196,Iris-virginica
+106,7.111773621174661,3.0,5.9462181967443275,2.096762452233377,Iris-virginica
+107,5.435808182328774,4.2,1.3734323430111828,0.19638224977337881,Iris-setosa
+108,6.559590116735238,3.0,5.357402343997394,1.8737977963681216,Iris-virginica
+109,5.591068820803004,2.455376640066155,3.9254075689511785,1.1095866841549864,Iris-versicolor
+110,6.020380514189762,2.7024718202443383,5.089241531127622,1.585493582099773,Iris-versicolor
+111,6.316468787198177,2.4744044955732427,4.939591959219317,1.4983990015034636,Iris-versicolor
+112,5.418337280437958,4.2,1.3783686664421901,0.20634279732227734,Iris-setosa
+113,5.840160018682732,2.591442922763443,5.031610633948766,1.8979095830792079,Iris-virginica
+114,5.985600121906421,2.932856994826784,4.471344939639082,1.4780086062997682,Iris-versicolor
+115,5.443797418894694,3.4330298794696597,1.5853392804320643,0.20472566552716293,Iris-setosa
+116,4.83269496559787,3.0,1.4024484054044202,0.293091871310156,Iris-setosa
+117,5.681615089691844,3.8125838417651163,1.6032987663176737,0.41541146166998605,Iris-setosa
+118,4.599337742583598,3.2150619716926294,1.398956928612304,0.20710130461216267,Iris-setosa
+119,4.998401562866552,3.3109795494521586,1.395729389673992,0.19930302766383132,Iris-setosa
diff --git a/iris/tab_ddpm/2/21/test.csv b/iris/tab_ddpm/2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/21/train.csv b/iris/tab_ddpm/2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/21/val.csv b/iris/tab_ddpm/2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/22/synth.csv b/iris/tab_ddpm/2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c77cd43884931cab9d80aecb35be9ba311e6305
--- /dev/null
+++ b/iris/tab_ddpm/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.297956674052856,2.690118283247932,4.882712428133759,1.7953417273290424,Iris-virginica
+1,5.860547451360776,2.8457114763005276,4.542198298029175,1.3580730404751002,Iris-versicolor
+2,5.380133576707185,3.394925967891813,1.4967235501645513,0.5552373151817513,Iris-setosa
+3,5.818246850909897,3.2130974777879366,4.877840354481306,1.8046223462655702,Iris-versicolor
+4,6.282479291614701,2.309294049577965,4.359981492571105,1.288672882011022,Iris-versicolor
+5,6.696702044600666,2.4871524476884384,5.727374990682424,1.7966072787825313,Iris-virginica
+6,5.427429473148514,3.938773265165378,1.6741936970066145,0.46471747585501677,Iris-setosa
+7,5.491829257676412,4.2,1.3792851315208883,0.20825868374542233,Iris-setosa
+8,6.123809413354866,2.809693133463189,4.643793607871388,1.1861515212624334,Iris-versicolor
+9,6.639515313753851,3.29486579983747,5.7012866213954005,2.0924758288978262,Iris-virginica
+10,5.983072385857356,2.8739681477539705,4.496670451950094,1.4687808100875106,Iris-versicolor
+11,5.835606066806091,3.2180441817018166,4.824285127710533,1.8133299347056395,Iris-versicolor
+12,5.4002347340450925,3.0,4.497189164689034,1.5060975053244336,Iris-versicolor
+13,6.105946526640012,2.5905297592028447,5.566217599516803,1.3811652449379195,Iris-virginica
+14,5.146062579265735,3.5356477665853676,1.4031538200162823,0.33274807431923487,Iris-setosa
+15,6.007360015734258,2.683357742901631,5.126477733477722,1.5860869137961313,Iris-versicolor
+16,4.87732194560709,3.0776029859381198,1.4880047840813844,0.10000009207262506,Iris-setosa
+17,6.712985262786521,3.0,4.963703473349271,1.7083932343199681,Iris-versicolor
+18,6.748842259902988,2.837721381510527,4.737634352039193,1.424810039760306,Iris-versicolor
+19,6.178831936286776,2.345144850001701,4.334765484560531,1.274193805432877,Iris-versicolor
+20,6.782001659038887,3.0,5.473133508740874,2.0635735760727267,Iris-virginica
+21,5.21646081296338,2.7096933912251813,4.035585490166329,1.4148264211320896,Iris-versicolor
+22,6.792114929018858,3.2028845122697,5.838109662014146,2.31680262739599,Iris-virginica
+23,6.5279252665360366,3.2026269455614007,5.10542006764441,2.0282568958857183,Iris-virginica
+24,5.537261117052982,2.4085304391606237,3.7784239073735235,1.09512079399904,Iris-versicolor
+25,6.005206023462472,2.6831788861830024,5.0714310263658815,1.495981892731792,Iris-versicolor
+26,7.126049464164387,3.0,5.931344497713588,2.0880378907167145,Iris-virginica
+27,4.774284532005856,3.0,1.380339190619862,0.10000014685246877,Iris-setosa
+28,6.654897821519965,3.3141194638989493,5.871593518641283,2.5,Iris-virginica
+29,4.584405879873176,3.4027382900960843,1.3930917487682304,0.29635670294141125,Iris-setosa
+30,6.682639394954821,3.0,4.969417739111764,1.7153668604162187,Iris-versicolor
+31,5.440447659406271,3.0,4.52929093786024,1.5601464507571927,Iris-versicolor
+32,6.171265037770558,2.574188893246634,5.027425482528585,1.5600884057198652,Iris-versicolor
+33,5.374447615796487,3.405436114239612,1.5698497262521705,0.20416429751614318,Iris-setosa
+34,6.712272921579856,3.297316398454491,5.743858545079318,2.093390566950079,Iris-virginica
+35,5.53924320399765,3.0,4.247092931832415,1.3029296071005771,Iris-versicolor
+36,5.629716594726233,2.9366341132121163,3.7598308963618594,1.3486046318397844,Iris-versicolor
+37,6.357237878133862,2.687869076249884,5.134426791519352,1.9041028201043544,Iris-virginica
+38,6.929902896778935,3.1058752767735918,5.094735824512461,2.297787498046058,Iris-virginica
+39,4.5993264180632725,3.402019371545546,1.3973703126050956,0.2969893241653159,Iris-setosa
+40,5.607865921980514,2.5126439090427186,4.013486640129248,1.116679098314763,Iris-versicolor
+41,5.381857052176247,3.0,4.50528955005725,1.5029947166341096,Iris-versicolor
+42,5.9687717137725045,3.230005330702581,4.801900258897663,1.7949433633492082,Iris-versicolor
+43,6.028036258977721,2.9257081831823517,4.492765631734733,1.4380026140435245,Iris-versicolor
+44,6.0167199627304715,2.709707343469511,5.092161935917395,1.5756164841022375,Iris-versicolor
+45,5.437824269695586,3.0,4.506733918926349,1.5134415438702211,Iris-versicolor
+46,5.311289228497554,3.6964904270217507,1.4988784215151445,0.2005798497156383,Iris-setosa
+47,5.556808576074003,2.4501268522619086,3.9327626855987874,1.084009127878239,Iris-versicolor
+48,6.3225839366120065,2.5022255158318156,4.91514631207408,1.5027586757844227,Iris-versicolor
+49,7.711998720904328,2.582256733439901,6.899998875022185,2.297596502540128,Iris-virginica
+50,5.864460127397488,3.215712818126087,4.8315139944079935,1.8067488731620749,Iris-versicolor
+51,6.284794349265121,3.3944206022477097,5.652682885257499,2.3995391913249904,Iris-virginica
+52,5.68016324372458,2.4653882668013125,5.0101749147895625,1.9706148259916312,Iris-virginica
+53,4.986296734418964,3.401332777917227,1.8399838501377588,0.39395428909309926,Iris-setosa
+54,4.998567366888625,3.288547873364698,1.3853133265738364,0.19650534602579628,Iris-setosa
+55,5.7097898039467205,2.484418736343419,5.002933318833302,1.9906027110220348,Iris-virginica
+56,5.8982894692401855,3.0,5.098169571431206,1.8022249996103246,Iris-virginica
+57,4.605759160061617,3.201332858920244,1.400659285744872,0.19845668677183054,Iris-setosa
+58,6.067463676617961,2.8311140914654325,4.534974519360891,1.3686247256033839,Iris-versicolor
+59,6.584137334713519,3.3258858591502016,5.655706988248506,2.5,Iris-virginica
+60,5.841207495317025,2.6580770683921338,5.057438912134772,1.9054481276325241,Iris-virginica
+61,5.855123244209009,3.0,4.246717372073592,1.494862137163289,Iris-versicolor
+62,5.1304737308306585,3.7901096265088263,1.494683417796834,0.20114584324470489,Iris-setosa
+63,7.702391142865428,2.5783997295181766,6.899998916150069,2.3096416756335225,Iris-virginica
+64,6.709212517211402,3.2969072206501484,5.722544180359504,2.0871420431588423,Iris-virginica
+65,5.6881393119003585,2.4610174948246515,5.0010993154752255,1.9988519702185887,Iris-virginica
+66,6.684100693044339,2.483785706761224,5.748989423272784,1.7880018635667438,Iris-virginica
+67,6.001238468377749,2.7072862997558893,5.1015513282453595,1.6024112047103733,Iris-versicolor
+68,4.825808893759602,3.40891955269352,1.4530306122175372,0.43557339886772095,Iris-setosa
+69,5.665487257961243,3.8440509482021303,1.6152194406186826,0.3341109474796385,Iris-setosa
+70,5.553958074689962,2.6957089094108864,4.4750152795917515,1.2431710870671961,Iris-versicolor
+71,4.501033082633049,2.319406406632348,1.30223179889496,0.299524155317054,Iris-setosa
+72,5.6849322466939025,2.539808089841512,5.054786303630365,1.9649203318263824,Iris-virginica
+73,4.49030261486274,2.316748118445579,1.2969387539296882,0.29113054065728966,Iris-setosa
+74,5.551118024743602,2.4600513022639423,3.80459476305214,1.0886639022241809,Iris-versicolor
+75,4.850515356079843,3.0,1.4334333029907866,0.10000009854086413,Iris-setosa
+76,6.676929537801608,3.0,4.972346660384525,1.6613914097340747,Iris-versicolor
+77,6.832392256606727,3.207339038714502,5.799753674293416,2.3050231166174346,Iris-virginica
+78,5.599687206010604,3.7622571838745675,1.7161037665579983,0.37401975941137605,Iris-setosa
+79,4.4,2.8866987417955716,1.3801531177016793,0.19489146680923683,Iris-setosa
+80,5.108625669721052,3.521005613604937,1.4081778562851508,0.2981887192155607,Iris-setosa
+81,5.40539871641547,3.0,4.512931050555107,1.4839435196609898,Iris-versicolor
+82,6.786499729814298,3.0,5.555436199834884,2.13962888565617,Iris-virginica
+83,4.605440086198074,3.201899478507933,1.4031123299555415,0.19563506984661605,Iris-setosa
+84,6.81389920330554,2.769806810894758,4.754339399426825,1.3639895796895054,Iris-versicolor
+85,7.899998525452149,3.7403368798310543,6.39624396949271,1.995915501498358,Iris-virginica
+86,5.794915542307002,2.9035491730926846,4.374762916781788,1.3107584590371661,Iris-versicolor
+87,6.9080920089147435,3.213830797940939,5.784522180387049,2.303169885161085,Iris-virginica
+88,6.065963670302799,2.2,5.0308005187952896,1.4794802210420728,Iris-virginica
+89,5.633107957607224,2.887988370922459,3.973128663922933,1.307761448261803,Iris-versicolor
+90,4.823901995298041,3.0,1.3866995559238504,0.10000009280852229,Iris-setosa
+91,6.319348029720152,3.3089900118683877,4.699840300114348,1.6050463113829554,Iris-versicolor
+92,5.862446854816838,3.195360336155458,4.792120468687495,1.8012322219388779,Iris-versicolor
+93,5.02981867701743,3.4652011448414117,1.5073964637372363,0.48971538162363304,Iris-setosa
+94,6.030081926382766,3.0,4.8370579108631695,1.806860305362656,Iris-virginica
+95,6.297308659335028,2.6586503470935803,4.882998912920887,1.7875756280837825,Iris-virginica
+96,4.603365652477167,3.1905225117601654,1.4016516011018298,0.2017979557307718,Iris-setosa
+97,4.605682488819698,3.3974683660585776,1.4027118956775406,0.3276450591770068,Iris-setosa
+98,7.705557098194035,2.5721576512795976,6.899998856164804,2.3039753455259033,Iris-virginica
+99,6.116107990895595,2.860281018673149,4.624300716980493,1.282370349510494,Iris-versicolor
+100,6.908925873019945,3.0,5.471166816454153,2.118746662902052,Iris-virginica
+101,4.798341967488297,3.0,1.400014163169161,0.1,Iris-setosa
+102,5.005091802955315,3.166099828899248,1.2,0.20733445329939468,Iris-setosa
+103,5.693746536678417,3.0,4.387404999348241,1.5384834625644193,Iris-versicolor
+104,5.446976134064268,4.2,1.3749632658092101,0.19359654799943815,Iris-setosa
+105,5.9869179146511895,2.963066596069999,4.5519547188235645,1.4172156033424066,Iris-versicolor
+106,6.323382645507203,2.4842172935157585,4.903104977415039,1.5013262438891077,Iris-versicolor
+107,6.6795035550140565,2.4323202180692145,5.752969390831647,1.8073827174686976,Iris-virginica
+108,5.501809678391389,3.0,4.329867813896865,1.3673647070206756,Iris-versicolor
+109,4.904977631163804,2.3906503014950506,3.3757829971041353,1.0155955585694207,Iris-versicolor
+110,6.607492147386688,3.297179655650576,5.652036161665636,2.5,Iris-virginica
+111,5.443430171960914,4.199999035387093,1.3617795483656898,0.20462335194324321,Iris-setosa
+112,5.9799778055982715,2.2000002938134333,5.0254107178190255,1.5189340743050102,Iris-virginica
+113,6.854978989779672,3.199086119195827,5.818956962026072,2.2863753890399154,Iris-virginica
+114,7.899997366397837,3.8196218002497804,6.297559818253089,2.070192665812958,Iris-virginica
+115,6.661021630977446,3.2981669466768304,5.662178673911071,2.499999630259208,Iris-virginica
+116,6.310653262591294,3.4000137324928743,5.618466322737949,2.352815736199468,Iris-virginica
+117,5.545566772006205,2.662513754553296,4.425115860626131,1.2388223893318595,Iris-versicolor
+118,5.758044462712538,2.6679273538276367,5.091532978437058,1.900378165906087,Iris-virginica
+119,4.892586590311965,3.0961174837798757,1.4917432298939164,0.10000009568385544,Iris-setosa
diff --git a/iris/tab_ddpm/2/22/test.csv b/iris/tab_ddpm/2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/22/train.csv b/iris/tab_ddpm/2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/22/val.csv b/iris/tab_ddpm/2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/23/synth.csv b/iris/tab_ddpm/2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d925fa092a6c8cac8889c9eca816167e0ffe8606
--- /dev/null
+++ b/iris/tab_ddpm/2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.031359318356872,2.702758537893388,5.090418743599464,1.5881658167497255,Iris-versicolor
+1,6.042494997306554,2.971691077722495,4.40241301478923,1.462923021774269,Iris-versicolor
+2,6.6886263955992655,3.3138864354087834,5.664729065165991,2.5,Iris-virginica
+3,5.29490130293106,2.6679234818338413,4.0677900374903535,1.3846359378281292,Iris-versicolor
+4,7.343555325093991,2.8935926106145877,6.29903016351618,1.7952226223892112,Iris-virginica
+5,5.893473034925909,3.2238493135431456,4.793936186207468,1.819962382710163,Iris-versicolor
+6,5.46559972667575,3.9172365872161348,1.6157737152651637,0.3866056575837113,Iris-setosa
+7,6.3038153367357594,3.3922304609658993,5.582714567924527,2.394668226914426,Iris-virginica
+8,5.676691956388447,2.469139973779331,5.026456760578493,1.980927313197465,Iris-virginica
+9,5.454600732619786,2.404896253785154,3.7926135368668095,1.0729415137177765,Iris-versicolor
+10,5.402403060756209,3.4058236984780725,1.4982076721525501,0.475369191287363,Iris-setosa
+11,5.383768095965384,3.0,4.571333973090295,1.4863463145099303,Iris-versicolor
+12,5.595609362187766,2.472511846871706,3.814611757225392,1.093038286054421,Iris-versicolor
+13,5.259936074875041,3.6038940726842226,1.7195537279294555,0.19959836499229897,Iris-setosa
+14,6.7710587446175206,2.7659105458981257,4.729900423547294,1.3786568149398954,Iris-versicolor
+15,6.0559580045222505,2.2000003124304346,5.020815763886227,1.5301877437746056,Iris-virginica
+16,6.3582451522392756,3.375771675306133,5.633278818186771,2.335864487850717,Iris-virginica
+17,4.9183475771856155,3.290563655800049,1.3945946922582473,0.19880193012004577,Iris-setosa
+18,6.708674301435036,3.0,4.986695384889672,1.7229779574557695,Iris-versicolor
+19,6.3181812193061315,2.692304751265883,4.874963259434472,1.8003852796678548,Iris-virginica
+20,6.784337571917127,2.7948394492433453,4.734991082285904,1.3896745159439692,Iris-versicolor
+21,5.936185545028606,2.8638662738999123,4.48808341902129,1.471231725411384,Iris-versicolor
+22,4.8221319940947485,3.0,1.4030218589922934,0.29279310765382904,Iris-setosa
+23,5.23165575573152,3.6259396011304608,1.4704634771675862,0.19956491832838064,Iris-setosa
+24,5.21516986622976,2.5977225278453626,3.6515212217892286,1.2751516173882413,Iris-versicolor
+25,6.65906100886639,3.2915068226951605,5.6883975714614925,2.0962435593039994,Iris-virginica
+26,6.715177707330731,3.0,4.956781610657016,1.6773023205613509,Iris-versicolor
+27,6.779059413794588,2.8063423878027987,4.712344950470854,1.3678187538170978,Iris-versicolor
+28,6.147556072264072,2.79539983797941,4.600000423409689,1.21165870748867,Iris-versicolor
+29,6.490956963503589,3.1842005784250613,5.114129164394737,1.9735502514960372,Iris-virginica
+30,4.4,2.878651894451351,1.4010493301964917,0.20504053213388182,Iris-setosa
+31,5.114910570640011,3.499358153897359,1.3946063285509216,0.30340060157317106,Iris-setosa
+32,4.585911989620627,3.4082716512124343,1.4101216149313651,0.34000634942648666,Iris-setosa
+33,6.4166713938693,2.905152728516528,4.288959943858112,1.287601762245717,Iris-versicolor
+34,6.658336549230517,3.3052602265746107,5.689881509533255,2.49999964703566,Iris-virginica
+35,6.855324533172725,3.132145092576803,5.104074435402706,2.314495319278207,Iris-virginica
+36,5.045737257182664,3.6605375142894325,1.4960397765172566,0.45042989790113375,Iris-setosa
+37,4.989144964335689,3.207977791884116,1.2000001947745678,0.199599733478446,Iris-setosa
+38,6.899811517566792,3.201586777838062,5.681690072565264,2.3054031078503847,Iris-virginica
+39,4.880979318771746,3.0764675124969436,1.491102650658382,0.1,Iris-setosa
+40,5.441276786097273,4.199999279878876,1.3532384228350252,0.195166849158866,Iris-setosa
+41,5.72668160837654,2.7889173865494676,4.499956758309226,1.2981275100096097,Iris-versicolor
+42,5.422276933349488,3.925059603677602,1.6451022540097022,0.4734299484771798,Iris-setosa
+43,5.127782815945039,3.746534188401834,1.5291460604158218,0.19985666131142193,Iris-setosa
+44,4.596441465461546,3.3999083993523804,1.4052925267970373,0.29937163202142997,Iris-setosa
+45,5.990726729128409,3.0,4.8882283644005025,1.7985053224957388,Iris-virginica
+46,5.846637091586823,3.210878192194111,4.801650351645386,1.8124706866399314,Iris-versicolor
+47,5.568778084676702,2.7996420421611945,3.6798693471511927,1.2851142059102165,Iris-versicolor
+48,4.498603513567363,2.3078867674289034,1.3062488191663717,0.2968941974793804,Iris-setosa
+49,6.717979253857012,3.0,4.96830211856961,1.6723882452111503,Iris-versicolor
+50,6.011129675506208,2.85714723576459,4.44861848462489,1.4473896012986944,Iris-versicolor
+51,6.316796244035891,3.39399467966696,5.5986357195908685,2.403869669846185,Iris-virginica
+52,6.103115816070726,2.6076192846917516,5.552156428432491,1.4089206736002085,Iris-virginica
+53,4.486697184975766,2.295972102502176,1.2987641209460221,0.2956175009033546,Iris-setosa
+54,6.023476305951663,2.2,5.047612724022515,1.5067776727711728,Iris-virginica
+55,5.856209605435622,3.0,4.964818640259026,1.8024817619349631,Iris-virginica
+56,5.699599179475387,2.506940974881176,5.017112171359352,1.9701039019745115,Iris-virginica
+57,4.592377037142047,3.401889341358604,1.4024484571332636,0.32302918189718494,Iris-setosa
+58,4.497091905599927,2.305206314069197,1.3021641031600761,0.2897549714990584,Iris-setosa
+59,5.958814315431562,2.7074209920724526,5.05970320376516,1.6167235571685061,Iris-versicolor
+60,7.899998714260731,3.791887195332174,6.29727049905732,2.011520325957823,Iris-virginica
+61,6.032440395101702,2.7186466237992586,5.103790161511955,1.6215399921201983,Iris-versicolor
+62,6.322816187501306,2.7135705729227686,4.856635680318785,1.7806934200604,Iris-virginica
+63,6.6843669502407455,2.474625255726169,5.653473699790306,1.8011964826074733,Iris-virginica
+64,6.304041546907859,2.537552965362956,4.950889013793942,1.5632057313061887,Iris-versicolor
+65,6.0166171476368095,3.0,4.802258307335328,1.7987652665493463,Iris-virginica
+66,5.109964213425652,2.4756509203995365,2.9333122991199065,1.088000952044157,Iris-versicolor
+67,5.097053060404164,3.823975260402274,1.5505541281894448,0.20189212622223698,Iris-setosa
+68,6.694787809126337,3.310543555626747,5.690669077179452,2.0876812328548358,Iris-virginica
+69,4.607753997318328,3.406007498529742,1.4026669751198246,0.35049119026986036,Iris-setosa
+70,6.712658213903026,3.2971241041171835,5.778988880375892,2.5,Iris-virginica
+71,5.674862600199955,2.4992970796249683,5.011379718255136,1.9954338087467292,Iris-virginica
+72,6.025676203022249,2.872667231684542,4.521535646948175,1.4981300798529285,Iris-versicolor
+73,6.119944645105908,3.0,4.539509177138557,1.4010280307240288,Iris-versicolor
+74,4.880893431943328,2.380813636041508,3.3795771603291693,1.0279844260054345,Iris-versicolor
+75,6.040317000740127,2.7808001463037666,4.665182678572481,1.2700316796769895,Iris-versicolor
+76,6.781989487990132,3.194840184103381,5.93161604644451,2.321116002699238,Iris-virginica
+77,4.8078308517629,3.0,1.3949990675407689,0.32121935582381644,Iris-setosa
+78,6.417719871578357,2.8935715549085637,4.304911795230051,1.295393884165593,Iris-versicolor
+79,5.43284303553349,3.0,4.559630093034097,1.4848292032279933,Iris-versicolor
+80,5.89647834783438,3.213660172027514,4.844932357125392,1.8073459589635938,Iris-versicolor
+81,7.8999989227821406,3.8265779504333692,6.396545792757962,2.0300787028870526,Iris-virginica
+82,6.490265318254933,3.0,5.820072103267972,2.2066047854914657,Iris-virginica
+83,5.560025339650485,2.6673960302712314,4.392093043511509,1.2747213130380772,Iris-versicolor
+84,5.470886086817131,3.0,4.418501776594027,1.3868050311998987,Iris-versicolor
+85,6.310887650028946,3.398179094462055,5.5375286980421805,2.4025970482156898,Iris-virginica
+86,4.599412436799535,3.1703179193244777,1.404036879093916,0.2006388330536627,Iris-setosa
+87,4.624643414812801,3.3833279078264846,1.4059957966219996,0.28190868538375957,Iris-setosa
+88,5.877574727459834,3.2087443032222236,4.843414948359438,1.8157067122519324,Iris-versicolor
+89,6.858595828180099,3.2031183223441366,5.827401692916445,2.2919805096736807,Iris-virginica
+90,6.702666707087589,2.5016664055948477,5.77755145009754,1.8031353341429115,Iris-virginica
+91,6.651437791199528,3.0,5.676422155901533,2.1174566650358773,Iris-virginica
+92,5.987665142275375,2.905131832037156,4.478674500748331,1.5032999093584116,Iris-versicolor
+93,6.008793068789688,2.2,5.0470241732283005,1.4711991832417144,Iris-virginica
+94,5.230248545172971,3.8370188748264713,1.558227666938698,0.5775722666344799,Iris-setosa
+95,4.602898521132923,3.1981072373757957,1.3976070502507305,0.1990521397812005,Iris-setosa
+96,5.831477665089849,2.9936417205369725,4.344489055592111,1.3406577232838985,Iris-versicolor
+97,5.6292049107351145,2.549237061634678,4.176042994054568,1.146904857573567,Iris-versicolor
+98,5.974153210517991,3.0,4.826639457675619,1.808776946030217,Iris-virginica
+99,6.322842428704631,2.686788376764089,4.899818525855319,1.7917263710576659,Iris-virginica
+100,6.530685194906599,3.2165256437070426,5.112123387210739,2.0005539593840393,Iris-virginica
+101,6.622593618236093,2.5293353556776075,5.6001343160856605,1.8153516934608587,Iris-virginica
+102,6.300247011940603,2.6744475647132613,4.874356912687686,1.7975195828641728,Iris-virginica
+103,5.999749471967246,2.8248250203872827,4.809318675533371,1.4489344972906324,Iris-versicolor
+104,5.567365752894435,3.9006445815409254,1.627692899829683,0.32256775612887567,Iris-setosa
+105,6.421177526703674,3.3530782097056004,5.660035038798419,2.2909656188402017,Iris-virginica
+106,6.703855571754785,3.3397072771466014,5.726154899706996,2.5,Iris-virginica
+107,5.325024840305145,3.876782526970953,1.6011512534002397,0.2973141561092095,Iris-setosa
+108,7.38433087258138,2.8910543504920705,6.2930117278611215,1.804892919170224,Iris-virginica
+109,6.320109262044985,2.676343837468626,4.880096795952159,1.7946817257575172,Iris-virginica
+110,5.018249399855011,3.320758757368223,1.40223210833442,0.20425107029113596,Iris-setosa
+111,5.921504494241575,3.2263764294048887,4.829489671714134,1.8049823557065923,Iris-versicolor
+112,5.495581062119809,3.590834609881389,1.575911391233557,0.23059240022338517,Iris-setosa
+113,6.019052244394897,2.703925397749428,5.101932706641512,1.5943477741146803,Iris-versicolor
+114,6.500696192722313,3.209888337935074,5.11115732619058,2.022233997838789,Iris-virginica
+115,5.050916159613699,3.3928861641805423,1.5334386309334933,0.2068609278517621,Iris-setosa
+116,5.654314642707986,2.4943540801288,4.9416111668031695,1.9899003066332013,Iris-virginica
+117,5.718075470582828,3.7749845420267834,1.6453446624676291,0.28922649529529854,Iris-setosa
+118,5.404116813077619,3.0,4.492078580100034,1.5171850444459887,Iris-versicolor
+119,5.422259445638728,3.0,4.494879950561738,1.49986451976082,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/test.csv b/iris/tab_ddpm/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/23/train.csv b/iris/tab_ddpm/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/23/val.csv b/iris/tab_ddpm/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/24/synth.csv b/iris/tab_ddpm/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45b7c6c33d979ba63372425c0517382b1fd72233
--- /dev/null
+++ b/iris/tab_ddpm/2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.592340373543246,3.4039095120070058,1.4076748350369555,0.29570118045227484,Iris-setosa
+1,5.390700205552391,3.0,4.5012937858376425,1.4954357348885707,Iris-versicolor
+2,6.790634672366086,3.1732280886342896,5.777066894985037,2.2994354529120717,Iris-virginica
+3,7.712258952821674,2.5341270772958686,6.8999979708376395,2.307606677848483,Iris-virginica
+4,5.820838924417914,3.2098126636107063,4.785054127607418,1.8030218268551732,Iris-versicolor
+5,4.995167380466406,3.2911202953536045,1.3957416697380416,0.19792363171127264,Iris-setosa
+6,5.702816958646475,2.4897801177402683,5.004457944394939,1.9748140653765565,Iris-virginica
+7,7.03887184226795,3.0,5.89709983907925,2.1380945816773753,Iris-virginica
+8,6.796164220271417,2.786909669845348,4.710393146767607,1.383879780418481,Iris-versicolor
+9,5.901106464947397,2.8922462238232303,4.475555569991376,1.4086731527671807,Iris-versicolor
+10,5.543382856098887,2.476221333533203,3.8733961194776794,1.093452525339377,Iris-versicolor
+11,5.596667097424872,2.9433902332180617,3.7688267075673134,1.2898746265280256,Iris-versicolor
+12,6.264165272751783,2.529922412251149,4.99810815563704,1.5281379543498161,Iris-versicolor
+13,5.677667650431799,3.0,4.119800080719531,1.3323999817879775,Iris-versicolor
+14,6.294499062236011,3.397905839956796,5.612530048734145,2.38399992892108,Iris-virginica
+15,5.859047068281899,3.0,4.28527222131288,1.4567506894429765,Iris-versicolor
+16,6.5899240047159875,3.1180828930537863,5.618199613285877,2.050261735613467,Iris-virginica
+17,5.5430819277935806,2.5422378130766323,4.113492937719643,1.137334832049991,Iris-versicolor
+18,4.988878019937992,3.3054235082267884,1.4012560961227651,0.20397184355239167,Iris-setosa
+19,6.00104773417543,3.0,4.837243441649635,1.7965954571559648,Iris-virginica
+20,4.9953117399460565,3.2071697018418366,1.2,0.1969163542117876,Iris-setosa
+21,5.787355740558331,2.7820371206592966,5.098016748358227,2.3974030112934477,Iris-virginica
+22,5.905536796545446,3.2133462061624596,4.822191201300083,1.8006117877901076,Iris-versicolor
+23,4.599169095356427,3.3821414698437433,1.4048611981313612,0.32133067569092943,Iris-setosa
+24,4.981798367599136,2.4028772830409997,3.284934800021996,1.0746992349147575,Iris-versicolor
+25,5.714616951742441,3.8308489871792695,1.5689006235644007,0.3095674586580895,Iris-setosa
+26,4.861194076043656,3.0,1.3867077202363902,0.23272116814590493,Iris-setosa
+27,5.2246741968773165,3.7445275829502607,1.5134396908107381,0.3749404825164196,Iris-setosa
+28,6.799362969291011,3.2037048678373403,5.841362821331212,2.272755686240917,Iris-virginica
+29,4.4,2.9047807027187456,1.3864068812114974,0.20315756788974643,Iris-setosa
+30,5.182150562800678,2.6556595640817573,3.702745010316611,1.3433665520751117,Iris-versicolor
+31,4.9008337557139345,3.093544691695239,1.4888826088903966,0.1,Iris-setosa
+32,6.5743401543153634,3.0,5.423726286068762,1.8470225886349438,Iris-virginica
+33,5.063799043743539,3.7755291715677335,1.4971090762020727,0.21620690340676135,Iris-setosa
+34,6.671646897624546,3.317496068854885,5.790089870577893,2.5,Iris-virginica
+35,5.5358589046432005,3.0,4.302115516079168,1.347818457724774,Iris-versicolor
+36,5.5876855732585335,2.51907942577174,4.003778003017157,1.126218455078049,Iris-versicolor
+37,5.378883520309277,4.199998775154004,1.3649934441155909,0.2113879131633575,Iris-setosa
+38,5.8843042840145925,3.157116866461496,4.718991318839575,1.791560053898002,Iris-versicolor
+39,5.996043645932092,2.692402279164654,5.093064228803661,1.6161369636466754,Iris-versicolor
+40,6.65440750253517,3.3155618233243334,5.678328507217819,2.499999568520418,Iris-virginica
+41,5.930136425769463,2.9322360416271307,5.079230188056416,1.8180138514599156,Iris-virginica
+42,6.079529631738391,2.988673485307588,4.825555869611861,1.8024380445566224,Iris-virginica
+43,5.519248570575153,2.4314762607060962,3.8325956616697088,1.0712417058740396,Iris-versicolor
+44,6.034051818216328,2.2,5.006776958169635,1.5489643175536185,Iris-virginica
+45,5.8776680786407915,3.0,4.284419006008138,1.5543166196585898,Iris-versicolor
+46,5.124964442871301,3.325213122336461,1.8038448752099916,0.448463237635931,Iris-setosa
+47,4.9094852885621725,3.0,1.4009648346464318,0.20279001659193688,Iris-setosa
+48,6.307695336279973,2.879500063742639,5.546196182924817,1.7973819945231182,Iris-virginica
+49,7.69971052315964,2.5831754677340815,6.9,2.2982548540356365,Iris-virginica
+50,6.294379606086576,2.5291343108084168,4.982649278682056,1.4998875571326442,Iris-versicolor
+51,5.474638515019082,4.19999805831588,1.370500923997419,0.21828686348461396,Iris-setosa
+52,5.075399528537313,3.6281679699443705,1.4723144164910313,0.40680922836031164,Iris-setosa
+53,6.927616603952551,3.126663368502285,5.0934553856175135,2.3190653154525296,Iris-virginica
+54,5.858059933869465,3.1923120832995147,4.809302122031663,1.8063226899909925,Iris-versicolor
+55,6.898400748700079,3.112947032442146,5.724247318967155,2.2407092950493657,Iris-virginica
+56,5.5298789729989775,2.42376883399205,3.866893235745242,1.0880597636976808,Iris-versicolor
+57,5.708056962761456,2.815475468868035,4.4203382085858784,1.2735678248882882,Iris-versicolor
+58,5.981920711148273,2.2000003664398826,4.993877326463078,1.4921236540596148,Iris-virginica
+59,6.012070193701206,2.7097388170606806,5.09996238079637,1.602775265090922,Iris-versicolor
+60,5.0923425925569195,3.4899802745513604,1.3955664493834405,0.3033017601246131,Iris-setosa
+61,6.0861887505898835,3.280025963291096,4.746765145925861,1.7624261918601167,Iris-versicolor
+62,5.73482611873535,2.4991035838654105,4.992860213543349,1.9764795125739603,Iris-virginica
+63,6.718235898838363,3.0,5.007289153859451,1.7129912538419259,Iris-versicolor
+64,4.894732960914622,2.419864758916967,3.2563408499922386,0.9842055728842196,Iris-versicolor
+65,6.02775663620519,2.897140087007144,4.48273665108114,1.4613949532696997,Iris-versicolor
+66,4.901001688835551,3.1135113201151987,1.4941334056954894,0.10000010774305154,Iris-setosa
+67,5.591813430613389,2.5780463903523856,4.08185887439136,1.2320931620970264,Iris-versicolor
+68,6.355041572324159,3.199942490858018,4.80327261184811,1.5973107337205683,Iris-versicolor
+69,4.615572741165386,3.2028324676594706,1.4010570765901833,0.19761671906714262,Iris-setosa
+70,5.589068208767165,2.4727063987643976,3.964805580132612,1.076854898517395,Iris-versicolor
+71,4.793762852962575,3.0,1.4039780658692913,0.3229541062685773,Iris-setosa
+72,5.697130825930327,3.8248136599102773,1.630711183522838,0.42157941408647404,Iris-setosa
+73,6.634866813100919,3.3100158334551577,5.6452251734750645,2.5,Iris-virginica
+74,7.714331578632299,2.570686296834074,6.9,2.3120183391057294,Iris-virginica
+75,5.735336585071788,2.638662858718208,5.082569021725698,1.9294448022477486,Iris-virginica
+76,6.336191076775614,3.3566405868180684,5.59553721299787,2.3319227319537155,Iris-virginica
+77,5.892471048404542,3.216972537282497,4.8148981157496245,1.8074923224573562,Iris-versicolor
+78,5.5489581102427055,3.647379634735795,1.6268789991854609,0.4571582066838278,Iris-setosa
+79,6.6277219373962035,3.3078446706582425,5.697378835748703,2.5,Iris-virginica
+80,4.906218936923762,3.0,1.4008829828931852,0.19532685790516738,Iris-setosa
+81,6.358292463746375,3.375535648101908,5.676505037192065,2.3884059803418016,Iris-virginica
+82,5.071960288870477,3.664731432374334,1.5611507028173988,0.3946964795451641,Iris-setosa
+83,5.592617240475479,2.4839015157639968,3.787516316578793,1.1161139658110508,Iris-versicolor
+84,6.633215773556967,3.3120982650940634,5.680224820204358,2.5,Iris-virginica
+85,5.598422993134919,2.678412060597434,4.251875299334236,1.2977798621385288,Iris-versicolor
+86,5.001741536397571,3.3449857951723665,1.4295440089455003,0.19696322795995422,Iris-setosa
+87,5.219151633093196,2.7140446112448333,4.094468464796769,1.4129438809746735,Iris-versicolor
+88,5.380304336340991,3.0,4.470115256448953,1.4908490267874086,Iris-versicolor
+89,6.306756648634045,2.3017584320839504,4.372706048360233,1.2906428883410541,Iris-versicolor
+90,6.045490158724591,2.6971619540011993,5.103907614878045,1.5924678489475024,Iris-versicolor
+91,5.697654126882637,3.7891612305641496,1.667679034834788,0.3453129203467448,Iris-setosa
+92,6.703347875898805,3.3052924442701315,5.671914324189303,2.5,Iris-virginica
+93,5.1032990294547265,3.2950219096842055,1.6834149745562381,0.47910614513247585,Iris-setosa
+94,5.874515540428627,3.0,5.10669501382802,1.7926850959470888,Iris-virginica
+95,5.56673161304605,2.8156646543852775,3.357906092355078,1.3082724592886374,Iris-versicolor
+96,6.484395785907462,3.1848491800218652,5.107260920638311,2.026072940007521,Iris-virginica
+97,5.0381168680552,3.39736342345722,1.5243156992583493,0.37936674333013337,Iris-setosa
+98,5.407712494984697,3.0,4.450776160420993,1.4678427111523444,Iris-versicolor
+99,6.626064374145232,3.294937504923612,5.647234042975716,2.4999996278389625,Iris-virginica
+100,4.894319427014473,3.1039802537314354,1.5377581460811869,0.10000009190564661,Iris-setosa
+101,5.942168615509777,2.2000003669429264,5.049595820644451,1.4791645679490075,Iris-virginica
+102,4.988375439066565,3.394880398011916,1.5577361497730156,0.35830817387389635,Iris-setosa
+103,5.71386152718295,2.4541289528284618,4.9982217940174944,1.9993003838204968,Iris-virginica
+104,6.676776528930311,3.310678281401149,5.721130242061411,2.5,Iris-virginica
+105,6.394316065775886,2.89107235360837,4.303274919438709,1.2747478020772838,Iris-versicolor
+106,5.777097936759294,2.7917885246735126,5.098287930127702,2.398495320598919,Iris-virginica
+107,6.294557817507138,2.2979030862253826,4.389549345907239,1.2751076079000931,Iris-versicolor
+108,6.7131544831650265,2.490424647925525,5.696866255676519,1.8209670544100751,Iris-virginica
+109,5.024421970862954,3.506402767361753,1.6173146465292572,0.4122670338535994,Iris-setosa
+110,5.089213694131124,2.48518281930823,3.0324006458995605,1.0362588934687067,Iris-versicolor
+111,5.41215855016859,3.0,4.486486796332581,1.4878286305362531,Iris-versicolor
+112,7.705783161735136,2.588494086797816,6.899998636079709,2.302847093447741,Iris-virginica
+113,5.178010184554271,2.6454927070351215,3.8059740114471996,1.3668824596322637,Iris-versicolor
+114,4.4,2.8856828313679883,1.411615857307726,0.20196093634314627,Iris-setosa
+115,5.972089547198737,2.6873315398738913,5.04095293675936,1.5184259160901674,Iris-versicolor
+116,6.133986456065863,3.2874272486051845,4.773075675391069,1.7404243569505005,Iris-versicolor
+117,4.4,2.884183493096281,1.410628279294927,0.20608517895011957,Iris-setosa
+118,5.497080272665487,2.4614348718542796,3.838708687123353,1.1201096963150141,Iris-versicolor
+119,5.551445743278451,2.6328882572757526,4.379631714773828,1.2108797317094135,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/test.csv b/iris/tab_ddpm/2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/24/train.csv b/iris/tab_ddpm/2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/24/val.csv b/iris/tab_ddpm/2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/25/synth.csv b/iris/tab_ddpm/2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..973494aeb96820df83a691af4f6c7e57ccebd2f2
--- /dev/null
+++ b/iris/tab_ddpm/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4436828756916125,3.527316716039083,1.5695492494536474,0.19520500564850768,Iris-setosa
+1,6.321915011211171,2.266899012567577,4.418915383677894,1.3080872728128017,Iris-versicolor
+2,4.973881815954071,3.206954496870573,1.2,0.19817750508145132,Iris-setosa
+3,6.962986285222162,3.1220173055017835,5.143699378524532,2.306527131306887,Iris-virginica
+4,6.513182931964196,3.173878762572464,5.110168080442759,1.9909868230832641,Iris-virginica
+5,6.089528806101893,2.792370900803511,4.623231490954551,1.234919527711212,Iris-versicolor
+6,7.674832278530793,2.6062491418239215,6.899997417574421,2.2955621103252737,Iris-virginica
+7,4.905963960451112,3.0,1.3770816304102924,0.2006892370871389,Iris-setosa
+8,5.415585434020606,3.9521573682722,1.7559418802117397,0.4692320003060345,Iris-setosa
+9,6.001141711184249,2.2,4.979606064002659,1.5183038244630018,Iris-virginica
+10,5.591003409980158,3.7104653913860415,1.6943575776692383,0.28303777696835175,Iris-setosa
+11,6.207082088360899,2.2000003381277047,4.5356389468694704,1.4707358337739609,Iris-versicolor
+12,6.424522124074506,2.9067760399623617,4.330335459894315,1.2934757484923525,Iris-versicolor
+13,6.663397681126534,3.305213602869098,5.698800450634484,2.5,Iris-virginica
+14,6.786694223834199,3.2047089003281766,5.850237620119907,2.310260820448782,Iris-virginica
+15,6.695630271010001,3.0,4.9707064788712785,1.7108413097364843,Iris-versicolor
+16,6.831682030678634,3.206115321581281,5.742442346240619,2.3141676127220743,Iris-virginica
+17,6.925556058973992,3.1960499744429507,5.881377316985293,2.3152260490394654,Iris-virginica
+18,6.805178373962718,2.807920498985879,4.747263868704144,1.3611278275084433,Iris-versicolor
+19,6.882222666945727,3.1025302949208435,5.105532566080022,2.2948077001163574,Iris-virginica
+20,6.681648520430845,3.290044353430603,5.7240657523241945,2.109667131728894,Iris-virginica
+21,6.840171956220817,3.2236364887950217,5.789806514797017,2.267491189472856,Iris-virginica
+22,5.6345847565730915,2.793724452665325,4.397664458052158,1.2865333276585251,Iris-versicolor
+23,5.963203906195601,3.0,4.990664235221312,1.8083993458446852,Iris-virginica
+24,4.564183343779357,3.3901968090164165,1.404302271434067,0.29953492515764407,Iris-setosa
+25,7.736321651079231,2.592091487261661,6.899998724856842,2.3115365163502326,Iris-virginica
+26,5.387857895719218,3.0,4.525154720960424,1.5192931576005715,Iris-versicolor
+27,5.469248057584462,2.400390335451242,3.8613891003425787,1.0926073745331069,Iris-versicolor
+28,5.078593007188917,3.7285012570620317,1.4985619472753173,0.19885832595294986,Iris-setosa
+29,7.7226047450069375,2.5848728681569435,6.899998468564727,2.312966818631368,Iris-virginica
+30,7.320053723492123,2.8851448155684722,6.21072027898711,1.8018234475175052,Iris-virginica
+31,6.408459905983549,3.0,5.475600249632257,1.801638060415756,Iris-virginica
+32,6.709427475360435,2.820564138044493,4.685596317815516,1.376917624962598,Iris-versicolor
+33,5.442802857248377,4.199998370437171,1.369369347893518,0.21479534427958774,Iris-setosa
+34,6.2968883152084665,2.3047624752390394,4.436345825253003,1.3251147855910046,Iris-versicolor
+35,6.598781374794862,3.0,5.793516436938673,2.219206247082494,Iris-virginica
+36,6.143981637267263,3.0,4.526231971366866,1.3670078759992372,Iris-versicolor
+37,6.323423137021507,2.5008437337426304,4.926537854085609,1.5033397997895181,Iris-versicolor
+38,6.246220152991535,2.2,4.535834661924475,1.4954677619790282,Iris-versicolor
+39,5.985111281962454,3.0,4.814596978866435,1.7950300493997735,Iris-virginica
+40,7.899998364875318,3.7517029789571654,6.372573916079964,2.042671226594318,Iris-virginica
+41,7.721384422756398,2.589642564553396,6.899998609433114,2.314748331393479,Iris-virginica
+42,5.756351954444544,2.841569650634063,4.4687553185772595,1.2795298672889266,Iris-versicolor
+43,7.735282464169968,2.577997375163216,6.9,2.3301480122269607,Iris-virginica
+44,5.334731626521243,3.748022881552903,1.4987856928632908,0.19970474795979326,Iris-setosa
+45,6.075026050356744,2.588801764154277,5.522772743699096,1.416952430950962,Iris-virginica
+46,4.831215896444368,3.0992130991186633,1.6978457424145967,0.10000012567604556,Iris-setosa
+47,5.567657336445175,2.5804603109530513,4.308666289017006,1.1749796190583937,Iris-versicolor
+48,7.8999982691287824,3.8460046034348614,6.360519006047034,2.0404420879112526,Iris-virginica
+49,5.712683842127682,3.8336730320853394,1.6618820315088156,0.3961832183884611,Iris-setosa
+50,5.005100916562351,3.422617777776692,1.4990929821278227,0.3449431678860728,Iris-setosa
+51,6.293428967219907,2.663456844051939,4.883962946030034,1.8032260731760286,Iris-virginica
+52,4.867673317949659,3.0735477749190605,1.487082259483908,0.1000001148679216,Iris-setosa
+53,6.664374148677003,3.2846570367964794,5.670741327941846,2.100692335791652,Iris-virginica
+54,5.509258421729529,2.5829242624574706,4.359520456078039,1.1763072206247362,Iris-versicolor
+55,6.91423098850637,3.1023542560617456,5.1113236300702525,2.2994173336633845,Iris-virginica
+56,6.765238070374625,3.0,5.531468056484542,2.069294486922942,Iris-virginica
+57,5.420129808761657,3.9494882771745767,1.4987187704269427,0.36647970587046236,Iris-setosa
+58,6.403722070952604,2.8979914163649667,4.33071839516357,1.3194270137418995,Iris-versicolor
+59,6.408929514726607,2.8948964640202632,4.300841983619346,1.2773243401855363,Iris-versicolor
+60,5.083973857811991,3.636433571571817,1.493482831842062,0.4130196150324782,Iris-setosa
+61,6.686072720484921,3.2987493636961616,5.679158054392434,2.0883688707158035,Iris-virginica
+62,5.6939648413340915,3.8302921657823292,1.496312867873265,0.33042552213599297,Iris-setosa
+63,6.680058431551318,3.0,4.990973046963101,1.7161649836203527,Iris-versicolor
+64,6.464128922022181,3.0,5.462056889901109,1.8027407642601438,Iris-virginica
+65,6.663554773897422,3.3172866140748347,5.7497774919421065,2.499999517520005,Iris-virginica
+66,5.985484461463044,2.200000309704758,5.005248486321993,1.4993831995857263,Iris-virginica
+67,4.828886086979661,3.0,1.3912339635350404,0.10000010737354467,Iris-setosa
+68,6.6983116106535565,3.3056361305955577,5.682113161367807,2.5,Iris-virginica
+69,6.379846620061254,2.6719417561072722,5.17820798861851,1.85389261704484,Iris-virginica
+70,5.2672091339849585,3.7372650358699104,1.4978440220217504,0.2031673253554584,Iris-setosa
+71,6.313228882036197,3.292000656083924,4.6924040796184086,1.608567061837846,Iris-versicolor
+72,4.911141667115563,3.087799208335809,1.571246809151134,0.10000010630949831,Iris-setosa
+73,5.683921050307822,3.8007589262573713,1.6670334440525514,0.3133183643112485,Iris-setosa
+74,4.834275077595955,3.0,1.4480659359303933,0.10000011767771028,Iris-setosa
+75,6.240524657653294,2.534625381964665,4.990848202233673,1.5162549380179713,Iris-versicolor
+76,5.682659358054608,3.8208215976035143,1.5354055348982223,0.33701368969409967,Iris-setosa
+77,6.686854132654611,3.295465363379214,5.695798966310498,2.065470131387824,Iris-virginica
+78,6.301357731487695,2.7226225172396554,4.908741938384845,1.7888144740984842,Iris-virginica
+79,5.969547481036786,3.203979031857177,4.851080376568837,1.772388919461495,Iris-versicolor
+80,6.276524131227186,2.5061757427554876,4.906980264853293,1.5044253568673949,Iris-versicolor
+81,6.644622077448667,3.2997283411363187,5.694715736399557,2.5,Iris-virginica
+82,6.305473706017714,2.6597763639121847,4.893352535385264,1.8035361949474114,Iris-virginica
+83,4.924636701880057,2.3862051678247846,3.2856875370772034,0.9416907398845422,Iris-versicolor
+84,6.091785538837777,2.588966718893644,5.588189441518105,1.3687286467191269,Iris-virginica
+85,6.385218466691509,2.8949717660903502,4.289660529380056,1.2992275297187528,Iris-versicolor
+86,6.0460957021409145,3.0,4.562032827359338,1.4125690486443863,Iris-versicolor
+87,5.127034165169435,3.2952097975689525,1.6644642314916738,0.436787497742662,Iris-setosa
+88,6.68880290722524,3.0,5.446123670077205,2.070243045502073,Iris-virginica
+89,7.743587314072006,2.5719670043458587,6.899998788138731,2.305390414186327,Iris-virginica
+90,5.860914091453113,3.195217745662613,4.842737959084658,1.8085828647559001,Iris-versicolor
+91,4.600644122768005,3.401494858077403,1.4070718018051993,0.3831090147846927,Iris-setosa
+92,6.664933024230565,3.308116575541854,5.7527534573991765,2.5,Iris-virginica
+93,5.74764065220156,3.8180343721183485,1.7187627306352062,0.2992880070165515,Iris-setosa
+94,7.717257016113679,2.585144909538954,6.899998809816889,2.30503451739511,Iris-virginica
+95,5.505523502795408,4.2,1.3431347274055976,0.19015327290705702,Iris-setosa
+96,6.0377184892269025,2.6754192983486,5.101487200588571,1.5670562024395625,Iris-versicolor
+97,4.810114958178733,3.0,1.4012028233676341,0.29803942261433003,Iris-setosa
+98,5.912837957804085,3.0,4.954809739229864,1.809959635076702,Iris-virginica
+99,5.2079014040926985,3.4261888659005386,1.5452897869874342,0.20104740546449676,Iris-setosa
+100,6.869007611585771,3.0821984179403725,5.109876799403271,2.240095730048171,Iris-virginica
+101,5.386327377425256,3.0,4.498348005439642,1.5384066384453414,Iris-versicolor
+102,5.591652808185649,2.586402066912497,4.16401482889155,1.1781993547211218,Iris-versicolor
+103,5.997499250383996,2.738024359528164,5.096902821594152,1.5861751495511658,Iris-versicolor
+104,5.341448764509293,3.8788680007879406,1.5213655242067308,0.3790605390711492,Iris-setosa
+105,5.941513105413933,2.2000003247907562,4.999554320105347,1.4839776706989303,Iris-virginica
+106,4.900922653628379,3.0966078540921913,1.4952463412997012,0.1,Iris-setosa
+107,5.08846489711413,3.288518735251856,1.7052518658908504,0.4663901326938243,Iris-setosa
+108,4.906704644219911,3.0,1.400518615673598,0.19446387158051243,Iris-setosa
+109,5.32958404825826,3.834024292266187,1.4931202682040259,0.2288691680595645,Iris-setosa
+110,6.289556347335328,2.3253187867179173,4.428910678002735,1.3264456935927673,Iris-versicolor
+111,5.188163682079238,3.5299271896073847,1.4105579476942733,0.30040538572934533,Iris-setosa
+112,5.430280260658367,3.0,4.548184325068244,1.541984445486496,Iris-versicolor
+113,6.38167279827744,2.666908658507532,5.218951393744331,1.8945030598568604,Iris-virginica
+114,7.899998790356346,3.769725093819408,6.3908385485779,2.0178364949881145,Iris-virginica
+115,6.787031176194194,2.7633795766233553,4.784930826431533,1.414527699089211,Iris-versicolor
+116,5.917269126286554,3.0,5.091511684290985,1.8008362333657146,Iris-virginica
+117,6.020126146782734,2.705149712882948,5.075469748752578,1.563065221394576,Iris-versicolor
+118,5.388831732689089,3.0,4.495676385633338,1.498551985530582,Iris-versicolor
+119,5.953491354738861,3.0,4.932157614720323,1.8048596536848782,Iris-virginica
diff --git a/iris/tab_ddpm/2/25/test.csv b/iris/tab_ddpm/2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/25/train.csv b/iris/tab_ddpm/2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/25/val.csv b/iris/tab_ddpm/2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/26/synth.csv b/iris/tab_ddpm/2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08941d22e2b007a5acae0cbde2c9efd66e1f68cc
--- /dev/null
+++ b/iris/tab_ddpm/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.143437764752817,2.4818454527975717,3.058721443720958,1.1041103418469689,Iris-versicolor
+1,6.331861118929502,3.390237072848685,5.6272534030917765,2.3673570695309087,Iris-virginica
+2,5.4046199031096585,3.0,4.511410848651892,1.5019102381796179,Iris-versicolor
+3,4.942724211227474,2.4166960441099015,3.2965537538434546,1.0548128538992052,Iris-versicolor
+4,6.339289511369795,3.3881853185808026,5.610559646709425,2.4037324807743423,Iris-virginica
+5,6.83788616483246,3.1119197463858597,5.110054232289231,2.2942185759612186,Iris-virginica
+6,7.732807587142186,2.568331779740508,6.9,2.3220851484165395,Iris-virginica
+7,5.174600060602454,3.769602575250584,1.7426435935929965,0.20402620565375798,Iris-setosa
+8,6.295447457246199,3.403440107048935,5.663555997354781,2.3969779630461927,Iris-virginica
+9,5.073945552241592,3.5945358629186237,1.5728472098761335,0.3592439913718868,Iris-setosa
+10,4.889418163807966,3.0778081484676076,1.4924501159570414,0.10000009039734807,Iris-setosa
+11,6.293147092820179,2.3014717907676903,4.375523593398308,1.313298780394729,Iris-versicolor
+12,4.597351962483206,3.4011741032213294,1.4038324079651794,0.29507120576090556,Iris-setosa
+13,4.934582909857141,2.405440756865107,3.3297034399763916,1.0405875812886263,Iris-versicolor
+14,6.3806006457248765,2.8746122125504616,4.2995936175321745,1.3089852764030123,Iris-versicolor
+15,5.740276650206579,3.8141163536796387,1.5590990631871908,0.33681988355662995,Iris-setosa
+16,5.086741317064681,3.2943031001145218,1.5617952695638495,0.5159744936658269,Iris-setosa
+17,4.993095676376161,3.395323651540824,1.642446081297852,0.45484428981368025,Iris-setosa
+18,5.33664877927216,2.917786895017807,4.303387830405322,1.4708236684948375,Iris-versicolor
+19,4.61487564606089,3.2042210596908958,1.407373886651372,0.20316658853281686,Iris-setosa
+20,7.724398397356168,2.575804687572046,6.89999782226937,2.3106529513984806,Iris-virginica
+21,5.419349392688106,4.199998929989459,1.3812337402238157,0.21212520320867873,Iris-setosa
+22,5.102328319443515,3.431931976275302,1.3853649180995675,0.29508630921647844,Iris-setosa
+23,6.3425011608781166,3.388154691649008,5.575143121490982,2.372480412866472,Iris-virginica
+24,6.218036386370822,2.200000498605137,4.570840480880495,1.4842978907297812,Iris-versicolor
+25,6.87508431015872,3.1441114364376985,5.104601595970314,2.32017697351713,Iris-virginica
+26,6.271734518249573,2.3009881666711576,4.352740579648101,1.30536998516582,Iris-versicolor
+27,4.608013204381514,3.1205709396085433,1.4051962243586475,0.19799085050868862,Iris-setosa
+28,5.776991869677817,3.814949830850802,1.5043275078287242,0.2987648062267086,Iris-setosa
+29,5.0040884134762225,3.2073444114629557,1.2,0.20150412468100304,Iris-setosa
+30,6.3027716721329945,2.552886053253459,4.9481891494318475,1.4978689272583805,Iris-versicolor
+31,6.408089169976137,2.7033872096033518,5.295099920544061,1.9000054777277036,Iris-virginica
+32,5.491199706810613,4.199999110971379,1.3707092365405247,0.2221786222798925,Iris-setosa
+33,4.830868433951761,3.0,1.394410688325082,0.28631705618328934,Iris-setosa
+34,5.984124032296405,2.8999945562129392,4.545689630013482,1.4052237753066266,Iris-versicolor
+35,6.071503919473343,2.576660249889074,5.5396432174173675,1.416582010597393,Iris-virginica
+36,4.667170171054112,3.1475158250073147,1.4000367677777943,0.22388692725651088,Iris-setosa
+37,5.850805307308943,2.8221720984666145,5.108596371684932,2.4111128330851335,Iris-virginica
+38,5.7015538774299985,3.8238022990746097,1.4994480208571384,0.2994653321464871,Iris-setosa
+39,6.643892183741656,3.2963948519571917,5.517355099094374,2.1110797654533933,Iris-virginica
+40,7.7258614241749735,2.57390381525764,6.899998564916706,2.3304566309503065,Iris-virginica
+41,6.49562675117082,3.0,5.822270557418571,2.1841294136225553,Iris-virginica
+42,4.602630636780759,3.403592027673939,1.4039097071860744,0.33481461425470826,Iris-setosa
+43,6.11629648750419,2.5541440263069455,5.411126622782901,1.3774438665150635,Iris-virginica
+44,6.286188073219839,2.6755538852760616,4.891989370623392,1.793642044281452,Iris-virginica
+45,5.075357059395598,3.800932210005199,1.4987239131661712,0.2040535156850028,Iris-setosa
+46,5.69306735077656,2.4932554021074296,5.0065758319527465,1.9423519099420534,Iris-virginica
+47,6.196538065066456,2.2,4.516582509126524,1.4989089330535688,Iris-versicolor
+48,6.1181020979234075,3.2713138813164457,4.778708760207795,1.7658219496029839,Iris-versicolor
+49,5.857970744075149,3.0,5.112281642407911,1.805849357843081,Iris-virginica
+50,6.687085626551264,3.310797818794051,5.731948783540884,2.5,Iris-virginica
+51,5.104205734712959,2.491532248078797,3.141237639673476,1.099962130414754,Iris-versicolor
+52,6.282939388327373,2.2984585771304173,4.3849562242926705,1.2988023343006068,Iris-versicolor
+53,6.787321104404236,2.778490379022454,4.712132139785456,1.3476233021057453,Iris-versicolor
+54,4.902088694362391,2.392851866795476,3.3560100579947214,1.0412739153698642,Iris-versicolor
+55,4.998154748696935,3.5979447314553155,1.4978196811846025,0.37009110025688907,Iris-setosa
+56,4.839193550243444,3.10343680776632,1.4982206911208684,0.10000009508952903,Iris-setosa
+57,6.336692728395786,2.7895083079930787,5.271869847065846,1.8227295896232396,Iris-virginica
+58,6.794380589324641,3.179176374773143,5.8125063528719245,2.3159584432754285,Iris-virginica
+59,5.494418239030815,2.3676593547901588,3.751301947115727,1.0880208918270897,Iris-versicolor
+60,4.765069640879192,3.0,1.3907021217854094,0.1,Iris-setosa
+61,6.029142676985163,3.0,4.809055195592402,1.8029761624107343,Iris-virginica
+62,6.359931314477532,2.9179097875236977,4.403231631660958,1.3494341946886272,Iris-versicolor
+63,7.305501174249443,2.9378496508461422,6.176109387537903,1.8423855965548606,Iris-virginica
+64,4.89252505523565,2.3967550327470613,3.3027234274560655,0.8430828390933001,Iris-versicolor
+65,6.33110463569411,2.7013829309904422,5.04631680001426,1.81537079181229,Iris-virginica
+66,6.476689268950967,3.1922901154858905,5.097764372775957,2.0216862385089684,Iris-virginica
+67,4.484563439940938,2.3071943272285775,1.3081523605942005,0.3238840709968663,Iris-setosa
+68,4.819219324911032,2.382249662250433,3.3955527858084404,0.9403483594621935,Iris-versicolor
+69,6.477928445578902,3.0,5.779051574157611,2.212826558914348,Iris-virginica
+70,6.663650629291227,3.30987530797987,5.680720301253769,2.5,Iris-virginica
+71,4.99686704784697,3.4073906893889023,1.4986130018141925,0.5808138474107258,Iris-setosa
+72,6.772766362806527,2.800907335852094,4.787223518833377,1.4158651338426997,Iris-versicolor
+73,5.907398490093597,3.2188103967749604,4.81772144589231,1.798583333803341,Iris-versicolor
+74,5.473511105548765,4.2,1.382602864415648,0.2023950158399592,Iris-setosa
+75,4.998534355441693,3.2938628849090437,1.4024950986149194,0.19709989574685519,Iris-setosa
+76,5.008186086438636,3.391219505409766,1.6823499370809487,0.3965880724790384,Iris-setosa
+77,5.733939584467994,3.0,4.093648196390497,1.4104443938791296,Iris-versicolor
+78,4.58156977646773,3.17538564188863,1.4052097480926944,0.198944848079147,Iris-setosa
+79,4.895207227547329,3.1231854599320363,1.4992270010529798,0.10000010072493848,Iris-setosa
+80,6.849347412439617,3.208848197744169,5.883571608304585,2.3175870768896805,Iris-virginica
+81,5.1752063772017864,3.7568804168224657,1.6754271559701326,0.2014033232279624,Iris-setosa
+82,4.8894761901538155,3.092638640072122,1.485262359011268,0.10000011671669809,Iris-setosa
+83,5.872749819554884,3.2074138787511677,4.7996174797214275,1.8067586585339788,Iris-versicolor
+84,5.750073158769866,3.822905551246843,1.608515776742369,0.33554051780120936,Iris-setosa
+85,6.0867890068107044,2.58303902765836,5.568168390745906,1.4204936031053859,Iris-virginica
+86,6.32225847317034,2.693396946644664,4.904328762469911,1.7971107910074404,Iris-virginica
+87,6.305138930723467,2.4889852379021153,4.896595339121261,1.4894973784172874,Iris-versicolor
+88,5.893577653096609,3.209393217213467,4.857645209360659,1.8117777578262881,Iris-versicolor
+89,6.586140826819931,3.3188187811429573,5.664284767664743,2.4999996354203127,Iris-virginica
+90,6.458757673230229,3.0,5.790522081237867,2.219532816478017,Iris-virginica
+91,4.796117650134307,3.0,1.3904981549559494,0.1,Iris-setosa
+92,7.745272806294597,2.533185434899525,6.89999879854627,2.328685100971886,Iris-virginica
+93,4.992565229073609,2.4321731651824448,3.129030959349862,1.0694683404047143,Iris-versicolor
+94,6.731417615033029,3.0,5.844800933675212,2.2164237098751776,Iris-virginica
+95,7.899995951622831,3.686536131551159,6.335734219051214,2.0713128483174232,Iris-virginica
+96,6.010794382086025,3.0,4.853110795287054,1.803291055674364,Iris-virginica
+97,5.613128037600671,3.0,4.306510713551775,1.3468454081658738,Iris-versicolor
+98,5.49064009932411,2.712715484904437,3.914380891883577,1.2775074446250112,Iris-versicolor
+99,6.289160832423117,2.8677013161425005,5.5793173666302796,1.8060238232665013,Iris-virginica
+100,6.290892696136441,2.6938780968243115,4.890840169040659,1.7927555475298644,Iris-virginica
+101,5.555179907894912,2.4392145224338875,3.87832871980977,1.0976169987176965,Iris-versicolor
+102,7.6590105753862545,2.5665643099262505,6.9,2.3067265606393237,Iris-virginica
+103,5.711808756565519,2.481449914039314,4.980337661655195,1.995180765325607,Iris-virginica
+104,6.3172608029995265,2.476984283760782,4.866577430265058,1.4654407168258814,Iris-versicolor
+105,6.070036373754706,2.602026939699346,5.556602390786032,1.4033077897661117,Iris-virginica
+106,6.050672701923575,2.6822383183567022,5.093984678118641,1.5606352447380265,Iris-versicolor
+107,5.580878167710107,2.660860721615563,4.386139227851161,1.2366750446551562,Iris-versicolor
+108,5.940618530632073,3.0,5.013051501903444,1.7980269229768102,Iris-virginica
+109,5.6683637448629085,3.7700335081795555,1.735486532157738,0.3527555637792346,Iris-setosa
+110,5.0203583468197115,3.405848609036642,1.711501317407061,0.40129943550906605,Iris-setosa
+111,6.241737595755449,3.229330481528699,4.681558322428173,1.5321774002199082,Iris-versicolor
+112,6.284762861988631,2.313866416280583,4.415788229314778,1.2824756711289593,Iris-versicolor
+113,6.057427685070341,3.260513792430643,4.739517579953093,1.767132088006888,Iris-versicolor
+114,6.326718555767948,2.909865412755933,5.60963918630275,1.8130248045753987,Iris-virginica
+115,5.523149490569217,2.4200280728787438,3.868757257747395,1.0996169908308409,Iris-versicolor
+116,6.352799964379078,2.697293346116418,5.237256392282447,1.859018526830631,Iris-virginica
+117,5.068291701811016,2.453793267386073,3.2176547090880248,1.0909787753620221,Iris-versicolor
+118,5.6653224082327895,2.5029265946379526,4.987079835240761,1.9746683966082,Iris-virginica
+119,5.109534716701752,3.645412688977668,1.5347273795620966,0.2061480501268906,Iris-setosa
diff --git a/iris/tab_ddpm/2/26/test.csv b/iris/tab_ddpm/2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/26/train.csv b/iris/tab_ddpm/2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/26/val.csv b/iris/tab_ddpm/2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/27/synth.csv b/iris/tab_ddpm/2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..732caf4e7d45380d77b8f63fa65b1137166e42bd
--- /dev/null
+++ b/iris/tab_ddpm/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6269800177137075,3.296453038451542,5.747658314739638,2.0895936101245653,Iris-virginica
+1,4.875216356154705,3.0981291637335473,1.5291038620738464,0.1,Iris-setosa
+2,5.166224735780162,3.465912617981693,1.5827211548495885,0.1944238138784351,Iris-setosa
+3,5.938646718153681,3.0,5.091208144992783,1.8126942695259247,Iris-virginica
+4,4.912014364114144,3.089090043950409,1.4954877942473814,0.1,Iris-setosa
+5,7.006233190225858,3.0,5.816531980193179,2.130926894516418,Iris-virginica
+6,4.613590596777747,3.1608203092361578,1.3927939384986585,0.20599143324717842,Iris-setosa
+7,6.2898555007088355,2.299558937229713,4.445085608854534,1.3153959959958195,Iris-versicolor
+8,5.005482837832355,3.4403810280219878,1.8030601184280144,0.3754571309594161,Iris-setosa
+9,4.893907084127886,3.0993795130943433,1.4976675989517534,0.10000009865584689,Iris-setosa
+10,4.604016188746264,3.3990203008453106,1.4047840070734057,0.32011477813989525,Iris-setosa
+11,5.000088156246793,3.2215634786672807,1.2000002085339454,0.1981082482240084,Iris-setosa
+12,5.547956517763575,3.0295966645498975,4.651743085914759,1.6391608503137856,Iris-versicolor
+13,4.60138636062765,3.3940094850569573,1.4045754952141856,0.29477365858409943,Iris-setosa
+14,6.193712302199742,2.78232558105291,4.617044314488972,1.1942984759944282,Iris-versicolor
+15,6.494357433456442,3.0,5.880398658832013,2.2179814133965845,Iris-virginica
+16,6.302521452779665,2.6647723548749536,4.832889916652444,1.8017095180840565,Iris-virginica
+17,5.516774759936725,3.0,4.417941649308593,1.496448595227139,Iris-versicolor
+18,4.896101595790408,2.39036519045362,3.4371210379636747,1.0370571602291625,Iris-versicolor
+19,5.1653748906961985,3.3550483627088745,1.4931761811651736,0.399344905463667,Iris-setosa
+20,5.424716751429138,4.2,1.394569348049502,0.19780262961796896,Iris-setosa
+21,6.719416716151415,2.4762601254022045,5.760636465719733,1.8036373725472992,Iris-virginica
+22,5.295463236455086,3.6627566878899915,1.6298530167697611,0.20127036089875922,Iris-setosa
+23,5.871283026568186,3.203333919929159,4.770677274199582,1.8011340699510494,Iris-versicolor
+24,6.305369482470224,3.4039360997542603,5.5614065266137525,2.4042276680247316,Iris-virginica
+25,6.024163990769183,2.2000002713617226,5.015113963212415,1.4735731515100239,Iris-virginica
+26,5.879566543281517,2.8567724892559174,4.467992421621664,1.3787999925158456,Iris-versicolor
+27,4.900875105749574,2.4125689381243927,3.3965534874742813,1.0092045587983547,Iris-versicolor
+28,5.459593634447755,3.0,4.490710223001711,1.415383039268032,Iris-versicolor
+29,6.6592763932062145,3.3093161785398575,5.69731651602411,2.5,Iris-virginica
+30,6.288235025821802,3.403787758917856,5.5760758843214715,2.4014105223818762,Iris-virginica
+31,6.366769290180228,2.706828184977887,5.090502462000643,1.8901890015665987,Iris-virginica
+32,5.626318605634991,2.929647649655026,3.73229729147359,1.3123323449668656,Iris-versicolor
+33,5.387209829050719,3.0,4.515822211028443,1.5258171816414898,Iris-versicolor
+34,5.107404747761888,3.8284462740767724,1.685065866457161,0.2027287817060323,Iris-setosa
+35,5.512293603958186,4.199999138784428,1.366841035782492,0.20678221131050137,Iris-setosa
+36,5.394964066644268,3.0,4.500253127427529,1.4978130846338862,Iris-versicolor
+37,5.562734031912816,2.437630270914883,3.890872600330649,1.081306029958703,Iris-versicolor
+38,6.336971772068575,3.400039627029802,5.6047014079895,2.390928007406977,Iris-virginica
+39,6.74842401525697,2.788626828572481,4.681225852855173,1.3856976838376494,Iris-versicolor
+40,5.850101791019265,2.775039738002563,4.61726699954067,1.2681790684775371,Iris-versicolor
+41,5.837268462317424,3.1560612735832247,4.764702319693228,1.76400806836672,Iris-versicolor
+42,5.372092553729789,4.199999083635481,1.3600308513743808,0.20618456509558178,Iris-setosa
+43,6.271362342480963,2.688779101486181,4.909162924968529,1.7975070720328874,Iris-virginica
+44,4.560644653435305,3.3931269724054838,1.3844435208137598,0.2903546901761996,Iris-setosa
+45,5.881024738464678,3.2096463070794043,4.768501415338232,1.7962270272236405,Iris-versicolor
+46,6.763001257983885,3.2157383040640144,5.739237013638739,2.2626072617997632,Iris-virginica
+47,6.223175104676037,2.5710741055053004,5.00557867816209,1.5316468735169837,Iris-versicolor
+48,5.071371863557522,3.649072113457368,1.4884474635507725,0.4187460411411741,Iris-setosa
+49,7.705289923902487,2.5675520283681195,6.899998833387434,2.3188316116176866,Iris-virginica
+50,4.82614288576469,3.0,1.3964355867001705,0.1,Iris-setosa
+51,6.891078262402989,3.1863096077720945,5.852069148394041,2.2927434012922756,Iris-virginica
+52,5.19672149923624,2.7031603927710894,3.865237888961199,1.406278952366763,Iris-versicolor
+53,6.360692299673274,2.7758855543752152,5.484752691655354,1.8202735974411943,Iris-virginica
+54,4.598056448554464,3.399058842773943,1.4044516452050562,0.39144008620165627,Iris-setosa
+55,5.68037950869801,2.501599186677746,5.0001490955793235,2.0052178361343067,Iris-virginica
+56,4.8191912445250145,3.0,1.4128121884753961,0.10000009033072953,Iris-setosa
+57,5.018040041462259,3.3118978004754376,1.403122140443132,0.21388715490278137,Iris-setosa
+58,4.992294947209902,3.216068363321833,1.2,0.20102529008679026,Iris-setosa
+59,6.651413751752819,3.3215367573168195,5.6658366821877175,2.5,Iris-virginica
+60,6.7950654085100215,3.1958733472609575,5.852149484922185,2.2838728716077346,Iris-virginica
+61,6.6806362518444455,2.451628983563664,5.7164329805283085,1.7944723819251898,Iris-virginica
+62,6.621598976966661,3.3157336711487844,5.637703912091418,2.4999996195899414,Iris-virginica
+63,5.389825178970778,4.1999991199034135,1.3613560732685166,0.19940516326267743,Iris-setosa
+64,5.315776798837946,3.360359375237419,1.6609179108462455,0.35210988245171637,Iris-setosa
+65,5.994005976185131,3.0,4.841597509567274,1.813932714889598,Iris-virginica
+66,7.744963414645813,2.577793020472696,6.9,2.3328436679569036,Iris-virginica
+67,7.72203511167606,2.567541313495701,6.9,2.3170548194890968,Iris-virginica
+68,4.876586107937144,3.0,1.3967064230597441,0.21928718512667036,Iris-setosa
+69,5.194197899760801,3.788382684673504,1.4918353545731557,0.3426155763940606,Iris-setosa
+70,6.704974375542705,3.0,5.005866647761672,1.698494494319656,Iris-versicolor
+71,5.872308760702843,3.2083929704314116,4.7787650805756705,1.7986185594843165,Iris-versicolor
+72,5.197040372667829,2.689006573642468,3.9091205488497365,1.397522850997444,Iris-versicolor
+73,6.593977353028292,3.3161652132078507,5.674974975832648,2.5,Iris-virginica
+74,5.7441718103292425,2.5840713004907423,5.0832689198656,1.9185642206691613,Iris-virginica
+75,6.2875765806371735,3.4009623540866065,5.614486193616941,2.3749942223734313,Iris-virginica
+76,6.518459351712699,3.0,5.8246624767470205,2.1946282923240403,Iris-virginica
+77,5.715634816769333,3.843124092924632,1.770902780131561,0.39499986153474864,Iris-setosa
+78,6.839526243572488,3.0,5.501407419269979,2.0918865185643845,Iris-virginica
+79,4.4000007660126,2.8888944570903914,1.4076462415066586,0.20410071224195037,Iris-setosa
+80,5.651014611262083,3.673215741150447,1.5828267747229832,0.3822844916330188,Iris-setosa
+81,5.842566496558894,2.8128648738995117,4.578082758909573,1.212504999904274,Iris-versicolor
+82,5.52675444320431,2.573037601369588,4.339726479535421,1.203130435780344,Iris-versicolor
+83,5.3980334144483955,4.19999887164678,1.3547151070547052,0.20649519194917096,Iris-setosa
+84,6.403427142097269,2.897616545118666,4.290813782394178,1.2939180675062154,Iris-versicolor
+85,6.122074567308145,2.7997971888919557,4.667535738099568,1.1885566133907994,Iris-versicolor
+86,5.879286963382262,3.0,5.132439562332363,1.7986123430447354,Iris-virginica
+87,4.871730669899959,3.0,1.39688736402558,0.22117040752543435,Iris-setosa
+88,4.615544982500688,3.226589093013639,1.4009581955442574,0.1970886286779983,Iris-setosa
+89,6.403803946352359,2.8891780394924678,4.336340917452246,1.3058999192272167,Iris-versicolor
+90,6.905593895443255,3.1990569330236625,5.793743465242601,2.312743168547474,Iris-virginica
+91,6.633845670849581,3.315593393872967,5.667993003161182,2.49999879383716,Iris-virginica
+92,6.281115915113776,2.4963785777723264,4.929265007351439,1.5013891515791822,Iris-versicolor
+93,5.875438258249287,3.0,5.086105644956314,1.8030258390029308,Iris-virginica
+94,5.446146719267223,4.199997967821291,1.4022706966892335,0.2051467718781269,Iris-setosa
+95,4.808312874485029,3.0,1.404124671770354,0.3051008803813136,Iris-setosa
+96,6.183043472066736,2.2,4.516041333956001,1.5102209581870536,Iris-versicolor
+97,6.290453328169678,2.6588734913900884,4.860749608689578,1.787705789365882,Iris-virginica
+98,6.302019725290092,2.428515704610758,4.794824592167717,1.4905805266030054,Iris-versicolor
+99,5.660559499164191,3.8136736157534674,1.6084913180799665,0.3006685743238846,Iris-setosa
+100,7.737007664712944,2.5542559742652506,6.899998840537346,2.303178378629354,Iris-virginica
+101,5.630834001025256,2.9845727979631262,3.838364804247431,1.281149959138536,Iris-versicolor
+102,6.389199021661271,2.898703320624185,4.29448191529288,1.2979740110978661,Iris-versicolor
+103,5.270905121237916,3.8240254876882647,1.527663343144547,0.3461621970206863,Iris-setosa
+104,6.867705927512994,3.0,5.539873175811899,2.0833329318693394,Iris-virginica
+105,5.837870732884534,2.8678193833071837,5.121103652895332,2.437603888470165,Iris-virginica
+106,5.409044165634454,3.922752584881546,1.7780443336892937,0.41905576590067517,Iris-setosa
+107,5.869053541399895,3.200249422919734,4.734641175585634,1.7891993365695935,Iris-versicolor
+108,6.308696321573394,2.524398617583696,4.905632645530077,1.4962645195234487,Iris-versicolor
+109,6.274895560439152,2.5135149277659656,4.952508034886827,1.5124383286865912,Iris-versicolor
+110,6.523967108171389,3.0,5.798476579611504,2.218700653791453,Iris-virginica
+111,6.694365673545437,3.000891435714598,4.949993822014976,1.726855121885615,Iris-versicolor
+112,6.683402570194712,3.283808205452204,5.706449765482831,2.09127278727415,Iris-virginica
+113,5.449898863485915,4.199999286751494,1.3736737086748096,0.20573318860779724,Iris-setosa
+114,4.6093776989706825,3.385694656804162,1.4095366870088646,0.29130474392469496,Iris-setosa
+115,6.203108456626513,2.2,4.553220706334396,1.5141658486739598,Iris-versicolor
+116,6.188556644804747,2.2,4.567474320387921,1.4989851468350293,Iris-versicolor
+117,5.394695914050089,3.396027991610824,1.529038007086869,0.4363173221865332,Iris-setosa
+118,6.327081216014966,2.5061198616903404,4.872477069102029,1.5086244482658508,Iris-versicolor
+119,5.3781356961237545,3.0,4.5269615056567885,1.5404659055480763,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/test.csv b/iris/tab_ddpm/2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/27/train.csv b/iris/tab_ddpm/2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/27/val.csv b/iris/tab_ddpm/2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/28/synth.csv b/iris/tab_ddpm/2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..27f78cdd17522fa3174faacb4aa29da34ffb3286
--- /dev/null
+++ b/iris/tab_ddpm/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.751468853889294,3.8463634825541324,1.6898200488935655,0.36778226320066754,Iris-setosa
+1,6.068289273961162,2.914645445531054,4.471182623912904,1.5004683690051501,Iris-versicolor
+2,5.980345083212262,3.0,4.835618004155195,1.7982537774496752,Iris-virginica
+3,5.121622960020986,3.401262523227154,1.499939516453333,0.20700449955752637,Iris-setosa
+4,5.629649772867535,3.743675934650832,1.5408512552099536,0.3715675013287089,Iris-setosa
+5,6.315114912568485,2.3096809172855375,4.3554320825326345,1.301695430178961,Iris-versicolor
+6,5.294171528776529,3.3865043036591063,1.5983685931710032,0.19956122739227494,Iris-setosa
+7,6.530834880420938,3.0,5.502744381656466,1.8016054105519144,Iris-virginica
+8,5.910096565004567,3.1922334774874006,4.824825898015904,1.8077863661075946,Iris-versicolor
+9,6.008640489626318,3.0,4.882222669590739,1.8027750041423503,Iris-virginica
+10,5.892424330312141,3.1820348852248443,4.881956657232493,1.8042526773822927,Iris-versicolor
+11,5.422444663089197,3.8922820889566854,1.6696841524832813,0.3072006729464188,Iris-setosa
+12,6.33397392890597,3.3978052346382777,5.576328955139008,2.3996567628442786,Iris-virginica
+13,6.674766772173547,3.32589739743117,5.66903279965125,2.5,Iris-virginica
+14,5.938600048777981,3.2118850269638592,4.814044940402504,1.7994400963045964,Iris-versicolor
+15,6.033667677366971,3.0,4.881452386040711,1.8003367625530258,Iris-virginica
+16,5.17852322904611,3.813084197756123,1.5169473625470158,0.1984496363748844,Iris-setosa
+17,5.040590838579554,2.4557364659754506,3.3267588302768347,1.0962547984676407,Iris-versicolor
+18,6.656184121961156,3.3152254776898924,5.64096562731502,2.4999994590629484,Iris-virginica
+19,6.517306281093663,3.0,5.512499011385474,1.8121553620548525,Iris-virginica
+20,6.027287612668268,2.2000002784611317,4.975183361024424,1.4412449371819247,Iris-virginica
+21,7.365001883564419,2.908874553473179,6.2444698750197905,1.7927035984368647,Iris-virginica
+22,6.664161701660309,3.3121913089776776,5.666440990852031,2.5,Iris-virginica
+23,6.830204883244248,3.1917049552887864,5.851820150252512,2.291063212850528,Iris-virginica
+24,6.01569050764644,2.200000423000493,5.054109109275072,1.4883802978875944,Iris-virginica
+25,6.627278518366787,3.31642567037277,5.656091771158977,2.5,Iris-virginica
+26,5.097771954855151,3.3973842240513257,1.4973055854476671,0.203997113623355,Iris-setosa
+27,5.076688904960877,2.4762529734004493,3.2007403373605787,1.068326486217373,Iris-versicolor
+28,5.759547670561128,2.4952489771752115,5.005805068123466,1.9896882290428677,Iris-virginica
+29,6.301126903277109,3.4001691824314957,5.628984288272489,2.3993209242846882,Iris-virginica
+30,6.31623169877516,2.5156656201229453,4.9278904672644925,1.5062161431550458,Iris-versicolor
+31,4.618671615158702,3.401363794641605,1.4119751643992695,0.3190225631653399,Iris-setosa
+32,7.15614517200394,3.0,5.975318357566095,2.10214841024919,Iris-virginica
+33,6.677135884051582,3.3270289456644795,5.653107676234459,2.4999994563891166,Iris-virginica
+34,6.332893594247399,2.3156937438671954,4.3822945842589025,1.2815708228597402,Iris-versicolor
+35,5.025540711308587,3.5826607996046755,1.4959191268996455,0.39589676823432407,Iris-setosa
+36,5.153553587918624,3.8037497915599587,1.5652601367324324,0.22708584026539544,Iris-setosa
+37,5.636179849073162,3.777593591837678,1.6503898617395427,0.3667331932143547,Iris-setosa
+38,5.4453058965342285,3.0,4.426805373620026,1.4082658979200464,Iris-versicolor
+39,5.996930866577771,3.0,4.804409664544836,1.804360974659983,Iris-virginica
+40,6.2891039466117356,2.5144500496810487,4.971599810971221,1.5299619508493008,Iris-versicolor
+41,5.931033101129171,2.9076379647617063,4.471787382467965,1.5074601129877625,Iris-versicolor
+42,6.379892022598907,2.868865861152123,4.288295784358222,1.3289360164442938,Iris-versicolor
+43,5.414546097650442,3.926909826172554,1.5319592469127672,0.46339109572129245,Iris-setosa
+44,5.642809970295159,2.5245809624443276,3.98352926282081,1.0685021708351348,Iris-versicolor
+45,5.022689687540542,3.2045438929807473,1.2000002122535456,0.1939908856068086,Iris-setosa
+46,4.603628748662119,3.3965766931153256,1.4041063731077814,0.3100616614063692,Iris-setosa
+47,5.547866184573751,2.4865226879824216,3.847497674732942,1.1006905007024572,Iris-versicolor
+48,5.9396047701421395,2.708268264251324,5.090184357523894,1.5822603174155903,Iris-versicolor
+49,5.857168142943153,3.2115542411411653,4.739447317927936,1.818544676714395,Iris-versicolor
+50,5.37834479284798,3.398009733894473,1.4999460692715272,0.20157615066179319,Iris-setosa
+51,4.4,2.888606501380723,1.4030508889529387,0.19394770656915442,Iris-setosa
+52,5.366649275682093,3.4219393049725286,1.5850027687775696,0.1970761199775033,Iris-setosa
+53,4.4,2.8871054216355767,1.4045646507059613,0.20330073098325918,Iris-setosa
+54,6.326962462691645,2.295637863585525,4.409687875737497,1.2974100064262994,Iris-versicolor
+55,6.394815952630755,2.8836840479029564,4.319264212958323,1.2717452794944533,Iris-versicolor
+56,5.376257943658471,2.972759171281505,4.41028305280536,1.4764979933701399,Iris-versicolor
+57,6.867574046320116,3.201829218776684,5.766775318704626,2.2998689847337057,Iris-virginica
+58,7.707367021178758,2.5609650097052814,6.899998659047904,2.3038473909669737,Iris-virginica
+59,6.685660036423578,3.300864004286675,5.680767417848854,2.0844332262472065,Iris-virginica
+60,6.304850073903816,3.4055737550290934,5.615021474369288,2.405159811533772,Iris-virginica
+61,6.688148265095236,3.2715376662203584,5.674371376446838,2.1344847908877598,Iris-virginica
+62,5.0701146243016,3.6115890435032036,1.496452692136538,0.3561836879827258,Iris-setosa
+63,6.689331687378618,3.322531503398795,5.7023461760661425,2.5,Iris-virginica
+64,6.62476589746302,3.319856928202486,5.6737162456200485,2.5,Iris-virginica
+65,5.533962823956223,4.199999043784808,1.3521544675149682,0.20642065235414012,Iris-setosa
+66,6.299279155084286,2.311363455877049,4.3993551519663745,1.3080746379605106,Iris-versicolor
+67,6.634191352186051,3.304878519843924,5.629704799444015,2.5,Iris-virginica
+68,7.300051091552232,2.9079819612646998,6.26117632517293,1.8088435611773477,Iris-virginica
+69,4.888252027396976,3.0665241195527444,1.4697910938662915,0.1,Iris-setosa
+70,4.4,2.889818898494711,1.4000342597803095,0.19719429758757534,Iris-setosa
+71,5.448528747502054,4.1999984213171215,1.3843347272096957,0.2035730820953658,Iris-setosa
+72,6.283977772014544,3.4023702500414625,5.6311885988620825,2.402928992956262,Iris-virginica
+73,5.126138979992662,3.5203128209608385,1.4089011932843993,0.41621845222290893,Iris-setosa
+74,5.593652246573187,3.6843223030100525,1.498064915524511,0.3986806632250591,Iris-setosa
+75,4.779014437909291,3.0,1.4029524954696466,0.32060292910657906,Iris-setosa
+76,5.3220820068243,3.6099423685050995,1.4895390937668451,0.19259119069829,Iris-setosa
+77,5.5986921649591475,3.0,4.314784357071437,1.3360345138662413,Iris-versicolor
+78,5.941231407721235,3.0,4.300644101021258,1.4835552650773272,Iris-versicolor
+79,5.627766646981817,3.754349489476006,1.6059848448279732,0.3686655646905933,Iris-setosa
+80,4.911838805701921,2.4230913863219232,3.4444551071152687,1.068184457819684,Iris-versicolor
+81,4.597527997125391,3.1609386268529507,1.3985434241370358,0.20058722379124388,Iris-setosa
+82,5.692516430529589,2.4737660952293927,4.998846346217349,1.9726337911252028,Iris-virginica
+83,5.482264859769633,3.0,4.370910651612216,1.3656472270264184,Iris-versicolor
+84,4.861879388452421,2.385912160025947,3.3345932630836965,0.9192470480258188,Iris-versicolor
+85,5.643720041053456,2.7727162558338416,4.386756901817531,1.2515826141381008,Iris-versicolor
+86,5.675409567104477,3.765903367516113,1.5953758529957762,0.316415290449785,Iris-setosa
+87,5.429121988962937,3.486892606313219,1.4914892171033305,0.2058068744671209,Iris-setosa
+88,5.408614900496036,3.5826472402969105,1.4980258095108545,0.20247581267658446,Iris-setosa
+89,5.092078582291478,3.3920744756796903,1.5642838523793638,0.19867785434347612,Iris-setosa
+90,5.892129680076998,3.2092811776072874,4.806135266735365,1.791445904293881,Iris-versicolor
+91,6.289561538059555,3.3981394469537847,5.594595942600853,2.3977277745279073,Iris-virginica
+92,5.5938298971156675,2.67913773281869,4.302678932121452,1.2486893798394283,Iris-versicolor
+93,4.4,2.878149244118601,1.4086719690481249,0.19462906950135983,Iris-setosa
+94,6.60748178916854,3.296796486555262,5.61756462177992,2.499999534098804,Iris-virginica
+95,7.677629534400359,2.5553839719365543,6.899998795942478,2.304721914677935,Iris-virginica
+96,5.231882074494305,2.7164770249617227,3.9105285790256974,1.4223607933487092,Iris-versicolor
+97,4.631232667908662,3.2122109291526635,1.397817859558958,0.20009364064364704,Iris-setosa
+98,5.9895901203789315,3.0,4.85433730175386,1.8094082468895727,Iris-virginica
+99,6.618578031287496,3.2799664335417464,5.619936456608912,2.5,Iris-virginica
+100,4.607161426888578,3.3990607206061134,1.3988726880885343,0.3287609152704517,Iris-setosa
+101,6.353467378827516,2.8881603273781,4.352017218379552,1.2801048547828726,Iris-versicolor
+102,6.313639833112533,3.4003554474862328,5.605179087822238,2.3987286914181487,Iris-virginica
+103,4.400000684282442,2.9048949078849584,1.407481198115098,0.20047554601065937,Iris-setosa
+104,6.276321427490423,2.5001334026725917,4.939712557191121,1.560255074595791,Iris-versicolor
+105,5.635542272925983,2.4881653981031295,4.983524255081995,1.993446631681798,Iris-virginica
+106,4.901808251290735,3.0,1.400243240298564,0.19637249276589366,Iris-setosa
+107,5.280287747414033,3.3869833314283935,1.5343818891357985,0.20110172223351208,Iris-setosa
+108,5.012858003542543,3.2143942737188396,1.200000224111359,0.1946989760583586,Iris-setosa
+109,6.5195381099418706,2.874687808237106,4.346733006097572,1.3226876631685816,Iris-versicolor
+110,5.099097947333554,3.4660793099880673,1.4008483067680637,0.29745035000932185,Iris-setosa
+111,5.030792817749907,2.4363730640313053,3.003703945746734,1.0664909778614229,Iris-versicolor
+112,4.809778639439476,3.0,1.4056079695794954,0.1,Iris-setosa
+113,5.997132667712119,3.0,4.8353336634212,1.8001804677613813,Iris-virginica
+114,5.77538598634023,2.7943103477115963,5.125390056300973,2.4147345358592913,Iris-virginica
+115,6.703021104577783,3.3018040438020098,5.679871669722615,2.1247651898020803,Iris-virginica
+116,6.828178113892631,3.2069376179933538,5.815367842190503,2.297174068855967,Iris-virginica
+117,5.503762401377299,2.425955175033103,3.7495126068362117,1.0925316454710488,Iris-versicolor
+118,6.526365387545539,3.0,5.800943750666816,2.189663968681085,Iris-virginica
+119,7.9,3.8134582876090404,6.41249277192711,2.0013642624213617,Iris-virginica
diff --git a/iris/tab_ddpm/2/28/test.csv b/iris/tab_ddpm/2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/28/train.csv b/iris/tab_ddpm/2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/28/val.csv b/iris/tab_ddpm/2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/29/synth.csv b/iris/tab_ddpm/2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..697ea8fa2bdae32d86557802939c884d48c9c2ef
--- /dev/null
+++ b/iris/tab_ddpm/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.654578269241863,3.2951888575773793,5.633656218466723,2.5,Iris-virginica
+1,5.5347074561885155,2.6342088972985582,4.429053280728322,1.2372754776501675,Iris-versicolor
+2,4.914834213545585,3.0092006365999233,1.3845297489151398,0.20305903440719325,Iris-setosa
+3,5.021767881703988,3.316326607783006,1.4039365167241504,0.20420681521659742,Iris-setosa
+4,5.523287451824774,4.2,1.3607825637773596,0.20894199817358453,Iris-setosa
+5,5.590805385831856,2.6917870566674824,4.41271686481214,1.2493544127043468,Iris-versicolor
+6,4.491002882316671,2.309769086279305,1.3029280927657316,0.28389484958638933,Iris-setosa
+7,6.276331666909404,2.4998568247821833,4.925326579940219,1.5161082464390263,Iris-versicolor
+8,4.981709006879795,3.211818674100306,1.2,0.1958662413068959,Iris-setosa
+9,6.326164991917733,2.377279397677585,4.555458616782125,1.3552103759910779,Iris-versicolor
+10,5.634709880693308,3.0,4.146042106299092,1.2828856422165344,Iris-versicolor
+11,5.381391007004679,4.19999846504329,1.3869703572661491,0.20707478025373632,Iris-setosa
+12,5.4597064986457395,3.0,4.5577577352850875,1.521091515086736,Iris-versicolor
+13,5.593264892347078,4.199999238549668,1.4052621909926062,0.1995020685287045,Iris-setosa
+14,6.730765689604665,2.4927475674645,5.782494380315469,1.80971564311317,Iris-virginica
+15,5.062529968315733,3.6242281817415134,1.4942855390765069,0.4171805856768794,Iris-setosa
+16,4.810571889877497,3.0,1.3825372942854948,0.1,Iris-setosa
+17,6.912219645867157,3.2081688977737244,5.73191954979976,2.302779917982919,Iris-virginica
+18,5.156190438574068,3.4054646401141864,1.4995063610682653,0.19722002432536961,Iris-setosa
+19,4.597847722657347,3.397633373016114,1.4079666488298663,0.29721896429946,Iris-setosa
+20,5.297649242792624,3.6807822472526444,1.4904613111766825,0.2008065012121967,Iris-setosa
+21,5.869680478377011,3.212663406871218,4.810386907463693,1.816894029979749,Iris-versicolor
+22,5.9262166266639635,3.0,5.0893341001993875,1.808921580707825,Iris-virginica
+23,6.3035820842895856,3.3981637989902325,5.597916743055567,2.400640054559008,Iris-virginica
+24,6.882218546452284,3.1216160549161263,5.109587471391716,2.326444768408621,Iris-virginica
+25,6.464521032596201,2.666543087918825,5.3863016203090694,1.908652151558827,Iris-virginica
+26,6.285606906607371,2.656311302423203,4.828571404251558,1.7880070094411589,Iris-virginica
+27,5.663761200571238,2.7976845259408334,4.4330043846339455,1.2945851875683456,Iris-versicolor
+28,6.322585963126478,2.4897697264756045,4.881873277035209,1.5051118080107222,Iris-versicolor
+29,6.836741337368055,3.180559011961461,5.7617278248511745,2.2897723291578718,Iris-virginica
+30,5.081890204843473,3.3942394973900214,1.4885456649640503,0.20471089445013274,Iris-setosa
+31,5.488476123073652,4.2,1.3733794641684305,0.20469795715009634,Iris-setosa
+32,5.254527618904356,3.6182695076712195,1.4715602854946324,0.1951532999800628,Iris-setosa
+33,6.690584949454246,2.502976055901322,5.773460861061653,1.8021531105877557,Iris-virginica
+34,6.858532371078756,3.2118494869281444,5.846413254664442,2.3091797388933295,Iris-virginica
+35,4.888622362407852,3.1006299600482534,1.519617413915386,0.1,Iris-setosa
+36,5.855271457111124,3.213998167039292,4.803137785838935,1.8138495270407269,Iris-versicolor
+37,5.998597747279973,2.2,5.007002713302499,1.5006648138956291,Iris-virginica
+38,4.843070015662892,3.0,1.400907730958444,0.2054730482643643,Iris-setosa
+39,6.200329734737084,2.2,4.5000142213689065,1.5098166063649663,Iris-versicolor
+40,5.961603268335968,3.217718428218724,4.7295409676979006,1.759548538826,Iris-versicolor
+41,4.851711907152871,3.0421771864567346,1.4555023205948165,0.10000011732131144,Iris-setosa
+42,6.653116930468488,3.309420530977214,5.64639595157414,2.5,Iris-virginica
+43,5.126748930639342,3.720684283038861,1.4887705109686518,0.39795728325467006,Iris-setosa
+44,6.304017018028024,2.8991364739505574,5.599435218370135,1.8000413221284766,Iris-virginica
+45,6.383006968925865,2.889682370875906,4.345013974843252,1.319799624428781,Iris-versicolor
+46,5.837912455576856,3.1554286776342395,4.747157443855261,1.7949589340470513,Iris-versicolor
+47,7.348012488667223,2.934565176327725,6.29823351994728,1.800027332555226,Iris-virginica
+48,5.559861511277299,3.0,4.165930466282458,1.2866071236135486,Iris-versicolor
+49,5.551854850376607,4.2,1.3672770058767003,0.20381501133212487,Iris-setosa
+50,5.88171817952574,3.206107515408089,4.8035415599858275,1.7998625696432513,Iris-versicolor
+51,5.778466559803938,2.675843893645308,5.098068422988749,1.888351310314683,Iris-virginica
+52,4.592285166268377,3.4085823658708008,1.404486222810705,0.2945762126204313,Iris-setosa
+53,6.40364641187728,2.891877687418109,4.331946004176346,1.2937661232445539,Iris-versicolor
+54,6.334024563138413,3.3435765956661503,5.605292227854608,2.3524211626698492,Iris-virginica
+55,5.602709641417939,2.3455816079671217,3.9595431886849877,1.141387986787647,Iris-versicolor
+56,6.304468930172901,2.3063241432588653,4.3885166357228425,1.3011434553213874,Iris-versicolor
+57,6.0049592673799275,2.712702256947129,5.097287383455772,1.5727652103312946,Iris-versicolor
+58,6.066474482593998,2.5690209525572576,5.608578985593026,1.4317543779845108,Iris-virginica
+59,5.557848136889285,3.7429898780221436,1.615247031468841,0.33469830499152853,Iris-setosa
+60,7.7175505764966035,2.593534090599353,6.899998888670641,2.306944075403773,Iris-virginica
+61,5.212266457140989,3.693242598481738,1.4925566659191871,0.20546515691352482,Iris-setosa
+62,4.732022935879137,3.0,1.3749853217151302,0.1,Iris-setosa
+63,4.881687378842511,2.3873355308287505,3.3664578977122828,0.9682835714788436,Iris-versicolor
+64,6.785623334058805,2.776893578128614,4.7157101207914005,1.3788060154821553,Iris-versicolor
+65,7.7269194548901545,2.5783342111079324,6.899998904073568,2.325125828826533,Iris-virginica
+66,6.220336703466343,2.987654405946164,5.004097905473717,1.8075018542818904,Iris-virginica
+67,5.426183353866278,3.393592660060456,1.5900377182134808,0.5333115457264607,Iris-setosa
+68,5.111155205339955,3.306482640445298,1.8905288244688665,0.5619581261430866,Iris-setosa
+69,6.007896412491942,2.7004350528556347,5.086027938130049,1.583212527485902,Iris-versicolor
+70,6.375408620554505,2.8855981950624034,4.297842400545371,1.3212595855885751,Iris-versicolor
+71,5.725794074165957,3.8183188410163367,1.78668593710702,0.3434575680975789,Iris-setosa
+72,6.8731446537304155,3.1413004703615126,5.121265859327209,2.311749482815294,Iris-virginica
+73,6.303085993612042,2.50397466156311,4.926178987549816,1.5011751821288435,Iris-versicolor
+74,6.681028737709443,3.3132807354812344,5.769008609328216,2.5,Iris-virginica
+75,6.289911844226139,2.9198368202348295,5.592333403331395,1.803768975283972,Iris-virginica
+76,5.868930072412488,3.0,4.720883608372956,1.6784345963718583,Iris-versicolor
+77,5.49850210719427,3.923316141371403,1.602931837034686,0.4274637387955229,Iris-setosa
+78,5.845197130606272,3.2079235732966347,4.792276831514775,1.803299982568233,Iris-versicolor
+79,6.1834004600623755,2.8115608360050324,4.584653526305903,1.1907414197195878,Iris-versicolor
+80,5.869194865930094,3.068523586090482,4.550414610008027,1.6740070228842066,Iris-versicolor
+81,6.321790590869548,2.291442578597022,4.3956007826972625,1.3136587214800948,Iris-versicolor
+82,6.883031463458956,3.1455876096480684,5.298961256844304,2.2885504244559467,Iris-virginica
+83,5.009187718843149,3.4062516477609313,1.8075528367549243,0.37211112732114976,Iris-setosa
+84,4.916142631374283,2.414161044688058,3.3899598365044827,1.044952222772693,Iris-versicolor
+85,6.4066856185734,2.896254593891911,4.313457686703102,1.2975524495597361,Iris-versicolor
+86,6.282628303686309,2.5540515895766496,4.777667197440705,1.419634429549532,Iris-versicolor
+87,6.299232971679551,2.2981951187725143,4.36138386952535,1.2841490423228616,Iris-versicolor
+88,5.842355044742972,3.207893847545227,4.8219922955698715,1.8104168046261873,Iris-versicolor
+89,6.004929147495685,2.2,5.018537858295811,1.4958441403132414,Iris-virginica
+90,6.319523658275412,2.2969169429667615,4.425402068293244,1.2830457741388577,Iris-versicolor
+91,6.533974239682938,2.571931841328756,5.4990683395054205,1.81741778951479,Iris-virginica
+92,5.650406479495976,2.481585416000578,4.992615932604574,2.003866213870354,Iris-virginica
+93,4.602332370824022,3.3996020418924067,1.4030888653458065,0.2943007664094712,Iris-setosa
+94,7.9,3.8147672698386437,6.399790029777398,2.012047753691006,Iris-virginica
+95,6.7266033675348265,3.3052615859005536,5.728826322468651,2.088714803940721,Iris-virginica
+96,5.701721527897142,3.8492290004288137,1.7440955488878196,0.31347218757136136,Iris-setosa
+97,5.73155464860867,2.604782436631664,5.066776558047641,1.9189416296953492,Iris-virginica
+98,5.193280511535227,2.7003855997510002,3.954819467111745,1.3857725656351254,Iris-versicolor
+99,7.899998935734674,3.8371189442213818,6.3799662836898365,2.0175991351512903,Iris-virginica
+100,4.597453543512695,3.203075814248483,1.3923147267161962,0.20010428683792725,Iris-setosa
+101,4.90688968289215,3.0,1.3958687910603245,0.20122453499457568,Iris-setosa
+102,5.740319121133117,2.816731735933657,4.5010704232735925,1.308563947382297,Iris-versicolor
+103,5.993514715108704,3.0,4.843818505635033,1.806215531787707,Iris-virginica
+104,5.675008861494879,3.0,3.9214541195228056,1.3311897821074643,Iris-versicolor
+105,7.899998868053725,3.8174243218515644,6.381830677786913,2.000319658266028,Iris-virginica
+106,6.235461693972776,2.200000319536805,4.612989828210749,1.5237058599998903,Iris-versicolor
+107,6.620250830328418,3.297704838245085,5.725723522782265,2.5,Iris-virginica
+108,5.511621927483953,2.472002123760866,4.064416091333303,1.1032617911935982,Iris-versicolor
+109,5.812915929225356,2.7935462256102017,5.1220184875663195,2.4089519770897683,Iris-virginica
+110,5.003459259583215,3.2999312220536177,1.4051723482026341,0.19528623992980343,Iris-setosa
+111,7.740148703471874,2.531382499428097,6.9,2.3173668360002733,Iris-virginica
+112,5.384830895549575,3.0,4.484083376957699,1.4770190950169568,Iris-versicolor
+113,5.020782269233883,3.3624200870784073,1.392482241598585,0.24874471982957463,Iris-setosa
+114,7.899998942548842,3.7886176852580755,6.378599882287472,2.046491837938808,Iris-virginica
+115,5.522317700504365,2.42380327415745,3.717370274627459,1.0817478689431215,Iris-versicolor
+116,6.636314746216417,3.298266239808539,5.734006926176117,2.5,Iris-virginica
+117,6.023018572076443,3.0,4.815566531095335,1.796242511279192,Iris-virginica
+118,5.859121380451635,2.995879091818901,4.265576172936223,1.5026208720390044,Iris-versicolor
+119,4.810266676268327,3.0,1.4034361644306095,0.1000000981493377,Iris-setosa
diff --git a/iris/tab_ddpm/2/29/test.csv b/iris/tab_ddpm/2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/29/train.csv b/iris/tab_ddpm/2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/29/val.csv b/iris/tab_ddpm/2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/3/synth.csv b/iris/tab_ddpm/2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b47ac8f306436c59693e57d7a24f1162b59013a
--- /dev/null
+++ b/iris/tab_ddpm/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.622706442226425,3.210971466903394,1.405913510152859,0.200886688124811,Iris-setosa
+1,4.498873413592507,2.307945707873216,1.3061266446494761,0.2978198430517029,Iris-setosa
+2,6.702670960594806,3.301076670605001,5.667703212046272,2.1069389243994108,Iris-virginica
+3,4.400000649476073,2.8872124694100387,1.3882240844005949,0.1950229840450982,Iris-setosa
+4,6.3129467138405335,2.9065918702570186,5.62889675101072,1.8040900487988074,Iris-virginica
+5,6.2735247248946315,2.5239532988075557,4.863955888051348,1.4822621238539195,Iris-versicolor
+6,4.4,2.8940140760548965,1.398823061402565,0.20288756198826152,Iris-setosa
+7,6.029989475766103,3.0,4.791672414972821,1.7122093032384145,Iris-versicolor
+8,6.209904419472602,2.2,4.5988219345601316,1.4811500998363376,Iris-versicolor
+9,6.53117351736524,3.0,5.796791348782729,2.192799881749794,Iris-virginica
+10,5.449207822607221,4.199998391120672,1.3651016891845553,0.21318980186350608,Iris-setosa
+11,6.016900190890891,2.714741072381091,5.07964819323687,1.606840169443211,Iris-versicolor
+12,5.595706134604525,2.4729148633267006,3.8581941423254347,1.0806384880281759,Iris-versicolor
+13,5.352180213540715,3.0,4.475041188091699,1.5023348166861052,Iris-versicolor
+14,5.9672472780822154,2.2,5.0251608742223866,1.511269517012281,Iris-virginica
+15,5.095574219949528,3.530281078324428,1.4002108921744327,0.3215147001631219,Iris-setosa
+16,4.623760409593675,3.190437964954052,1.396393018668078,0.20153129728386643,Iris-setosa
+17,5.61547562849207,2.839177430701122,3.74428719053909,1.3166756125408037,Iris-versicolor
+18,6.609309246635087,3.31984045592174,5.730805060188393,2.5,Iris-virginica
+19,5.128178182203632,3.852791418087574,1.8408180785790904,0.20162932285317828,Iris-setosa
+20,6.867521770183826,3.2103156509633575,5.72796667394226,2.2586712992707243,Iris-virginica
+21,6.309147767095496,2.5123296706936733,4.950004913073912,1.5261769995398624,Iris-versicolor
+22,5.717238617586982,3.8318342089793025,1.4969958356944049,0.41803441923284074,Iris-setosa
+23,5.512017922007385,3.4628047738402565,1.62825288997246,0.2097672852237504,Iris-setosa
+24,5.942978741305532,2.7104621317642477,5.032075262455104,1.549713489738965,Iris-versicolor
+25,5.696404914920282,3.814883341747161,1.7949032697486114,0.38765654473719985,Iris-setosa
+26,6.785986324217356,2.7899146724373196,4.7359049917753,1.3706741933817974,Iris-versicolor
+27,5.389439967996125,3.0,4.464462405251114,1.5043743327071537,Iris-versicolor
+28,5.857614173594968,3.194045960625009,4.796809935039992,1.8083293705317818,Iris-versicolor
+29,6.306981534156692,3.4015608484981756,5.575425486034348,2.4016746667659126,Iris-virginica
+30,6.849722326739346,3.1166561031168745,5.116376147643694,2.316639614749833,Iris-virginica
+31,4.87306506593219,3.1071375407322925,1.494813066094504,0.10000009147974506,Iris-setosa
+32,5.096929144029489,3.529715190937345,1.4055973737335,0.32231272058603255,Iris-setosa
+33,5.199576841404089,3.3848712806388725,1.4957209732789605,0.20220763094091423,Iris-setosa
+34,5.550354240438214,3.6815549131698977,1.4999142179377098,0.37307094100807875,Iris-setosa
+35,6.706537402591432,2.515341970536196,5.78314255788003,1.804849700173997,Iris-virginica
+36,5.006766031608758,3.2039397446774496,1.2,0.19557613311348526,Iris-setosa
+37,6.113018771975757,2.7798796422312275,4.619666295282106,1.2279502386315952,Iris-versicolor
+38,6.29943270846113,2.4922097834420067,4.904430460028718,1.5097424599647433,Iris-versicolor
+39,6.7932745974483515,3.2217492010107422,5.908047491099156,2.312950513161785,Iris-virginica
+40,5.878772297010194,3.200522250171586,4.8120821646124545,1.8078102431555023,Iris-versicolor
+41,5.864613958487909,2.8440803519840783,4.531504454474633,1.3848593597727334,Iris-versicolor
+42,5.46886442251481,3.0,4.434043524315951,1.4636971976996003,Iris-versicolor
+43,5.603975334118867,3.0,4.229410588267878,1.313282296690541,Iris-versicolor
+44,6.055901623171587,2.7962704036371733,4.623741493446543,1.2472486482285914,Iris-versicolor
+45,5.646239141624523,2.7121716667491347,4.310812065612736,1.3108623905378674,Iris-versicolor
+46,6.071459332949317,2.776391909565666,4.66811981379918,1.1946077225621627,Iris-versicolor
+47,5.808844840922467,3.2257945995937294,4.807943751572174,1.798403525095262,Iris-versicolor
+48,5.662709178911383,3.812790880053723,1.5081846612284724,0.35492914266614023,Iris-setosa
+49,4.4,2.881170572652192,1.3913880397840337,0.19960328135090838,Iris-setosa
+50,7.7218047414392075,2.586467912803711,6.899998861785715,2.315503181716841,Iris-virginica
+51,6.033833838667803,2.7008112354724276,5.075033095546949,1.5260205780376934,Iris-versicolor
+52,6.402748801718331,2.9815889017670494,5.536566557316849,1.808150165563475,Iris-virginica
+53,6.708806577175553,3.0,4.9760380986201636,1.668422556423832,Iris-versicolor
+54,6.04028795992899,2.772798831438984,4.655316379743747,1.204920372541688,Iris-versicolor
+55,6.350506354065884,2.6815783698055604,5.083459184123877,1.8321658544577604,Iris-virginica
+56,5.8221602134669315,3.2067947424060637,4.772135522773475,1.7902583264631013,Iris-versicolor
+57,6.184245801641225,2.20000027218502,4.5257181376337305,1.4661248747493743,Iris-versicolor
+58,5.412250928729772,3.0,4.500575179558375,1.5097640169262811,Iris-versicolor
+59,6.395383089596968,2.8946010748180635,4.324509114411823,1.2597051016263645,Iris-versicolor
+60,5.4157641184359395,3.410047562514754,1.542593811261921,0.20152256636106627,Iris-setosa
+61,6.299218972991617,2.496484450804222,4.872745680194641,1.54719433242257,Iris-versicolor
+62,5.128651473726022,3.433789237266864,1.539154580519013,0.19937743223439164,Iris-setosa
+63,5.272135610295716,3.861786097548005,1.5944942437985137,0.4390850081714393,Iris-setosa
+64,5.114361544483867,3.836076205711916,1.7008500111233664,0.20064268970469262,Iris-setosa
+65,6.313980059901324,2.9161118044743986,5.58705073520294,1.804489167627254,Iris-virginica
+66,5.427322678212302,3.44381440001019,1.4986315421923306,0.21902080415667052,Iris-setosa
+67,6.6823368245822135,3.3092545894072765,5.653267259382726,2.1214682993954854,Iris-virginica
+68,6.723773253533077,3.0140507134732175,5.252768267933695,2.0649026271638484,Iris-virginica
+69,5.437537180583347,3.9485499152224026,1.7431873301772454,0.37088110739565294,Iris-setosa
+70,4.955655801479116,3.1807305999355227,1.2000001810880798,0.20445164187499695,Iris-setosa
+71,5.0358744978864625,3.5614576540342906,1.4984327972092668,0.3992245932559124,Iris-setosa
+72,6.295162796001208,2.3181488273425668,4.364991853812848,1.3107462457733046,Iris-versicolor
+73,6.640966997476599,3.299443357341074,5.737805384394835,2.5,Iris-virginica
+74,6.689860065417208,2.4507143869413786,5.779363501066174,1.7877661763712784,Iris-virginica
+75,5.438690132310104,4.1999988842572415,1.3564431273781947,0.21708847543317633,Iris-setosa
+76,6.06153455783138,2.7859175119928405,4.686428233639256,1.2039323783663747,Iris-versicolor
+77,5.895884154104589,3.21393741579137,4.768069738601178,1.8148677541582854,Iris-versicolor
+78,4.584832339817635,3.403843642723679,1.4014924315111013,0.32419277579356254,Iris-setosa
+79,4.588895057765001,3.4575684837215865,1.4072749414458445,0.32337229925791866,Iris-setosa
+80,6.816289652850005,3.0,5.358791630374575,2.1438212326106925,Iris-virginica
+81,4.495397665116303,2.2921114818949264,1.304642334792385,0.29997729436729076,Iris-setosa
+82,6.016727955807681,3.2294621682002322,4.791727041434569,1.7718090504003539,Iris-versicolor
+83,7.9,3.875794839657473,6.418177449088862,2.0055314724523075,Iris-virginica
+84,7.35085146359652,2.943453436443653,6.176981971490199,1.8568575678296524,Iris-virginica
+85,4.905098257159706,3.10724757780004,1.487204424301564,0.10000011782906779,Iris-setosa
+86,5.613422664042598,3.7728270418080605,1.680829093567491,0.39581725719293503,Iris-setosa
+87,6.191017287147438,2.2,4.536711057361992,1.4875719976195476,Iris-versicolor
+88,7.71190121808772,2.60225963267532,6.899997788191327,2.337697625460109,Iris-virginica
+89,6.7131452410682515,2.481544506782547,5.837205332794058,1.7926599766203437,Iris-virginica
+90,6.303002938396747,2.3106730427075073,4.432712867181555,1.2852683141698957,Iris-versicolor
+91,5.492165901124791,2.622899435693643,4.358012605261911,1.2171226753085884,Iris-versicolor
+92,5.5202689300004355,2.5911789922306308,4.34186141117699,1.2296602353053172,Iris-versicolor
+93,4.801959016381114,3.0,1.3985589176356554,0.1,Iris-setosa
+94,6.73462326830675,3.0,5.001806445045321,1.7191885838487493,Iris-versicolor
+95,6.027722712708004,3.0,4.849668686630597,1.7968404704215397,Iris-virginica
+96,6.937210127215881,3.1557889887914667,5.1569250608649515,2.3073690109290936,Iris-virginica
+97,5.942521300972773,3.091702534818109,4.644331039723374,1.713415005222194,Iris-versicolor
+98,4.853840707859808,3.0,1.3957624162500466,0.21405968900043343,Iris-setosa
+99,5.132880743770724,3.31371493375978,1.66081622356796,0.4787037912130022,Iris-setosa
+100,5.874926549870896,3.2129238823304043,4.811167249509691,1.7886161566587173,Iris-versicolor
+101,5.548257448127226,3.6637970180304436,1.4991700605325533,0.4506577778487381,Iris-setosa
+102,6.296770938166866,2.4520793972506176,4.83209810926208,1.4931643584261636,Iris-versicolor
+103,7.083929432900079,3.0544144486927176,5.8291456246327025,2.1716849719834883,Iris-virginica
+104,6.669077912681077,3.297743700019207,5.630700494162024,2.5,Iris-virginica
+105,4.778933783367556,3.0,1.399922044528074,0.3243975315376595,Iris-setosa
+106,6.662240498258239,3.305262450133851,5.78122023068643,2.4999996384083314,Iris-virginica
+107,4.80948782108289,3.0,1.3957440305020186,0.29443600465615605,Iris-setosa
+108,5.621552489634873,2.69252144330898,4.028200380841262,1.3007123736261932,Iris-versicolor
+109,5.074584766192194,3.392060263548953,1.501039726841968,0.2033751274146213,Iris-setosa
+110,5.478510577756523,2.569781311589094,4.399867098005078,1.1610427059837563,Iris-versicolor
+111,6.29294463161912,2.3576928156766987,4.638711422171804,1.3986677451984493,Iris-versicolor
+112,6.0903987221816935,2.9710045526346205,4.520573922070104,1.4140393373600293,Iris-versicolor
+113,6.278027650104944,3.403567452366412,5.542249515873634,2.4127444800342577,Iris-virginica
+114,6.867907579925427,3.2016349486940796,5.92019930637139,2.2906263137326897,Iris-virginica
+115,6.3831811709442325,2.896707649654294,4.233378833180299,1.26655472059244,Iris-versicolor
+116,4.9033172295194225,3.0982052508631877,1.4951660409158818,0.1,Iris-setosa
+117,5.1189806759084355,2.5134688427887304,3.0930528162889845,1.1040543673166852,Iris-versicolor
+118,4.4,2.9164481559404183,1.3957280048383107,0.20762876437310013,Iris-setosa
+119,6.284358875034258,2.2994287834959377,4.356676269361421,1.2637398482686815,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/test.csv b/iris/tab_ddpm/2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/3/train.csv b/iris/tab_ddpm/2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/3/val.csv b/iris/tab_ddpm/2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/4/synth.csv b/iris/tab_ddpm/2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13970ec999edb53a0b38d99bf7aa61ecc73c7ce4
--- /dev/null
+++ b/iris/tab_ddpm/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.872141318436217,3.2126596511674377,4.827234290217687,1.7887833389680892,Iris-versicolor
+1,6.182692645787876,2.6358850527019797,5.592486026475186,1.3881915072847686,Iris-virginica
+2,5.586623722723461,4.1999989107206535,1.3970653557815562,0.2080890270868586,Iris-setosa
+3,6.7824328465953325,3.0,5.4439686891851045,2.12151266412934,Iris-virginica
+4,5.903935614857812,3.0,5.102375643244575,1.7979017313102936,Iris-virginica
+5,6.278265802633435,2.5210300714778526,4.928166609088032,1.5033903329555833,Iris-versicolor
+6,6.360307277463548,2.504080818897699,4.908413031693474,1.5120104659267852,Iris-versicolor
+7,5.659244994421854,2.4693821057179672,4.95649565268933,2.0033034099711906,Iris-virginica
+8,4.5976550545773875,3.4102227961847014,1.3987809838024772,0.4097534216964773,Iris-setosa
+9,6.014500646935726,2.891729365591389,4.469531332790415,1.4765229360179528,Iris-versicolor
+10,5.104622788493249,3.682303499493732,1.4982491194821828,0.29411078224327913,Iris-setosa
+11,7.731817523632836,2.556331972455634,6.9,2.267478692481021,Iris-virginica
+12,6.312008002970118,3.3105244490524686,4.718961060702833,1.6010540734048124,Iris-versicolor
+13,4.812989069218484,3.0,1.400963385819187,0.29590378926150196,Iris-setosa
+14,5.6296833956577625,3.0,4.139212131808846,1.2878005499784402,Iris-versicolor
+15,5.7662057833829525,2.8279694298143063,4.33927554371849,1.4283935506976264,Iris-versicolor
+16,5.9613758450962395,2.6910871495424624,5.078818799887525,1.6002947318734901,Iris-versicolor
+17,7.7149149454756305,2.5760562826336577,6.9,2.3052434405609485,Iris-virginica
+18,5.597981800289058,2.6489934919754217,4.151161416747243,1.2642670223204395,Iris-versicolor
+19,4.893603013318257,3.094006450505062,1.482863458375806,0.1,Iris-setosa
+20,4.611894028978514,3.223871443411199,1.398775274886841,0.1969180262219643,Iris-setosa
+21,6.194693984297433,2.2,4.534805862846252,1.4998339584300977,Iris-versicolor
+22,6.306805952934531,2.5122526507114897,4.901811216097416,1.51253575769035,Iris-versicolor
+23,5.361126814627694,3.3936145266365325,1.498011816639212,0.443325467225857,Iris-setosa
+24,6.2514185533944415,2.5268845748297175,4.926498797519062,1.543948983806822,Iris-versicolor
+25,5.845657946047345,3.2130194957841987,4.761278610126886,1.801459501848747,Iris-versicolor
+26,5.613942844396383,2.476134340067507,4.021278494219559,1.1271360591063617,Iris-versicolor
+27,4.986057104245255,3.224025740770287,1.2,0.19894348572854925,Iris-setosa
+28,6.706144161554988,2.4742440966411507,5.749352328100374,1.8092242334374173,Iris-virginica
+29,6.325378090334012,2.4942696419893213,4.900833207267435,1.4889913716424146,Iris-versicolor
+30,4.785605152810721,3.0,1.399722679643895,0.1,Iris-setosa
+31,4.493740507352341,2.3032194076655497,1.318650050213161,0.3010754573682406,Iris-setosa
+32,6.395980990770982,2.8851736657493796,4.336754389544525,1.30784306735749,Iris-versicolor
+33,6.216784900163022,2.2,4.536157978311202,1.4863288761027083,Iris-versicolor
+34,4.911426457498788,3.2682214427703236,1.405563881916862,0.20108120344128308,Iris-setosa
+35,6.274058037660943,2.547853563615241,4.887985564447315,1.5014420407517397,Iris-versicolor
+36,6.9047977221393495,3.143278535531576,5.641181551302408,2.2758226373660415,Iris-virginica
+37,6.336105489476789,3.409879681587971,5.59826148009406,2.406770310468957,Iris-virginica
+38,4.602338927538617,3.2033808257740457,1.4001897027233974,0.19595529468006678,Iris-setosa
+39,6.299327838681456,2.69757247829032,4.934095805438396,1.7936804817851113,Iris-virginica
+40,6.9240200776259275,3.145738264283715,5.924618338296443,2.252599918233463,Iris-virginica
+41,6.357415166352418,2.763194685491875,5.291191541359935,1.8185287256668992,Iris-virginica
+42,6.281836458915244,2.314817353490425,4.371461156511967,1.2910687000227474,Iris-versicolor
+43,5.612931183883598,2.977085115671379,4.010019926965517,1.306856499882613,Iris-versicolor
+44,5.241400713703896,3.8834253181509064,1.5066729808442052,0.35833541995617824,Iris-setosa
+45,5.165969847955889,3.785637458123931,1.4987417512719106,0.2823771053400307,Iris-setosa
+46,4.5939234087448275,3.2049376307866257,1.4078981428851511,0.20274947489899348,Iris-setosa
+47,6.123740465011571,3.2595021184325397,4.754977372239508,1.7152119078159027,Iris-versicolor
+48,5.371012433885964,3.404357242613997,1.493822937077227,0.29995119236356516,Iris-setosa
+49,7.036687201195484,3.0,5.928511960111696,2.0914489665385525,Iris-virginica
+50,6.318375868162109,2.7077447692764967,4.892163538482975,1.8042552997312056,Iris-virginica
+51,5.72957568785313,3.818269301276891,1.6569746249108246,0.38787409776023607,Iris-setosa
+52,6.004647687762629,3.0,4.788351952332512,1.8074507640246646,Iris-virginica
+53,4.9086888604534495,3.1031301471688524,1.5555335020029888,0.10000009412234051,Iris-setosa
+54,6.295698328148221,2.3163964557722316,4.472308459895209,1.328540961014015,Iris-versicolor
+55,5.835275357073629,3.1204188775113213,4.693867115090993,1.7705149079132112,Iris-versicolor
+56,6.522704201289167,3.186517288865357,5.110770997499437,2.0029010316620464,Iris-virginica
+57,5.392482481591898,3.0,4.454270211624423,1.4859781863811585,Iris-versicolor
+58,4.9002665593986166,3.0682817505332958,1.4869842833996025,0.10000009483169424,Iris-setosa
+59,6.300202749878349,2.306386145557749,4.323961045831383,1.3068081652889896,Iris-versicolor
+60,6.0067866395375225,2.2000003055805015,5.020587325303968,1.5266710297625123,Iris-virginica
+61,5.730105586371451,3.8156480739952228,1.5910898371756252,0.3257706404537986,Iris-setosa
+62,4.629275505580504,3.4017299568205894,1.4007095308779463,0.3085281267691556,Iris-setosa
+63,5.76870417602481,2.5629861704866705,5.064283297322121,1.9841915024673038,Iris-virginica
+64,5.584062517855827,2.4902427715146565,3.8730689947793384,1.109010429178802,Iris-versicolor
+65,6.8131834010366985,2.77867293835508,4.802721844934876,1.4062452588197418,Iris-versicolor
+66,6.2728566150999425,2.670996366455246,4.874344657238294,1.7911716747912612,Iris-virginica
+67,6.313713067236401,2.4282228060058086,4.783695560429088,1.4571600275931818,Iris-versicolor
+68,5.739484209977318,3.8234754648849036,1.7631907618104838,0.3690574886729572,Iris-setosa
+69,5.80199491074249,2.8056903083499503,5.098112763672526,2.3935497361492883,Iris-virginica
+70,6.67971276337841,3.0,5.012528109708567,1.6972100126855423,Iris-versicolor
+71,5.77883583196087,3.835912732722941,1.6579547780646833,0.31706628794062763,Iris-setosa
+72,4.611091533683407,3.3999726199248563,1.4047174276863752,0.3029932636377482,Iris-setosa
+73,5.00545545145338,3.203690262193277,1.2,0.20001889172284085,Iris-setosa
+74,5.521447193350778,3.521913794861246,1.4987876529960158,0.3940021023092237,Iris-setosa
+75,5.348178261862755,3.872010866663163,1.840308611606781,0.41578807047842425,Iris-setosa
+76,6.426737011971584,2.890593086237307,4.287600866242576,1.3128911243825427,Iris-versicolor
+77,5.236118770371461,2.702479694697867,3.9666608194580624,1.4006005208417158,Iris-versicolor
+78,6.715894415418029,3.3088959964449742,5.7026049325934025,2.0883282811462323,Iris-virginica
+79,6.275640953919748,2.3088219006454858,4.383784377206829,1.3040019644189376,Iris-versicolor
+80,5.698883350107401,2.7236819604183395,4.4941265236787915,1.256446594294942,Iris-versicolor
+81,7.077428801269588,3.0,5.879493397660747,2.092686265428578,Iris-virginica
+82,6.2902443155510674,3.396970910667541,5.5821573862113905,2.4000074651811247,Iris-virginica
+83,5.429466951756976,3.400910709673939,1.5493453915518167,0.20211266857798554,Iris-setosa
+84,6.832102651241426,3.2094050808770103,5.901582371294781,2.317087481832013,Iris-virginica
+85,6.315684179967498,2.7062137195926956,4.902770958200831,1.7942907759414295,Iris-virginica
+86,6.699630200080623,3.28407787842328,5.718517423365212,2.1105228452621314,Iris-virginica
+87,5.088928552734077,3.852295712909922,1.5752265829172853,0.19104663308145836,Iris-setosa
+88,6.52471879874642,3.0,5.826165608207345,2.226417622372256,Iris-virginica
+89,6.29313416346527,2.66032398807358,4.930673169640353,1.8019884270154007,Iris-virginica
+90,5.699286550513721,2.5155471363271094,5.030595440282974,1.995323021404162,Iris-virginica
+91,5.438811484304369,2.367021873675304,3.8382120173636554,1.1073025168369812,Iris-versicolor
+92,6.08388306981448,2.8155243558645053,4.658059273223184,1.1586765604977185,Iris-versicolor
+93,5.411641369969599,3.8654093333893593,1.5738186827054101,0.24584118464584748,Iris-setosa
+94,5.602461866366909,2.5339754755492923,3.9798877170229336,1.1313022142026752,Iris-versicolor
+95,5.095869285021207,3.323070332537362,1.4925397428393539,0.5671816924854949,Iris-setosa
+96,6.922636506240493,3.192863828498955,5.858996439149686,2.2892867485533204,Iris-virginica
+97,5.467956019722208,3.0,4.521606136384764,1.592904167375442,Iris-versicolor
+98,5.092450768251659,2.5271683921356436,3.3469217148892634,1.1445104862030653,Iris-versicolor
+99,5.55755006029131,2.554172773154505,4.096526184825223,1.1335274562775495,Iris-versicolor
+100,5.267757936740273,2.700775457500577,4.132664877058082,1.3720865122047585,Iris-versicolor
+101,6.0584316784579295,2.5762750987813403,5.538284740129024,1.4366486438026689,Iris-virginica
+102,4.596770387026672,3.410377378949505,1.4014867894388359,0.31422676888754364,Iris-setosa
+103,5.705493871906906,3.825280000076678,1.731720675921888,0.3145884185607603,Iris-setosa
+104,5.427221446869935,3.9347618070606902,1.5458473031756386,0.3973424635286265,Iris-setosa
+105,4.4,2.870431309425056,1.407744664938781,0.19645121119082326,Iris-setosa
+106,5.98206976925158,2.868313603408683,4.4569332444125935,1.5010440734360555,Iris-versicolor
+107,4.85664120482225,3.1167361923571786,1.4958760540031242,0.1000001106793843,Iris-setosa
+108,5.692749141574515,2.474015759315748,4.988335825877873,2.001008953324971,Iris-virginica
+109,6.341597232508357,3.3956132790729088,5.6149533750280884,2.3799041504219893,Iris-virginica
+110,6.305306902729894,2.501719450077319,4.873094645774325,1.4794195816414575,Iris-versicolor
+111,6.7579906365844575,2.786601117112979,4.755982731356603,1.4015130731434604,Iris-versicolor
+112,4.600566914810987,3.2017255145712724,1.40653502253779,0.198050039898654,Iris-setosa
+113,5.998720498653603,2.200000312645563,5.000117751739188,1.4746575396336197,Iris-virginica
+114,6.683155627519715,3.0,4.9733155295013285,1.7363673918349123,Iris-versicolor
+115,6.1340871051476125,2.581076001419074,5.596982624218644,1.4077081156417537,Iris-virginica
+116,6.267581866684665,2.676184322053822,4.914141394494243,1.792207430063424,Iris-virginica
+117,6.7822491172883375,3.0,5.4987247323013575,2.0817993636008714,Iris-virginica
+118,5.837466800033316,2.841430063393409,5.113500969479061,2.418005049168238,Iris-virginica
+119,5.552470769089309,2.450674531290674,3.878247377900978,1.0965455056998918,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/test.csv b/iris/tab_ddpm/2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/4/train.csv b/iris/tab_ddpm/2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/4/val.csv b/iris/tab_ddpm/2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/5/synth.csv b/iris/tab_ddpm/2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3398fa32d6b6c65f7ce690cd85a8b224fb7b5076
--- /dev/null
+++ b/iris/tab_ddpm/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.606788290371144,3.0,4.110377372303618,1.3829183348667518,Iris-versicolor
+1,4.497527915219653,2.2910589343953736,1.3132884628166157,0.2987189271819515,Iris-setosa
+2,6.309955519645439,2.512282620371584,4.941770725372651,1.5186227610710457,Iris-versicolor
+3,4.624381179150702,3.402775075538441,1.4082161310787467,0.3658537070282891,Iris-setosa
+4,4.9570544937660355,3.2962012482346297,1.4176074312377187,0.2070563155723756,Iris-setosa
+5,6.715519822611112,2.471925917875698,5.73515166771608,1.8052064682886895,Iris-virginica
+6,5.650278010779078,2.730990157178575,4.458187334588196,1.270296177897234,Iris-versicolor
+7,6.293614944621074,2.6764493281031134,4.884275019422723,1.800165965217033,Iris-virginica
+8,6.746001252960329,3.135282696444714,5.81234044190825,2.2809085822882387,Iris-virginica
+9,5.811970594387317,3.2329282289033614,4.801747508344663,1.8129577130326813,Iris-versicolor
+10,5.536227723335591,2.402827199419206,3.945035120816597,1.1259303225700565,Iris-versicolor
+11,4.91829445354459,2.4083382113089438,3.322430931016219,1.0286300341092893,Iris-versicolor
+12,6.6049566925238405,2.4946761960913544,5.613254155070391,1.7982044116222682,Iris-virginica
+13,5.138377822110467,3.7982230179749266,1.5745351960000356,0.19851369561159574,Iris-setosa
+14,5.590295990273871,3.858537903601572,1.6211446149741164,0.3699851020751915,Iris-setosa
+15,5.868443825926012,3.20168841274337,4.802336319156579,1.8090031674139324,Iris-versicolor
+16,6.292477227762597,3.310087870351486,4.691164194610703,1.5975708135821765,Iris-versicolor
+17,5.9995768364995845,2.694008286905171,5.095847908532386,1.588587112432328,Iris-versicolor
+18,6.61428294759426,3.305115107493538,5.670201485436571,2.4999995472683816,Iris-virginica
+19,6.3076233060919495,3.3054655259386343,4.722651673291065,1.5750957536641914,Iris-versicolor
+20,7.710691221974842,2.569561419742776,6.9,2.3168138194337966,Iris-virginica
+21,5.948261220484281,2.876614221325872,4.4456906886610525,1.3878372629689415,Iris-versicolor
+22,4.4,2.8728090889780944,1.408634086633058,0.19884761006224916,Iris-setosa
+23,6.194600341286751,2.566760208692262,4.970270760058455,1.4975793822351247,Iris-versicolor
+24,6.055603208524503,3.0,4.805218658340383,1.8002323839604673,Iris-virginica
+25,4.614355593147847,3.407973736053294,1.400739388480826,0.33028292968376066,Iris-setosa
+26,5.395096248231743,3.8799790037949244,1.6479516398663883,0.3316470899388132,Iris-setosa
+27,4.5943813944898375,3.2338666278134447,1.4017310659552285,0.19673625689605356,Iris-setosa
+28,5.911844114850949,3.2204663047171977,4.75669997577553,1.7943744545532307,Iris-versicolor
+29,5.808350031887166,2.78613305744128,5.106874459370172,2.392992184950662,Iris-virginica
+30,5.899730769258326,3.0,5.09367274987586,1.7978829844220867,Iris-virginica
+31,6.305646575199682,2.6916413791017706,4.870005538268396,1.8043559560334448,Iris-virginica
+32,5.063279769531563,3.498809091787442,1.403910476654648,0.2997036711674421,Iris-setosa
+33,5.9184418780511105,3.213034906370201,4.726837121263756,1.787030497940258,Iris-versicolor
+34,6.5307968306995745,3.0,5.730202492434289,2.184054556886729,Iris-virginica
+35,4.400000512684796,2.8898720019442945,1.4130681162618615,0.20468953616504945,Iris-setosa
+36,5.185071804604758,2.6903163744791954,3.951451365338987,1.3997503340374662,Iris-versicolor
+37,6.750058816348322,3.2034667120977747,5.84851816667419,2.2976460695995,Iris-virginica
+38,4.620987921286102,3.4000174853072296,1.4130511637324925,0.29672776436235015,Iris-setosa
+39,5.500975676988419,2.371897479226593,3.815803563067437,1.114209738516167,Iris-versicolor
+40,5.5827375145587865,2.5799326387464445,4.06914710304597,1.1366441728834293,Iris-versicolor
+41,6.2288026349284085,2.200000302588324,4.575678237316809,1.521057911924034,Iris-versicolor
+42,6.4012760003667175,2.6797019847222403,5.312394937080805,1.8940115726145206,Iris-virginica
+43,6.312053264774791,3.38185300325797,5.646801677342456,2.3920864341858987,Iris-virginica
+44,6.69447952026127,3.0,5.002722429383699,1.7046948770830013,Iris-versicolor
+45,6.033232908478103,2.893231604949659,4.523495764098243,1.5161166891828297,Iris-versicolor
+46,5.518508680158932,4.1999988001140265,1.4036692631427485,0.19990221515491016,Iris-setosa
+47,5.447642603599257,3.486977195191541,1.4994277387469805,0.19754675745978945,Iris-setosa
+48,5.108858402435712,2.502564076803533,3.0956983459377128,1.1125858232419474,Iris-versicolor
+49,4.9711033914588985,3.1797739800843945,1.2,0.19729542921602225,Iris-setosa
+50,5.768842978401657,2.5426822280412646,5.0403246445093846,1.8957418893939157,Iris-virginica
+51,5.703793437500749,3.832374799543756,1.6055581604958986,0.3741850377759104,Iris-setosa
+52,5.980748324693447,2.6931870346274875,5.064560084956184,1.6374814490822365,Iris-versicolor
+53,5.487623396992683,3.9193146853527616,1.497144164107145,0.531930748873588,Iris-setosa
+54,5.728184212835672,3.8371902924402126,1.533673125608941,0.29754044161804627,Iris-setosa
+55,6.040523181711737,2.7215654801311917,5.111363146434646,1.6488147093774979,Iris-versicolor
+56,4.614811454391709,3.403466986164749,1.4092443681438744,0.29353029771948425,Iris-setosa
+57,6.9642907436571635,3.131448740295664,5.0853497602329485,2.3223388556053934,Iris-virginica
+58,6.278194280388389,2.5249200257118107,4.94939382908265,1.5043763426347256,Iris-versicolor
+59,5.526425795724742,2.4136753321558078,3.7103496475813413,1.0842931914743419,Iris-versicolor
+60,4.912944756240311,3.0,1.4038812355401644,0.20339856373285603,Iris-setosa
+61,6.674508168754205,2.496987191251515,5.787328101807738,1.7993007969745618,Iris-virginica
+62,7.745737096174032,2.582337523601488,6.899998716891813,2.343964599528424,Iris-virginica
+63,4.905171393667919,3.118100293317522,1.5475340511362436,0.10000011538549282,Iris-setosa
+64,4.997247608880517,3.1659648855770732,1.2,0.20153784876137226,Iris-setosa
+65,5.879934971212293,2.610911798140117,5.029469068979788,1.8696893281708908,Iris-virginica
+66,6.055073424573874,2.681742401928052,5.096336037229723,1.5857523131976945,Iris-versicolor
+67,5.911202150303867,3.0,5.115211723663433,1.7979681388868969,Iris-virginica
+68,7.715070974839668,2.5889999971959963,6.89999847441789,2.3168636512233545,Iris-virginica
+69,6.110043649324935,2.7954574469317897,4.666205624480659,1.1797235119774425,Iris-versicolor
+70,5.807227144700181,2.818696690751758,5.103177514111744,2.4007079745317683,Iris-virginica
+71,5.804489588598266,3.2134007148661294,4.793874196763591,1.8073330316843461,Iris-versicolor
+72,6.272182359266218,2.2883417421192886,4.41458645602883,1.324219468124852,Iris-versicolor
+73,4.7862469746353415,3.0,1.3741477550603476,0.10000009080138131,Iris-setosa
+74,6.422437669562176,2.8947946738090895,4.299314126395343,1.3018641776132676,Iris-versicolor
+75,4.40000067243011,2.883029503362628,1.3954367801229697,0.1957097659992566,Iris-setosa
+76,5.71115196070154,2.7926765040485755,4.481767680879229,1.3053903720962503,Iris-versicolor
+77,6.731177612858805,3.0,4.992815502622788,1.701670907561096,Iris-versicolor
+78,5.071910633165433,3.775552280848949,1.6012208299806407,0.2010061016936764,Iris-setosa
+79,5.825210482298154,2.566458294207163,5.0596527711234875,1.913748195607851,Iris-virginica
+80,6.43177443768603,2.878005604358685,4.155669027237226,1.2750644966020104,Iris-versicolor
+81,6.51259309152759,3.294021538205735,5.656861941528786,2.4999996142279968,Iris-virginica
+82,5.855312757819386,2.764313683832983,4.596031657849816,1.2638900751987951,Iris-versicolor
+83,5.8824474162849745,3.0,5.064414541434845,1.804967085872093,Iris-virginica
+84,5.61145407471973,3.0,4.291414001622335,1.3141089934005385,Iris-versicolor
+85,5.018503270537763,3.3158934222284833,1.4237202372154292,0.1925320531084231,Iris-setosa
+86,5.125087697726549,3.31379385279856,1.7600157759038981,0.5362838038681217,Iris-setosa
+87,5.73123337966111,3.0,4.040872289086646,1.3810550129012564,Iris-versicolor
+88,6.842066709960712,3.2068305107414496,5.763254308309615,2.303930259437448,Iris-virginica
+89,5.545961957029348,2.617307343752772,4.292158873681655,1.2091337056094462,Iris-versicolor
+90,5.785152330184133,2.7819674434272126,5.105804135363729,2.4081268506491678,Iris-virginica
+91,6.390685122602185,2.8875684026244683,4.277704308767746,1.303905618932313,Iris-versicolor
+92,6.386034288839563,2.8535590925024974,4.522031216371433,1.2795845208957684,Iris-versicolor
+93,6.262085867462067,2.6549493323198283,4.875217592649948,1.79556769212118,Iris-virginica
+94,4.608933843326433,3.408261724171168,1.4060035015933399,0.41714791823287556,Iris-setosa
+95,5.688536459470199,2.495513058560286,5.002937514308592,1.9891698371627657,Iris-virginica
+96,5.758456090476998,2.7890772874353593,4.488663588487199,1.315957206073341,Iris-versicolor
+97,5.761609123466419,2.593744088653937,5.053973936801283,1.9936828416589774,Iris-virginica
+98,6.501588103834329,3.143839095407908,5.1127312922839625,1.9508959919240485,Iris-virginica
+99,6.160233120565367,2.790584736033497,4.7196085874614235,1.1886745003877006,Iris-versicolor
+100,5.632306743017609,2.942104083971746,3.9485471542304316,1.3016486720452567,Iris-versicolor
+101,5.662679316231577,3.836511106336734,1.5018348925666365,0.35322588847332265,Iris-setosa
+102,5.501257842109886,2.561995738739731,4.325087284697047,1.1670624528264197,Iris-versicolor
+103,5.016848728027811,3.406534237727311,1.7340592429423023,0.30402452747278874,Iris-setosa
+104,6.319061161844641,2.472640357848339,4.829147405000013,1.493787755607837,Iris-versicolor
+105,6.81921170278425,2.7751433783847403,4.7177106104480195,1.362840183917455,Iris-versicolor
+106,5.422878056243223,3.8512815838793975,1.526596618840308,0.2481573304356871,Iris-setosa
+107,5.498325729602817,4.199999174741103,1.3479764027233248,0.19558432420067157,Iris-setosa
+108,4.40000061280981,2.897536054398181,1.408012328628955,0.20098962571385878,Iris-setosa
+109,5.086331189917242,3.2935774480673974,1.6936428546502433,0.44429827565485913,Iris-setosa
+110,6.013852343673193,3.0,4.835571716747617,1.8028025389515723,Iris-virginica
+111,5.338289288393472,3.3949177207638788,1.5399213975017205,0.4029113216705801,Iris-setosa
+112,6.774816820915237,2.7853491715211103,4.737381669973875,1.3712352047482166,Iris-versicolor
+113,5.605413998364712,2.500984111530539,3.930205442478197,1.1305233770139633,Iris-versicolor
+114,5.895354344181456,3.0,5.105213998721275,1.8039100315903742,Iris-virginica
+115,6.2217304515562155,2.2000002757592236,4.564591681116739,1.538973861522747,Iris-versicolor
+116,6.0919839173674974,2.59296409792079,5.547019886194166,1.417722316834562,Iris-virginica
+117,6.330476315948785,3.3117468405450206,4.658918874824092,1.5794403017272254,Iris-versicolor
+118,7.0302197289687305,3.0,5.802461244034434,2.08805059266142,Iris-virginica
+119,5.850384073248506,3.223786601556736,4.74851351267606,1.8048253567437742,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/test.csv b/iris/tab_ddpm/2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/5/train.csv b/iris/tab_ddpm/2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/5/val.csv b/iris/tab_ddpm/2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/6/synth.csv b/iris/tab_ddpm/2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a7037a923bf643e80f15df59a02744708148991d
--- /dev/null
+++ b/iris/tab_ddpm/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.674994234595766,2.728370692869358,4.380529294981697,1.296896452824433,Iris-versicolor
+1,6.532674006565753,3.0,5.815806896370962,2.2214921072648575,Iris-virginica
+2,7.667955681005022,2.5790627406035003,6.899998898818454,2.2748823130028835,Iris-virginica
+3,5.881249358522883,3.211020179137314,4.790180405150929,1.8031493743069054,Iris-versicolor
+4,6.29316100770245,2.2945056263459236,4.397357732440869,1.2602132434890638,Iris-versicolor
+5,7.72775238546488,2.5735900387059445,6.9,2.328788778885624,Iris-virginica
+6,5.1341701001583795,3.6999057145844594,1.4921214668383511,0.24654754818586824,Iris-setosa
+7,7.718985964271863,2.5686473540425983,6.9,2.315750364035081,Iris-virginica
+8,5.995250038970637,2.200000270241568,5.016108493381624,1.490271669780953,Iris-virginica
+9,6.710808973587341,3.2999282790797237,5.691524262907995,2.101553857430637,Iris-virginica
+10,5.642038349190951,3.814849160021437,1.5945523170377813,0.3590995958779589,Iris-setosa
+11,4.750010831162866,3.0,1.3864968234334019,0.1,Iris-setosa
+12,6.874456066511572,3.118623492768274,5.107290569027578,2.301812931129227,Iris-virginica
+13,6.118307336506458,3.0,4.647678952009532,1.384564651942182,Iris-versicolor
+14,6.693787793741118,3.3068828525206464,5.701474990538855,2.1013640858415905,Iris-virginica
+15,6.266170157407046,2.7668295944059635,5.058110215710139,1.8140106889383962,Iris-virginica
+16,5.1912422201748365,3.6518993525786914,1.4915049404019527,0.44518672241093793,Iris-setosa
+17,4.908115754361264,3.0987874775310944,1.4971610530143347,0.1000001039374325,Iris-setosa
+18,6.75586705961805,2.7725587729090626,4.734108896205436,1.3911697583622704,Iris-versicolor
+19,5.540006505676863,3.917575418835745,1.7853688264510579,0.353017748827271,Iris-setosa
+20,6.6881095694685495,3.0,4.996281855662918,1.6977062703166286,Iris-versicolor
+21,5.805990381069952,2.7971777381980703,5.111500936322174,2.4014407992883893,Iris-virginica
+22,6.357611247601443,3.371215919463751,5.66559771136525,2.392068533317297,Iris-virginica
+23,4.709224797259753,3.1008747678183517,1.4079854929830284,0.2610764999664468,Iris-setosa
+24,5.090899371018577,3.3130137540815436,1.5800189371469777,0.475141206776694,Iris-setosa
+25,7.338534508665845,2.9183151412376414,6.261494296202276,1.777408521528496,Iris-virginica
+26,6.3070622754328545,2.517895962137652,4.934854538739827,1.5053315369289637,Iris-versicolor
+27,5.402254927129469,3.398931371393826,1.4997928241185803,0.20982493134184027,Iris-setosa
+28,6.508643394480797,3.1878720554756885,5.088525489965213,1.9925364264125676,Iris-virginica
+29,4.992648584757212,3.40284925426034,1.636713570019009,0.39636331177808964,Iris-setosa
+30,6.064952554842437,2.597022239050211,5.5985303480041475,1.4180757613287154,Iris-virginica
+31,5.014615184738636,3.410056046111258,1.5228344313802464,0.37489091921882767,Iris-setosa
+32,5.823920351239826,3.1807663443879166,4.75763656220106,1.8006424532845926,Iris-versicolor
+33,6.294165784090141,2.687311565343719,4.9139052134376655,1.7963833835906606,Iris-virginica
+34,6.006334197478142,2.2,5.016804734295413,1.5294183198474456,Iris-virginica
+35,5.078983331874948,3.466785862113844,1.4952914245439934,0.3898075658833163,Iris-setosa
+36,6.59578212022527,3.2771208139684638,5.539884249711595,2.0871196273638315,Iris-virginica
+37,6.781351063721385,2.776558920057943,4.767875686888865,1.3696807605547359,Iris-versicolor
+38,6.4006066021075565,2.8838217327447833,4.294514941567675,1.296308098985365,Iris-versicolor
+39,4.633804166820465,3.199694966092411,1.4015742510654745,0.21364671789977266,Iris-setosa
+40,6.53019316224781,3.0,5.252558576954835,1.852469945652636,Iris-virginica
+41,6.676837929587825,3.3212575641032354,5.678343628264074,2.5,Iris-virginica
+42,6.682469111942803,3.2931199511347433,5.699349023404732,2.5,Iris-virginica
+43,4.885235325557081,3.1304824614843896,1.4899449978596777,0.1,Iris-setosa
+44,6.372140854082286,2.8979170453947667,4.322875393236804,1.3473488923852819,Iris-versicolor
+45,5.7228255389581975,2.807072158880765,4.466652001526151,1.3202478580427122,Iris-versicolor
+46,5.327314718044096,3.749079991521264,1.5098280411847178,0.21635006411882307,Iris-setosa
+47,6.306091890197292,2.6805176506670576,4.805257787840478,1.8055930349511786,Iris-virginica
+48,7.9,3.8309306943346444,6.394316239352675,1.9837928902015634,Iris-virginica
+49,6.291484593125716,3.4019314465594874,5.601999013634747,2.3985536173411335,Iris-virginica
+50,4.4,2.8980774201011346,1.4022600852449214,0.2053224760035359,Iris-setosa
+51,5.809319671511917,3.0,4.36364500618722,1.539813348637769,Iris-versicolor
+52,5.309731170710106,3.819104939344612,1.644952149745094,0.42868741267315974,Iris-setosa
+53,5.399265033304401,3.8281322454638604,1.5370795311521466,0.26297173924367157,Iris-setosa
+54,5.743257285164428,2.7635671113136504,5.110568782880495,2.367893731185331,Iris-virginica
+55,6.62239597820946,3.284825457444162,5.632680198907646,2.4999988945736007,Iris-virginica
+56,5.463299813393355,4.2,1.3636743291810043,0.2105522806783347,Iris-setosa
+57,4.623480041120566,3.4485525403198007,1.4078939134895117,0.29731117158777787,Iris-setosa
+58,6.109966431434268,2.590869176220731,5.5289241700673575,1.4340406045112497,Iris-virginica
+59,5.575802726597076,2.7252568507410544,4.278982468532858,1.324905490948227,Iris-versicolor
+60,5.471218776886868,3.410498813547594,1.5670917243846758,0.37505632898711594,Iris-setosa
+61,5.732287854721608,2.5241196762554012,4.992534844733497,2.00557987491664,Iris-virginica
+62,6.671809872445242,3.2886769218845533,5.696758953721239,2.1139190055873582,Iris-virginica
+63,6.127328257121243,2.785527608308473,4.667820186634005,1.2035969253010335,Iris-versicolor
+64,5.833901213603449,3.215353019836013,4.790112061812893,1.8131096503160102,Iris-versicolor
+65,4.4,2.875131604812221,1.4107860247057253,0.19176058484662087,Iris-setosa
+66,5.892601948503819,3.0,5.0897602585060655,1.7999885471158883,Iris-virginica
+67,5.540732508365462,3.0,4.237512967771481,1.3041465097398126,Iris-versicolor
+68,5.595595819517329,2.4642869402893153,3.886502259942447,1.1026123685484053,Iris-versicolor
+69,5.691792015892703,3.8198330770809155,1.6629730647465009,0.35312566019654945,Iris-setosa
+70,4.890883982455438,3.0,1.3932298492704418,0.19585070288712206,Iris-setosa
+71,5.924023216258165,3.2103479666680084,4.782784767405314,1.805426646531056,Iris-versicolor
+72,5.839992281463442,3.203898829074855,4.823072259625809,1.8007172187752403,Iris-versicolor
+73,6.202305629976252,2.2000003599926035,4.530031702841276,1.4824377899128944,Iris-versicolor
+74,6.406976262784548,2.686444098602833,5.29237752882918,1.9152174582917965,Iris-virginica
+75,4.91151145614191,2.39736425929093,3.1989843984815955,0.9821028699138343,Iris-versicolor
+76,7.9,3.8501428313272945,6.369964132705008,2.0470993824511843,Iris-virginica
+77,5.888994723953768,3.234659548548509,4.867377180989971,1.8255844710048728,Iris-versicolor
+78,6.0344599385104525,3.0,4.8357586183189785,1.8043828040838354,Iris-virginica
+79,5.959902184333279,3.0,4.50944328199684,1.5218662334756692,Iris-versicolor
+80,5.0970251156061535,3.2969601727210227,1.9951593082610415,0.533655259038622,Iris-setosa
+81,6.516239989741374,3.0,5.811801479903073,2.2287096861771265,Iris-virginica
+82,5.3563846088956115,2.951780848147696,4.402839589771247,1.4742938111005057,Iris-versicolor
+83,5.894677124736451,3.2026385473655252,4.765669827014969,1.7980653475896804,Iris-versicolor
+84,5.200609834656613,2.674638437413522,3.953693559507951,1.36356860146818,Iris-versicolor
+85,5.743117776688827,2.6098776045522234,5.066976308118008,1.918316424110978,Iris-virginica
+86,7.12815904324461,3.0,5.90971360974562,2.127043106859658,Iris-virginica
+87,5.4742421241139,2.6843141492002864,4.2727870853147705,1.3038455038056467,Iris-versicolor
+88,6.955472444227198,3.0,5.6993483399175435,2.0919729712155273,Iris-virginica
+89,5.896692109465934,3.204169976609178,4.757548928699457,1.795771245272719,Iris-versicolor
+90,6.322541784040714,2.6842714657212348,4.922799281855001,1.7981363911685737,Iris-virginica
+91,5.748484944238333,3.818238500428557,1.690771047238918,0.3274465559728017,Iris-setosa
+92,6.67700357900081,3.3209123209675258,5.791918049500331,2.5,Iris-virginica
+93,4.796235327533357,3.0,1.4068557735945542,0.10000010463674727,Iris-setosa
+94,6.949514398205542,3.114654453370897,5.881089552226704,2.0837991660721387,Iris-virginica
+95,6.909835611705835,3.20191293288986,5.824384532966754,2.3204899152244187,Iris-virginica
+96,5.888937952918465,3.1915517522644947,4.7831244472599135,1.7857425516960803,Iris-versicolor
+97,6.627375005731777,3.325769887050803,5.690283429097865,2.5,Iris-virginica
+98,6.7025282911457005,2.472953894422009,5.724453334483895,1.7991625001086045,Iris-virginica
+99,5.162344398989391,3.3465365016958457,1.5546860990853089,0.2177023150211943,Iris-setosa
+100,5.153438394466635,3.3075196567049905,1.8125148304203231,0.5520553926008269,Iris-setosa
+101,6.105424702494139,2.5792737828501635,5.60738380162016,1.4153115629696236,Iris-virginica
+102,5.960566253707514,2.6720465628159413,5.0736466118914505,1.5813281119478826,Iris-versicolor
+103,6.16187071807216,2.928630500248989,4.619842262035051,1.336122480032731,Iris-versicolor
+104,5.911736095247951,3.2000895229685082,4.795246242152592,1.806347959286544,Iris-versicolor
+105,5.448003495135531,4.2,1.3549816810508586,0.19974902651702695,Iris-setosa
+106,5.374796248461022,2.4807837188880364,3.6978912109187085,1.0797827984967832,Iris-versicolor
+107,5.184294259113389,3.3412261238795047,1.7825625731596488,0.42615204682905394,Iris-setosa
+108,5.4448804066472585,3.8341978728725965,1.560134270533726,0.2704932219615773,Iris-setosa
+109,6.291236967332516,2.2829058273177125,4.38358920607711,1.2932822865506448,Iris-versicolor
+110,5.370590748969543,3.0,4.504719764505962,1.485698778588893,Iris-versicolor
+111,6.8140473229740754,2.781643976728444,4.781064318376189,1.3940891509998339,Iris-versicolor
+112,7.710135334916437,2.576909357426796,6.8999989001149045,2.3132768123295637,Iris-virginica
+113,6.664143647247102,3.302085471988205,5.742568056455392,2.5,Iris-virginica
+114,7.312747846430442,2.9098435679214543,6.214650923316513,1.807083398272602,Iris-virginica
+115,6.51913515793722,3.20643894974865,5.105876405851771,2.001796142248965,Iris-virginica
+116,6.246836023187491,2.2,4.545644386984547,1.5289833267529127,Iris-versicolor
+117,6.814129863546299,3.0,5.394934438405115,2.1018097978906414,Iris-virginica
+118,6.460844726131146,3.0,5.527382219345194,1.8131701710043402,Iris-virginica
+119,5.979268908782479,2.859370414398194,4.582900607019848,1.5068190287845469,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/test.csv b/iris/tab_ddpm/2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/6/train.csv b/iris/tab_ddpm/2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/6/val.csv b/iris/tab_ddpm/2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/7/synth.csv b/iris/tab_ddpm/2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..417649ee8372c7ed14346fbe5ce4b1bedefea46d
--- /dev/null
+++ b/iris/tab_ddpm/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.496299103587038,2.299247808982519,1.3049638397033796,0.2908367255742481,Iris-setosa
+1,4.810630440998965,3.0,1.4055670496895454,0.292977133056194,Iris-setosa
+2,6.999536211789326,3.1182564911624415,5.088149469823217,2.3134247620594635,Iris-virginica
+3,6.033093071141827,3.0,4.847904318036358,1.8128706486310349,Iris-virginica
+4,5.967845962219896,2.2,5.0071565398992135,1.5298153948061548,Iris-virginica
+5,6.312257041939938,3.393062248523298,5.5908825188534825,2.4018275036187036,Iris-virginica
+6,5.045454394386791,3.528667305045742,1.4959947118567405,0.39717638256836074,Iris-setosa
+7,5.5451425261281235,2.6067819474989746,4.331942698204287,1.200300422701277,Iris-versicolor
+8,7.698657864664761,2.5954985350204614,6.899998683767227,2.311357898083575,Iris-virginica
+9,5.866855923666548,3.0,5.099314042813497,1.796085318500221,Iris-virginica
+10,5.499880875724203,4.2,1.3901640146475467,0.22189556756817702,Iris-setosa
+11,4.897805471871406,3.1267490298142047,1.4868075559955924,0.1,Iris-setosa
+12,5.054250981191715,3.6384746351738766,1.4973678581337926,0.4168131864100972,Iris-setosa
+13,5.012377641128038,3.213882209252061,1.2,0.19670632718931308,Iris-setosa
+14,5.006371136174065,3.406644655980997,1.4990124831025577,0.41990309499262424,Iris-setosa
+15,6.114888174437269,2.568038404286143,5.557587007779486,1.4234902240225178,Iris-virginica
+16,4.499213035168291,2.3107546225936284,1.3102840399881228,0.29864044931922107,Iris-setosa
+17,6.368446787220859,2.629266964939105,5.183339571618085,1.8383867749227045,Iris-virginica
+18,5.515831482661919,4.2,1.352760972440029,0.19506059027733258,Iris-setosa
+19,7.89999839287563,3.793154038442681,6.4158338581606085,2.0015638357538172,Iris-virginica
+20,6.658780062376941,3.302634207114802,5.703721246855797,2.4999993470194783,Iris-virginica
+21,6.912006774629479,3.1251883740694546,5.114980999818426,2.3277814138725716,Iris-virginica
+22,6.788801451400417,3.2130079512356127,5.902951415872277,2.2084361261512977,Iris-virginica
+23,4.796037345521171,3.0,1.401185199491147,0.10000010811588911,Iris-setosa
+24,6.350185549196258,2.6780842632501787,5.012837254333335,1.8102582098033133,Iris-virginica
+25,5.9874154247387645,3.0,4.872218429988786,1.7932414006635038,Iris-virginica
+26,7.31379116875286,2.9002826902376317,6.34448388559602,1.8042604867809175,Iris-virginica
+27,6.64661592608579,3.298425671293184,5.658300103087763,2.4999996373856272,Iris-virginica
+28,5.0033964271737705,3.409498403303198,1.543920074957928,0.4875274644503196,Iris-setosa
+29,5.792937123320339,2.678983726425539,5.077821284984487,1.9095097945966713,Iris-virginica
+30,6.067276193370776,3.0,4.580028796791711,1.371292474217254,Iris-versicolor
+31,5.455030606937482,4.199999181626739,1.348698726706984,0.19506618246455698,Iris-setosa
+32,5.587365156458568,2.450420531635105,3.880106182113343,1.103415792327498,Iris-versicolor
+33,7.724216986516265,2.5737950853352913,6.899998795719387,2.3037421424190123,Iris-virginica
+34,6.254332902015709,3.29133878211919,4.681012714881215,1.6497787359676421,Iris-versicolor
+35,4.4,2.923601491399627,1.4106963435915365,0.19612045036409015,Iris-setosa
+36,4.822809594329219,3.0,1.400656585286468,0.24021124201810415,Iris-setosa
+37,5.127964791674652,3.4042664546098793,1.5982879083491328,0.20200127677944105,Iris-setosa
+38,5.955827118886194,2.2000003196243303,5.0099617721706515,1.499365247680422,Iris-virginica
+39,6.243287843398292,2.3082551199527104,4.354905778566512,1.252912309270796,Iris-versicolor
+40,6.598420472995478,2.849428819159798,4.491971992067329,1.3579930162071228,Iris-versicolor
+41,7.9,3.827863519306872,6.399523799618659,2.009339076793191,Iris-virginica
+42,6.430944653271216,2.90829345339966,4.285292670160938,1.3073312673869237,Iris-versicolor
+43,5.4081127810244105,3.0,4.496429925239507,1.4746109156412408,Iris-versicolor
+44,5.446638879437266,3.4221458032545025,1.5909621677111647,0.42661218751433927,Iris-setosa
+45,4.909404117780856,3.128173224512461,1.4965773349978446,0.10000009461136342,Iris-setosa
+46,6.076525887311616,2.5774931488826414,4.9031113595117715,1.871984301464631,Iris-virginica
+47,6.462794842449125,2.8828808425893815,4.325089870077689,1.3336476075079688,Iris-versicolor
+48,6.179080788716291,2.200000311183515,4.5821204684411665,1.5021957489264015,Iris-versicolor
+49,6.790764512344166,3.1957718727234257,5.844721705982882,2.321217426591843,Iris-virginica
+50,5.345777338978213,4.199999119065436,1.371691401471882,0.21566950056990303,Iris-setosa
+51,6.173169140799782,2.8207981556091886,4.70546121612417,1.1907219291569573,Iris-versicolor
+52,4.581059526003636,3.405034361655868,1.4031294256802986,0.3023847609744519,Iris-setosa
+53,6.333308256408684,2.6698839046927176,4.943263801816361,1.800301973591997,Iris-virginica
+54,6.729139232129412,2.52264163524398,5.754319927658942,1.7811955992157862,Iris-virginica
+55,5.775578064361912,2.8066601364292616,5.099035412470711,2.406356313706646,Iris-virginica
+56,7.708317435154436,2.5830838716557216,6.89999871754784,2.2947351081436187,Iris-virginica
+57,6.076923631247597,2.581943172081755,5.5481775178851915,1.3573828706179278,Iris-virginica
+58,6.298847265456871,2.6426632423293164,4.964048334110618,1.8076588789990955,Iris-virginica
+59,5.737761076647597,2.6464033594358214,5.094796041196151,1.8972609735855455,Iris-virginica
+60,7.726376644446978,2.626760183216952,6.899998651789181,2.32484603013923,Iris-virginica
+61,5.598665438684197,2.469820327916821,3.921734726851768,1.1132343030945648,Iris-versicolor
+62,5.889140318755037,2.7140606681487642,5.073715141556588,1.8908832801559363,Iris-virginica
+63,5.568362437059115,2.4927047667033464,4.0709158829809144,1.0981407663499023,Iris-versicolor
+64,5.613393981553051,2.9088352303675626,3.7577765158575476,1.2990748871811615,Iris-versicolor
+65,5.004282557954007,2.4466664204210944,2.99364289749525,1.0683582953904385,Iris-versicolor
+66,4.896612824617707,3.089958443676864,1.4971198614396741,0.10000009761362842,Iris-setosa
+67,6.058042524041011,2.682763313556879,5.091667376288164,1.5981912760449288,Iris-versicolor
+68,5.569820106517839,2.730375291527138,4.455804404839832,1.2686372227026066,Iris-versicolor
+69,5.57416380425556,3.0,4.261848676690186,1.3124738827058866,Iris-versicolor
+70,5.896663768631594,3.0,4.348072628353069,1.4952274793969962,Iris-versicolor
+71,5.894842122525289,3.190051282401715,4.80099778939833,1.8167807796115418,Iris-versicolor
+72,5.451455224646366,3.8893157596190906,1.937025268252327,0.4343972697535562,Iris-setosa
+73,5.511779067860466,4.2,1.3845496590515571,0.22193287174879664,Iris-setosa
+74,5.719258175176368,3.814104596158894,1.4985408787565868,0.36616729616016697,Iris-setosa
+75,5.97642398431357,2.2000002864695394,5.010733501720821,1.457160229057221,Iris-virginica
+76,5.0913089775819085,2.4680099360500027,3.163840414403736,1.0752875681737883,Iris-versicolor
+77,6.297244804989699,2.3004063078526618,4.403444414618983,1.2857978876765628,Iris-versicolor
+78,6.165601418601795,3.256296999399246,4.744030837443925,1.734519733600487,Iris-versicolor
+79,4.893263429970631,3.094515108823241,1.5277543741777275,0.1,Iris-setosa
+80,6.297405516404464,2.6993945509846977,4.833607254181777,1.7939364492250078,Iris-virginica
+81,6.459118077073836,3.0,5.429538926842128,1.8093058041936398,Iris-virginica
+82,6.641227233428056,3.302984828445301,5.686229522515421,2.5,Iris-virginica
+83,7.363508793563671,2.9089945608817045,6.2921343652358495,1.795947221658731,Iris-virginica
+84,5.8338131208446145,3.8359449604885967,1.652391966013982,0.3393459206335837,Iris-setosa
+85,5.770767473580659,2.6653654768864876,5.089324368979367,1.8931448941695448,Iris-virginica
+86,5.424615551977075,3.0,4.542011995222607,1.5378032334490346,Iris-versicolor
+87,7.168546849026833,3.0,5.94261807113292,2.095220345433682,Iris-virginica
+88,5.136691302034906,3.816288403238495,1.4974312026948768,0.201918575987284,Iris-setosa
+89,5.20431434016714,3.8744223651866947,1.7691482461038883,0.37154616802217516,Iris-setosa
+90,5.860138411873753,3.1963312545501785,4.814873364998014,1.8074969451690703,Iris-versicolor
+91,5.1103563246249815,3.31557520610766,1.548032393501823,0.4377305781344303,Iris-setosa
+92,5.451886984713757,4.2,1.3649088317819205,0.20958930210301707,Iris-setosa
+93,6.108958310582421,2.783122481426614,4.720750316958585,1.194171569372681,Iris-versicolor
+94,5.598871027156534,2.713662659867338,4.285634883732856,1.2861941745374788,Iris-versicolor
+95,5.901627648008976,3.212296561329561,4.803099575659881,1.8006840276321796,Iris-versicolor
+96,5.7428987942398795,2.780258850622012,5.082324639948544,1.9485768864806376,Iris-virginica
+97,6.648147534367704,3.3203949048091546,5.674405667399195,2.5,Iris-virginica
+98,6.242014949830496,2.5665574235133835,5.000138140988222,1.549297256285698,Iris-versicolor
+99,5.426644584051728,3.904458820945064,1.6373022237327226,0.4244679792633189,Iris-setosa
+100,6.287312315690085,2.6081364629059114,4.854347483222283,1.7887112249693986,Iris-virginica
+101,4.827953502598735,3.0,1.4046798927869872,0.333709538738722,Iris-setosa
+102,6.317528572153027,3.3933390956100853,5.5592020919501,2.40010936178411,Iris-virginica
+103,6.724884611099582,2.481998468230341,5.738188332187021,1.7990804585761035,Iris-virginica
+104,6.290026576400127,2.4798984637316424,4.881921029659504,1.4954892891820473,Iris-versicolor
+105,4.594036736263222,3.4075607697239185,1.3942288006766659,0.29801018091640097,Iris-setosa
+106,7.899998674633016,3.7814623051650957,6.405969387908338,1.9810479014914348,Iris-virginica
+107,5.84748104116344,3.2239075675226245,4.803868114810546,1.8151316203892172,Iris-versicolor
+108,6.3120967535025985,2.3038661834552276,4.4299587141840195,1.3252926957421494,Iris-versicolor
+109,6.337752147758986,2.889396053792981,5.525830554048535,1.8071558509310077,Iris-virginica
+110,5.8473377447633474,3.204937391932795,4.793654881777473,1.8046324859451925,Iris-versicolor
+111,6.662510482296385,3.3096433952726443,5.676451733173372,2.5,Iris-virginica
+112,6.305026568454947,3.3933448194989255,5.601435457473817,2.38471622951162,Iris-virginica
+113,6.582890437516964,3.1746953125949577,5.109404268703326,2.0190531084806422,Iris-virginica
+114,7.899998290347937,3.7851819614020537,6.3184084640428235,2.0401156505540325,Iris-virginica
+115,6.706272607099666,2.490014542695096,5.775345319505493,1.8082204784852771,Iris-virginica
+116,5.54580065688224,3.0,4.4514381210767,1.5382058007101094,Iris-versicolor
+117,6.6589105803745285,3.31457980497186,5.7123575715663355,2.5,Iris-virginica
+118,6.912823135345289,3.0,5.56410456708034,2.1086197433929943,Iris-virginica
+119,5.1029245891662,3.385602288709324,1.4998202845245956,0.3302522412383189,Iris-setosa
diff --git a/iris/tab_ddpm/2/7/test.csv b/iris/tab_ddpm/2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/7/train.csv b/iris/tab_ddpm/2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/7/val.csv b/iris/tab_ddpm/2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/8/synth.csv b/iris/tab_ddpm/2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c82c14f5e1ab02198ad9a029ade3d12123b88bc9
--- /dev/null
+++ b/iris/tab_ddpm/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.798380604912885,3.0,5.492112240153288,2.0940057517687922,Iris-virginica
+1,5.420058799089493,3.0,4.563355253291435,1.5155197098005424,Iris-versicolor
+2,5.564555126519248,3.65220705573196,1.6013801443015676,0.38779683557822553,Iris-setosa
+3,5.147765251670458,3.810676367851058,1.6434572067995212,0.20122951622334104,Iris-setosa
+4,6.086980714960478,2.7863246808142352,4.666738997372854,1.195366498143051,Iris-versicolor
+5,6.29977034313275,2.498687534417755,4.852968172318036,1.4956348911269295,Iris-versicolor
+6,6.282055250874471,2.30682935194442,4.433842693964341,1.3092277441302709,Iris-versicolor
+7,5.729518177057094,3.836180557124917,1.7207391642411975,0.4184032132228286,Iris-setosa
+8,5.6215768329942835,2.6730520478854585,4.382505279909538,1.2630597185624104,Iris-versicolor
+9,6.799296417093856,3.0,5.536526446740156,2.055141107950898,Iris-virginica
+10,6.166026410067339,2.2000003035742934,4.567027450505632,1.489195337533776,Iris-versicolor
+11,7.158559612543895,3.0,5.978215185670377,2.112004004503632,Iris-virginica
+12,4.506297217965277,2.2959939084369956,1.3079163679272612,0.324603829425078,Iris-setosa
+13,7.694101136742373,2.5971937578965223,6.899998785577138,2.2896993362208993,Iris-virginica
+14,5.097917973879428,3.479133306662495,1.400569980180102,0.29492204908927844,Iris-setosa
+15,6.298148650175765,2.292917340007524,4.397181611721448,1.285776258247339,Iris-versicolor
+16,4.61269008596357,3.4025017371671744,1.4007891562430663,0.3124884157443517,Iris-setosa
+17,5.391729545620878,2.433198887752168,3.8129057494273426,1.0840114683733229,Iris-versicolor
+18,5.823111720798574,3.2154197735946757,4.768928100253205,1.81484804619053,Iris-versicolor
+19,4.983982430060478,3.2268339757273834,1.2,0.1962090409651408,Iris-setosa
+20,6.035926208400724,2.2000003810160447,4.979259359097469,1.5348684477840429,Iris-virginica
+21,6.140392731906123,2.594064147675964,5.577282479966731,1.4152523029686623,Iris-virginica
+22,5.646924042125756,2.4625040158013225,5.0036810076118785,1.9668957840408376,Iris-virginica
+23,6.276750128048467,3.3847700737876982,5.649734822976773,2.3844969346361924,Iris-virginica
+24,5.0058401467411,3.2261994719185716,1.2,0.19964489477932956,Iris-setosa
+25,5.506104788779876,2.6164587586031542,4.4615566019314485,1.216458918374717,Iris-versicolor
+26,5.600396976918522,3.7165324322307596,1.68656872088278,0.38157401039688027,Iris-setosa
+27,4.988327440805329,3.4369552692417225,1.5905701183797996,0.404735095769308,Iris-setosa
+28,6.768986201470174,2.7794200481171187,4.715634355340533,1.3877409669068927,Iris-versicolor
+29,5.989979997759003,2.2,4.998349666839456,1.5044014392401803,Iris-virginica
+30,7.706624432203498,2.5792578985907384,6.9,2.324379389558121,Iris-virginica
+31,4.491939326661044,2.3154774765648845,1.3011116312638313,0.2924302635175071,Iris-setosa
+32,4.619647915056852,3.2053365428268767,1.4061182085575772,0.20217942837340688,Iris-setosa
+33,5.81570125526799,2.749542802730196,5.074646276780987,1.8872014738811718,Iris-virginica
+34,6.294375960970039,2.6884619624907917,4.89958012629688,1.8119440483333598,Iris-virginica
+35,6.0085131696867835,2.2000003379385222,5.039914491279559,1.5151166848962776,Iris-virginica
+36,6.722392796173954,2.507824520018174,5.843931517261817,1.801252632020671,Iris-virginica
+37,5.248659536712941,3.481251767090647,1.4913717662085904,0.19942411583811942,Iris-setosa
+38,6.304227430535651,2.304318988255399,4.429681801953298,1.3160515869791662,Iris-versicolor
+39,5.1686118630052755,3.3944135514122986,1.624505924347163,0.21351576088185664,Iris-setosa
+40,5.80459390268625,2.82256676009557,5.121542158144759,2.4002443522156782,Iris-virginica
+41,5.486749068500652,3.9028768947117833,1.772127389500659,0.413938196778443,Iris-setosa
+42,5.34698992245079,3.0,4.51339408072468,1.559231809301829,Iris-versicolor
+43,5.963372612565391,2.7094769678855126,5.098906476752554,1.608676056659702,Iris-versicolor
+44,5.848245741349262,3.0,5.087437220380819,1.8101064607201829,Iris-virginica
+45,5.5155012583877125,3.758957751832502,1.5784333663790893,0.25923465465005463,Iris-setosa
+46,4.923325715241399,2.4073640905584286,3.502858759705938,0.9987686449731228,Iris-versicolor
+47,6.290248622463223,2.6833730098595012,4.930208634898676,1.796509714863634,Iris-virginica
+48,7.707504525617863,2.6093324020182624,6.899998590391522,2.3076510587593635,Iris-virginica
+49,4.400000493966724,2.9031633102761325,1.4171264641741772,0.20766844712095733,Iris-setosa
+50,5.82688395258319,3.2083232264162773,4.7938114295622105,1.8176825169637592,Iris-versicolor
+51,4.833901041966444,3.008838237499873,1.4334673245531113,0.1000001150343491,Iris-setosa
+52,6.2972247056655055,3.4014033567719237,5.64417218528002,2.3789347313816886,Iris-virginica
+53,5.120524609489935,3.4060663782401335,1.494106248645997,0.2013853077995196,Iris-setosa
+54,5.459334160152999,3.8965225011768774,1.8348245168808621,0.3874473401587326,Iris-setosa
+55,6.32146226554531,2.4849725753744347,4.871053927310179,1.4670278050303214,Iris-versicolor
+56,5.988551982227509,2.7156972848700165,5.093417761395086,1.603352143090485,Iris-versicolor
+57,5.521439918210784,2.633127016526411,4.364783819178527,1.2233300912882532,Iris-versicolor
+58,7.061400877347554,3.0,5.812600204017424,2.1560609780423294,Iris-virginica
+59,5.8741151917065455,3.226260904414438,4.833857009406907,1.8173736472054063,Iris-versicolor
+60,5.4121773324664595,3.390403112485701,1.5692373846518866,0.46265383391393666,Iris-setosa
+61,6.483635424070515,3.0,5.832423640227407,2.2237946327059412,Iris-virginica
+62,6.52568927259348,3.2097141002881626,5.080064393506995,2.0385802026007136,Iris-virginica
+63,6.817561306366923,2.793418369520125,4.757242830348605,1.3797872274294554,Iris-versicolor
+64,5.092598310240423,3.518642008414743,1.4031984975164804,0.33002398537329924,Iris-setosa
+65,5.411831566072987,3.4038880868252934,1.5464291057070207,0.40977851820667627,Iris-setosa
+66,5.403347756863149,3.0,4.422698054243037,1.5103285857670186,Iris-versicolor
+67,5.9537545175940565,3.0,4.805471673366368,1.796778046247802,Iris-virginica
+68,7.145101208798678,3.0,5.833599859337786,2.095354532836908,Iris-virginica
+69,7.699127063610343,2.564966183583046,6.899998911355991,2.290024690632374,Iris-virginica
+70,6.062433183892568,3.0,4.804163829353685,1.8004002499488292,Iris-virginica
+71,5.878104058861612,3.207930878358701,4.835111783074599,1.8119976845417713,Iris-versicolor
+72,6.285162459175545,3.2962816970452105,4.72354313597858,1.5976482834345258,Iris-versicolor
+73,4.9987695485659085,3.177850319147752,1.200000267708818,0.1983074012068019,Iris-setosa
+74,4.9967398398141265,3.286753302852108,1.4008697949967053,0.2008492567249015,Iris-setosa
+75,5.554394072652389,2.439605674441708,3.926047718131121,1.1280317572232752,Iris-versicolor
+76,6.588653192013676,3.261117080502302,5.444558494949701,2.050369779040575,Iris-virginica
+77,5.685182816335468,2.479571061272117,5.004155899342942,2.0005799296664737,Iris-virginica
+78,5.973216431632949,2.2000003243658615,5.0189453405558675,1.4764387199444915,Iris-virginica
+79,6.808066483423275,3.089103020610796,5.691631689062519,2.2560276374942614,Iris-virginica
+80,4.673584391675546,3.0891934104692886,1.399639413627284,0.22010529752750907,Iris-setosa
+81,5.838168658829692,2.7641358505304794,4.5972528227718,1.1844978915495745,Iris-versicolor
+82,5.8115603790784,3.21659222828985,4.799209514168254,1.803699316671411,Iris-versicolor
+83,6.213867753411673,2.2000004924476335,4.625189478375779,1.4778476824658113,Iris-versicolor
+84,6.662081843013238,3.3315883539014983,5.780336677254393,2.5,Iris-virginica
+85,6.270376098491611,3.308050251012448,4.729380368003108,1.5997284554052065,Iris-versicolor
+86,4.599746722863032,3.1799493391900264,1.404750050002223,0.19731976791099315,Iris-setosa
+87,6.702292100349885,2.4960227623967555,5.741811201118415,1.8067196495487563,Iris-virginica
+88,5.95185118050519,2.8998057412470755,4.4828046712903244,1.483665128593294,Iris-versicolor
+89,6.18615163962504,2.200000289597247,4.571702574608774,1.48528717443598,Iris-versicolor
+90,5.15349528772945,3.6401356813411274,1.498819696606205,0.3689614494742365,Iris-setosa
+91,4.602046522931662,3.4081330094071896,1.4006925642973298,0.4038463907344998,Iris-setosa
+92,5.975387109024302,2.8935451921947486,4.49871145636776,1.4951306349686695,Iris-versicolor
+93,6.192222443502958,3.2217356875713254,4.660852834401754,1.5200044637815902,Iris-versicolor
+94,4.501976302812388,2.3360295295596014,1.3001977117992225,0.2976299806419389,Iris-setosa
+95,5.630961347426985,2.465296769557999,3.9007965741774093,1.0988296898313568,Iris-versicolor
+96,5.867215672396594,3.210585050214685,4.807063025418743,1.8132699740954366,Iris-versicolor
+97,5.469681952235937,3.5135059291527173,1.4968382466819043,0.38802017513563725,Iris-setosa
+98,4.88516881675471,3.12070892645728,1.7405591493283958,0.10000009736718664,Iris-setosa
+99,5.06660500849307,3.59170736413692,1.4968256068092174,0.2929991691545932,Iris-setosa
+100,4.590283513896988,3.1707862512993525,1.3942078263737832,0.20026287727374198,Iris-setosa
+101,5.628743955244813,3.836303203887487,1.7487247157077466,0.4308957763744806,Iris-setosa
+102,4.788595848801514,3.0,1.4030251009560153,0.31528882538350894,Iris-setosa
+103,5.421779751774498,4.2,1.3779753683896905,0.19715687242911487,Iris-setosa
+104,5.85473576900753,2.95209372013217,5.020895817503505,1.8086994623446033,Iris-virginica
+105,6.26028378175996,3.2772129373647942,4.732307928992504,1.6729371519872536,Iris-versicolor
+106,6.704181620595104,3.0,4.970620390728764,1.7282438743288822,Iris-versicolor
+107,4.875711275871458,3.1255503637478665,1.4998909786282684,0.1,Iris-setosa
+108,5.067528071182946,3.441899127480204,1.4975624739794335,0.19754048140883157,Iris-setosa
+109,4.77385340872144,3.0,1.3919633227177195,0.10000009952431088,Iris-setosa
+110,5.914290346382536,3.0,5.108035165176514,1.8020106493766466,Iris-virginica
+111,5.098154657107565,3.477758615951722,1.4010813961320205,0.2768200470321022,Iris-setosa
+112,7.338158031940676,2.9130442909106766,6.2674444743344475,1.7898369076718232,Iris-virginica
+113,6.410925636897217,2.9017730067726557,4.34319336924074,1.2868173205723683,Iris-versicolor
+114,5.949971802220127,2.891337434965056,4.455570339231434,1.4972181898337993,Iris-versicolor
+115,6.248430618817168,2.2,4.602775534561128,1.4961419238966576,Iris-versicolor
+116,6.499987829800621,3.0,5.53566370794093,1.9932469812056934,Iris-virginica
+117,6.892107649517244,3.0767063534796835,5.0985967826009135,2.3149025930292564,Iris-virginica
+118,6.300321477269535,2.4894811642687373,4.8986172856949155,1.5132363108732045,Iris-versicolor
+119,6.078614360310165,2.7887016414829615,4.675113025030419,1.2124988675573904,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/test.csv b/iris/tab_ddpm/2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/8/train.csv b/iris/tab_ddpm/2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/8/val.csv b/iris/tab_ddpm/2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/9/synth.csv b/iris/tab_ddpm/2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14cbc0ae67e65fd7e042b6e643db55291f9a937f
--- /dev/null
+++ b/iris/tab_ddpm/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.3561377856872,3.3909052151772365,1.593343607660763,0.207555967525907,Iris-setosa
+1,6.878146330540127,3.081786663345816,5.0967480488223185,2.2886904214261548,Iris-virginica
+2,4.926687937467161,2.417717087897606,3.3769363606823264,1.041147992698408,Iris-versicolor
+3,5.128064048965141,3.3400024919908766,1.703651323754886,0.44793054763229334,Iris-setosa
+4,5.365240858572288,3.4078298127576763,1.6597217894100211,0.2004953889315551,Iris-setosa
+5,5.568188418443313,3.0,4.126327027261302,1.3134209682604163,Iris-versicolor
+6,4.894683345792653,3.1148683943567566,1.4959043555693858,0.1000001021115895,Iris-setosa
+7,5.152381991717821,3.739591317896736,1.5415150625830352,0.20517619962231107,Iris-setosa
+8,5.444288267058861,3.9247260658928056,1.7961128904382715,0.3558947047953909,Iris-setosa
+9,5.219169266033493,2.7747206677563447,4.264999264195954,1.4457533500163462,Iris-versicolor
+10,6.249051581750461,2.307322228742231,4.387089855545084,1.2519315557112705,Iris-versicolor
+11,5.388355937434297,3.405582802468292,1.5883396413568773,0.2036623742191991,Iris-setosa
+12,5.845851342541498,3.2059046427185143,4.814077146570643,1.8049650513550433,Iris-versicolor
+13,6.284910303337497,3.312320077199867,4.710777610752247,1.630979564098005,Iris-versicolor
+14,6.490767499072109,3.0,5.492887854975633,1.7904984589014998,Iris-virginica
+15,5.4296157818059605,3.928589742560477,1.6038759220512433,0.4904935132638931,Iris-setosa
+16,5.08648224353516,3.8021731760693545,1.4928948078551083,0.19526529607206458,Iris-setosa
+17,6.721261290208861,3.2151829770383165,5.872202592606434,2.3144410861760587,Iris-virginica
+18,6.664707926135487,3.3051638259127145,5.656473834644823,2.1176189082392414,Iris-virginica
+19,5.949279998858256,2.88397799939362,4.439817775851256,1.4734436313398334,Iris-versicolor
+20,5.936004851295506,2.878003213025705,4.518130568822626,1.463845699147564,Iris-versicolor
+21,5.030763544552371,3.4831442675816584,1.612587154470187,0.43421752240706,Iris-setosa
+22,6.1813827497074065,2.7812436796826883,4.630340677958018,1.2291478202604629,Iris-versicolor
+23,5.7737854984517005,2.628023861857517,5.064253930282592,1.921131431895665,Iris-virginica
+24,4.8684737846177315,3.100055762650388,1.490773493259962,0.10000009742158987,Iris-setosa
+25,4.890439057621413,3.0991492869157264,1.5069517675687045,0.10000010735873759,Iris-setosa
+26,7.1580471523422915,3.0,5.97452240976254,2.0774130022488633,Iris-virginica
+27,6.7119558837450475,3.0,5.016092363301327,1.690643948143875,Iris-versicolor
+28,4.708501417856179,3.41722471786921,1.4288011035493782,0.3568555155916961,Iris-setosa
+29,6.198719496452085,2.79975538502983,4.6108000610467705,1.2225815628180636,Iris-versicolor
+30,4.61183134632074,3.18593703097188,1.4020852840874172,0.1980839806397594,Iris-setosa
+31,7.740568630064271,2.574529411472694,6.899998776705572,2.348487246032742,Iris-virginica
+32,4.808001404637615,3.0,1.4087045113527081,0.10000011462499082,Iris-setosa
+33,6.2868641084279355,3.397177241806571,5.633916773251364,2.4008235265994093,Iris-virginica
+34,7.899998443174589,3.8244254557899215,6.3489378586801015,2.0427842056810244,Iris-virginica
+35,5.930130047489257,3.0,4.925264251198092,1.7948728984185953,Iris-virginica
+36,5.125860394108736,3.855958194823865,1.4871882125274554,0.19979481900169466,Iris-setosa
+37,6.042805672128721,3.0,4.817816420450974,1.8043118315783782,Iris-virginica
+38,5.555312289053649,2.6604096642923323,4.298813504173156,1.2812985437940336,Iris-versicolor
+39,4.638983845975628,3.4062083283343303,1.4090791720847173,0.2936290898057327,Iris-setosa
+40,6.393238837895288,2.851175337931971,4.4748042511744295,1.2477822689519946,Iris-versicolor
+41,5.4236362421876425,3.0,4.5522995225154,1.5061875617166556,Iris-versicolor
+42,6.305281788598356,2.7484088210190385,5.112050613786765,1.809024990718063,Iris-virginica
+43,4.500618603893923,2.3083696735740835,1.3130708763377965,0.3437001864613185,Iris-setosa
+44,5.381135574497541,2.9535443653727755,4.40176212269453,1.4319726083632156,Iris-versicolor
+45,5.797483387988111,2.572015423477808,5.030003309214537,1.9651997382846746,Iris-virginica
+46,5.883765100606521,3.199457721382769,4.831043746668107,1.811726161935124,Iris-versicolor
+47,6.653617924961283,2.503681508753894,5.652873338640649,1.8131960204636637,Iris-virginica
+48,6.507682284930774,3.204274944075995,5.0988096177368885,1.9965550069611633,Iris-virginica
+49,7.297274000105166,2.8976319748976813,6.276080464046882,1.8045120484858523,Iris-virginica
+50,5.099927449414978,3.875017436671228,1.5935936175945353,0.2017023403581789,Iris-setosa
+51,6.879295816870939,3.2198290689620577,5.684837053151242,2.3265648381856936,Iris-virginica
+52,6.341360091791949,2.4470189832035727,4.799055807817841,1.4931340350438602,Iris-versicolor
+53,6.113103547805844,2.6095921064308136,5.520832600413951,1.4030817837190306,Iris-virginica
+54,5.994175610373062,3.0,4.784115288845614,1.8039088316666099,Iris-virginica
+55,5.362130488262543,3.3931608120978956,1.5693403514826225,0.4394021579550938,Iris-setosa
+56,5.757102550822693,3.8280131677627303,1.498393348327254,0.34844464337870173,Iris-setosa
+57,4.6039981092258,3.2046514700729403,1.4075691699955764,0.20228891928027076,Iris-setosa
+58,5.140364795974318,3.475587237803633,1.4986797342295641,0.19767167803196237,Iris-setosa
+59,6.588174483058896,3.299690960532919,5.7168684728530295,2.5,Iris-virginica
+60,5.240622141770722,3.750154140298657,1.4951606503428811,0.1947779347900554,Iris-setosa
+61,5.985473521277155,2.2,5.0181290672394745,1.4965496008939232,Iris-virginica
+62,6.458506966452982,3.0,5.772586430939112,2.2071803121613773,Iris-virginica
+63,5.084447071866014,2.471002565157259,3.064054142566219,1.0726933546186561,Iris-versicolor
+64,5.553268496679461,2.5467878538741155,4.2585496063857455,1.1325535212913709,Iris-versicolor
+65,6.903402596846419,3.110498133871459,5.107027527024632,2.289806610489355,Iris-virginica
+66,5.690462999740464,3.7888286439978476,1.7268388445907783,0.4353985276393668,Iris-setosa
+67,6.3932914248956685,2.6684725613869524,5.189689880928748,1.888559869747975,Iris-virginica
+68,4.4,2.891401848793025,1.4057228661189374,0.19965308538914928,Iris-setosa
+69,4.933187102423462,2.4110790733795704,3.2390110329881323,1.0807795878889563,Iris-versicolor
+70,5.394935119554057,3.6298426906896344,1.5596605076792287,0.19815783201087767,Iris-setosa
+71,5.854983182649977,2.8037420963168103,4.53415366990931,1.256948552003172,Iris-versicolor
+72,6.672192883575047,3.309336328098342,5.780067847879094,2.5,Iris-virginica
+73,6.536201083876447,3.0,5.49374749416418,1.7918247901994404,Iris-virginica
+74,6.645312962060146,3.301559404352002,5.674546824603327,2.4999990154372647,Iris-virginica
+75,5.188757458540982,3.8701418406648083,1.5698288170976333,0.4318585290737116,Iris-setosa
+76,6.294757330219296,2.692607222653724,4.8745397812388855,1.802381353663983,Iris-virginica
+77,5.7627460700266395,2.5963165422985908,5.064150644591706,1.951244885446026,Iris-virginica
+78,6.195768182185531,2.200000343009142,4.551403952484887,1.4858336149895348,Iris-versicolor
+79,6.305441756486132,3.3968280959123303,5.609853735220725,2.4058136795676037,Iris-virginica
+80,6.894659575123192,3.187489402940318,5.894452163417501,2.286708284002376,Iris-virginica
+81,4.607101355265433,3.4036857052359246,1.406217644421264,0.3775136010490181,Iris-setosa
+82,6.008029240943706,2.2000002837996058,5.021113556294729,1.5296431167860787,Iris-virginica
+83,4.899160031340699,3.1172158505829524,1.493860088995552,0.1,Iris-setosa
+84,5.579834354436439,2.6152702031556854,4.0698095521777775,1.2252648347156976,Iris-versicolor
+85,5.112478347210858,3.5082300135301767,1.4026850436861755,0.3142206222361257,Iris-setosa
+86,6.400172840997834,2.898382277263292,4.3115008059185325,1.2906359205881583,Iris-versicolor
+87,5.444639420090086,3.0,4.439937484150155,1.3989325283628475,Iris-versicolor
+88,4.864753673363727,3.0964009477061993,1.6039729590330403,0.1,Iris-setosa
+89,6.669496199384651,3.3262476011256648,5.607728403585143,2.5,Iris-virginica
+90,5.360472333634589,3.8963250264377334,1.5409035952111836,0.39147304195133625,Iris-setosa
+91,6.279922116049527,2.536098142658101,4.912279608277845,1.5023740411314985,Iris-versicolor
+92,5.132505855400823,3.7518778123824594,1.4983390371219523,0.4467939248460199,Iris-setosa
+93,5.769696213212404,2.5531007058796824,5.04331579408869,1.9527347148866094,Iris-virginica
+94,6.297555976650133,2.5228068227296623,4.897735260433654,1.5184056919703939,Iris-versicolor
+95,6.813843157856515,3.0,5.436339106870528,2.0940683514360066,Iris-virginica
+96,4.8663729547121495,3.1177240924361964,1.4933839582207773,0.1,Iris-setosa
+97,5.1778769758270125,3.8416562688814153,1.508141286472773,0.24694315114234516,Iris-setosa
+98,5.528050727996303,2.4143131492510435,3.8228954806757796,1.091837350088265,Iris-versicolor
+99,6.237362045637433,3.277495920156827,4.714690581569262,1.719511863963267,Iris-versicolor
+100,5.156637528117577,3.3022229577679183,1.842901564192529,0.5165806112991578,Iris-setosa
+101,5.891647804097408,3.194666663633832,4.776004902552027,1.8136000834155708,Iris-versicolor
+102,6.307664625947196,2.5051228006362996,4.8782174476697735,1.4670045568463286,Iris-versicolor
+103,6.678647985666008,3.3000855179177497,5.630751617518836,2.1078025770258817,Iris-virginica
+104,6.680896138528984,3.0,5.01690330317085,1.697059644105505,Iris-versicolor
+105,6.183167039445646,2.2000002714735887,4.5500659850603995,1.4940836257169705,Iris-versicolor
+106,7.077103484155792,3.0,5.88343683728366,2.1243868418552205,Iris-virginica
+107,5.598496397177775,2.7097270070138753,4.351198304021496,1.27020890148055,Iris-versicolor
+108,6.0164114630681205,2.7040392468030547,5.116630462870019,1.6191819521705852,Iris-versicolor
+109,4.625574597797757,3.401695545539898,1.4031795411828065,0.31322902848760115,Iris-setosa
+110,6.30151848411365,2.666126866782493,4.89443368954156,1.7992780854858035,Iris-virginica
+111,5.509403960317143,3.437771482847386,1.6699468594440583,0.47226425644361714,Iris-setosa
+112,6.281178009169021,3.397305536285735,5.622789089541093,2.392545387838314,Iris-virginica
+113,5.5412073743454755,2.444948503616159,3.832475774406018,1.1106436084136833,Iris-versicolor
+114,6.816914837952177,2.7921990565053787,4.7564799970650435,1.3747201864598806,Iris-versicolor
+115,6.14705488075609,2.6331034102916804,5.030625573482997,1.5607246893936395,Iris-versicolor
+116,6.059951310662346,3.0,4.510559467595,1.4154861075797445,Iris-versicolor
+117,5.1152308953698915,3.8446723025618645,1.5817143811857204,0.2038482026697382,Iris-setosa
+118,5.716161276309181,2.4963282514018976,5.002538375637859,1.9817851415324619,Iris-virginica
+119,5.231188721622571,3.8357516191560905,1.6160416561856348,0.36859589925037584,Iris-setosa
diff --git a/iris/tab_ddpm/2/9/test.csv b/iris/tab_ddpm/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/9/train.csv b/iris/tab_ddpm/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/2/9/val.csv b/iris/tab_ddpm/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/2/diffusion.pt b/iris/tab_ddpm/2/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1c42fbdf9a7a595d2ee39ab8730a5593b877d270
--- /dev/null
+++ b/iris/tab_ddpm/2/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ed8f5f6092e5db5f80721d4f3e84da9b38d476f27d795c7c80afc74528abf4d
+size 6499333
diff --git a/iris/tab_ddpm/2/diffusion_state.json b/iris/tab_ddpm/2/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..daff12f04b465d25754b6b910840659823f41ee5
--- /dev/null
+++ b/iris/tab_ddpm/2/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21dfcdd61fc891e2529122684bdc6c2d7e70190832cac50baead1c87e3e0397f
+size 6480710
diff --git a/iris/tab_ddpm/2/mlu_log.csv b/iris/tab_ddpm/2/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..78ee4b2fb0372ba97bdcd407d1de473416b76e85
--- /dev/null
+++ b/iris/tab_ddpm/2/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,0,0.9656955003738403,,,,,,
+tab_ddpm,1,0.9046158194541931,,,,,,
+tab_ddpm,2,1.0130574703216553,,,,,,
+tab_ddpm,3,0.7770968079566956,,,,,,
+tab_ddpm,4,0.8086437582969666,,,,,,
+tab_ddpm,5,0.8270910382270813,,,,,,
+tab_ddpm,6,0.7546718120574951,,,,,,
+tab_ddpm,7,0.7973790764808655,,,,,,
+tab_ddpm,8,0.6368089318275452,,,,,,
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+tab_ddpm,10,0.6024935245513916,,,,,,
+tab_ddpm,11,0.5163057446479797,,,,,,
+tab_ddpm,12,0.5883815288543701,,,,,,
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+tab_ddpm,14,0.5527251362800598,,,,,,
+tab_ddpm,15,0.5958927273750305,,,,,,
+tab_ddpm,16,0.6464360356330872,,,,,,
+tab_ddpm,17,0.5135987997055054,,,,,,
+tab_ddpm,18,0.5056536197662354,,,,,,
+tab_ddpm,19,0.4146699905395508,,,,,,
+tab_ddpm,20,0.5642922520637512,,,,,,
+tab_ddpm,21,0.5883841514587402,,,,,,
+tab_ddpm,22,0.44679751992225647,,,,,,
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+tab_ddpm,25,0.6092535853385925,,,,,,
+tab_ddpm,26,0.6002906560897827,,,,,,
+tab_ddpm,27,0.4190243184566498,,,,,,
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+tab_ddpm,29,0.5188059210777283,,,,,,
+tab_ddpm,30,0.5703637599945068,,,,,,
+tab_ddpm,31,0.46912887692451477,,,,,,
+tab_ddpm,32,0.43452325463294983,,,,,,
+tab_ddpm,33,0.361160010099411,,,,,,
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+tab_ddpm,56,0.5259273648262024,,,,,,
+tab_ddpm,57,0.49755266308784485,,,,,,
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+tab_ddpm,66,0.49811962246894836,,,,,,
+tab_ddpm,67,0.38892418146133423,,,,,,
+tab_ddpm,68,0.4026716947555542,,,,,,
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+tab_ddpm,81,0.3999309539794922,,,,,,
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+tab_ddpm,89,0.3372113108634949,,,,,,
+tab_ddpm,90,0.41487303376197815,,,,,,
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+tab_ddpm,95,0.3518740236759186,,,,,,
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+tab_ddpm,97,0.3899354934692383,,,,,,
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+tab_ddpm,99,0.45934587717056274,,,,,,
+tab_ddpm,100,0.39757516980171204,,,,,,
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+tab_ddpm,103,0.41465678811073303,,,,,,
+tab_ddpm,104,0.46608904004096985,,,,,,
+tab_ddpm,105,0.4016077220439911,,,,,,
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diff --git a/iris/tab_ddpm/2/model.pt b/iris/tab_ddpm/2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..85a266bc93bf334565ab9b5dadc6a30d31ce9599
--- /dev/null
+++ b/iris/tab_ddpm/2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b70918ca5e26abd5da53cb1532d046448008d678f815c1ae0c5d9133ef0f788c
+size 6456342
diff --git a/iris/tab_ddpm/2/model_state.json b/iris/tab_ddpm/2/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ab49f63750fb098bbd3ff3ebb59c0199581356e
--- /dev/null
+++ b/iris/tab_ddpm/2/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b32a763ab771d695c4e1ecd7d768845812e3bec4194031da42dade00d34ccaf1
+size 6453564
diff --git a/iris/tab_ddpm/2/params.json b/iris/tab_ddpm/2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/2/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/2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7bdb5244af648fc3989a41b1efe0bdb2a774a93c
--- /dev/null
+++ b/iris/tab_ddpm/2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2676 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9d84f507",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:11.227315Z",
+     "iopub.status.busy": "2024-07-29T08:49:11.227001Z",
+     "iopub.status.idle": "2024-07-29T08:49:24.196507Z",
+     "shell.execute_reply": "2024-07-29T08:49:24.195556Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.981024,
+     "end_time": "2024-07-29T08:49:24.198849",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:11.217825",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 91 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "430dc7ac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:24.221576Z",
+     "iopub.status.busy": "2024-07-29T08:49:24.220727Z",
+     "iopub.status.idle": "2024-07-29T08:49:24.229269Z",
+     "shell.execute_reply": "2024-07-29T08:49:24.228392Z"
+    },
+    "papermill": {
+     "duration": 0.022028,
+     "end_time": "2024-07-29T08:49:24.231287",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:24.209259",
+     "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": "94094599",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009411,
+     "end_time": "2024-07-29T08:49:24.250217",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:24.240806",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e9ca8caa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:24.270008Z",
+     "iopub.status.busy": "2024-07-29T08:49:24.269752Z",
+     "iopub.status.idle": "2024-07-29T08:49:24.276645Z",
+     "shell.execute_reply": "2024-07-29T08:49:24.275801Z"
+    },
+    "papermill": {
+     "duration": 0.018976,
+     "end_time": "2024-07-29T08:49:24.278489",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:24.259513",
+     "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": "da2a70ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:24.298613Z",
+     "iopub.status.busy": "2024-07-29T08:49:24.298337Z",
+     "iopub.status.idle": "2024-07-29T08:49:24.303601Z",
+     "shell.execute_reply": "2024-07-29T08:49:24.302710Z"
+    },
+    "papermill": {
+     "duration": 0.01763,
+     "end_time": "2024-07-29T08:49:24.305533",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:24.287903",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/2\"\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": "b6fd363c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:24.327548Z",
+     "iopub.status.busy": "2024-07-29T08:49:24.327285Z",
+     "iopub.status.idle": "2024-07-29T08:49:24.332518Z",
+     "shell.execute_reply": "2024-07-29T08:49:24.331705Z"
+    },
+    "papermill": {
+     "duration": 0.018475,
+     "end_time": "2024-07-29T08:49:24.334534",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:24.316059",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f1cc7224",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:24.355103Z",
+     "iopub.status.busy": "2024-07-29T08:49:24.354839Z",
+     "iopub.status.idle": "2024-07-29T08:49:25.339288Z",
+     "shell.execute_reply": "2024-07-29T08:49:25.338282Z"
+    },
+    "papermill": {
+     "duration": 0.997528,
+     "end_time": "2024-07-29T08:49:25.341719",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:24.344191",
+     "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": "e2c43c4c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:25.363769Z",
+     "iopub.status.busy": "2024-07-29T08:49:25.363443Z",
+     "iopub.status.idle": "2024-07-29T08:49:26.347425Z",
+     "shell.execute_reply": "2024-07-29T08:49:26.346300Z"
+    },
+    "papermill": {
+     "duration": 0.997507,
+     "end_time": "2024-07-29T08:49:26.349507",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:25.352000",
+     "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": "0bb50a1f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:26.372169Z",
+     "iopub.status.busy": "2024-07-29T08:49:26.371403Z",
+     "iopub.status.idle": "2024-07-29T08:49:26.380883Z",
+     "shell.execute_reply": "2024-07-29T08:49:26.380028Z"
+    },
+    "papermill": {
+     "duration": 0.022836,
+     "end_time": "2024-07-29T08:49:26.382717",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:26.359881",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/2\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": "a75bf2f8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:26.406409Z",
+     "iopub.status.busy": "2024-07-29T08:49:26.406139Z",
+     "iopub.status.idle": "2024-07-29T08:49:26.755058Z",
+     "shell.execute_reply": "2024-07-29T08:49:26.754116Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.363742,
+     "end_time": "2024-07-29T08:49:26.757387",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:26.393645",
+     "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": "1956a0ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:26.779937Z",
+     "iopub.status.busy": "2024-07-29T08:49:26.779609Z",
+     "iopub.status.idle": "2024-07-29T08:49:28.390214Z",
+     "shell.execute_reply": "2024-07-29T08:49:28.389428Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.624614,
+     "end_time": "2024-07-29T08:49:28.392650",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:26.768036",
+     "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": "386e8032",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:28.417554Z",
+     "iopub.status.busy": "2024-07-29T08:49:28.417169Z",
+     "iopub.status.idle": "2024-07-29T08:49:28.425164Z",
+     "shell.execute_reply": "2024-07-29T08:49:28.424469Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022275,
+     "end_time": "2024-07-29T08:49:28.427029",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:28.404754",
+     "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": "0db4923b",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:28.449240Z",
+     "iopub.status.busy": "2024-07-29T08:49:28.448568Z",
+     "iopub.status.idle": "2024-07-29T08:49:28.453006Z",
+     "shell.execute_reply": "2024-07-29T08:49:28.452193Z"
+    },
+    "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": 0.017568,
+     "end_time": "2024-07-29T08:49:28.454881",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:28.437313",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "068ed229",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:28.476977Z",
+     "iopub.status.busy": "2024-07-29T08:49:28.476718Z",
+     "iopub.status.idle": "2024-07-29T08:49:28.588915Z",
+     "shell.execute_reply": "2024-07-29T08:49:28.588186Z"
+    },
+    "papermill": {
+     "duration": 0.125847,
+     "end_time": "2024-07-29T08:49:28.591074",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:28.465227",
+     "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": "d47b7df0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:28.616002Z",
+     "iopub.status.busy": "2024-07-29T08:49:28.615712Z",
+     "iopub.status.idle": "2024-07-29T08:49:32.854533Z",
+     "shell.execute_reply": "2024-07-29T08:49:32.853514Z"
+    },
+    "papermill": {
+     "duration": 4.254079,
+     "end_time": "2024-07-29T08:49:32.856649",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:28.602570",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 08:49:30.340253: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-29 08:49:30.340310: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-29 08:49:30.341990: 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": "0aa3458d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:32.880596Z",
+     "iopub.status.busy": "2024-07-29T08:49:32.880046Z",
+     "iopub.status.idle": "2024-07-29T08:49:32.887130Z",
+     "shell.execute_reply": "2024-07-29T08:49:32.886279Z"
+    },
+    "papermill": {
+     "duration": 0.02125,
+     "end_time": "2024-07-29T08:49:32.889147",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:32.867897",
+     "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": "2f08eff8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:32.913579Z",
+     "iopub.status.busy": "2024-07-29T08:49:32.913306Z",
+     "iopub.status.idle": "2024-07-29T08:49:35.607579Z",
+     "shell.execute_reply": "2024-07-29T08:49:35.606819Z"
+    },
+    "papermill": {
+     "duration": 2.709338,
+     "end_time": "2024-07-29T08:49:35.609983",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:32.900645",
+     "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": "352cf25f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:35.635911Z",
+     "iopub.status.busy": "2024-07-29T08:49:35.635584Z",
+     "iopub.status.idle": "2024-07-29T08:49:35.641565Z",
+     "shell.execute_reply": "2024-07-29T08:49:35.640709Z"
+    },
+    "papermill": {
+     "duration": 0.021096,
+     "end_time": "2024-07-29T08:49:35.643424",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:35.622328",
+     "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": "2e49acef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:35.667737Z",
+     "iopub.status.busy": "2024-07-29T08:49:35.666983Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.156348Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.155227Z"
+    },
+    "papermill": {
+     "duration": 0.504271,
+     "end_time": "2024-07-29T08:49:36.158720",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:35.654449",
+     "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": "e136ccf3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.185087Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.184784Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.206799Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.205918Z"
+    },
+    "papermill": {
+     "duration": 0.037767,
+     "end_time": "2024-07-29T08:49:36.208787",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.171020",
+     "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": "4ee0f424",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.233282Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.232532Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.281329Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.280560Z"
+    },
+    "papermill": {
+     "duration": 0.06315,
+     "end_time": "2024-07-29T08:49:36.283203",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.220053",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 30000, 't_end': 0, 't_range': None, 'n_steps': 1, 'n_inner_steps': 2, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 1024, 'mlu_run': 0, 'target': None, 'lr': 0.0021337872195045216, 'loss_fn': <function l1_loss at 0x7bd6be1b0c10>, '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": "2bcee826",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.309274Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.309002Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.325079Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.324397Z"
+    },
+    "papermill": {
+     "duration": 0.031499,
+     "end_time": "2024-07-29T08:49:36.326946",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.295447",
+     "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": "49490e88",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.351516Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.351251Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.355016Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.354192Z"
+    },
+    "papermill": {
+     "duration": 0.018503,
+     "end_time": "2024-07-29T08:49:36.356997",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.338494",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "49cff109",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.381194Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.380947Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.472699Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.471906Z"
+    },
+    "papermill": {
+     "duration": 0.106075,
+     "end_time": "2024-07-29T08:49:36.474513",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.368438",
+     "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": "16a311de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.500626Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.500351Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.508987Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.508149Z"
+    },
+    "papermill": {
+     "duration": 0.024029,
+     "end_time": "2024-07-29T08:49:36.510896",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.486867",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 1024 starting 30000 until 0\n",
+      "mlu step times 1*2*8\n",
+      "mlu samples 32 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "850c1f01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.535911Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.535601Z",
+     "iopub.status.idle": "2024-07-29T08:49:36.543424Z",
+     "shell.execute_reply": "2024-07-29T08:49:36.542710Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.022702,
+     "end_time": "2024-07-29T08:49:36.545281",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.522579",
+     "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": "95f523ca",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T08:49:36.570204Z",
+     "iopub.status.busy": "2024-07-29T08:49:36.569931Z",
+     "iopub.status.idle": "2024-07-29T09:00:56.729847Z",
+     "shell.execute_reply": "2024-07-29T09:00:56.729013Z"
+    },
+    "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": 680.175276,
+     "end_time": "2024-07-29T09:00:56.732337",
+     "exception": false,
+     "start_time": "2024-07-29T08:49:36.557061",
+     "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: 0.354 Sum: 0.354\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3053 Sum: 0.3053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.288 Sum: 0.288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.283 Sum: 0.283\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2708 Sum: 0.2708\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.2654 Sum: 0.2654\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2593 Sum: 0.2593\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.253 Sum: 0.253\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.2519 Sum: 0.2519\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2448 Sum: 0.2448\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2445 Sum: 0.2445\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.241 Sum: 0.241\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2393 Sum: 0.2393\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2377 Sum: 0.2377\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2329 Sum: 0.2329\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2301 Sum: 0.2301\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.232 Sum: 0.232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2283 Sum: 0.2283\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2262 Sum: 0.2262\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.225 Sum: 0.225\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2227 Sum: 0.2227\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.224 Sum: 0.224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2208 Sum: 0.2208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2216 Sum: 0.2216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2195 Sum: 0.2195\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.219 Sum: 0.219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.2193 Sum: 0.2193\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2172 Sum: 0.2172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2153 Sum: 0.2153\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2189 Sum: 0.2189\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.029892414808273315\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2214 Sum: 0.2214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0886283777654171\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2148 Sum: 0.2148\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05597184970974922\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2153 Sum: 0.2153\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03225087374448776\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2146 Sum: 0.2146\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11910853162407875\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2123 Sum: 0.2123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.022397100925445557\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.2133 Sum: 0.2133\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11312494054436684\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.2125 Sum: 0.2125\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.055456601083278656\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.2111 Sum: 0.2111\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.031424686312675476\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2109 Sum: 0.2109\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09555681049823761\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2073 Sum: 0.2073\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03168555349111557\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2081 Sum: 0.2081\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.1040961742401123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2082 Sum: 0.2082\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2065 Sum: 0.2065\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.052714135497808456\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.029683206230401993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2074 Sum: 0.2074\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.12043342739343643\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2112 Sum: 0.2112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.026221103966236115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2086 Sum: 0.2086\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.13358286023139954\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2057 Sum: 0.2057\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03826335445046425\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2068 Sum: 0.2068\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03872757777571678\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09305736422538757\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02687644585967064\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": [
+      "MLU loss 0.10193585604429245\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2023 Sum: 0.2023\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.047089479863643646\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03850599378347397\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2048 Sum: 0.2048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08992382138967514\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.023353971540927887\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.201 Sum: 0.201\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11372493579983711\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2005 Sum: 0.2005\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04240836948156357\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.2024 Sum: 0.2024\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.019580330699682236\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11991746351122856\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.023750606924295425\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.2022 Sum: 0.2022\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10501254349946976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.042015139013528824\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1969 Sum: 0.1969\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.026273652911186218\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0978265069425106\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.020333703607320786\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08939490094780922\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1968 Sum: 0.1968\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0333268903195858\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.017994172871112823\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1956 Sum: 0.1956\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11908933520317078\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1957 Sum: 0.1957\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.017208818346261978\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1976 Sum: 0.1976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0948837511241436\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04387863352894783\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1961 Sum: 0.1961\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.023030001670122147\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1943 Sum: 0.1943\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0886816754937172\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02345345914363861\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0881332978606224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.04603683575987816\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.028748031705617905\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08109840378165245\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1945 Sum: 0.1945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.032544367015361786\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1936 Sum: 0.1936\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11743760481476784\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.030203159898519516\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.2013 Sum: 0.2013\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": "27fecb71",
+   "metadata": {
+    "papermill": {
+     "duration": 0.024823,
+     "end_time": "2024-07-29T09:00:56.780885",
+     "exception": false,
+     "start_time": "2024-07-29T09:00:56.756062",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "d642a47a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:00:56.830651Z",
+     "iopub.status.busy": "2024-07-29T09:00:56.829619Z",
+     "iopub.status.idle": "2024-07-29T09:00:56.888889Z",
+     "shell.execute_reply": "2024-07-29T09:00:56.887911Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.087131,
+     "end_time": "2024-07-29T09:00:56.891137",
+     "exception": false,
+     "start_time": "2024-07-29T09:00:56.804006",
+     "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": "2643b879",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:00:56.948426Z",
+     "iopub.status.busy": "2024-07-29T09:00:56.946619Z",
+     "iopub.status.idle": "2024-07-29T09:01:13.050807Z",
+     "shell.execute_reply": "2024-07-29T09:01:13.049845Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.137795,
+     "end_time": "2024-07-29T09:01:13.053318",
+     "exception": false,
+     "start_time": "2024-07-29T09:00:56.915523",
+     "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": "9b5bbe85",
+   "metadata": {
+    "papermill": {
+     "duration": 0.024021,
+     "end_time": "2024-07-29T09:01:13.101098",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:13.077077",
+     "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": 725.039834,
+   "end_time": "2024-07-29T09:01:14.849538",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T08:49:09.809704",
+   "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